diff --git a/LICENSE b/LICENSE
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diff --git a/README.md b/README.md
index 6ddff2f305ace52cf0365e74625592c1a32ac0be..ec3736143e83f462ce81a8b6fa19bed8261478e9 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,497 @@
----
-license: gpl-3.0
----
+# Mistral-finetune
+
+
+
+
+
+
+`mistral-finetune` is a light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models.
+It is based on [LoRA](https://arxiv.org/abs/2106.09685), a training paradigm where most weights are frozen and only 1-2% additional weights in the form of low-rank matrix perturbations are trained.
+
+For maximum efficiency it is recommended to use a A100 or H100 GPU. The codebase is optimized
+for multi-GPU-single-node training setups, but for smaller models, such as the 7B a single GPU suffices.
+
+> **Note**
+>
+> - The goal of this repository is to provide a simple, guided entrypoint to finetune Mistral models.
+> As such, it is fairly opinionated (especially around data formatting) and does not aim at being exhaustive
+> across multiple model architecture or hardware types.
+> For more generic approaches, you can check out some other great projects like
+> [torchtune](https://pytorch.org/torchtune/stable/overview.html).
+
+## Installation
+
+To get started with Mistral LoRA fine-tuning, follow these steps:
+
+1. Clone this repository:
+```
+cd $HOME && git clone https://github.com/mistralai/mistral-finetune.git
+```
+
+2. Install all required dependencies:
+```
+cd mistral-finetune
+pip install -r requirements.txt
+```
+
+## Model download
+
+We recommend fine-tuning one of the official Mistral models which you can download here:
+
+| Model | Link | Checksum |
+|----------------|---------------------------------------------------------------------------------------------------------|-----------------------------------|
+| 7B Base V3 | [7B Base](https://models.mistralcdn.com/mistral-7b-v0-3/mistral-7B-v0.3.tar) | `0663b293810d7571dad25dae2f2a5806`|
+| 7B Instruct v3 | [7B Instruct v3](https://models.mistralcdn.com/mistral-7b-v0-3/mistral-7B-Instruct-v0.3.tar) | `80b71fcb6416085bcb4efad86dfb4d52`|
+| 8x7B Base V1 | [8x7B Base](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1) | (HF link) |
+| 8x7B Instruct V1 | [8x7B Instruct](https://models.mistralcdn.com/mixtral-8x7b-v0-1/Mixtral-8x7B-v0.1-Instruct.tar) | `8e2d3930145dc43d3084396f49d38a3f` |
+| 8x22 Instruct V3 | [8x22 Instruct](https://models.mistralcdn.com/mixtral-8x22b-v0-3/mixtral-8x22B-Instruct-v0.3.tar) | `471a02a6902706a2f1e44a693813855b`|
+| 8x22B Base V3 | [8x22B Base](https://models.mistralcdn.com/mixtral-8x22b-v0-3/mixtral-8x22B-v0.3.tar) | `a2fa75117174f87d1197e3a4eb50371a`|
+
+**Important Notice**: For 8x7B Base V1 and 8x7B Instruct V1, it is necessary to use our v3 tokenizer and extend the vocabulary size to 32768 prior to fine-tuning. For detailed instructions on this process, please refer to the ["Model extension"](https://github.com/mistralai/mistral-finetune?tab=readme-ov-file#model-extension) section.
+
+E.g., to download the 7B-base model you can run the following command:
+```sh
+mkdir -p ~/${HOME}/mistral_models
+cd ${HOME} && wget https://models.mistralcdn.com/mistral-7b-v0-3/mistral-7B-v0.3.tar
+tar -xf mistral-7B-v0.3.tar -C mistral_models
+```
+
+Make sure to modify your training script and add the path to the downloaded
+folder as `model_id_or_path`.
+
+E.g., modify [example/7B.yaml](https://github.com/mistralai/mistral-finetune/blob/main/example/7B.yaml) to include the absolute path to `$HOME/mistral_models/7B`:
+
+```
+model_id_or_path: "/Users/johndoe/mistral_models/7B"
+```
+
+## Prepare dataset
+
+To ensure effective training, `mistral-finetune` has strict
+requirements for how the training data has to be formatted.
+
+All data files must be stored in jsonl format files.
+
+You can build two types of data files:
+
+### _Pretrain_:
+
+Pretrain data corresponds to plain text data stored in the `"text"` key. E.g:
+
+```jsonl
+{"text": "Text contained in document n°1"}
+{"text": "Text contained in document n°2"}
+```
+
+### _Instruct_:
+
+Currently two different types of instruction following data are supported:
+
+- _Instruct_: conversational data stored in the `"messages"` key in the form of a list. Each list item is a dictionary containing the `"content"` and `"role"` keys. `"role"` is a string being one of "user", "assistant" or "system_prompt". The loss will only be computed if "role" == "assistant". E.g.:
+
+```jsonl
+{
+ "messages": [
+ {
+ "role": "user",
+ "content": "User interaction n°1 contained in document n°1"
+ },
+ {
+ "role": "assistant",
+ "content": "Bot interaction n°1 contained in document n°1"
+ },
+ {
+ "role": "user",
+ "content": "User interaction n°2 contained in document n°1"
+ },
+ {
+ "role": "assistant",
+ "content": "Bot interaction n°2 contained in document n°1"
+ }
+ ]
+}
+{
+ "messages": [
+ {
+ "role": "user",
+ "content": "User interaction n°1 contained in document n°2"
+ },
+ {
+ "role": "assistant",
+ "content": "Bot interaction n°1 contained in document n°2"
+ },
+ {
+ "role": "user",
+ "content": "User interaction n°2 contained in document n°2"
+ },
+ {
+ "role": "assistant",
+ "content": "Bot interaction n°2 contained in document n°2",
+ "weight": 0, # don't train on n°2
+ },
+ {
+ "role": "user",
+ "content": "User interaction n°3 contained in document n°2"
+ },
+ {
+ "role": "assistant",
+ "content": "Bot interaction n°3 contained in document n°2"
+ }
+ ]
+}
+```
+
+- _Function calling_: conversational data stored in the `"messages"` key in the form of a list. Each list item is a dictionary containing the `"role"` and `"content"` or `"tool_calls"` keys. `"role"` is a string being one of "user", "assistant", "system_prompt", or "tool". The loss will only be computed if "role" == "assistant".
+
+**Note**: In function calling the `"id"` of `"tool_calls"` and the `"tool_call_id"` are randomly generated strings of exactly 9 chars. We recommend to generate this automatically
+in a data preparation script as is done [here](https://github.com/mistralai/mistral-finetune/blob/208b25c0f7299bb78d06cea25b82adee03834319/utils/reformat_data_glaive.py#L74).
+
+E.g.:
+
+```jsonl
+{
+ "messages": [
+ {
+ "role": "system",
+ "content": "You are an helpful assistant who has access to the following functions to help the user, you can use the functions if needed"
+ },
+ {
+ "role": "user",
+ "content": "Can you help me generate an anagram of the word \"listen\"?"
+ },
+ {
+ "role": "assistant",
+ "tool_calls": [
+ {
+ "id": "TX92Jm8Zi",
+ "type": "function",
+ "function": {
+ "name": "generate_anagram",
+ "arguments": "{\"word\": \"listen\"}"
+ }
+ }
+ ]
+ },
+ {
+ "role": "tool",
+ "content": "{\"anagram\": \"silent\"}",
+ "tool_call_id": "TX92Jm8Zi"
+ },
+ {
+ "role": "assistant",
+ "content": "The anagram of the word \"listen\" is \"silent\"."
+ },
+ {
+ "role": "user",
+ "content": "That's amazing! Can you generate an anagram for the word \"race\"?"
+ },
+ {
+ "role": "assistant",
+ "tool_calls": [
+ {
+ "id": "3XhQnxLsT",
+ "type": "function",
+ "function": {
+ "name": "generate_anagram",
+ "arguments": "{\"word\": \"race\"}"
+ }
+ }
+ ]
+ }
+ ],
+ "tools": [
+ {
+ "type": "function",
+ "function": {
+ "name": "generate_anagram",
+ "description": "Generate an anagram of a given word",
+ "parameters": {
+ "type": "object",
+ "properties": {
+ "word": {
+ "type": "string",
+ "description": "The word to generate an anagram of"
+ }
+ },
+ "required": [
+ "word"
+ ]
+ }
+ }
+ }
+ ]
+}
+```
+
+## Verify dataset
+
+Before starting a training run you should verify that your dataset is correctly formatted and get an
+estimation of the training time. You can do so by using the [./utils/validate_data](https://github.com/mistralai/mistral-finetune/blob/main/utils/validate_data.py) script.
+
+Note that this step is crucial to ensure that the data is correctly formatted.
+
+### Instruction following
+
+Let's go over a simple example to train a model in instruction following:
+
+- 1. **Load a chunk of [Ultachat_200k](https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k)**
+
+Create the data folder and navigate to the folder.
+```sh
+cd $HOME && mkdir -p data && cd $HOME/data
+```
+
+Load the data into a Pandas Dataframe.
+
+**Note**: Make sure to have pandas and pyarrow installed (`pip install pandas pyarrow`).
+
+```py
+import pandas as pd
+
+df = pd.read_parquet('https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k/resolve/main/data/test_gen-00000-of-00001-3d4cd8309148a71f.parquet')
+```
+- 2. Split into train and eval
+
+```py
+df_train=df.sample(frac=0.95,random_state=200)
+df_eval=df.drop(df_train.index)
+```
+
+- 3. Save data to jsonl
+
+```py
+df_train.to_json("ultrachat_chunk_train.jsonl", orient="records", lines=True)
+df_eval.to_json("ultrachat_chunk_eval.jsonl", orient="records", lines=True)
+```
+
+- 4. Modify your training yaml to include the ultrachat dataset and verify the yaml
+
+Modify [example/7B.yaml](https://github.com/mistralai/mistral-finetune/blob/main/example/7B.yaml) to include the absolute path to `$HOME/data/ultrachat_chunk_train.jsonl` as well as a dataset mixing weight for training and `$HOME/data/ultrachat_chunk_eval.jsonl` for eval, *e.g.*
+
+```
+data:
+ instruct_data: "/Users/johndoe/data/ultrachat_chunk_train.jsonl"
+ eval_instruct_data: "/Users/johndoe/data/ultrachat_chunk_eval.jsonl"
+```
+
+Now you can verify your training yaml to make sure the data is correctly formatted and to get an estimate of your training time.
+
+```
+cd $HOME/mistral-finetune
+python -m utils.validate_data --train_yaml example/7B.yaml
+```
+
+Upon completion you should see an error report with many of the following errors:
+
+```
+The data in line 1412 of dataset /Users/johndoe/data/ultrachat_chunk_eval.jsonl is incorrectly formated.Expected last role to be one of: [assistant] but got user
+The data in line 1413 of dataset /Users/johndoe/data/ultrachat_chunk_eval.jsonl is incorrectly formated.Expected last role to be one of: [assistant] but got user
+The data in line 1414 of dataset /Users/johndoe/data/ultrachat_chunk_eval.jsonl is incorrectly formated.Expected last role to be one of: [assistant] but got user
+The data in line 1415 of dataset /Users/johndoe/data/ultrachat_chunk_eval.jsonl is incorrectly formated.Expected last role to be one of: [assistant] but got user
+```
+
+Many conversations seem to end with the 'user' role which is unnecessary as we only train on 'assistant' messages and thus would unnecessarily process data.
+
+You can make use of [./utils/reformat_data.py](https://github.com/mistralai/mistral-finetune/blob/main/utils/reformat_data.py) to correct the data:
+
+```
+cd $HOME/mistral-finetune
+python -m utils.reformat_data $HOME/data/ultrachat_chunk_train.jsonl
+python -m utils.reformat_data $HOME/data/ultrachat_chunk_eval.jsonl
+```
+
+You should see that a couple of samples will be skipped.
+
+- 5. Potentially change number of training steps
+
+Upon correction of the dataset, run the script again
+
+```
+cd $HOME/mistral-finetune
+python -m utils.validate_data --train_yaml example/7B.yaml
+```
+
+You should get a summary of the data input and training parameters:
+
+```
+Train States
+ --------------------
+{
+ "expected": {
+ "eta": "00:52:44",
+ "data_tokens": 25169147,
+ "train_tokens": 131072000,
+ "epochs": "5.21",
+ "max_steps": 500,
+ "data_tokens_per_dataset": {
+ "/Users/johndoe/data/ultrachat_chunk_train.jsonl": "25169147.0"
+ },
+ "train_tokens_per_dataset": {
+ "/Users/johndoe/data/ultrachat_chunk_train.jsonl": "131072000.0"
+ },
+ "epochs_per_dataset": {
+ "/Users/johndoe/data/ultrachat_chunk_train.jsonl": "5.2"
+ }
+ },
+}
+```
+
+Having `max_steps` set to 500 would lead to iterating through the dataset roughly 5 times which is reasonable, but might
+be a bit too much. A recommended setting is shown below which would only take 30min on a 8xH100 cluster.
+
+### Function calling
+
+Next let's go over a more advanced use case to fine-tune a model on function calling.
+Function calling requires the data to be in the format as [explained above](#instruct). Let's go over an example.
+
+- 1. **Load a chat-formatted version of the [Glaive function calling dataset](https://huggingface.co/datasets/Locutusque/function-calling-chatml)**
+
+Create the data folder and navigate to the folder.
+```sh
+cd $HOME && mkdir -p data && cd $HOME/data
+```
+
+Load the data into a Pandas Dataframe.
+
+**Note**: Make sure to have pandas and pyarrow installed (`pip install pandas pyarrow`).
+
+```py
+import pandas as pd
+
+df = pd.read_parquet('https://huggingface.co/datasets/Locutusque/function-calling-chatml/resolve/main/data/train-00000-of-00001-f0b56c6983b4a78f.parquet')
+```
+- 2. Split into train and eval
+
+```py
+df_train=df.sample(frac=0.95,random_state=200)
+df_eval=df.drop(df_train.index)
+```
+
+- 3. Save data to jsonl
+
+```py
+df_train.to_json("glaive_train.jsonl", orient="records", lines=True)
+df_eval.to_json("glaive_eval.jsonl", orient="records", lines=True)
+```
+
+- 4. Reformat dataset
+
+As one can see the dataset does not follow the required function calling format, so it will need to be reformatted. Among other things `"from"` should be renamed to `"user"` and superfluous `"\n"` characters should be removed.
+For this dataset you can make use of [`./utils/reformat_data_glaive.py`](https://github.com/mistralai/mistral-finetune/blob/main/utils/reformat_data_glaive.py):
+
+```
+cd $HOME/mistral-finetune
+python -m utils.reformat_data_glaive $HOME/data/glaive_train.jsonl
+python -m utils.reformat_data_glaive $HOME/data/glaive_eval.jsonl
+```
+
+Running this command will make sure that most samples are in the correct format.
+
+**Note**: It is impossible to write reformatting scripts that work for all kinds of datasets.
+If you have datasets that don't yet follow the required format above, you will most probably have to
+create a reformatting script yourself (mistral-chat or chat-gpt is your best friend here!).
+
+- 5. Validate dataset
+
+You can now validate the dataset by setting `data.instruct_data` and `data.eval_instruct_data` to
+`$HOME/data/glaive_train.jsonl` and `$HOME/data/glaive_eval.jsonl` in `example/7B.yaml` respectively.
+
+The reformatted datasets still has some errors which can be removed with `--create_corrected`. For this, make sure to add
+`--create_corrected` as follows:
+
+```
+cd $HOME/mistral-finetune
+python -m utils.validate_data --train_yaml example/7B.yaml --create_corrected
+```
+
+Running this command will show a couple of errors and save two new datasets `$HOME/data/glaive_train.jsonl.corrected` and `$HOME/data/glaive_eval.jsonl.corrected`. Make sure to use these two dataset in `example/7B.yaml` and run the command again. Now the dataset should be correctly formatted!
+
+
+## Start training
+
+Having followed the [dataset verification section](#verify-dataset), we can now start training.
+For faster training, we recommend setting max_steps to only 300. Make sure to define `run_dir` to your experiment folder and optionally set `wandb_project` to a Weights & Biases project for logging`, *e.g.*:
+```
+max_steps: 300
+run_dir: "/Users/johndoe/ultra_chat_test"
+wandb.project: ultra_chat
+```
+
+Optionally you can also set `wandb`
+
+Save the training configuration and start training! Make sure to set `--nproc-per-node` to the number of available GPUs.
+
+```
+cd $HOME/mistral-finetune
+torchrun --nproc-per-node 8 --master_port $RANDOM -m train example/7B.yaml
+```
+
+Training on ultra-chat should take around 30min on a 8xH100 node and the resulting weights should give an MT Bench score around 6.3.
+
+Training on glaive should take around 1h on a 8xH100 node and the resulting weights should work nicely for function calling.
+
+## Customizing training configuration
+
+The example `mistral-finetune/examples/7B` defines reasonable parameters for learning rate, weight decay, etc... but you are advised to
+customize these settings for your use case.
+
+Generally, a training configuration should fill the following parameters:
+
+- `model_id_or_path` defines the model to start training from. This can be a path to a pre-trained model or a local model directory.
+- `run_dir` defines the directory where training checkpoints and metrics are stored.
+- `seq_len` defines the sequence length for training. This is the maximum length of input sequences the model will process. Samples are packed to reach a length of `seq_len` for maximum training efficiency.
+- `batch_size` defines the number of training examples used per GPU. **Note**: The overall effective batch_size (in tokens) across all GPUs equals `num_gpus` x `batch_size` x `seq_len`.
+- `max_steps` defines the maximum number of training steps. This is the total number of iterations the training process will run. It can be adjusted based on the specific needs of your training scenario. Total number of tokens seen during training is `max_steps` x `num_gpus` x `batch_size` x `seq_len`.
+- `optim.lr` defines the learning rate. This is the initial learning rate for the optimizer.
+- `optim.weight_decay` defines weight decay. Weight decay is a regularization technique used to prevent overfitting by penalizing large weights. We recommend leaving it at 0.1.
+- `optim.pct_start` defines the percentage of the total training steps used for the learning rate warm-up phase before it starts to decrease. It corresponds to pct_start of PyTorch's OneCycleLR.
+- `lora.rank` defines the size of the LoRA (Low-Rank Adaptation) adapters. We recommend 64 or less, which adjusts the rank of the low-rank decomposition used in LoRA.
+- `seed` defines the random seed for initialization and data shuffling/sampling. Setting a seed ensures reproducibility of results.
+- `log_freq` defines the logging frequency. This specifies how often (in steps) to log training metrics.
+- `data.instruct_data` is the path to the instruction data used for training. This field has to be filled with one or multiple data sources in the format as explained above. Each data source should either be a path to jsonl file of a path to a directory containing jsonl files followed by a weighting to define the importance of this dataset: `:`. E.g.: `data.instruct_data: "/path/to/data1.jsonl:5.,/path/to/data2.jsonl:1.,/path/to/dir_of_jsonls:1."`
+- `data.data` is an optional path to additional pretraining data in the format as explained above. Note that this field can be left blank.
+- `data.eval_instruct_data` is an optional path to evaluation instruction data to run cross-validation at every `eval_freq` steps. Cross-validation metrics are displayed as `loss` and `perplexity`.
+- `eval_freq` defines how often (in steps) to evaluate the model. This specifies the interval at which the model is evaluated on the validation set.
+- `no_eval` is a flag to enable or disable intermediate evaluation. Setting it to False enables periodic evaluation during training.
+- `ckpt_freq` defines how often (in steps) to save checkpoints. This specifies the interval at which the model's state is saved.
+- `ckpt_only_lora` defines whether to only save the trained LoRA checkpoints or whether the trained LoRA should directly be merged into the base model and saved. **Note**: When setting `ckpt_only_lora=False` make sure that you have enough CPU and GPU memory to save the full model on a single process (this is usually only possible for the 7B model).
+- `wandb.key` is used to pass your Weights & Biases (wandb) API key for logging. This allows you to log training metrics to the wandb dashboard.
+- `wandb.project` defines the wandb project name. This is where the training run will be logged in the wandb interface.
+
+## Inference
+
+Once your model is trained, you should try it out in inference. We recommend using [mistral-inference](https://github.com/mistralai/mistral-inference).
+
+Make sure to have `mistral_inference` correctly installed:
+```
+pip install mistral_inference
+```
+
+Assuming your `lora.safetensors` is saved under `$HOME/ultra_chat_test/checkpoints/checkpoint_000300/consolidated/lora.safetensors`, you can chat with the model using `mistral_inference`, *e.g.*:
+
+```sh
+mistral-chat /mnt/slow/runs/patrick/mistral-finetune/7B/ --max_tokens 256 --temperature 1.0 --instruct --lora_path $HOME/ultra_chat_test/checkpoints/checkpoint_000300/consolidated/lora.safetensors
+```
+
+## Model extension
+
+**Important**: Note that one can only fine-tune mistral models that are compatible with the v3 tokenizer which entails that the models have a vocabulary size of 32768 - not 32000. One can however easily extend older version of vocabulary size 32000 to have a vocabulary size of 32768 by using:
+```
+python -m utils.extend_model_vocab --original_model_ckpt /folder/to/old/model --extended_model_ckpt /folder/to/extended/model
+```
+
+Once the extension has worked, one can fine-tune using the newly created model checkpoint in `/folder/to/extended/model`.
+
+## FAQ:
+
+> - What's the best practice of fine-tuning MoEs?
+
+We see a higher degree of performance variance in when fine-tuning MoE models. It's not unusual to find that fine-tuning MoEs models with different seeds can lead to a high variance in performance. We did not observe such a high variance with dense models. Therefore, we suggest running multiple instances of the same fine-tuning process on MoEs models and selecting the one that performs best.
+
+> - How can I determine the number of tokens used during the model training process?
+
+You can use the following script to find out: https://github.com/mistralai/mistral-finetune/blob/main/utils/validate_data.py. This script accepts a .yaml training file as input and returns the number of tokens the model is being trained on.
+
+> - What should I do if I encounter a CUDA out-of-memory error?
+
+One possible solution is to reduce the batch size per GPU. The batch size is equal to `seq_len` x `batch_size`. Try setting `batch_size` to 1 and reduce `seq_len`. You can define the `batch_size` and `seq_len` in the .yaml file.
diff --git a/__pycache__/train.cpython-310.pyc b/__pycache__/train.cpython-310.pyc
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+++ b/example/7B.yaml
@@ -0,0 +1,37 @@
+# data
+data:
+ instruct_data: "/root/data/mol_instructions_train.jsonl" # Fill this with the path to your training data
+ data: "" # Optionally fill with pretraining data
+ eval_instruct_data: "" # Optionally fill with evaluation data
+
+# model
+model_id_or_path: "/root/mistral_models/7B-v0.3" # Path to downloaded model
+lora:
+ rank: 64
+
+# optim
+seq_len: 32768
+batch_size: 2
+ #TODO try other values
+max_steps: 500
+optim:
+ lr: 5.e-5
+ weight_decay: 0.05
+ pct_start: 0.05
+
+# other
+seed: 99
+log_freq: 1
+eval_freq: 100
+no_eval: True
+ckpt_freq: 100
+
+ckpt_only_lora: False # Save only trained LoRA adapters. Set to `False` to merge LoRA adapter into the base model and save full fine-tuned model
+
+run_dir: "/root/mistral-finetune/runseed99"
+
+wandb:
+ project: "CHEMISTral7b-ft"
+ offline: False # Set to True if you want to use wandb in offline mode
+ key: "aaf77f83a4e316f6a8b47fa975ab6b5e73c7c8df" # Optionally set your WandB API key
+ run_name: "runseed99" # Optionally name your WandB run
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diff --git a/finetune/args.py b/finetune/args.py
new file mode 100644
index 0000000000000000000000000000000000000000..5290917901746f4986ab888e24ef63acac6aebb4
--- /dev/null
+++ b/finetune/args.py
@@ -0,0 +1,116 @@
+import logging
+import os
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Optional
+
+from simple_parsing.helpers import Serializable
+
+from model.args import LoraArgs
+
+from .data.args import DataArgs
+
+
+@dataclass
+class OptimArgs(Serializable):
+ lr: float = 3e-4
+ weight_decay: float = 0.1
+ pct_start: float = 0.3
+
+
+@dataclass
+class WandbArgs(Serializable):
+ project: Optional[str] = None # Fill this argument to use wandb.
+ offline: bool = False
+ key: Optional[str] = None
+ run_name: Optional[str] = None
+
+ def __post_init__(self) -> None:
+ if self.project is not None:
+ try:
+ import wandb # noqa: F401
+ except ImportError:
+ raise ImportError("`wandb` not installed. Either make sure `wandb` is installed or set `wandb:project` to None.")
+
+ if len(self.project) == 0:
+ raise ValueError("`wandb.project` must not be an empty string.")
+
+@dataclass
+class MLFlowArgs(Serializable):
+ tracking_uri: Optional[str] = None
+ experiment_name: Optional[str] = None
+
+ def __post_init__(self) -> None:
+ if self.tracking_uri is not None:
+ try:
+ import mlflow # noqa: F401
+ except ImportError:
+ raise ImportError("`mlflow` not installed. Either make sure `mlflow` is installed or set `mlflow.tracking_uri` to None.")
+
+ if self.experiment_name is None:
+ raise ValueError("If `mlflow.tracking_uri` is set, `mlflow.experiment_name` must be set as well.")
+
+
+
+@dataclass
+class TrainArgs(Serializable):
+ data: DataArgs
+
+ # if specified, instruct_tokenizer and model will be loaded
+ model_id_or_path: str # Path to the directory containing the initial model or model id: "mistral-small"
+
+ run_dir: str # Path to the directory where everything will be saved. It needs to be empty.
+ # Name of the wandb run, if None it will be set to the name of the run_dir.
+
+ optim: OptimArgs = field(default_factory=OptimArgs)
+ seed: int = 0
+ # Number of steps to accumulate gradients before calling doing an optimizer step.
+ num_microbatches: int = 1
+
+ seq_len: int = 2048 # Number of tokens per batch per device.
+ batch_size: int = 1
+ max_norm: float = 1.0 # Gradient clipping.
+ max_steps: int = 100 # Number of training steps.
+ log_freq: int = 1 # Number of steps between each logging.
+
+ # Number of steps between each checkpoint saving. If inferior to 1, only the last checkpoint will be saved.
+ ckpt_freq: int = 0
+ ckpt_only_lora: bool = True
+ # If True, no checkpoint will be saved. This is useful for development.
+ no_ckpt: bool = False
+ num_ckpt_keep: Optional[int] = 3
+ eval_freq: int = 0
+ no_eval: bool = True
+
+ # Efficiency
+ # Determines whether gradient checkpointing should be utilized or not during the training process. Gradient checkpointing can be beneficial in reducing memory usage at the cost of slightly longer training times.
+ checkpoint: bool = True
+
+ world_size: Optional[int] = field(init=False, default=None)
+
+ # logging
+ wandb: WandbArgs = field(default_factory=WandbArgs)
+ mlflow: MLFlowArgs = field(default_factory=MLFlowArgs)
+
+ # LoRA
+ lora: Optional[LoraArgs] = field(default_factory=LoraArgs)
+
+ def __post_init__(self) -> None:
+ assert getattr(self, "world_size", None) is None
+ self.world_size = int(os.environ.get("WORLD_SIZE", -1))
+
+ if self.wandb.offline:
+ command = f"cd {self.run_dir}; wandb sync --sync-all"
+ logging.info(f"to sync wandb offline, run: {command}")
+
+ assert self.num_microbatches >= 1
+
+ assert self.num_ckpt_keep is None or self.num_ckpt_keep >= 1
+
+ if self.model_id_or_path is not None:
+ Path(self.model_id_or_path).exists()
+
+ if not self.ckpt_only_lora:
+ logging.warning(
+ "You are have disabled `ckpt_only_lora` and are thus merging the trained LoRA checkpoint into the base model upon checkpointing. This might lead to OOM erros - make sure you have enough CPU and GPU memory."
+ )
diff --git a/finetune/checkpointing.py b/finetune/checkpointing.py
new file mode 100644
index 0000000000000000000000000000000000000000..6e118e27f57aa1186a9512273559711b47dd28ae
--- /dev/null
+++ b/finetune/checkpointing.py
@@ -0,0 +1,246 @@
+import json
+import logging
+import shutil
+from pathlib import Path
+from typing import Dict, List, Optional, Union
+
+import safetensors.torch
+import torch
+from mistral_common.tokens.tokenizers.sentencepiece import InstructTokenizerBase
+from torch.distributed import barrier
+from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel
+
+from model.transformer import LoRALinear
+
+from .distributed import get_rank, get_world_size
+from .utils import TrainState
+
+logger = logging.getLogger("checkpointing")
+
+
+def main_logger_info(message: str) -> None:
+ if get_rank() == 0:
+ logger.info(message)
+
+
+class Checkpointer:
+ """A class to save PyTorch model and optimizer states"""
+
+ def __init__(
+ self,
+ model: FullyShardedDataParallel,
+ state: TrainState,
+ run_dir: Union[Path, str],
+ optimizer: Optional[torch.optim.Optimizer] = None,
+ num_ckpt_keep: Optional[int] = None,
+ ):
+ self.model = model
+ self.optimizer = optimizer
+ self.state = state
+ self.run_dir = Path(run_dir)
+ self.rank = get_rank()
+ self.num_ckpt_keep = num_ckpt_keep
+
+ @property
+ def ckpt_dir(self) -> Path:
+ return self.run_dir / "checkpoints"
+
+ @property
+ def dst_dir(self) -> Path:
+ return self.ckpt_dir / f"checkpoint_{self.state.step:06d}" / "consolidated"
+
+ @staticmethod
+ def consolidated_path(
+ ckpt_dir: Path, use_safetensors: bool, save_only_lora: Optional[bool] = False
+ ) -> Path:
+ suffix = "safetensors" if use_safetensors else "00.pth"
+ prefix = "lora" if save_only_lora else "consolidated"
+
+ return ckpt_dir / f"{prefix}.{suffix}"
+
+ @staticmethod
+ def _tmp(ckpt_dir: Path) -> Path:
+ return ckpt_dir.with_name(f"tmp.{ckpt_dir.name}")
+
+ def write_params_info(self, tmp_dst: Path):
+ params_path = tmp_dst / "params.json"
+ with open(params_path, "w") as f:
+ model_args = self.model.args.to_dict()
+
+ f.write(json.dumps(model_args, indent=4))
+
+ def delete_old_ckpts(self) -> List[Path]:
+ all_saved_ckpts = [d for d in self.ckpt_dir.iterdir() if d.is_dir()]
+
+ # Sort directories by creation time (oldest to newest)
+ all_saved_ckpts.sort(key=lambda x: x.stat().st_ctime, reverse=True)
+
+ ckpts_to_delete = all_saved_ckpts[self.num_ckpt_keep :]
+
+ for ckpt_to_delete in ckpts_to_delete:
+ try:
+ shutil.rmtree(ckpt_to_delete)
+ main_logger_info(f"Deleted ckpt: {ckpt_to_delete}")
+ except OSError as e:
+ main_logger_info(f"Error deleting directory {ckpt_to_delete}: {e}")
+
+ return ckpts_to_delete
+
+ @staticmethod
+ def get_lora_states(state_dict: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]:
+ return {k: v for k, v in state_dict.items() if "lora" in k}
+
+ @staticmethod
+ def get_non_lora_states(
+ state_dict: Dict[str, torch.Tensor]
+ ) -> Dict[str, torch.Tensor]:
+ return {
+ k: v
+ for k, v in state_dict.items()
+ if not any(l_key in k for l_key in ["lora", "frozen"])
+ }
+
+ @torch.no_grad()
+ def retrieve_save_states(
+ self, save_only_lora: bool, save_dtype: torch.dtype
+ ) -> Dict[str, torch.Tensor]:
+ if save_only_lora:
+ assert (
+ self.model.args.lora.enable
+ ), "Cannot save LoRA checkpoint as LoRA training is not enabled."
+
+ # remove all potential hooks
+ for module in self.model.modules():
+ if isinstance(module, LoRALinear) and hasattr(module, "_merge_lora_handle"):
+ module._merge_lora_handle.remove() # type: ignore
+
+ # merge weights if we don't just save LoRA
+ if not save_only_lora:
+
+ def merge_lora(
+ m: torch.nn.Module,
+ destination: Dict[str, torch.Tensor],
+ prefix: str,
+ *args,
+ ):
+ weight = m.merge_weight() # type: ignore
+ destination[prefix + "weight"] = weight
+
+ for module in self.model.modules():
+ if isinstance(module, LoRALinear):
+ module._merge_lora_handle = module._register_state_dict_hook(
+ merge_lora
+ )
+
+ offload_to_cpu = get_world_size() > 1
+ if save_only_lora:
+
+ def is_trainable_fsdp(
+ module: Union[torch.nn.Module, FullyShardedDataParallel]
+ ):
+ is_fsdp = isinstance(module, FullyShardedDataParallel)
+ all_params_have_grads = is_fsdp and all(
+ p.requires_grad is True for p in module.parameters()
+ )
+
+ # need to make sure only lowest fsdp wrap is used
+ is_leaf_node = is_fsdp and len(list(module.module.children())) == 0 # type: ignore
+
+ return is_fsdp and all_params_have_grads and is_leaf_node
+
+ # extract all modules with only trainable weights
+ modules = {
+ k: m for k, m in self.model.named_modules() if is_trainable_fsdp(m)
+ }
+
+ states = {}
+ for key, module in modules.items():
+ assert isinstance(
+ module, FullyShardedDataParallel
+ ), "`module` should be an instance of `FullyShardedDataParallel`"
+ parent_prefix = key.replace("_fsdp_wrapped_module.", "").replace(
+ "_checkpoint_wrapped_module.", ""
+ )
+ with module.summon_full_params(
+ module, writeback=True, offload_to_cpu=offload_to_cpu
+ ):
+ states.update(
+ {
+ f"{parent_prefix}.{k}": v.to(dtype=save_dtype)
+ for k, v in module.state_dict().items()
+ }
+ )
+ else:
+ # make sure you have enough CPU RAM available to save the full model
+ assert isinstance(
+ self.model, FullyShardedDataParallel
+ ), "`self.model` should be an instance of `FullyShardedDataParallel`"
+ with self.model.summon_full_params(
+ self.model, writeback=True, offload_to_cpu=offload_to_cpu
+ ):
+ states = self.get_non_lora_states(self.model.state_dict())
+ states = {k: v.to(dtype=save_dtype) for k, v in states.items()}
+
+ states = dict(sorted(states.items()))
+ return states
+
+ @staticmethod
+ def save_tokenizer(instruct_tokenizer: InstructTokenizerBase, tmp_dst: Path):
+ serialized_spm = instruct_tokenizer.tokenizer._model.serialized_model_proto() # type: ignore
+
+ tokenizer_path = tmp_dst / "tokenizer.model.v3"
+
+ with open(tokenizer_path, "wb") as f:
+ f.write(serialized_spm)
+
+ @torch.no_grad()
+ def save_checkpoint(
+ self,
+ save_only_lora: bool,
+ dtype: torch.dtype = torch.float16,
+ instruct_tokenizer: Optional[InstructTokenizerBase] = None,
+ ):
+ tmp_dst = self._tmp(self.dst_dir)
+ main_logger_info(
+ f"Dumping checkpoint in {self.dst_dir} using tmp name: {tmp_dst.name}"
+ )
+
+ assert not self.dst_dir.exists(), f"dst exists {self.dst_dir}"
+ tmp_dst.mkdir(parents=True, exist_ok=True)
+
+ states: Dict[str, torch.Tensor] = self.retrieve_save_states(
+ save_only_lora, dtype
+ )
+
+ barrier()
+
+ if self.rank == 0:
+ # save checkpoint in tmp path
+ safetensors.torch.save_file(
+ states,
+ self.consolidated_path(
+ tmp_dst, use_safetensors=True, save_only_lora=save_only_lora
+ ), # always use safetensors for checkpointing
+ )
+
+ self.write_params_info(tmp_dst)
+
+ # save tokenizer
+ if instruct_tokenizer is not None:
+ self.save_tokenizer(instruct_tokenizer, tmp_dst)
+
+ assert not self.dst_dir.exists(), f"should not happen! {self.dst_dir}"
+ tmp_dst.rename(self.dst_dir)
+
+ logger.info(
+ f"Done dumping checkpoint in {self.dst_dir} for step: {self.state.step}"
+ )
+
+ # delete last n checkpoints
+ if self.num_ckpt_keep is not None:
+ ckpts_to_delete = self.delete_old_ckpts()
+ logger.info(
+ f"Done deleting checkpoints {', '.join([str(c) for c in ckpts_to_delete])}"
+ )
+
+ main_logger_info("Done!")
diff --git a/finetune/data/__init__.py b/finetune/data/__init__.py
new file mode 100644
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diff --git a/finetune/data/args.py b/finetune/data/args.py
new file mode 100644
index 0000000000000000000000000000000000000000..dd05cc389b1e226d6f52c97d9518cbefbc3308d5
--- /dev/null
+++ b/finetune/data/args.py
@@ -0,0 +1,61 @@
+import logging
+from dataclasses import dataclass, field
+
+from simple_parsing.helpers import Serializable
+
+logger = logging.getLogger("data")
+
+
+@dataclass()
+class InstructArgs(Serializable):
+ shuffle: bool = True
+
+ # For function calling training examples only the last tool call
+ # of the assistant message can be used for training. Therefore,
+ # we chunk longer function calling conversations into multiple
+ # training samples to not loose any data. E.g.:
+ # [[
+ # UserMessage_1, AssisantToolCallMessage_1, ToolMessage_1, AssisantMessage_1
+ # UserMessage_2, AssisantToolCallMessage_2, ToolMessage_2, AssisantMessage_2
+ # ]]
+ # => is chunked into two training samples:
+ # [[
+ # UserMessage_1, AssisantToolCallMessage_1, ToolMessage_1, AssisantMessage_1
+ # ],
+ # [
+ # UserMessage_1, AssisantToolCallMessage_1, ToolMessage_1, AssisantMessage_1
+ # UserMessage_2, AssisantToolCallMessage_2, ToolMessage_2, AssisantMessage_2
+ # ]]
+ # NOTE: Only if your data is already pre-chunked should this argument be set to False
+ dynamic_chunk_fn_call: bool = True
+
+
+@dataclass()
+class DataArgs(Serializable):
+ # The data arguments `data` and `instruct_data` are a string in the format
+ # "data_source_dir_1:weight_1,data_source_dir_2:weight_2,...". The weight
+ # will be used to sample the data sources. If the sum of the weights is
+ # not 1 when concatenating the two arguments `data` and `instruct_data`,
+ # it will be normalized. The data sources folders must contain jsonl files.
+ # If the value is an empty string, no data will be used for the corresponding
+ # data type.
+ data: str = (
+ "" # Each line in the jsonl files inside the data source directories must be a dictionary with a "text" key. See Readme for more details. Can be left empty.
+ )
+ shuffle: bool = False
+ instruct_data: str = (
+ "" # Each line in the jsonl files inside the data source directories must be a dictionary with a "interactions" key. See Readme for more details. Can be left empty.
+ )
+ eval_instruct_data: str = (
+ "" # Each line in the jsonl files inside the data source directories must be a dictionary with a "interactions" key. See Readme for more details. Can be left empty.
+ )
+ instruct: InstructArgs = field(default_factory=InstructArgs)
+
+ def __post_init__(self) -> None:
+ if (
+ self.instruct.shuffle is False
+ and self.instruct.dynamic_chunk_fn_call is True
+ ):
+ raise ValueError(
+ "Make sure to either enable `data.instruct.shuffle=True` or `data.instruct.dynamic_chunk_fn_call=False`. Dynamic chunking is only possible if data is loaded and shuffled before training."
+ )
diff --git a/finetune/data/data_loader.py b/finetune/data/data_loader.py
new file mode 100644
index 0000000000000000000000000000000000000000..0c5be855701a47181502cf98dba09e50f19e8c47
--- /dev/null
+++ b/finetune/data/data_loader.py
@@ -0,0 +1,126 @@
+import dataclasses
+from typing import Any, Iterator, List, Optional
+
+import numpy as np
+from mistral_common.tokens.tokenizers.sentencepiece import InstructTokenizerBase
+
+from .args import DataArgs
+from .dataset import build_dataset
+
+
+@dataclasses.dataclass
+class Batch:
+ x: np.ndarray
+ y: np.ndarray
+ sizes: List[int]
+ y_mask: Optional[np.ndarray] = None
+ is_pad_only: bool = False
+
+ def __post_init__(self):
+ assert self.x.ndim == 1
+ assert self.x.shape == self.y.shape
+ assert self.x.dtype == np.int64
+ assert self.y.dtype == np.int64
+ assert isinstance(self.sizes, list)
+ assert sum(self.sizes) == self.x.size == self.y.size
+
+ if self.y_mask is not None:
+ assert self.y_mask.size == self.y.size, (self.y_mask.shape, self.y.shape)
+ assert self.y_mask.dtype == bool
+ assert sum(self.sizes) == self.y_mask.size
+ assert not self.y_mask.all()
+ assert self.y_mask.any()
+
+ if self.is_pad_only:
+ assert np.sum(np.abs(self.y)) == 0
+ assert np.sum(np.abs(self.x)) == 0
+ assert self.y_mask is None
+ # create all 0's mask for pad samples
+ self.y_mask = np.zeros_like(self.x)
+
+
+
+
+@dataclasses.dataclass
+class BatchList:
+ x: List[List[int]] = dataclasses.field(default_factory=list)
+ y: List[List[int]] = dataclasses.field(default_factory=list)
+ sizes: List[List[int]] = dataclasses.field(default_factory=list)
+ y_mask: List[Optional[List[int]]] = dataclasses.field(default_factory=list)
+
+ def __post_init__(self):
+ assert self.x == [], "`BatchList` has to be empty at init."
+ assert self.y == [], "`BatchList` has to be empty at init."
+ assert self.sizes == [], "`BatchList` has to be empty at init."
+ assert self.y_mask == [], "`BatchList` has to be empty at init."
+
+ def __len__(self) -> int:
+ return len(self.x)
+
+ def add(self, x: List[int], y: List[int], sizes: List[int], y_mask: Optional[List[int]] = None):
+ self.x.append(x)
+ self.y.append(y)
+ self.sizes.append(sizes)
+ self.y_mask.append(y_mask)
+
+ def empty(self):
+ self.x = []
+ self.y = []
+ self.sizes = []
+ self.y_mask = []
+
+ @staticmethod
+ def flatten_to_numpy(list_of_lists: List[List[Any]], dtype: np.dtype) -> np.array:
+ return np.array([el for sublist in list_of_lists for el in sublist], dtype=dtype)
+
+ def create_batch(self) -> Batch:
+ x_np: np.array = self.flatten_to_numpy(self.x, dtype=np.int64)
+ y_np: np.array = self.flatten_to_numpy(self.y, dtype=np.int64)
+ sizes = sum(self.sizes, []) # noqa
+
+ y_mask_np: Optional[np.array] = self.flatten_to_numpy(self.y_mask, dtype=bool)
+ y_mask_np = None if y_mask_np.all() else y_mask_np
+
+ return Batch(x_np, y_np, sizes, y_mask_np)
+
+
+
+
+def build_data_loader(
+ instruct_tokenizer: InstructTokenizerBase,
+ args: DataArgs,
+ batch_size: int,
+ seq_len: int,
+ seed: Optional[int],
+ rank: int,
+ world_size: int,
+ is_eval: bool,
+) -> Iterator[Batch]:
+ pretrain_data = args.data if not is_eval else ""
+ instruct_data = args.instruct_data if not is_eval else args.eval_instruct_data
+
+ dataset = build_dataset(
+ pretrain_data=pretrain_data,
+ instruct_data=instruct_data,
+ instruct_args=args.instruct,
+ instruct_tokenizer=instruct_tokenizer,
+ seq_len=seq_len,
+ seed=seed,
+ rank=rank,
+ world_size=world_size,
+ is_eval=is_eval,
+ shuffle_pretrain=args.shuffle,
+ )
+
+ batch_list = BatchList()
+ for sample in dataset:
+ assert all(s >= 0 for s in sample.sizes)
+
+ batch_list.add(sample.x, sample.y, sample.sizes, sample.mask)
+
+ if len(batch_list) == batch_size:
+ batch: Batch = batch_list.create_batch()
+ yield batch
+
+ batch_list.empty()
+
diff --git a/finetune/data/dataset.py b/finetune/data/dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..516a97ddc2b156b172eb0c763ddc3c9046f39b18
--- /dev/null
+++ b/finetune/data/dataset.py
@@ -0,0 +1,475 @@
+import dataclasses
+import itertools
+import json
+import logging
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Any, Dict, Iterator, List, Optional, Set, Tuple, Union
+
+import numpy as np
+import torch.distributed as dist
+from mistral_common.protocol.instruct.messages import (
+ FinetuningAssistantMessage,
+ SystemMessage,
+)
+from mistral_common.tokens.tokenizers.sentencepiece import InstructTokenizerBase
+
+from finetune.distributed import get_rank
+
+from .args import InstructArgs
+from .tokenize import (
+ Mask,
+ SampleType,
+ TokenSample,
+ TrainingInstructSample,
+ build_instruct_sample,
+ encode,
+)
+
+logger = logging.getLogger("dataset")
+
+
+_LOADED_DATASETS: Dict[Path, List[str]] = {}
+
+
+def main_logger_info(message: str) -> None:
+ if dist.is_initialized() and get_rank() == 0:
+ logger.info(message)
+
+
+def load_file(path: Path, world_size: int, rank: int) -> List[str]:
+ lines = []
+ with path.open() as f:
+ for idx, line in enumerate(f):
+ if not idx % world_size == rank:
+ continue
+ lines.append(line)
+ return lines
+
+
+def maybe_load_local_dataset(
+ path: Path, chunk: bool, rank: int, world_size: int, instruct_tokenizer: InstructTokenizerBase, sample_type: SampleType
+) -> List[TokenSample]:
+ global _LOADED_DATASETS
+
+ if path in _LOADED_DATASETS:
+ return _LOADED_DATASETS[path]
+
+ main_logger_info(f"Loading {path} ...")
+ lines: List[str] = load_file(path, rank=rank, world_size=world_size)
+
+ if chunk:
+ lines += maybe_chunk_lines(lines)
+
+ tokens_list: List[TokenSample] = []
+ for line in lines:
+ data = json.loads(line)
+
+ token_sample: TokenSample = encode(
+ data,
+ instruct_tokenizer=instruct_tokenizer,
+ as_type=sample_type,
+ )
+ tokens_list.append(token_sample)
+
+ main_logger_info(f"{path} loaded and tokenized.")
+ _LOADED_DATASETS[path] = tokens_list
+
+ return _LOADED_DATASETS[path]
+
+
+@dataclass
+class DataDir:
+ path: Path
+ sample_type: SampleType
+
+ @property
+ def jsonl_files(self):
+ assert self.path.exists(), f"Make sure that {self.path} exists"
+ jsonl_files = list(self.path.rglob("*jsonl"))
+ assert (
+ len(jsonl_files) > 0
+ ), f"{self.path} does not seem to have any files ending with '.jsonl'"
+ return jsonl_files
+
+
+@dataclass
+class DataFile:
+ path: Path
+ sample_type: SampleType
+
+ @property
+ def jsonl_files(self):
+ assert self.path.exists(), f"Make sure that {self.path} exists"
+ return [self.path]
+
+
+def parse_data_sources(
+ pretrain_data: str,
+ instruct_data: str,
+) -> Tuple[List[Union[DataDir, DataFile]], List[float]]:
+ seen: Set[str] = set()
+ sources: List[Union[DataDir, DataFile]] = []
+ weights: List[float] = []
+ for sample_sources, sample_type in [
+ (pretrain_data, SampleType.PRETRAIN),
+ (instruct_data, SampleType.INSTRUCT),
+ ]:
+ for source in sample_sources.strip().split(","):
+ if not source:
+ continue
+
+ source_items = source.strip().split(":")
+ if len(source_items) == 1:
+ path_ = source_items[0]
+ weight = 1.0
+ elif len(source_items) == 2:
+ path_, weight_ = source_items
+ weight = float(weight_)
+ else:
+ raise ValueError(
+ f"{source} is not correctly formatted. Make sure to format each data source as : or just "
+ )
+
+ assert (
+ path_ not in seen
+ ), f"{path_} seems to be duplicated. Make sure to only add it once."
+ assert (
+ weight > 0
+ ), f"Make sure to define strictly positive data sampling weights, not {weight}"
+
+ data: Union[DataDir, DataFile]
+ if Path(path_).is_dir():
+ data = DataDir(path=Path(path_), sample_type=sample_type)
+ elif Path(path_).is_file():
+ data = DataFile(path=Path(path_), sample_type=sample_type)
+ else:
+ raise FileNotFoundError(
+ f"The path {path_} does not exist. Make sure {path_} is either a file or directory that contains training data."
+ )
+
+ sources.append(data)
+ weights.append(weight)
+
+ seen.add(path_)
+
+ sum_weights = sum(weights)
+ n_weights = [weight / sum_weights for weight in weights]
+
+ assert min(n_weights) > 0
+ assert (
+ abs(1 - sum(n_weights)) < 1e-8
+ ), f"Defined data sampling weights {weights} must sum to 1."
+ return sources, n_weights
+
+
+@dataclasses.dataclass()
+class SequenceMaskAndSizes:
+ """
+ Concatenation of samples to reach a given size
+ """
+
+ x: List[int]
+ y: List[int]
+ mask: Mask
+ sizes: List[int]
+
+ def __post_init__(self):
+ assert sum(self.sizes) == len(self.x) == len(self.y) == len(self.mask)
+
+
+def sequence_iterator(
+ ds_it: Iterator[TokenSample],
+ seq_len: int,
+ is_finite: bool,
+) -> Iterator[SequenceMaskAndSizes]:
+ """
+ Creates sequences of length `seq_len` from the dataset iterator by concatenating samples.
+ """
+ x_buffer: List[int] = []
+ y_buffer: List[int] = []
+ mask_buffer: Mask = []
+
+ sizes: List[int] = []
+ n_missing = seq_len
+ for sample in ds_it:
+ assert 0 <= len(x_buffer) < seq_len, len(x_buffer)
+ assert n_missing == seq_len - len(
+ x_buffer
+ ), f"n_missing: {n_missing} | seq_len - len(x_buffer) {seq_len - len(x_buffer)}"
+
+ tokens, mask = sample.tokens, sample.masks[1:]
+ x, y = tokens[:-1], tokens[1:]
+ cur_pos = 0
+
+ while cur_pos < len(x):
+ size = len(x[cur_pos : cur_pos + n_missing])
+
+ curr_mask = mask[cur_pos : cur_pos + n_missing]
+ if not any(curr_mask):
+ cur_pos += size
+ # we have a sequence with a mask filled with False
+ continue
+
+ x_buffer.extend(x[cur_pos : cur_pos + n_missing])
+ y_buffer.extend(y[cur_pos : cur_pos + n_missing])
+ mask_buffer.extend(curr_mask)
+ n_missing -= size
+ sizes.append(size)
+
+ cur_pos += size
+
+ if n_missing == 0:
+ assert len(mask_buffer) == len(x_buffer) == seq_len == len(y_buffer)
+ assert sum(sizes) == seq_len
+ # we don't want to yield sequences with a mask filled with False
+ if any(mask_buffer):
+ yield SequenceMaskAndSizes(
+ x=x_buffer,
+ y=y_buffer,
+ mask=mask_buffer,
+ sizes=sizes,
+ )
+ x_buffer, y_buffer = [], []
+ mask_buffer = []
+ sizes = []
+ n_missing = seq_len
+
+ if is_finite:
+ # if dataloader is in eval, pad to seq length
+ if any(mask_buffer):
+ mask_buffer.extend(n_missing * [False])
+ x_buffer.extend(n_missing * [0])
+ y_buffer.extend(n_missing * [0])
+ sizes.append(n_missing)
+
+ yield SequenceMaskAndSizes(
+ x=x_buffer,
+ y=y_buffer,
+ mask=mask_buffer,
+ sizes=sizes,
+ )
+
+
+def build_dataset(
+ pretrain_data: str,
+ instruct_data: str,
+ instruct_args: InstructArgs,
+ instruct_tokenizer: InstructTokenizerBase,
+ seq_len: int,
+ seed: Optional[int],
+ rank: int,
+ world_size: int,
+ is_eval: bool,
+ shuffle_pretrain: bool = False,
+) -> Iterator[SequenceMaskAndSizes]:
+ sources, probabilities = parse_data_sources(
+ pretrain_data=pretrain_data, instruct_data=instruct_data
+ )
+
+ def do_shuffle(source: Union[DataDir, DataFile]) -> bool:
+ shuffle = {
+ SampleType.PRETRAIN: shuffle_pretrain,
+ SampleType.INSTRUCT: instruct_args.shuffle,
+ }[source.sample_type]
+
+ return not is_eval and shuffle
+
+ dataset_iterators = [
+ get_dataset_iterator(
+ source,
+ instruct_args=instruct_args,
+ instruct_tokenizer=instruct_tokenizer,
+ rank=rank,
+ world_size=world_size,
+ is_finite=is_eval,
+ seed=seed,
+ shuffle_at_epoch=do_shuffle(source),
+ )
+ for source in sources
+ ]
+
+ sequence_iterators = [
+ sequence_iterator(
+ ds_it=it,
+ seq_len=seq_len,
+ is_finite=is_eval,
+ )
+ for it in dataset_iterators
+ ]
+
+ if is_eval:
+ combined_iterator = itertools.chain.from_iterable(sequence_iterators)
+ else:
+ # make sure random_seed is different per rank and original seed
+ random_seed = np.array((seed, rank))
+ rng = np.random.RandomState(seed=random_seed)
+ combined_iterator = interleave_iterators(
+ sequence_iterators, probabilities=probabilities, rng=rng
+ )
+
+ return combined_iterator
+
+
+def get_rng(seed: int, rank: int) -> np.random.RandomState:
+ random_seed = np.array((seed, rank))
+ rng = np.random.RandomState(seed=random_seed)
+ return rng
+
+
+def get_dataset_iterator(
+ source: Union[DataDir, DataFile],
+ instruct_args: InstructArgs,
+ instruct_tokenizer: InstructTokenizerBase,
+ rank: int,
+ world_size: int,
+ is_finite: bool,
+ seed: Optional[int],
+ shuffle_at_epoch: bool,
+) -> Iterator[TokenSample]:
+ jsonl_files = source.jsonl_files
+ rng: Optional[np.random.RandomState] = (
+ get_rng(seed, rank) if seed is not None else None
+ )
+
+ chunk_dataset = (
+ instruct_args.dynamic_chunk_fn_call
+ and source.sample_type == SampleType.INSTRUCT
+ )
+
+ if not is_finite:
+ # train mode
+ while True:
+ for jsonl_file in jsonl_files:
+ if shuffle_at_epoch:
+ assert rng is not None, "`seed` has to be passed when shuffling"
+ # will preload all data into RAM, shuffle and yield
+ yield from preload_and_yield(
+ jsonl_file,
+ chunk_dataset=chunk_dataset,
+ rank=rank,
+ world_size=world_size,
+ rng=rng,
+ instruct_tokenizer=instruct_tokenizer,
+ sample_type=source.sample_type,
+ )
+ else:
+ # will read data on-the-fly and yield
+ main_logger_info(f"Lazily loading {jsonl_file} ...")
+ yield from lazy_load_and_yield(
+ jsonl_file,
+ rank=rank,
+ world_size=world_size,
+ instruct_tokenizer=instruct_tokenizer,
+ sample_type=source.sample_type,
+ )
+ else:
+ # eval mode
+ for jsonl_file in jsonl_files:
+ # No need to shuffle for eval
+ yield from lazy_load_and_yield(
+ jsonl_file,
+ rank=rank,
+ world_size=world_size,
+ instruct_tokenizer=instruct_tokenizer,
+ sample_type=source.sample_type,
+ )
+
+
+def preload_and_yield(
+ jsonl_file: Path,
+ chunk_dataset: bool,
+ rank: int,
+ world_size: int,
+ rng: np.random.RandomState,
+ instruct_tokenizer: InstructTokenizerBase,
+ sample_type: SampleType,
+) -> Iterator[TokenSample]:
+ # only instruct data has to be chunked
+ # load dataset if not already loaded. Make sure to only load 1/world_size dataset
+ tokens_list = maybe_load_local_dataset(
+ jsonl_file, chunk=chunk_dataset, rank=rank, world_size=world_size, instruct_tokenizer=instruct_tokenizer, sample_type=sample_type
+ )
+
+ if sample_type == SampleType.PRETRAIN:
+ assert chunk_dataset is False, "Pretrain data should not have chunking enabled."
+
+ main_logger_info(f"Shuffling {jsonl_file} ...")
+ rng.shuffle(tokens_list)
+
+ for token_sample in tokens_list:
+ yield token_sample
+
+def lazy_load_and_yield(
+ jsonl_file: Path,
+ rank: int,
+ world_size: int,
+ instruct_tokenizer: InstructTokenizerBase,
+ sample_type: SampleType,
+):
+ with jsonl_file.open() as file_handle:
+ for idx, line in enumerate(file_handle):
+ if not idx % world_size == rank:
+ continue
+
+ data = json.loads(line)
+ yield encode(
+ data,
+ instruct_tokenizer=instruct_tokenizer,
+ as_type=sample_type,
+ )
+
+
+def maybe_chunk_lines(lines: List[str]) -> List[str]:
+ extra_lines: List[str] = []
+ for line in lines:
+ data = json.loads(line)
+ # mult-turn fn call data will be chunked and shorder conversations are added additionally
+ maybe_chunked_lines = maybe_chunk_data(data)
+ extra_lines.extend([json.dumps(line) for line in maybe_chunked_lines])
+
+ return extra_lines
+
+
+def maybe_chunk_data(data: Dict[str, Any]) -> List[Dict[str, Any]]:
+ # think about always allowing both open-ai and non-open-ai data
+ sample = build_instruct_sample(data)
+
+ def num_assistant_messages(sample: TrainingInstructSample) -> int:
+ return len(
+ [m for m in sample.messages if isinstance(m, FinetuningAssistantMessage)]
+ )
+
+ chunk_data = []
+ while sample.only_last is True and num_assistant_messages(sample) > 1:
+ assert sample == build_instruct_sample(sample.dict())
+ last_message = sample.messages.pop()
+
+ # 1. First pop until and including last assistant message
+ system_message = None
+ while not isinstance(last_message, FinetuningAssistantMessage):
+ last_message = sample.messages.pop()
+ if isinstance(last_message, SystemMessage):
+ system_message = last_message
+
+ # 2. Second pop until and excluding last assistant message
+ prev_last_message = sample.messages[-1]
+ while not isinstance(prev_last_message, FinetuningAssistantMessage):
+ last_message = sample.messages.pop()
+ if isinstance(last_message, SystemMessage):
+ system_message = last_message
+
+ prev_last_message = sample.messages[-1]
+
+ # if system_message is not None, append again
+ if system_message is not None:
+ sample.messages.append(system_message)
+ chunk_data.append(sample.dict())
+
+ return chunk_data
+
+
+def interleave_iterators(iterators: List[Iterator], probabilities, rng):
+ while True:
+ it_id = rng.choice(range(len(iterators)), p=probabilities)
+ yield next(iterators[it_id])
diff --git a/finetune/data/exceptions.py b/finetune/data/exceptions.py
new file mode 100644
index 0000000000000000000000000000000000000000..190c07d6871767240e3077fe4c7e580378186e3c
--- /dev/null
+++ b/finetune/data/exceptions.py
@@ -0,0 +1,56 @@
+class MessageFormatError(Exception):
+ def __init__(self, message, data):
+ self._message = message
+ self._begin_data = data[:20]
+ super().__init__()
+
+ def __str__(self):
+ return f"A message starting with {self._begin_data} is incorrectly formated." + self._message
+
+
+class ToolCallFormatError(Exception):
+ def __init__(self, message, data):
+ self._message = message
+ self._begin_data = data[:20]
+ super().__init__()
+
+ def __str__(self):
+ return f"A tool call assistant message starting with {self._begin_data} of the conversation is incorrectly formated. " + self._message
+
+
+class FunctionFormatError(Exception):
+ def __init__(self, message, data):
+ self._message = message
+ self._begin_data = data[:20]
+ super().__init__()
+
+ def __str__(self):
+ return (
+ f"A function of the conversation starting with {self._begin_data} is incorrectly formated. "
+ + self._message
+ )
+
+
+class ConversationFormatError(Exception):
+ def __init__(self, message, data):
+ self._message = message
+ self._begin_data = data[:20]
+ super().__init__()
+
+ def __str__(self):
+ return (
+ f"A conversation starting with {self._begin_data} is incorrectly formated. " + self._message
+ )
+
+
+class UnrecognizedRoleError(Exception):
+ def __init__(self, role, allowed_roles):
+ self._role = role
+ self._allowed_roles = allowed_roles
+ super().__init__()
+
+ def __str__(self):
+ return (
+ f"The following role: {self._role} is not recognized in line: {self.line} of the dataset {self.dataset}. Make sure that each role is one of {self._allowed_roles}"
+ + self._message
+ )
diff --git a/finetune/data/tokenize.py b/finetune/data/tokenize.py
new file mode 100644
index 0000000000000000000000000000000000000000..ee724fa659f965ac57f8c1c2e65c1b7d0d791693
--- /dev/null
+++ b/finetune/data/tokenize.py
@@ -0,0 +1,355 @@
+import logging
+from dataclasses import dataclass
+from enum import Enum
+from typing import Any, Dict, List, Optional, Union
+
+from mistral_common.protocol.instruct.messages import (
+ FinetuningAssistantMessage,
+ Roles,
+ SystemMessage,
+ ToolMessage,
+ UserMessage,
+)
+from mistral_common.protocol.instruct.tool_calls import (
+ Function,
+ FunctionCall,
+ Tool,
+ ToolCall,
+)
+from mistral_common.protocol.instruct.validator import (
+ MistralRequestValidatorV3,
+ ValidationMode,
+)
+from mistral_common.tokens.instruct.request import InstructRequest
+from mistral_common.tokens.tokenizers.base import Tokenizer
+from mistral_common.tokens.tokenizers.sentencepiece import InstructTokenizerBase
+
+from .exceptions import (
+ ConversationFormatError,
+ FunctionFormatError,
+ MessageFormatError,
+ ToolCallFormatError,
+ UnrecognizedRoleError,
+)
+
+logger = logging.getLogger("tokenize")
+
+Sequence = List[int]
+Mask = List[bool]
+
+
+class TrainingInstructSample(InstructRequest):
+ available_tools: Optional[List[Tool]] = None
+ only_last: bool = False
+
+
+@dataclass()
+class TokenSample:
+ tokens: Sequence
+ masks: Mask
+
+
+class SampleType(str, Enum):
+ PRETRAIN = "pretrain"
+ INSTRUCT = "instruct"
+
+
+def encode(
+ data: Dict[str, Any],
+ instruct_tokenizer: InstructTokenizerBase,
+ as_type: SampleType,
+) -> TokenSample:
+ sample: Union[str, TrainingInstructSample]
+ if as_type == SampleType.PRETRAIN:
+ sample = get_pretrain_sample(data)
+ elif as_type == SampleType.INSTRUCT:
+ sample = build_instruct_sample(data)
+
+ return tokenize(sample=sample, instruct_tokenizer=instruct_tokenizer)
+
+
+def get_pretrain_sample(data: Dict[str, Any]) -> str:
+ content_keys = ["text", "content"]
+ assert not all(
+ k in data for k in content_keys
+ ), "Make sure to have either 'text' or 'content' in your data. Not both."
+ assert any(
+ data.get(k) is not None for k in content_keys
+ ), f"Must have one of 'text' or 'content' in your data. Only have {data.keys()}"
+
+ # get first non-None value
+ sample = None
+ for key in content_keys:
+ sample = data[key] if key in data else sample
+
+ assert isinstance(sample, str), sample
+
+ return sample
+
+
+def build_instruct_sample(data: Dict[str, Any]) -> TrainingInstructSample:
+ messages: List[
+ SystemMessage | UserMessage | FinetuningAssistantMessage | ToolMessage
+ ] = []
+ # optional data fields that might be set
+ available_tools: Optional[List[Tool]] = data.get("available_tools")
+ system_prompt = data.get("system_prompt")
+
+ messages_keys = ["messages", "interactions"]
+ content_keys = ["content", "text"] # both are accepted
+ allowed_roles = [role.value for role in Roles]
+
+ if not any(messages_key in data for messages_key in messages_keys):
+ err = f"The conversation does not contain one of '{', '.join(messages_keys)}' key, but only {', '.join(data.keys())}. Make sure that the conversation includes one of '{', '.join(messages_keys)}'."
+ raise ConversationFormatError(err, str(data))
+
+ if all(messages_key in data for messages_key in messages_keys):
+ err = f"The conversation cannot contain both of '{', '.join(messages_keys)}' key, but only one of the two."
+ raise ConversationFormatError(err, str(data))
+
+ # get first non-None value
+ data_messages: Optional[List[Dict[str, Any]]] = None
+ for key in messages_keys:
+ data_messages = data[key] if key in data else data_messages
+
+ assert data_messages is not None, "data_messages can't be None"
+
+ if "available_tools" in data and "tools" in data:
+ err = "The conversation contains both an `available_tools` and `tools` key. You can only have one."
+ raise ConversationFormatError(err, str(data))
+
+ if data.get("tools", None) is not None and len(data["tools"]) > 0:
+ available_tools = _parse_available_tools(data["tools"])
+ elif (
+ data.get("available_tools", None) is not None
+ and len(data["available_tools"]) > 0
+ ):
+ available_tools = _parse_available_tools(data["available_tools"])
+
+ for data_message in data_messages:
+ is_tool_call = data_message.get("tool_calls") is not None
+
+ if "role" not in data_message:
+ err = f"A message does not contain a 'role' key, but only {', '.join(data_message.keys())}. Make sure that the message includes the key 'role'."
+ raise MessageFormatError(err, str(data))
+
+ role = data_message["role"]
+
+ if all(key in data_message for key in content_keys):
+ err = f"A {role} message contains both a 'text' and 'content' key. Make sure that there is only one of the two."
+ raise MessageFormatError(err, str(data))
+
+ content: Optional[str] = None
+ for key in content_keys:
+ content = content if content is not None else data_message.get(key)
+
+ # non-function call message must have content
+ if not is_tool_call and content is None:
+ err = f"A {role} message does not contain one of '{content_keys}' key, but only {', '.join(data_message.keys())}. Make sure that the message includes one of '{content_keys}' keys."
+ raise MessageFormatError(err, str(data))
+
+ if role not in allowed_roles:
+ raise UnrecognizedRoleError(role, allowed_roles)
+
+ if data_message["role"] == "user":
+ assert content is not None
+ messages.append(UserMessage(content=content))
+ elif data_message["role"] == "assistant":
+ tool_calls: Optional[List[ToolCall]] = None
+
+ if is_tool_call:
+ tool_calls = _parse_tool_calls(data_message["tool_calls"])
+
+ weight = data_message.get("weight")
+ messages.append(
+ FinetuningAssistantMessage(
+ content=content, tool_calls=tool_calls, weight=weight
+ )
+ )
+ elif data_message["role"] == "system":
+ if system_prompt is not None:
+ err = "Multiple messages with role 'system' encountered. Only one is allowed."
+ raise MessageFormatError(err, str(data))
+
+ system_prompt = content
+ elif data_message["role"] == "tool":
+ assert content is not None
+ tool_message = _parse_tool_message(content, data_message)
+ messages.append(tool_message)
+
+ # validate created messages
+ validator = MistralRequestValidatorV3(ValidationMode.finetuning)
+ validator.validate_messages(messages)
+ validator._validate_tools(available_tools or [])
+
+ # whether to train only on last assistant message
+ only_last = data.get("only_last", False) or available_tools is not None
+
+ return TrainingInstructSample(
+ messages=messages,
+ system_prompt=system_prompt,
+ available_tools=available_tools,
+ only_last=only_last,
+ )
+
+
+def _parse_available_tools(tools: List[Dict[str, Any]]) -> List[Tool]:
+ available_tools = []
+ for tool in tools:
+ if "function" not in tool:
+ raise FunctionFormatError(
+ "A tool dict does not have a 'function' key.", str(tool)
+ )
+
+ func_data = tool["function"]
+
+ for key in ["name", "description", "parameters"]:
+ if key not in func_data:
+ raise FunctionFormatError(
+ f"A function dict does not have a {key} key.", str(func_data)
+ )
+
+ if not isinstance(func_data["parameters"], dict):
+ raise FunctionFormatError(
+ f"A function 'parameters' key has to be of type dict, but is {type(func_data['parameters'])}. If the function has no parameters pass an empyt dict ", str(func_data)
+ )
+
+ description = func_data["description"]
+ function = Function(
+ name=func_data["name"],
+ description=description,
+ parameters=func_data["parameters"],
+ )
+
+ available_tools.append(Tool(function=function))
+ return available_tools
+
+
+def _parse_tool_calls(calls: List[Dict[str, Any]]) -> List[ToolCall]:
+ for key in ["id", "function"]:
+ if not all(key in call for call in calls):
+ err = f"A tool call of an assistant message does not have a {key} key"
+ raise ToolCallFormatError(err, str(calls))
+
+ for key in ["name", "arguments"]:
+ if not all(key in call["function"] for call in calls):
+ err = (
+ f"A tool call function of an assistant message does not have a {key} key"
+ )
+ raise ToolCallFormatError(err, str(calls))
+
+ if not all(isinstance(call["function"]["arguments"], str) for call in calls):
+ err = "A tool call function of an assistant message does not have a 'arguments' key of type str"
+ raise ToolCallFormatError(err, str(calls))
+
+ tool_calls = [
+ ToolCall(
+ id=call["id"],
+ function=FunctionCall(
+ name=call["function"]["name"],
+ arguments=call["function"]["arguments"],
+ ),
+ )
+ for call in calls
+ ]
+ return tool_calls
+
+
+def _parse_tool_message(content: str, data_message: Dict[str, Any]) -> ToolMessage:
+ if "tool_call_id" not in data_message:
+ err = f"A tool message does not contain a 'tool_call_id' key, but only {', '.join(data_message.keys())}. Make sure that the message includes the key 'tool_call_id'."
+ raise MessageFormatError(err, str(data_message))
+
+ call_id = data_message["tool_call_id"]
+ # name is deprecated in v3, but we'll add it nevertheless for now
+ name = data_message.get("name")
+
+ return ToolMessage(content=content, tool_call_id=call_id, name=name)
+
+
+def tokenize(
+ sample: Union[str, TrainingInstructSample],
+ instruct_tokenizer: InstructTokenizerBase,
+) -> TokenSample:
+ if isinstance(sample, str):
+ tokenizer: Tokenizer = instruct_tokenizer.tokenizer
+ return tokenize_pretrain(sample, tokenizer)
+ elif isinstance(sample, TrainingInstructSample):
+ return tokenize_instruct(sample, instruct_tokenizer)
+
+ raise ValueError(
+ f"`sample` has to be either of type `str` or `TrainingInstructSample`, not {type(sample)}."
+ )
+
+
+def tokenize_pretrain(sample: str, tokenizer: Tokenizer) -> TokenSample:
+ tokens = tokenizer.encode(sample, bos=True, eos=True)
+ masks = [True] * len(tokens)
+ return TokenSample(tokens, masks)
+
+
+def tokenize_instruct(
+ sample: TrainingInstructSample,
+ instruct_tokenizer: InstructTokenizerBase,
+) -> TokenSample:
+ tokens: List[int] = instruct_tokenizer.start()
+ masks: List[bool] = [False]
+
+ mask_all_but_last = sample.only_last
+
+ # find first and last user message
+ user_messages = [
+ i for i, msg in enumerate(sample.messages) if isinstance(msg, UserMessage)
+ ]
+ first_user_idx = user_messages[0] if user_messages else -1
+ last_user_idx = user_messages[-1] if user_messages else -1
+
+ for msg_idx, message in enumerate(sample.messages):
+ if isinstance(message, UserMessage):
+ curr_tokens = instruct_tokenizer.encode_user_message(
+ message,
+ available_tools=sample.available_tools,
+ is_last=msg_idx == last_user_idx,
+ is_first=msg_idx == first_user_idx,
+ system_prompt=sample.system_prompt,
+ )
+ curr_masks = [False] * len(curr_tokens) # only predict bot answers
+ elif isinstance(message, ToolMessage):
+ curr_tokens = instruct_tokenizer.encode_tool_message(
+ message, is_before_last_user_message=msg_idx < last_user_idx
+ )
+ curr_masks = [False] * len(curr_tokens) # only predict bot answers
+ elif isinstance(message, FinetuningAssistantMessage):
+ is_last_message = msg_idx == (len(sample.messages) - 1)
+
+ # we don't want to predict a random call id
+ message = maybe_remove_call_id(message, is_last_message=is_last_message)
+
+ curr_tokens = instruct_tokenizer.encode_assistant_message(
+ message, is_before_last_user_message=False
+ )
+
+ is_weighted = message.weight is None or message.weight == 1
+ is_relevant = (not mask_all_but_last) or is_last_message
+ if is_weighted and is_relevant:
+ curr_masks = [True] * len(curr_tokens) # only predict bot answers
+ else:
+ # in function calling we only backprop through last message
+ curr_masks = [False] * len(curr_tokens)
+
+ tokens.extend(curr_tokens)
+ masks.extend(curr_masks)
+
+ return TokenSample(tokens, masks)
+
+
+def maybe_remove_call_id(message: FinetuningAssistantMessage, is_last_message: bool):
+ if message.tool_calls is None or not is_last_message:
+ return message
+
+ # remove call id
+ message.tool_calls = [
+ ToolCall(function=call.function) for call in message.tool_calls
+ ]
+
+ return message
diff --git a/finetune/distributed.py b/finetune/distributed.py
new file mode 100644
index 0000000000000000000000000000000000000000..5e9d2deac10a3f7492a9398e600b25681b23f3d6
--- /dev/null
+++ b/finetune/distributed.py
@@ -0,0 +1,59 @@
+import logging
+import os
+from functools import lru_cache
+from typing import List, Union
+
+import torch
+import torch.distributed as dist
+
+logger = logging.getLogger("distributed")
+
+BACKEND = "nccl"
+
+
+@lru_cache()
+def get_rank() -> int:
+ return dist.get_rank()
+
+
+@lru_cache()
+def get_world_size() -> int:
+ return dist.get_world_size()
+
+
+def visible_devices() -> List[int]:
+ return [int(d) for d in os.environ["CUDA_VISIBLE_DEVICES"].split(",")]
+
+
+def set_device():
+ logger.info(f"torch.cuda.device_count: {torch.cuda.device_count()}")
+ logger.info(f"CUDA_VISIBLE_DEVICES: {os.environ['CUDA_VISIBLE_DEVICES']}")
+ logger.info(f"local rank: {int(os.environ['LOCAL_RANK'])}")
+
+ assert torch.cuda.is_available()
+
+ assert len(visible_devices()) == torch.cuda.device_count()
+
+ if torch.cuda.device_count() == 1:
+ # gpus-per-task set to 1
+ torch.cuda.set_device(0)
+ return
+
+ local_rank = int(os.environ["LOCAL_RANK"])
+ logger.info(f"Set cuda device to {local_rank}")
+
+ assert 0 <= local_rank < torch.cuda.device_count(), (
+ local_rank,
+ torch.cuda.device_count(),
+ )
+ torch.cuda.set_device(local_rank)
+
+
+def avg_aggregate(metric: Union[float, int]) -> Union[float, int]:
+ buffer = torch.tensor([metric], dtype=torch.float32, device="cuda")
+ dist.all_reduce(buffer, op=dist.ReduceOp.SUM)
+ return buffer[0].item() / get_world_size()
+
+
+def is_torchrun() -> bool:
+ return "TORCHELASTIC_RESTART_COUNT" in os.environ
diff --git a/finetune/eval.py b/finetune/eval.py
new file mode 100644
index 0000000000000000000000000000000000000000..61ced413de1b5f49e9dc50db7095a78a710cbb6e
--- /dev/null
+++ b/finetune/eval.py
@@ -0,0 +1,77 @@
+import logging
+from typing import List
+
+import numpy as np
+import torch.cuda
+import torch.distributed as dist
+from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel
+
+from .data.data_loader import Batch
+from .distributed import get_rank, get_world_size
+from .loss import compute_loss_with_mask
+from .utils import TrainState
+
+logger = logging.getLogger("eval")
+
+
+def main_logger_info(message: str) -> None:
+ if get_rank() == 0:
+ logger.info(message)
+
+
+def evaluate(
+ model: FullyShardedDataParallel,
+ batches: List[Batch],
+ state: TrainState,
+):
+ # Create fake samples to make FSDP happy for unbalanced data
+ num_samples = torch.tensor([len(batches)], device="cuda", dtype=torch.long)
+ all_num_samples = [torch.zeros_like(num_samples) for _ in range(get_world_size())]
+
+ torch.distributed.all_gather(all_num_samples, num_samples)
+
+ total_num_samples = int(torch.tensor(all_num_samples).sum().item())
+ max_num_samples = int(torch.tensor(all_num_samples).max().item())
+
+ for _ in range(max_num_samples - int(num_samples.item())):
+ pad_x = np.zeros_like(batches[-1].x)
+ pad_y = np.zeros_like(batches[-1].y)
+ pad_sizes = batches[-1].sizes.copy()
+
+ pad_batch = Batch(pad_x, pad_y, pad_sizes, is_pad_only=True)
+ batches.append(pad_batch)
+
+ # eval mode!
+ model.eval()
+
+ eval_loss = torch.tensor(0.0).cuda()
+ main_logger_info("Start eval...")
+ for batch in batches:
+ x = torch.from_numpy(batch.x).cuda()
+ y = torch.from_numpy(batch.y).cuda()
+ y_mask = (
+ torch.from_numpy(batch.y_mask).cuda() if batch.y_mask is not None else None
+ )
+
+ with torch.no_grad():
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ if y_mask.sum() > 0:
+ eval_loss += compute_loss_with_mask(output, y, y_mask)
+
+ assert batch.is_pad_only or y.abs().sum() != 0, "Pad sample is used to compute loss."
+
+ # sum loss
+ main_logger_info("Eval finished!")
+
+ dist.all_reduce(eval_loss, op=dist.ReduceOp.SUM)
+ eval_loss /= total_num_samples
+
+ state.this_eval_loss = eval_loss.item()
+ state.this_eval_perplexity = (2**eval_loss).item()
+
+ # train mode!
+ model.train()
diff --git a/finetune/loss.py b/finetune/loss.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5c69b8fc3c59a6ebcbfa57e9aaf4bcb73664bf2
--- /dev/null
+++ b/finetune/loss.py
@@ -0,0 +1,16 @@
+from typing import Optional
+
+import torch
+from torch.nn import functional as F
+
+
+def compute_loss_with_mask(
+ logits: torch.Tensor, target: torch.Tensor, target_mask: Optional[torch.Tensor]
+):
+ if target_mask is None:
+ return F.cross_entropy(logits, target, reduction="mean")
+
+ mb_loss = F.cross_entropy(logits, target, reduction="none")
+ mb_loss = torch.sum(mb_loss * target_mask) / torch.sum(target_mask)
+
+ return mb_loss
diff --git a/finetune/mixed_precision.py b/finetune/mixed_precision.py
new file mode 100644
index 0000000000000000000000000000000000000000..d017325ff7047611dce90c70ed6a21bbf5b0b91f
--- /dev/null
+++ b/finetune/mixed_precision.py
@@ -0,0 +1,47 @@
+from typing import Iterable
+
+import torch
+
+
+def prepare_mixed_precision(
+ params: Iterable[torch.nn.Parameter],
+ param_dtype: torch.dtype,
+ optim_dtype: torch.dtype,
+):
+ """Appends a freshly allocated fp32 tensor copy of all params to parameters that can be updated."""
+ with torch.no_grad():
+ for p in params:
+ if p.requires_grad:
+ # Mixed precision: let's save a fp32 param tensor to each params that require a grad
+ p._mp_param = torch.empty_like(p, dtype=optim_dtype) # type: ignore
+ p._mp_param.copy_(p.to(optim_dtype)) # type: ignore
+
+ p.data = p.data.to(param_dtype)
+
+
+def upcast_mixed_precision(
+ params: Iterable[torch.nn.Parameter], optim_dtype: torch.dtype
+):
+ """Make sure to run this function BEFORE optimizer.step() so that all weights and optimizer states are updated in fp32 in .step()"""
+ with torch.no_grad():
+ for p in params:
+ if p.requires_grad and p.grad is not None:
+ # store original tensor in p._temp
+ p._temp = p.data # type: ignore
+ # upcast data for the optimizer step
+ p.data = p._mp_param # type: ignore
+ p.grad = p.grad.to(optim_dtype)
+
+
+def downcast_mixed_precision(
+ params: Iterable[torch.nn.Parameter], param_dtype: torch.dtype
+):
+ """Make sure to run this function AFTER optimizer.step() as optimizer.step() will update data underlying p.data and p._mp_param pointers"""
+ with torch.no_grad():
+ for p in params:
+ if p.requires_grad and p.grad is not None:
+ # copy fp32 weights into bfloat16 tensor
+ p._temp.copy_(p.data) # type: ignore
+ # set _temp again to the data tensor
+ p.data = p._temp # type: ignore
+ p.grad = p.grad.to(param_dtype)
diff --git a/finetune/monitoring/__init__.py b/finetune/monitoring/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/finetune/monitoring/__pycache__/__init__.cpython-310.pyc b/finetune/monitoring/__pycache__/__init__.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2be7593310772afcccf0a24f3ad1a32ffe8acd9a
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diff --git a/finetune/monitoring/__pycache__/metrics_logger.cpython-310.pyc b/finetune/monitoring/__pycache__/metrics_logger.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..5910219c1134ca6a9fcefaf71f0f9708ac06b0a9
Binary files /dev/null and b/finetune/monitoring/__pycache__/metrics_logger.cpython-310.pyc differ
diff --git a/finetune/monitoring/__pycache__/utils.cpython-310.pyc b/finetune/monitoring/__pycache__/utils.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..cf208642900da38f0511b5296a020af3da4d50e6
Binary files /dev/null and b/finetune/monitoring/__pycache__/utils.cpython-310.pyc differ
diff --git a/finetune/monitoring/metrics_logger.py b/finetune/monitoring/metrics_logger.py
new file mode 100644
index 0000000000000000000000000000000000000000..4fdf2ffe6707cc80b7eb183a5804e9c5daa0fd41
--- /dev/null
+++ b/finetune/monitoring/metrics_logger.py
@@ -0,0 +1,226 @@
+import json
+import logging
+import os
+from datetime import datetime, timedelta
+from pathlib import Path
+from typing import Any, Dict, Optional, Union
+
+from torch.utils.tensorboard import SummaryWriter
+
+from finetune.args import MLFlowArgs, TrainArgs, WandbArgs
+from finetune.utils import TrainState
+
+logger = logging.getLogger("metrics_logger")
+
+GB = 1024**3
+
+
+def get_train_logs(
+ state: TrainState,
+ loss: float,
+ lr: float,
+ peak_allocated_mem: float,
+ allocated_mem: float,
+ train_args: TrainArgs,
+) -> Dict[str, Union[float, int]]:
+ metrics = {
+ "lr": lr,
+ "step": state.step,
+ "loss": loss,
+ "percent_done": 100 * state.step / train_args.max_steps,
+ "peak_allocated_mem": peak_allocated_mem / GB,
+ "allocated_mem": allocated_mem / GB,
+ "wps": state.wps,
+ "avg_wps": state.avg_wps,
+ "eta_in_seconds": state.eta,
+ }
+
+ return metrics
+
+
+def get_eval_logs(
+ step: int,
+ train_loss: float,
+ perplexity: Optional[float],
+ eval_loss: Optional[float],
+) -> Dict[str, Union[float, int]]:
+ eval_dict = {"step": step, "train_loss": train_loss}
+
+ if perplexity is not None:
+ eval_dict["perplexity"] = perplexity
+
+ if eval_loss is not None:
+ eval_dict["eval_loss"] = eval_loss
+ return eval_dict
+
+
+def train_log_msg(
+ state: TrainState, logs: Dict[str, Union[float, int]], loss: float
+) -> str:
+ metrics: Dict[str, Union[float, int, datetime]] = dict(logs) # shallow copy
+ metrics.pop("eta_in_seconds")
+
+ metrics["eta"] = datetime.now() + timedelta(seconds=state.eta)
+ metrics["step"] = state.step
+ metrics["loss"] = loss
+
+ parts = []
+ for key, fmt, new_name in [
+ ("step", "06", None),
+ ("percent_done", "03.1f", "done (%)"),
+ ("loss", ".3f", None),
+ ("lr", ".1e", None),
+ ("peak_allocated_mem", ".1f", "peak_alloc_mem (GB)"),
+ ("allocated_mem", ".1f", "alloc_mem (GB)"),
+ ("wps", ".1f", "words_per_second"),
+ ("avg_wps", ".1f", "avg_words_per_second"),
+ ("eta", "%Y-%m-%d %H:%M:%S", "ETA"),
+ ]:
+ name = key if new_name is None else new_name
+ try:
+ parts.append(f"{name}: {metrics[key]:>{fmt}}")
+ except KeyError:
+ logger.error(f"{key} not found in {sorted(metrics.keys())}")
+ raise
+
+ return " - ".join(parts)
+
+
+def eval_log_msg(logs: Dict[str, Union[float, int]]) -> str:
+ parts = []
+ for key, fmt, new_name in [
+ ("step", "06", None),
+ ("perplexity", ".3f", "eval_perplexity"),
+ ("eval_loss", ".3f", None),
+ ("train_loss", ".3f", None),
+ ]:
+ name = key if new_name is None else new_name
+ if key in logs:
+ parts.append(f"{name}: {logs[key]:>{fmt}}")
+
+ return " - ".join(parts)
+
+
+class MetricsLogger:
+ def __init__(
+ self,
+ dst_dir: Path,
+ tag: str,
+ is_master: bool,
+ wandb_args: WandbArgs,
+ mlflow_args: MLFlowArgs,
+ config: Optional[Dict[str, Any]] = None,
+ ):
+ self.dst_dir = dst_dir
+ self.tag = tag
+ self.is_master = is_master
+ self.jsonl_path = dst_dir / f"metrics.{tag}.jsonl"
+ self.tb_dir = dst_dir / "tb"
+ self.summary_writer: Optional[SummaryWriter] = None
+
+ if not self.is_master:
+ return
+
+ filename_suffix = f".{tag}"
+ self.tb_dir.mkdir(exist_ok=True)
+ self.summary_writer = SummaryWriter(
+ log_dir=str(self.tb_dir),
+ max_queue=1000,
+ filename_suffix=filename_suffix,
+ )
+ self.is_wandb = wandb_args.project is not None
+ self.is_mlflow = mlflow_args.tracking_uri is not None
+
+ if self.is_wandb:
+ import wandb
+
+ if wandb_args.key is not None:
+ wandb.login(key=wandb_args.key) # LLM
+ if wandb_args.offline:
+ os.environ["WANDB_MODE"] = "offline"
+ if wandb.run is None:
+ logger.info("initializing wandb")
+ wandb.init(
+ config=config,
+ dir=dst_dir,
+ project=wandb_args.project,
+ job_type="training",
+ name=wandb_args.run_name or dst_dir.name,
+ resume=False,
+ )
+
+ self.wandb_log = wandb.log
+
+ if self.is_mlflow:
+ import mlflow
+
+ mlflow.set_tracking_uri(mlflow_args.tracking_uri)
+ mlflow.set_experiment(mlflow_args.experiment_name or dst_dir.name)
+
+ if tag == "train":
+ mlflow.start_run()
+
+ self.mlflow_log = mlflow.log_metric
+
+ def log(self, metrics: Dict[str, Union[float, int]], step: int):
+ if not self.is_master:
+ return
+
+ metrics_to_ignore = {"step"}
+ assert self.summary_writer is not None
+ for key, value in metrics.items():
+ if key in metrics_to_ignore:
+ continue
+ assert isinstance(value, (int, float)), (key, value)
+ self.summary_writer.add_scalar(
+ tag=f"{self.tag}.{key}", scalar_value=value, global_step=step
+ )
+
+ if self.is_mlflow:
+ self.mlflow_log(f"{self.tag}.{key}", value, step=step)
+
+ if self.is_wandb:
+ # grouping in wandb is done with /
+ self.wandb_log(
+ {
+ f"{self.tag}/{key}": value
+ for key, value in metrics.items()
+ if key not in metrics_to_ignore
+ },
+ step=step,
+ )
+
+ metrics_: Dict[str, Any] = dict(metrics) # shallow copy
+ if "step" in metrics_:
+ assert step == metrics_["step"]
+ else:
+ metrics_["step"] = step
+ metrics_["at"] = datetime.utcnow().isoformat()
+ with self.jsonl_path.open("a") as fp:
+ fp.write(f"{json.dumps(metrics_)}\n")
+
+ def close(self):
+ if not self.is_master:
+ return
+
+ if self.summary_writer is not None:
+ self.summary_writer.close()
+ self.summary_writer = None
+
+ if self.is_wandb:
+ import wandb
+
+ # to be sure we are not hanging while finishing
+ wandb.finish()
+
+ if self.is_mlflow:
+ import mlflow
+
+ mlflow.end_run()
+
+ def __del__(self):
+ if self.summary_writer is not None:
+ raise RuntimeError(
+ "MetricsLogger not closed properly! You should "
+ "make sure the close() method is called!"
+ )
diff --git a/finetune/monitoring/utils.py b/finetune/monitoring/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..48161a88cafc4f9e8e13fb18858d9cde8bcce71b
--- /dev/null
+++ b/finetune/monitoring/utils.py
@@ -0,0 +1,34 @@
+import datetime
+import logging
+import sys
+import time
+
+
+class DeltaTimeFormatter(logging.Formatter):
+ def format(self, record):
+ delta = datetime.timedelta(
+ seconds=int(record.relativeCreated / 1000)
+ ) # no milliseconds
+ record.delta = delta
+ return super().format(record)
+
+
+def set_logger(level: int = logging.INFO):
+ root = logging.getLogger()
+ root.handlers.clear()
+ root.setLevel(level)
+ tz, *_ = time.tzname
+
+ LOGFORMAT = "%(asctime)s - %(delta)s - %(name)s - %(levelname)s - %(message)s"
+ TIMEFORMAT = f"%Y-%m-%d %H:%M:%S ({tz})"
+ formatter = DeltaTimeFormatter(LOGFORMAT, TIMEFORMAT)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(level)
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+ handler = logging.StreamHandler(sys.stderr)
+ handler.setLevel(logging.WARNING)
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
diff --git a/finetune/utils.py b/finetune/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..95119a70b40f83292287b1197102c31fd244dc96
--- /dev/null
+++ b/finetune/utils.py
@@ -0,0 +1,83 @@
+import contextlib
+import dataclasses
+import datetime
+import logging
+import time
+from typing import Optional, Protocol
+
+import torch
+
+logger = logging.getLogger("utils")
+
+
+@dataclasses.dataclass
+class TrainState:
+ max_steps: int
+ step: int = 0
+ elapsed_time: float = 0.0
+ n_seen_tokens: int = 0
+ this_step_time: float = 0.0
+ begin_step_time: float = 0.0
+ this_eval_perplexity: Optional[float] = None
+ this_eval_loss: Optional[float] = None
+
+ def start_step(self):
+ self.step += 1
+ self.begin_step_time = time.time()
+
+ def end_step(self, n_batch_tokens: int):
+ self.this_step_time = time.time() - self.begin_step_time
+ self.this_step_tokens = n_batch_tokens
+
+ self.elapsed_time += self.this_step_time
+ self.n_seen_tokens += self.this_step_tokens
+
+ self.begin_step_time = time.time()
+
+ @property
+ def wps(self):
+ return self.this_step_tokens / self.this_step_time
+
+ @property
+ def avg_wps(self):
+ return self.n_seen_tokens / self.elapsed_time
+
+ @property
+ def eta(self):
+ steps_left = self.max_steps - self.step
+ avg_time_per_step = self.elapsed_time / self.step
+
+ return steps_left * avg_time_per_step
+
+
+def set_random_seed(seed: int) -> None:
+ """Set random seed for reproducibility."""
+ torch.manual_seed(seed)
+ torch.cuda.manual_seed(seed)
+
+
+class Closable(Protocol):
+ def close(self):
+ pass
+
+
+@contextlib.contextmanager
+def logged_closing(thing: Closable, name: str):
+ """
+ Logging the closing to be sure something is not hanging at exit time
+ """
+ try:
+ setattr(thing, "wrapped_by_closing", True)
+ yield
+ finally:
+ logger.info(f"Closing: {name}")
+ try:
+ thing.close()
+ except Exception:
+ logger.error(f"Error while closing {name}!")
+ raise
+ logger.info(f"Closed: {name}")
+
+
+def now_as_str() -> str:
+ return datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
diff --git a/finetune/wrapped_model.py b/finetune/wrapped_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..6034b4c68cf6ea52cb91be42c83f0cb2eb43280f
--- /dev/null
+++ b/finetune/wrapped_model.py
@@ -0,0 +1,227 @@
+import functools
+import json
+import logging
+import math
+from pathlib import Path
+from typing import Callable, Union
+
+import safetensors
+import torch
+import torch.distributed.fsdp.wrap as torch_wrap
+from torch.distributed.fsdp import BackwardPrefetch
+from torch.distributed.fsdp.api import ShardingStrategy
+from torch.distributed.fsdp.fully_sharded_data_parallel import FullyShardedDataParallel
+
+from model.args import ModelArgs, MoeArgs
+from model.transformer import Transformer, TransformerBlock
+
+from .args import LoraArgs
+from .checkpointing import Checkpointer
+from .distributed import (
+ get_rank,
+ get_world_size,
+)
+
+logger = logging.getLogger(__name__)
+
+
+def main_logger_info(message: str) -> None:
+ if get_rank() == 0:
+ logger.info(message)
+
+
+def get_fsdp_policy(is_lora: bool) -> Callable[[torch.nn.Module], bool]:
+ """
+ This function instantiates the FSDP wrap policy.
+ - Each Transformers block becomes it's own FSDP group so that only a single Transformer block is sharded at a time
+ - If LoRA is enabled, we additionally create seperate FSDP sub-groups for every trainable and non-trainable parameter group
+ since this is a requirement for mixed requires_grad=True/False training. See: https://pytorch.org/docs/stable/fsdp.html
+ """
+
+ # Each transformer block becomes a FSDP group, each being sharded seperately
+ transformer_block_wrap_policy = functools.partial(
+ torch_wrap.transformer_auto_wrap_policy,
+ transformer_layer_cls=(TransformerBlock,),
+ )
+
+ if not is_lora:
+ return transformer_block_wrap_policy
+
+ def fsdp_lora_policy_fn(module):
+ return all(p.requires_grad for p in module.parameters())
+
+ # For LoRA training, trainable and non-trainable parameters need to be put into
+ # different FSDP groups
+ fsdp_lora_policy = functools.partial(
+ torch_wrap.lambda_auto_wrap_policy, lambda_fn=fsdp_lora_policy_fn
+ )
+
+ policies = [fsdp_lora_policy, transformer_block_wrap_policy]
+
+ return functools.partial(torch_wrap._or_policy, policies=policies)
+
+
+def log_train_params(model: Union[torch.nn.Module, FullyShardedDataParallel]):
+ world_size = get_world_size()
+
+ num_params = world_size * sum(p.numel() for p in model.parameters())
+ num_train_params = world_size * sum(
+ p.numel() for p in model.parameters() if p.requires_grad
+ )
+
+ main_logger_info(
+ f"{num_train_params:,.0f} out of {num_params:,.0f} parameter are finetuned ({num_train_params / num_params * 100:.2f}%)."
+ )
+
+
+def initialize_lora_parameters(model: torch.nn.Module, param_dtype: torch.dtype):
+ """
+ Initialize LoRA layers with Kaiming uniform and zeros.
+ See original paper for more info: https://arxiv.org/abs/2106.09685 and
+ original github repo: https://github.com/microsoft/LoRA/blob/a0a92e0f26c067cf94747bdbf1ce73793fa44d19/loralib/layers.py#L122
+ """
+ for m_name, module in model.named_modules():
+ if all(p.is_meta for p in module.parameters()):
+ for p_name, param in module.named_parameters():
+ module._parameters[p_name] = torch.nn.Parameter(
+ torch.empty_like(param, device="cpu", dtype=param_dtype)
+ )
+ param = module._parameters[p_name]
+
+ if m_name.split(".")[-1] == "lora_A":
+ torch.nn.init.kaiming_uniform_(param, a=math.sqrt(5))
+ elif m_name.split(".")[-1] == "lora_B":
+ torch.nn.init.zeros_(param)
+ else:
+ raise ValueError(
+ "Only Lora layers should be randomely initialized."
+ )
+
+
+def load_model(
+ folder: Path,
+ lora: LoraArgs,
+ checkpoint: bool,
+ param_dtype: torch.dtype,
+) -> FullyShardedDataParallel:
+ with open(folder / "params.json", "r") as f:
+ args = json.loads(f.read())
+
+ model_args = ModelArgs(
+ lora=lora,
+ dim=args["dim"],
+ n_layers=args["n_layers"],
+ head_dim=args["head_dim"],
+ hidden_dim=args["hidden_dim"],
+ n_heads=args["n_heads"],
+ n_kv_heads=args["n_kv_heads"],
+ norm_eps=args["norm_eps"],
+ vocab_size=args["vocab_size"],
+ )
+
+ if model_args.vocab_size == 32000:
+ raise ValueError(
+ f"Fine-tuning is not supported for older model versions with vocab_size 32000. Make sure to extend your model to vocab_size=32768 using `python -m utils.extend_model_vocab --original_model_ckpt {folder} --extended_model_ckpt {folder}_extended`."
+ )
+
+ assert (
+ model_args.vocab_size >= 32768
+ ), "Make sure to use a model with a vocab size of at least 32768"
+
+ if args.get("rope_theta") is not None:
+ model_args.rope_theta = args["rope_theta"]
+
+ if args.get("moe") is not None:
+ model_args.moe = MoeArgs(**args["moe"])
+
+ with torch.device("meta"):
+ model = Transformer(args=model_args, checkpoint=checkpoint)
+
+ if get_rank() == 0:
+ state_dict = load_state_dict(folder, dtype=param_dtype)
+
+ model.load_state_dict(state_dict, assign=True) # type: ignore
+ logger.info("Loaded model on cpu!")
+
+ if lora.enable:
+ logger.info("Initializing lora layers ...")
+ # initialize LoRA layers
+ initialize_lora_parameters(model, param_dtype)
+
+ assert not any(
+ p.is_meta for p in model.parameters()
+ ), "All parameters should be intialized by now"
+ assert all(
+ p.dtype == param_dtype for p in model.parameters()
+ ), f"All parameters should be on {param_dtype}"
+
+ logger.info("Finished initialization!")
+ param_init_fn = None
+ else:
+
+ def param_init_fn(m):
+ m.to_empty(device=torch.cuda.current_device(), recurse=False)
+ m.to(param_dtype)
+
+ assert all(
+ p.is_meta for p in model.parameters()
+ ), "All parameters should be on meta"
+
+ torch.distributed.barrier()
+
+ # only finetune LoRA parameters and freeze before wrapping
+ if lora.enable:
+ for name, param in model.named_parameters():
+ if "lora" in name:
+ param.requires_grad = True
+ else:
+ param.requires_grad = False
+
+ auto_wrap_policy = get_fsdp_policy(model_args.lora.enable)
+
+ main_logger_info(f"Sharding model over {get_world_size()} GPUs ...")
+
+ wrapped_model = FullyShardedDataParallel(
+ model,
+ sharding_strategy=ShardingStrategy.FULL_SHARD,
+ auto_wrap_policy=auto_wrap_policy,
+ backward_prefetch=BackwardPrefetch.BACKWARD_PRE,
+ limit_all_gathers=True,
+ device_id=torch.cuda.current_device(),
+ sync_module_states=True,
+ param_init_fn=param_init_fn,
+ )
+ main_logger_info("Model sharded!")
+
+ log_train_params(wrapped_model)
+
+ return wrapped_model
+
+
+@torch.no_grad()
+def load_state_dict(path: Path, dtype: torch.dtype):
+ assert path.is_dir(), path
+
+ this_safetensors_path = Checkpointer.consolidated_path(path, use_safetensors=True)
+ this_torch_path = Checkpointer.consolidated_path(path, use_safetensors=False)
+
+ assert (
+ this_safetensors_path.exists() or this_torch_path.exists()
+ ), f"Either {this_safetensors_path} or {this_torch_path} must exist."
+ assert not (
+ this_safetensors_path.exists() and this_torch_path.exists()
+ ), f"Only one of {this_safetensors_path} or {this_torch_path} should exist."
+
+ if this_safetensors_path.exists():
+ logger.info(f"Reloading model from {this_safetensors_path} ...")
+ model_state_dict = safetensors.torch.load_file(this_safetensors_path)
+ else:
+ logger.info(f"Reloading model from {this_torch_path} ...")
+ model_state_dict = torch.load(this_torch_path)
+
+ logger.info(f"Converting model to dtype {dtype} ...")
+
+ for k, v in model_state_dict.items():
+ model_state_dict[k] = v.to(dtype)
+
+ return model_state_dict
diff --git a/huggingface.ipynb b/huggingface.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b816d7c56e82554c93503db5e5c53944fc6d13b8
--- /dev/null
+++ b/huggingface.ipynb
@@ -0,0 +1,40 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from huggingface_hub import HfApi, HfFolder, Repository\n",
+ "\n",
+ "repo_id = \"your_username/your_model_name\"\n",
+ "repo_local_path = \"./path_to_your_model\"\n",
+ "\n",
+ "# Create the repository object and clone the repo\n",
+ "repo = Repository(local_dir=repo_local_path, clone_from=repo_id)\n",
+ "\n",
+ "# Copy your model files to the repository\n",
+ "model_files = [\"config.json\", \"pytorch_model.bin\", \"tokenizer_config.json\", \"vocab.json\"]\n",
+ "for file in model_files:\n",
+ " shutil.copy(file, repo_local_path)\n",
+ "\n",
+ "# Push the model files to the repository\n",
+ "repo.push_to_hub(commit_message=\"Initial model upload\")\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "chemistralpy310",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.10.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/model/__init__.py b/model/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
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diff --git a/model/__pycache__/transformer.cpython-310.pyc b/model/__pycache__/transformer.cpython-310.pyc
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diff --git a/model/__pycache__/transformer.cpython-38.pyc b/model/__pycache__/transformer.cpython-38.pyc
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diff --git a/model/args.py b/model/args.py
new file mode 100644
index 0000000000000000000000000000000000000000..4b7fbbb96559dab0098a9637516efaff15a54e59
--- /dev/null
+++ b/model/args.py
@@ -0,0 +1,39 @@
+from dataclasses import dataclass, field
+from typing import Optional
+
+from simple_parsing.helpers import Serializable
+
+
+@dataclass
+class LoraArgs(Serializable):
+ enable: bool = True
+ rank: int = 16
+ dropout: float = 0.0
+ scaling: float = 2.0
+
+ def __post_init__(self):
+ if self.enable:
+ assert self.rank > 0
+ assert self.scaling > 0.0
+
+
+@dataclass
+class MoeArgs(Serializable):
+ num_experts: int = 8
+ num_experts_per_tok: int = 2
+
+
+@dataclass
+class ModelArgs(Serializable):
+ dim: int
+ n_layers: int
+ head_dim: int
+ hidden_dim: int
+ n_heads: int
+ n_kv_heads: int
+ norm_eps: float
+ vocab_size: int
+ rope_theta: float = 10000.0
+
+ lora: LoraArgs = field(default_factory=LoraArgs)
+ moe: Optional[MoeArgs] = None
diff --git a/model/lora.py b/model/lora.py
new file mode 100644
index 0000000000000000000000000000000000000000..d376df63194fa6540285be680728c00c3b124bb9
--- /dev/null
+++ b/model/lora.py
@@ -0,0 +1,96 @@
+from typing import NamedTuple
+
+import torch
+import torch.nn as nn
+
+
+class LoRALinear(nn.Module):
+ """
+ Implementation of:
+ - LoRA: https://arxiv.org/abs/2106.09685
+
+ Notes:
+ - Freezing is handled at network level, not layer level.
+ - Scaling factor controls relative importance of LoRA skip
+ connection versus original frozen weight. General guidance is
+ to keep it to 2.0 and sweep over learning rate when changing
+ the rank.
+ """
+
+ def __init__(
+ self,
+ in_features: int,
+ out_features: int,
+ rank: int,
+ scaling: float,
+ dropout: float,
+ bias: bool = False,
+ ):
+ super().__init__()
+
+ self.in_features = in_features
+ self.out_features = out_features
+ assert not bias
+ self.bias = bias
+ self.rank = rank
+ self.scaling = scaling
+
+ self.dropout = nn.Dropout(p=dropout)
+
+ self.lora_A = nn.Linear(
+ self.in_features,
+ self.rank,
+ bias=self.bias,
+ )
+ self.lora_B = nn.Linear(
+ self.rank,
+ self.out_features,
+ bias=self.bias,
+ )
+
+ self.frozen_W = nn.Linear(self.in_features, self.out_features, bias=self.bias)
+
+ # make sure no LoRA weights are marked as "missing" in load_state_dict
+ def ignore_missing_keys(m: nn.Module, incompatible_keys: NamedTuple):
+ # empty missing keys in place
+ incompatible_keys.missing_keys[:] = [] # type: ignore
+
+ self.register_load_state_dict_post_hook(ignore_missing_keys)
+
+ def merge_weight(self):
+ with torch.no_grad():
+ down_weight = self.lora_A.weight
+ up_weight = self.lora_B.weight
+
+ weight = up_weight.mm(down_weight) * self.scaling
+
+ weight += self.frozen_W.weight
+ return weight
+
+ def _load_from_state_dict(
+ self,
+ state_dict,
+ prefix,
+ local_metadata,
+ strict,
+ missing_keys,
+ unexpected_keys,
+ error_msgs,
+ ):
+ key_name = prefix + "weight"
+
+ # full checkpoint
+ if key_name in state_dict:
+ w_ref = state_dict[key_name]
+
+ # load frozen weights
+ self.frozen_W.load_state_dict({"weight": w_ref}, assign=True)
+
+ def forward(self, x: torch.Tensor):
+ lora = self.lora_B(self.lora_A(self.dropout(x)))
+ return self.frozen_W(x) + lora * self.scaling
+
+ def __repr__(self) -> str:
+ return "{}Linear(in_features={}, out_features={}, r={}, dropout={})".format(
+ "LoRA", self.in_features, self.out_features, self.rank, self.dropout.p
+ )
diff --git a/model/moe.py b/model/moe.py
new file mode 100644
index 0000000000000000000000000000000000000000..457933dea01bdc6ac8e8ced7943e6ef421f92623
--- /dev/null
+++ b/model/moe.py
@@ -0,0 +1,31 @@
+from typing import List
+
+import torch
+import torch.nn as nn
+
+from .args import MoeArgs
+
+
+class MoeLayer(nn.Module):
+ def __init__(self, experts: List[nn.Module], gate: nn.Module, moe_args: MoeArgs):
+ super().__init__()
+ assert len(experts) > 0
+ self.experts = nn.ModuleList(experts)
+ self.gate = gate
+ self.args = moe_args
+
+ def forward(self, inputs: torch.Tensor):
+ gate_logits = self.gate(inputs)
+ weights, selected_experts = torch.topk(
+ gate_logits, self.args.num_experts_per_tok
+ )
+ weights = torch.nn.functional.softmax(weights, dim=1, dtype=torch.float).to(
+ inputs.dtype
+ )
+ results = torch.zeros_like(inputs)
+ for i, expert in enumerate(self.experts):
+ batch_idx, nth_expert = torch.where(selected_experts == i)
+ results[batch_idx] += weights[batch_idx, nth_expert, None] * expert(
+ inputs[batch_idx]
+ )
+ return results
diff --git a/model/rope.py b/model/rope.py
new file mode 100644
index 0000000000000000000000000000000000000000..2d693e26f698f4b20e8b7b3aaea18b855b43c3db
--- /dev/null
+++ b/model/rope.py
@@ -0,0 +1,27 @@
+from typing import Optional, Tuple
+
+import torch
+
+
+def precompute_freqs_cis(
+ dim: int, end: int, theta: float, device: Optional[torch.device] = None
+) -> torch.Tensor:
+ freqs = 1.0 / (
+ theta ** (torch.arange(0, dim, 2, device=device)[: (dim // 2)].float() / dim)
+ )
+ t = torch.arange(end, device=freqs.device) # type: ignore
+ freqs = torch.outer(t, freqs).float() # type: ignore
+ return torch.polar(torch.ones_like(freqs), freqs) # complex64
+
+
+def apply_rotary_emb(
+ xq: torch.Tensor,
+ xk: torch.Tensor,
+ freqs_cis: torch.Tensor,
+) -> Tuple[torch.Tensor, torch.Tensor]:
+ xq_ = torch.view_as_complex(xq.float().reshape(*xq.shape[:-1], -1, 2))
+ xk_ = torch.view_as_complex(xk.float().reshape(*xk.shape[:-1], -1, 2))
+ freqs_cis = freqs_cis[:, None, :]
+ xq_out = torch.view_as_real(xq_ * freqs_cis).flatten(2)
+ xk_out = torch.view_as_real(xk_ * freqs_cis).flatten(2)
+ return xq_out.type_as(xq), xk_out.type_as(xk)
diff --git a/model/transformer.py b/model/transformer.py
new file mode 100644
index 0000000000000000000000000000000000000000..82d2f1cd79ef8dc0deefc31832d6daece3dc3279
--- /dev/null
+++ b/model/transformer.py
@@ -0,0 +1,230 @@
+import operator
+from functools import partial, reduce
+from typing import Iterable, List, Optional
+
+import torch
+import torch.distributed.algorithms._checkpoint.checkpoint_wrapper as torch_ckpt
+import torch.nn as nn
+from xformers.ops.fmha import memory_efficient_attention
+from xformers.ops.fmha.attn_bias import AttentionBias, BlockDiagonalCausalMask
+
+from .args import ModelArgs
+from .lora import LoRALinear
+from .moe import MoeLayer
+from .rope import apply_rotary_emb, precompute_freqs_cis
+
+
+def repeat_kv(keys: torch.Tensor, values: torch.Tensor, repeats: int, dim: int):
+ keys = torch.repeat_interleave(keys, repeats=repeats, dim=dim)
+ values = torch.repeat_interleave(values, repeats=repeats, dim=dim)
+ return keys, values
+
+
+def maybe_lora_layer(
+ args: ModelArgs, rank: Optional[int] = None
+) -> partial[LoRALinear] | type[nn.Linear]:
+ MaybeLora: partial[LoRALinear] | type[nn.Linear]
+ if not args.lora.enable:
+ return nn.Linear
+
+ rank = rank or args.lora.rank
+ scaling = args.lora.scaling
+ dropout = args.lora.dropout
+
+ MaybeLora = partial(
+ LoRALinear,
+ rank=rank,
+ scaling=scaling,
+ dropout=dropout,
+ )
+
+ return MaybeLora
+
+
+class Attention(nn.Module):
+ def __init__(self, args: ModelArgs):
+ super().__init__()
+ self.args = args
+
+ self.n_heads: int = args.n_heads
+ self.n_kv_heads: int = args.n_kv_heads
+ self.head_dim: int = args.head_dim
+
+ self.repeats = self.n_heads // self.n_kv_heads
+
+ self.scale = self.args.head_dim**-0.5
+
+ MaybeLora = maybe_lora_layer(args)
+
+ self.wq = MaybeLora(args.dim, args.n_heads * args.head_dim, bias=False)
+ self.wk = MaybeLora(args.dim, args.n_kv_heads * args.head_dim, bias=False)
+ self.wv = MaybeLora(args.dim, args.n_kv_heads * args.head_dim, bias=False)
+
+ self.wo = MaybeLora(args.n_heads * args.head_dim, args.dim, bias=False)
+
+ def forward(
+ self,
+ x: torch.Tensor,
+ freqs_cis: torch.Tensor,
+ mask: AttentionBias,
+ ) -> torch.Tensor:
+ seqlen_sum, _ = x.shape
+
+ xq, xk, xv = self.wq(x), self.wk(x), self.wv(x)
+
+ xq = xq.view(seqlen_sum, self.n_heads, self.args.head_dim)
+ xk = xk.view(seqlen_sum, self.n_kv_heads, self.args.head_dim)
+ xv = xv.view(seqlen_sum, self.n_kv_heads, self.args.head_dim)
+ xq, xk = apply_rotary_emb(xq, xk, freqs_cis=freqs_cis)
+
+ key, val = xk, xv
+
+ # Repeat keys and values to match number of query heads
+ key, val = repeat_kv(key, val, self.repeats, dim=1)
+
+ # xformers requires (B=1, S, H, D)
+ xq, key, val = xq[None, ...], key[None, ...], val[None, ...]
+ output = memory_efficient_attention(xq, key, val, mask)
+
+ return self.wo(output.view(seqlen_sum, -1))
+
+
+class FeedForward(nn.Module):
+ def __init__(self, args: ModelArgs):
+ super().__init__()
+
+ MaybeLora = maybe_lora_layer(args)
+ self.w1 = MaybeLora(args.dim, args.hidden_dim, bias=False)
+ self.w2 = MaybeLora(args.hidden_dim, args.dim, bias=False)
+ self.w3 = MaybeLora(args.dim, args.hidden_dim, bias=False)
+
+ def forward(self, x) -> torch.Tensor:
+ return self.w2(nn.functional.silu(self.w1(x)) * self.w3(x))
+
+
+class RMSNorm(torch.nn.Module):
+ def __init__(self, dim: int, eps: float = 1e-6):
+ super().__init__()
+ self.eps = eps
+ self.weight = nn.Parameter(torch.ones(dim))
+
+ def _norm(self, x):
+ return x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + self.eps)
+
+ def forward(self, x):
+ output = self._norm(x.float()).type_as(x)
+ return output * self.weight
+
+
+class TransformerBlock(nn.Module):
+ def __init__(self, args: ModelArgs):
+ super().__init__()
+ self.n_heads = args.n_heads
+ self.dim = args.dim
+ self.attention = Attention(args)
+
+ self.feed_forward: MoeLayer | FeedForward
+ if args.moe is not None:
+ self.feed_forward = MoeLayer(
+ experts=[FeedForward(args=args) for _ in range(args.moe.num_experts)],
+ gate=nn.Linear(args.dim, args.moe.num_experts, bias=False),
+ moe_args=args.moe,
+ )
+ else:
+ self.feed_forward = FeedForward(args=args)
+
+ self.attention_norm = RMSNorm(args.dim, eps=args.norm_eps)
+ self.ffn_norm = RMSNorm(args.dim, eps=args.norm_eps)
+ self.args = args
+
+ def forward(
+ self,
+ x: torch.Tensor,
+ freqs_cis: torch.Tensor,
+ att_mask: AttentionBias,
+ ) -> torch.Tensor:
+ r = self.attention(self.attention_norm(x), freqs_cis, att_mask)
+ h = x + r
+
+ r = self.feed_forward(self.ffn_norm(h))
+ out = h + r
+
+ return out
+
+
+class Transformer(nn.Module):
+ def __init__(self, args: ModelArgs, checkpoint: bool = False):
+ super().__init__()
+ self.args = args
+ self.vocab_size = args.vocab_size
+ self.n_layers = args.n_layers
+ assert self.vocab_size > 0
+ self.tok_embeddings = torch.nn.Embedding(args.vocab_size, args.dim)
+ self.layers = torch.nn.ModuleList()
+ for _ in range(args.n_layers):
+ block: torch.nn.Module = TransformerBlock(args=args)
+ if checkpoint:
+ # activate gradient checkpointing as, see: https://pytorch.org/docs/stable/checkpoint.html
+ non_reentrant_wrapper = partial(
+ torch_ckpt.checkpoint_wrapper,
+ checkpoint_impl=torch_ckpt.CheckpointImpl.NO_REENTRANT,
+ )
+ block = non_reentrant_wrapper(block)
+
+ self.layers.append(block)
+
+ self.norm = RMSNorm(args.dim, eps=args.norm_eps)
+
+ self.output = torch.nn.Linear(
+ args.dim,
+ args.vocab_size,
+ bias=False,
+ )
+
+ # set lazily
+ self._freqs_cis = None
+
+ @property
+ def dtype(self) -> torch.dtype:
+ return self.tok_embeddings.weight.dtype
+
+ @property
+ def device(self) -> torch.device:
+ return self.tok_embeddings.weight.device
+
+ @property
+ def freqs_cis(self):
+ # lazy init
+ device = next(iter(self.parameters())).device
+ if self._freqs_cis is None:
+ self._freqs_cis = precompute_freqs_cis(
+ self.args.head_dim, 128_000, theta=self.args.rope_theta, device=device
+ )
+
+ return self._freqs_cis
+
+ def forward(
+ self,
+ input_ids: torch.Tensor,
+ seqlens: List[int],
+ ) -> torch.Tensor:
+ assert sum(seqlens) == input_ids.shape[0], (sum(seqlens), input_ids.shape[0])
+
+ h = self.tok_embeddings(input_ids)
+ positions = positions_from_sizes(seqlens, self.freqs_cis.device)
+ att_mask = BlockDiagonalCausalMask.from_seqlens(seqlens)
+
+ freqs_cis = self.freqs_cis[positions].to(device=h.device)
+
+ for layer in self.layers:
+ h = layer(h, freqs_cis, att_mask)
+
+ return self.output(self.norm(h)).float()
+
+
+def positions_from_sizes(sizes: Iterable[int], device):
+ return torch.tensor(
+ reduce(operator.iadd, [list(range(s)) for s in sizes], []),
+ dtype=torch.long,
+ device=device,
+ )
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..c6f223d5df0d91f9d7711fa6d095be324b483e42
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,51 @@
+[tool.black]
+include = '\.pyi?$'
+exclude = '''
+/(
+ \.git
+ | \.hg
+ | \.mypy_cache
+ | \.tox
+ | \.venv
+ | _build
+ | buck-out
+ | build
+ | dist
+)/
+'''
+line-length = 88
+
+[tool.isort]
+known_third_party = []
+line_length = 88
+
+[tool.mypy]
+python_version = "3.10"
+ignore_missing_imports = true
+follow_imports = "normal"
+
+[tool.ruff]
+lint.select = ["E", "F", "W", "C90", "I", "C4", "PT", "RSE", "TID", "TCH", "FLY", "NPY", "RUF", "T10"]
+line-length = 88
+lint.ignore = ["E501"]
+target-version = "py38"
+exclude = [".git","__pycache__",".vscode",".mypy_cache"]
+
+[tool.ruff.lint.mccabe]
+max-complexity = 20
+
+[tool.pytest.ini_options]
+python_classes = [
+ "!TestConfig",
+]
+filterwarnings = [
+ "error",
+ "ignore::DeprecationWarning",
+ "ignore::ImportWarning",
+ "ignore::DeprecationWarning:pkg_resources",
+ "ignore::DeprecationWarning:wandb",
+ "ignore::DeprecationWarning:torch.utils.tensorboard",
+ "ignore::UserWarning",
+]
+testpaths = []
+addopts = "--ignore=third_party --ignore=tokens"
diff --git a/requirements.dev.txt b/requirements.dev.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d1bcbd301a4e5b78635a3417ab3cb129bbdb974c
--- /dev/null
+++ b/requirements.dev.txt
@@ -0,0 +1,5 @@
+mypy==1.4.0
+mypy-extensions==1.0.0
+pre-commit
+ruff==0.0.282
+pytest
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a5cdf885e21be0e8ed785a5b0ba9f70181eac378
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,11 @@
+fire
+simple-parsing
+pyyaml
+mistral-common>=1.1.0
+safetensors
+tensorboard
+tqdm
+
+torch==2.2
+triton==2.2
+xformers==0.0.24
diff --git a/runs/args.yaml b/runs/args.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ae2759ccef489927de149d37a4d15533c773b0ba
--- /dev/null
+++ b/runs/args.yaml
@@ -0,0 +1,42 @@
+batch_size: 1
+checkpoint: true
+ckpt_freq: 100
+ckpt_only_lora: true
+data:
+ data: ''
+ eval_instruct_data: ''
+ instruct:
+ dynamic_chunk_fn_call: true
+ shuffle: true
+ instruct_data: /root/data/mol_instructions_train.jsonl
+ shuffle: false
+eval_freq: 100
+log_freq: 1
+lora:
+ dropout: 0.0
+ enable: true
+ rank: 64
+ scaling: 2.0
+max_norm: 1.0
+max_steps: 300
+mlflow:
+ experiment_name: null
+ tracking_uri: null
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+ - numpy==1.26.4
+ - nvidia-cublas-cu12==12.1.3.1
+ - nvidia-cuda-cupti-cu12==12.1.105
+ - nvidia-cuda-nvrtc-cu12==12.1.105
+ - nvidia-cuda-runtime-cu12==12.1.105
+ - nvidia-cudnn-cu12==8.9.2.26
+ - nvidia-cufft-cu12==11.0.2.54
+ - nvidia-curand-cu12==10.3.2.106
+ - nvidia-cusolver-cu12==11.4.5.107
+ - nvidia-cusparse-cu12==12.1.0.106
+ - nvidia-nccl-cu12==2.19.3
+ - nvidia-nvjitlink-cu12==12.5.40
+ - nvidia-nvtx-cu12==12.1.105
+ - platformdirs==4.2.2
+ - protobuf==4.25.3
+ - psutil==5.9.8
+ - pydantic==2.6.1
+ - pydantic-core==2.16.2
+ - pyyaml==6.0.1
+ - referencing==0.35.1
+ - requests==2.32.2
+ - rpds-py==0.18.1
+ - safetensors==0.4.3
+ - sentencepiece==0.1.99
+ - sentry-sdk==2.3.1
+ - setproctitle==1.3.3
+ - simple-parsing==0.1.5
+ - six==1.16.0
+ - smmap==5.0.1
+ - sympy==1.12
+ - tensorboard==2.16.2
+ - tensorboard-data-server==0.7.2
+ - termcolor==2.4.0
+ - torch==2.2.0
+ - tqdm==4.66.4
+ - triton==2.2.0
+ - typing-extensions==4.12.0
+ - urllib3==2.2.1
+ - wandb==0.17.0
+ - werkzeug==3.0.3
+ - xformers==0.0.24
+prefix: /root/miniconda/envs/chemistralpy310
diff --git a/runs/wandb/run-20240525_192638-zf4t8z6a/files/config.yaml b/runs/wandb/run-20240525_192638-zf4t8z6a/files/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4ed638caa1f5a1ad11f16b375d3ac5cea9743e07
--- /dev/null
+++ b/runs/wandb/run-20240525_192638-zf4t8z6a/files/config.yaml
@@ -0,0 +1,115 @@
+wandb_version: 1
+
+data:
+ desc: null
+ value:
+ data: ''
+ shuffle: false
+ instruct_data: /root/data/mol_instructions_train.jsonl
+ eval_instruct_data: ''
+ instruct:
+ shuffle: true
+ dynamic_chunk_fn_call: true
+model_id_or_path:
+ desc: null
+ value: /root/mistral_models/7B-v0.3
+run_dir:
+ desc: null
+ value: /root/mistral-finetune/runs
+optim:
+ desc: null
+ value:
+ lr: 6.0e-05
+ weight_decay: 0.1
+ pct_start: 0.05
+seed:
+ desc: null
+ value: 0
+num_microbatches:
+ desc: null
+ value: 1
+seq_len:
+ desc: null
+ value: 32768
+batch_size:
+ desc: null
+ value: 1
+max_norm:
+ desc: null
+ value: 1.0
+max_steps:
+ desc: null
+ value: 300
+log_freq:
+ desc: null
+ value: 1
+ckpt_freq:
+ desc: null
+ value: 100
+ckpt_only_lora:
+ desc: null
+ value: true
+no_ckpt:
+ desc: null
+ value: false
+num_ckpt_keep:
+ desc: null
+ value: 3
+eval_freq:
+ desc: null
+ value: 100
+no_eval:
+ desc: null
+ value: true
+checkpoint:
+ desc: null
+ value: true
+world_size:
+ desc: null
+ value: 1
+wandb:
+ desc: null
+ value:
+ project: CHEMISTral7b-ft
+ offline: false
+ key: aaf77f83a4e316f6a8b47fa975ab6b5e73c7c8df
+ run_name: run0
+mlflow:
+ desc: null
+ value:
+ tracking_uri: null
+ experiment_name: null
+lora:
+ desc: null
+ value:
+ enable: true
+ rank: 64
+ dropout: 0.0
+ scaling: 2.0
+_wandb:
+ desc: null
+ value:
+ python_version: 3.10.14
+ cli_version: 0.17.0
+ framework: torch
+ is_jupyter_run: false
+ is_kaggle_kernel: false
+ start_time: 1716665198
+ t:
+ 1:
+ - 1
+ - 55
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+ - 5
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diff --git a/runs/wandb/run-20240525_192638-zf4t8z6a/files/output.log b/runs/wandb/run-20240525_192638-zf4t8z6a/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..92d21b685a70ea32c1d124cac629e6dc02d40341
--- /dev/null
+++ b/runs/wandb/run-20240525_192638-zf4t8z6a/files/output.log
@@ -0,0 +1,327 @@
+
+[34m[1mwandb[39m[22m: [33mWARNING[39m Calling wandb.login() after wandb.init() has no effect.
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Reloading model from /root/mistral_models/7B-v0.3/consolidated.safetensors ...
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Converting model to dtype torch.bfloat16 ...
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Loaded model on cpu!
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Initializing lora layers ...
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Finished initialization!
+2024-05-25 19:26:40 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Sharding model over 1 GPUs ...
+2024-05-25 19:26:42 (UTC) - 0:00:06 - finetune.wrapped_model - INFO - Model sharded!
+2024-05-25 19:26:42 (UTC) - 0:00:06 - finetune.wrapped_model - INFO - 167,772,160 out of 7,415,795,712 parameter are finetuned (2.26%).
+2024-05-25 19:26:42 (UTC) - 0:00:06 - dataset - INFO - Loading /root/data/mol_instructions_train.jsonl ...
+2024-05-25 19:38:44 (UTC) - 0:12:08 - dataset - INFO - /root/data/mol_instructions_train.jsonl loaded and tokenized.
+2024-05-25 19:38:44 (UTC) - 0:12:08 - dataset - INFO - Shuffling /root/data/mol_instructions_train.jsonl ...
+2024-05-25 19:38:50 (UTC) - 0:12:14 - train - INFO - step: 000001 - done (%): 0.3 - loss: 2.053 - lr: 2.4e-06 - peak_alloc_mem (GB): 39.1 - alloc_mem (GB): 20.1 - words_per_second: 45.0 - avg_words_per_second: 45.0 - ETA: >2024-05-28 08:07:33
+2024-05-25 19:38:56 (UTC) - 0:12:20 - train - INFO - step: 000002 - done (%): 0.7 - loss: 2.260 - lr: 3.1e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5705.1 - avg_words_per_second: 89.3 - ETA: >2024-05-27 02:01:29
+2024-05-25 19:39:02 (UTC) - 0:12:26 - train - INFO - step: 000003 - done (%): 1.0 - loss: 2.245 - lr: 5.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5654.6 - avg_words_per_second: 132.9 - ETA: >2024-05-26 15:59:33
+2024-05-25 19:39:07 (UTC) - 0:12:32 - train - INFO - step: 000004 - done (%): 1.3 - loss: 2.135 - lr: 8.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5650.9 - avg_words_per_second: 175.8 - ETA: >2024-05-26 10:58:35
+2024-05-25 19:39:13 (UTC) - 0:12:38 - train - INFO - step: 000005 - done (%): 1.7 - loss: 2.017 - lr: 1.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5630.6 - avg_words_per_second: 218.1 - ETA: >2024-05-26 07:58:02
+2024-05-25 19:39:19 (UTC) - 0:12:43 - train - INFO - step: 000006 - done (%): 2.0 - loss: 2.257 - lr: 1.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5619.5 - avg_words_per_second: 259.7 - ETA: >2024-05-26 05:57:40
+2024-05-25 19:39:25 (UTC) - 0:12:49 - train - INFO - step: 000007 - done (%): 2.3 - loss: 2.577 - lr: 2.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5600.4 - avg_words_per_second: 300.6 - ETA: >2024-05-26 04:31:42
+2024-05-25 19:39:31 (UTC) - 0:12:55 - train - INFO - step: 000008 - done (%): 2.7 - loss: 1.741 - lr: 3.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5601.7 - avg_words_per_second: 341.0 - ETA: >2024-05-26 03:27:14
+2024-05-25 19:39:37 (UTC) - 0:13:01 - train - INFO - step: 000009 - done (%): 3.0 - loss: 2.051 - lr: 3.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5599.6 - avg_words_per_second: 380.7 - ETA: >2024-05-26 02:37:06
+2024-05-25 19:39:43 (UTC) - 0:13:07 - train - INFO - step: 000010 - done (%): 3.3 - loss: 1.708 - lr: 4.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5582.4 - avg_words_per_second: 419.8 - ETA: >2024-05-26 01:56:59
+2024-05-25 19:39:48 (UTC) - 0:13:13 - train - INFO - step: 000011 - done (%): 3.7 - loss: 1.980 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5565.0 - avg_words_per_second: 458.3 - ETA: >2024-05-26 01:24:11
+2024-05-25 19:39:54 (UTC) - 0:13:19 - train - INFO - step: 000012 - done (%): 4.0 - loss: 1.337 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.8 - avg_words_per_second: 496.3 - ETA: >2024-05-26 00:56:51
+2024-05-25 19:40:00 (UTC) - 0:13:24 - train - INFO - step: 000013 - done (%): 4.3 - loss: 1.739 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5574.7 - avg_words_per_second: 533.7 - ETA: >2024-05-26 00:33:43
+2024-05-25 19:40:06 (UTC) - 0:13:30 - train - INFO - step: 000014 - done (%): 4.7 - loss: 2.066 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5574.7 - avg_words_per_second: 570.5 - ETA: >2024-05-26 00:13:53
+2024-05-25 19:40:12 (UTC) - 0:13:36 - train - INFO - step: 000015 - done (%): 5.0 - loss: 1.873 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 606.8 - ETA: >2024-05-25 23:56:42
+2024-05-25 19:40:18 (UTC) - 0:13:42 - train - INFO - step: 000016 - done (%): 5.3 - loss: 1.305 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.8 - avg_words_per_second: 642.6 - ETA: >2024-05-25 23:41:40
+2024-05-25 19:40:24 (UTC) - 0:13:48 - train - INFO - step: 000017 - done (%): 5.7 - loss: 2.024 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.0 - avg_words_per_second: 677.8 - ETA: >2024-05-25 23:28:25
+2024-05-25 19:40:30 (UTC) - 0:13:54 - train - INFO - step: 000018 - done (%): 6.0 - loss: 1.961 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.6 - avg_words_per_second: 712.6 - ETA: >2024-05-25 23:16:37
+2024-05-25 19:40:36 (UTC) - 0:14:00 - train - INFO - step: 000019 - done (%): 6.3 - loss: 1.837 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5562.2 - avg_words_per_second: 746.9 - ETA: >2024-05-25 23:06:04
+2024-05-25 19:40:41 (UTC) - 0:14:06 - train - INFO - step: 000020 - done (%): 6.7 - loss: 1.985 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.8 - avg_words_per_second: 780.7 - ETA: >2024-05-25 22:56:35
+2024-05-25 19:40:47 (UTC) - 0:14:12 - train - INFO - step: 000021 - done (%): 7.0 - loss: 2.009 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.2 - avg_words_per_second: 814.0 - ETA: >2024-05-25 22:47:59
+2024-05-25 19:40:53 (UTC) - 0:14:17 - train - INFO - step: 000022 - done (%): 7.3 - loss: 1.645 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.9 - avg_words_per_second: 846.8 - ETA: >2024-05-25 22:40:11
+2024-05-25 19:40:59 (UTC) - 0:14:23 - train - INFO - step: 000023 - done (%): 7.7 - loss: 1.644 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.4 - avg_words_per_second: 879.2 - ETA: >2024-05-25 22:33:03
+2024-05-25 19:41:05 (UTC) - 0:14:29 - train - INFO - step: 000024 - done (%): 8.0 - loss: 1.548 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.0 - avg_words_per_second: 911.2 - ETA: >2024-05-25 22:26:31
+2024-05-25 19:41:11 (UTC) - 0:14:35 - train - INFO - step: 000025 - done (%): 8.3 - loss: 1.812 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.9 - avg_words_per_second: 942.7 - ETA: >2024-05-25 22:20:30
+2024-05-25 19:41:17 (UTC) - 0:14:41 - train - INFO - step: 000026 - done (%): 8.7 - loss: 2.147 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 973.8 - ETA: >2024-05-25 22:14:57
+2024-05-25 19:41:23 (UTC) - 0:14:47 - train - INFO - step: 000027 - done (%): 9.0 - loss: 2.011 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.8 - avg_words_per_second: 1004.4 - ETA: >2024-05-25 22:09:49
+2024-05-25 19:41:29 (UTC) - 0:14:53 - train - INFO - step: 000028 - done (%): 9.3 - loss: 1.763 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.5 - avg_words_per_second: 1034.7 - ETA: >2024-05-25 22:05:03
+2024-05-25 19:41:35 (UTC) - 0:14:59 - train - INFO - step: 000029 - done (%): 9.7 - loss: 1.593 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 1064.6 - ETA: >2024-05-25 22:00:36
+2024-05-25 19:41:41 (UTC) - 0:15:05 - train - INFO - step: 000030 - done (%): 10.0 - loss: 1.348 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.6 - avg_words_per_second: 1094.0 - ETA: >2024-05-25 21:56:27
+2024-05-25 19:41:46 (UTC) - 0:15:11 - train - INFO - step: 000031 - done (%): 10.3 - loss: 1.891 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.0 - avg_words_per_second: 1123.1 - ETA: >2024-05-25 21:52:35
+2024-05-25 19:41:52 (UTC) - 0:15:17 - train - INFO - step: 000032 - done (%): 10.7 - loss: 1.865 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.6 - avg_words_per_second: 1151.8 - ETA: >2024-05-25 21:48:56
+2024-05-25 19:41:58 (UTC) - 0:15:22 - train - INFO - step: 000033 - done (%): 11.0 - loss: 1.782 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 1180.2 - ETA: >2024-05-25 21:45:32
+2024-05-25 19:42:04 (UTC) - 0:15:28 - train - INFO - step: 000034 - done (%): 11.3 - loss: 1.531 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.7 - avg_words_per_second: 1208.2 - ETA: >2024-05-25 21:42:19
+2024-05-25 19:42:10 (UTC) - 0:15:34 - train - INFO - step: 000035 - done (%): 11.7 - loss: 1.924 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 1235.8 - ETA: >2024-05-25 21:39:17
+2024-05-25 19:42:16 (UTC) - 0:15:40 - train - INFO - step: 000036 - done (%): 12.0 - loss: 1.983 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.2 - avg_words_per_second: 1263.1 - ETA: >2024-05-25 21:36:25
+2024-05-25 19:42:22 (UTC) - 0:15:46 - train - INFO - step: 000037 - done (%): 12.3 - loss: 1.230 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.6 - avg_words_per_second: 1290.0 - ETA: >2024-05-25 21:33:42
+2024-05-25 19:42:28 (UTC) - 0:15:52 - train - INFO - step: 000038 - done (%): 12.7 - loss: 1.590 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 1316.6 - ETA: >2024-05-25 21:31:09
+2024-05-25 19:42:34 (UTC) - 0:15:58 - train - INFO - step: 000039 - done (%): 13.0 - loss: 2.430 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5534.8 - avg_words_per_second: 1342.8 - ETA: >2024-05-25 21:28:43
+2024-05-25 19:42:40 (UTC) - 0:16:04 - train - INFO - step: 000040 - done (%): 13.3 - loss: 1.571 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.9 - avg_words_per_second: 1368.8 - ETA: >2024-05-25 21:26:24
+2024-05-25 19:42:46 (UTC) - 0:16:10 - train - INFO - step: 000041 - done (%): 13.7 - loss: 1.559 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5531.9 - avg_words_per_second: 1394.4 - ETA: >2024-05-25 21:24:12
+2024-05-25 19:42:51 (UTC) - 0:16:16 - train - INFO - step: 000042 - done (%): 14.0 - loss: 1.158 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5534.1 - avg_words_per_second: 1419.7 - ETA: >2024-05-25 21:22:07
+2024-05-25 19:42:57 (UTC) - 0:16:22 - train - INFO - step: 000043 - done (%): 14.3 - loss: 1.159 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.4 - avg_words_per_second: 1444.7 - ETA: >2024-05-25 21:20:07
+2024-05-25 19:43:03 (UTC) - 0:16:27 - train - INFO - step: 000044 - done (%): 14.7 - loss: 1.947 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.0 - avg_words_per_second: 1469.4 - ETA: >2024-05-25 21:18:12
+2024-05-25 19:43:09 (UTC) - 0:16:33 - train - INFO - step: 000045 - done (%): 15.0 - loss: 1.768 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 1493.8 - ETA: >2024-05-25 21:16:23
+2024-05-25 19:43:15 (UTC) - 0:16:39 - train - INFO - step: 000046 - done (%): 15.3 - loss: 1.301 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.8 - avg_words_per_second: 1517.9 - ETA: >2024-05-25 21:14:38
+2024-05-25 19:43:21 (UTC) - 0:16:45 - train - INFO - step: 000047 - done (%): 15.7 - loss: 1.633 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.2 - avg_words_per_second: 1541.7 - ETA: >2024-05-25 21:12:58
+2024-05-25 19:43:27 (UTC) - 0:16:51 - train - INFO - step: 000048 - done (%): 16.0 - loss: 1.854 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.6 - avg_words_per_second: 1565.3 - ETA: >2024-05-25 21:11:22
+2024-05-25 19:43:33 (UTC) - 0:16:57 - train - INFO - step: 000049 - done (%): 16.3 - loss: 1.856 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.7 - avg_words_per_second: 1588.5 - ETA: >2024-05-25 21:09:50
+2024-05-25 19:43:39 (UTC) - 0:17:03 - train - INFO - step: 000050 - done (%): 16.7 - loss: 1.311 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5532.3 - avg_words_per_second: 1611.5 - ETA: >2024-05-25 21:08:22
+2024-05-25 19:43:45 (UTC) - 0:17:09 - train - INFO - step: 000051 - done (%): 17.0 - loss: 2.006 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.2 - avg_words_per_second: 1634.3 - ETA: >2024-05-25 21:06:57
+2024-05-25 19:43:51 (UTC) - 0:17:15 - train - INFO - step: 000052 - done (%): 17.3 - loss: 1.685 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5542.7 - avg_words_per_second: 1656.7 - ETA: >2024-05-25 21:05:36
+2024-05-25 19:43:56 (UTC) - 0:17:21 - train - INFO - step: 000053 - done (%): 17.7 - loss: 1.166 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.2 - avg_words_per_second: 1678.9 - ETA: >2024-05-25 21:04:17
+2024-05-25 19:44:02 (UTC) - 0:17:27 - train - INFO - step: 000054 - done (%): 18.0 - loss: 2.070 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5522.4 - avg_words_per_second: 1700.8 - ETA: >2024-05-25 21:03:02
+2024-05-25 19:44:08 (UTC) - 0:17:32 - train - INFO - step: 000055 - done (%): 18.3 - loss: 1.363 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.3 - avg_words_per_second: 1722.6 - ETA: >2024-05-25 21:01:49
+2024-05-25 19:44:14 (UTC) - 0:17:38 - train - INFO - step: 000056 - done (%): 18.7 - loss: 1.466 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5531.7 - avg_words_per_second: 1744.0 - ETA: >2024-05-25 21:00:39
+2024-05-25 19:44:20 (UTC) - 0:17:44 - train - INFO - step: 000057 - done (%): 19.0 - loss: 1.318 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.7 - avg_words_per_second: 1765.2 - ETA: >2024-05-25 20:59:31
+2024-05-25 19:44:26 (UTC) - 0:17:50 - train - INFO - step: 000058 - done (%): 19.3 - loss: 2.132 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5526.4 - avg_words_per_second: 1786.2 - ETA: >2024-05-25 20:58:26
+2024-05-25 19:44:32 (UTC) - 0:17:56 - train - INFO - step: 000059 - done (%): 19.7 - loss: 1.420 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.4 - avg_words_per_second: 1807.0 - ETA: >2024-05-25 20:57:22
+2024-05-25 19:44:38 (UTC) - 0:18:02 - train - INFO - step: 000060 - done (%): 20.0 - loss: 2.135 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.3 - avg_words_per_second: 1827.5 - ETA: >2024-05-25 20:56:21
+2024-05-25 19:44:44 (UTC) - 0:18:08 - train - INFO - step: 000061 - done (%): 20.3 - loss: 1.724 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5537.9 - avg_words_per_second: 1847.8 - ETA: >2024-05-25 20:55:22
+2024-05-25 19:44:50 (UTC) - 0:18:14 - train - INFO - step: 000062 - done (%): 20.7 - loss: 1.734 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5524.4 - avg_words_per_second: 1867.9 - ETA: >2024-05-25 20:54:25
+2024-05-25 19:44:56 (UTC) - 0:18:20 - train - INFO - step: 000063 - done (%): 21.0 - loss: 1.548 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.9 - avg_words_per_second: 1887.7 - ETA: >2024-05-25 20:53:30
+2024-05-25 19:45:02 (UTC) - 0:18:26 - train - INFO - step: 000064 - done (%): 21.3 - loss: 1.666 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 1907.4 - ETA: >2024-05-25 20:52:36
+2024-05-25 19:45:07 (UTC) - 0:18:32 - train - INFO - step: 000065 - done (%): 21.7 - loss: 1.530 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.5 - avg_words_per_second: 1926.9 - ETA: >2024-05-25 20:51:44
+2024-05-25 19:45:13 (UTC) - 0:18:38 - train - INFO - step: 000066 - done (%): 22.0 - loss: 1.554 - lr: 5.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.3 - avg_words_per_second: 1946.1 - ETA: >2024-05-25 20:50:53
+2024-05-25 19:45:19 (UTC) - 0:18:43 - train - INFO - step: 000067 - done (%): 22.3 - loss: 1.927 - lr: 5.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5537.5 - avg_words_per_second: 1965.1 - ETA: >2024-05-25 20:50:04
+2024-05-25 19:45:25 (UTC) - 0:18:49 - train - INFO - step: 000068 - done (%): 22.7 - loss: 2.109 - lr: 5.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.1 - avg_words_per_second: 1984.0 - ETA: >2024-05-25 20:49:17
+2024-05-25 19:45:31 (UTC) - 0:18:55 - train - INFO - step: 000069 - done (%): 23.0 - loss: 1.719 - lr: 5.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.6 - avg_words_per_second: 2002.6 - ETA: >2024-05-25 20:48:31
+2024-05-25 19:45:37 (UTC) - 0:19:01 - train - INFO - step: 000070 - done (%): 23.3 - loss: 1.535 - lr: 5.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5564.0 - avg_words_per_second: 2021.1 - ETA: >2024-05-25 20:47:46
+2024-05-25 19:45:43 (UTC) - 0:19:07 - train - INFO - step: 000071 - done (%): 23.7 - loss: 1.952 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.1 - avg_words_per_second: 2039.4 - ETA: >2024-05-25 20:47:02
+2024-05-25 19:45:49 (UTC) - 0:19:13 - train - INFO - step: 000072 - done (%): 24.0 - loss: 1.430 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.5 - avg_words_per_second: 2057.5 - ETA: >2024-05-25 20:46:20
+2024-05-25 19:45:55 (UTC) - 0:19:19 - train - INFO - step: 000073 - done (%): 24.3 - loss: 1.582 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.6 - avg_words_per_second: 2075.4 - ETA: >2024-05-25 20:45:39
+2024-05-25 19:46:01 (UTC) - 0:19:25 - train - INFO - step: 000074 - done (%): 24.7 - loss: 1.675 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.5 - avg_words_per_second: 2093.1 - ETA: >2024-05-25 20:44:59
+2024-05-25 19:46:06 (UTC) - 0:19:31 - train - INFO - step: 000075 - done (%): 25.0 - loss: 1.511 - lr: 5.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 2110.6 - ETA: >2024-05-25 20:44:20
+2024-05-25 19:46:12 (UTC) - 0:19:37 - train - INFO - step: 000076 - done (%): 25.3 - loss: 1.515 - lr: 5.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5566.7 - avg_words_per_second: 2128.0 - ETA: >2024-05-25 20:43:42
+2024-05-25 19:46:18 (UTC) - 0:19:42 - train - INFO - step: 000077 - done (%): 25.7 - loss: 1.338 - lr: 5.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.3 - avg_words_per_second: 2145.2 - ETA: >2024-05-25 20:43:05
+2024-05-25 19:46:24 (UTC) - 0:19:48 - train - INFO - step: 000078 - done (%): 26.0 - loss: 1.931 - lr: 5.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.9 - avg_words_per_second: 2162.2 - ETA: >2024-05-25 20:42:28
+2024-05-25 19:46:30 (UTC) - 0:19:54 - train - INFO - step: 000079 - done (%): 26.3 - loss: 1.501 - lr: 5.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.9 - avg_words_per_second: 2179.0 - ETA: >2024-05-25 20:41:53
+2024-05-25 19:46:36 (UTC) - 0:20:00 - train - INFO - step: 000080 - done (%): 26.7 - loss: 1.467 - lr: 5.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5569.1 - avg_words_per_second: 2195.8 - ETA: >2024-05-25 20:41:19
+2024-05-25 19:46:42 (UTC) - 0:20:06 - train - INFO - step: 000081 - done (%): 27.0 - loss: 1.537 - lr: 5.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5566.1 - avg_words_per_second: 2212.3 - ETA: >2024-05-25 20:40:46
+2024-05-25 19:46:48 (UTC) - 0:20:12 - train - INFO - step: 000082 - done (%): 27.3 - loss: 1.464 - lr: 5.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 2228.7 - ETA: >2024-05-25 20:40:13
+2024-05-25 19:46:54 (UTC) - 0:20:18 - train - INFO - step: 000083 - done (%): 27.7 - loss: 1.965 - lr: 5.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.5 - avg_words_per_second: 2244.9 - ETA: >2024-05-25 20:39:41
+2024-05-25 19:46:59 (UTC) - 0:20:24 - train - INFO - step: 000084 - done (%): 28.0 - loss: 1.145 - lr: 5.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5567.4 - avg_words_per_second: 2260.9 - ETA: >2024-05-25 20:39:10
+2024-05-25 19:47:05 (UTC) - 0:20:30 - train - INFO - step: 000085 - done (%): 28.3 - loss: 1.267 - lr: 5.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.3 - avg_words_per_second: 2276.8 - ETA: >2024-05-25 20:38:40
+2024-05-25 19:47:11 (UTC) - 0:20:35 - train - INFO - step: 000086 - done (%): 28.7 - loss: 1.425 - lr: 5.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5565.1 - avg_words_per_second: 2292.6 - ETA: >2024-05-25 20:38:10
+2024-05-25 19:47:17 (UTC) - 0:20:41 - train - INFO - step: 000087 - done (%): 29.0 - loss: 1.809 - lr: 5.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5570.9 - avg_words_per_second: 2308.2 - ETA: >2024-05-25 20:37:41
+2024-05-25 19:47:23 (UTC) - 0:20:47 - train - INFO - step: 000088 - done (%): 29.3 - loss: 1.969 - lr: 5.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5567.1 - avg_words_per_second: 2323.6 - ETA: >2024-05-25 20:37:13
+2024-05-25 19:47:29 (UTC) - 0:20:53 - train - INFO - step: 000089 - done (%): 29.7 - loss: 1.746 - lr: 5.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.6 - avg_words_per_second: 2338.9 - ETA: >2024-05-25 20:36:45
+2024-05-25 19:47:35 (UTC) - 0:20:59 - train - INFO - step: 000090 - done (%): 30.0 - loss: 1.215 - lr: 5.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 2354.1 - ETA: >2024-05-25 20:36:18
+2024-05-25 19:47:41 (UTC) - 0:21:05 - train - INFO - step: 000091 - done (%): 30.3 - loss: 1.321 - lr: 5.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5569.9 - avg_words_per_second: 2369.1 - ETA: >2024-05-25 20:35:51
+2024-05-25 19:47:47 (UTC) - 0:21:11 - train - INFO - step: 000092 - done (%): 30.7 - loss: 1.345 - lr: 5.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5536.2 - avg_words_per_second: 2383.9 - ETA: >2024-05-25 20:35:26
+2024-05-25 19:47:53 (UTC) - 0:21:17 - train - INFO - step: 000093 - done (%): 31.0 - loss: 1.334 - lr: 5.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5565.3 - avg_words_per_second: 2398.7 - ETA: >2024-05-25 20:35:00
+2024-05-25 19:47:58 (UTC) - 0:21:23 - train - INFO - step: 000094 - done (%): 31.3 - loss: 1.270 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.7 - avg_words_per_second: 2413.2 - ETA: >2024-05-25 20:34:36
+2024-05-25 19:48:04 (UTC) - 0:21:29 - train - INFO - step: 000095 - done (%): 31.7 - loss: 1.343 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.9 - avg_words_per_second: 2427.7 - ETA: >2024-05-25 20:34:11
+2024-05-25 19:48:10 (UTC) - 0:21:34 - train - INFO - step: 000096 - done (%): 32.0 - loss: 1.927 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.8 - avg_words_per_second: 2442.0 - ETA: >2024-05-25 20:33:48
+2024-05-25 19:48:16 (UTC) - 0:21:40 - train - INFO - step: 000097 - done (%): 32.3 - loss: 1.121 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5568.1 - avg_words_per_second: 2456.3 - ETA: >2024-05-25 20:33:24
+2024-05-25 19:48:22 (UTC) - 0:21:46 - train - INFO - step: 000098 - done (%): 32.7 - loss: 1.686 - lr: 4.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.8 - avg_words_per_second: 2470.3 - ETA: >2024-05-25 20:33:01
+2024-05-25 19:48:28 (UTC) - 0:21:52 - train - INFO - step: 000099 - done (%): 33.0 - loss: 1.768 - lr: 4.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.3 - avg_words_per_second: 2484.3 - ETA: >2024-05-25 20:32:39
+2024-05-25 19:48:34 (UTC) - 0:21:58 - train - INFO - step: 000100 - done (%): 33.3 - loss: 1.165 - lr: 4.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5577.6 - avg_words_per_second: 2498.1 - ETA: >2024-05-25 20:32:17
+2024-05-25 19:48:34 (UTC) - 0:21:58 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000100/consolidated using tmp name: tmp.consolidated
+2024-05-25 19:48:34 (UTC) - 0:21:58 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000100/consolidated for step: 100
+2024-05-25 19:48:34 (UTC) - 0:21:58 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 19:48:34 (UTC) - 0:21:58 - checkpointing - INFO - Done!
+2024-05-25 19:48:40 (UTC) - 0:22:04 - train - INFO - step: 000101 - done (%): 33.7 - loss: 1.225 - lr: 4.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5589.2 - avg_words_per_second: 2511.9 - ETA: >2024-05-25 20:31:56
+2024-05-25 19:48:46 (UTC) - 0:22:10 - train - INFO - step: 000102 - done (%): 34.0 - loss: 1.568 - lr: 4.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 2525.4 - ETA: >2024-05-25 20:31:35
+2024-05-25 19:48:52 (UTC) - 0:22:16 - train - INFO - step: 000103 - done (%): 34.3 - loss: 1.692 - lr: 4.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5578.6 - avg_words_per_second: 2538.9 - ETA: >2024-05-25 20:31:14
+2024-05-25 19:48:58 (UTC) - 0:22:22 - train - INFO - step: 000104 - done (%): 34.7 - loss: 1.895 - lr: 4.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5571.7 - avg_words_per_second: 2552.3 - ETA: >2024-05-25 20:30:54
+2024-05-25 19:49:04 (UTC) - 0:22:28 - train - INFO - step: 000105 - done (%): 35.0 - loss: 1.636 - lr: 4.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5574.5 - avg_words_per_second: 2565.5 - ETA: >2024-05-25 20:30:34
+2024-05-25 19:49:09 (UTC) - 0:22:34 - train - INFO - step: 000106 - done (%): 35.3 - loss: 1.224 - lr: 4.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5571.8 - avg_words_per_second: 2578.7 - ETA: >2024-05-25 20:30:15
+2024-05-25 19:49:15 (UTC) - 0:22:40 - train - INFO - step: 000107 - done (%): 35.7 - loss: 1.875 - lr: 4.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5564.6 - avg_words_per_second: 2591.7 - ETA: >2024-05-25 20:29:56
+2024-05-25 19:49:21 (UTC) - 0:22:45 - train - INFO - step: 000108 - done (%): 36.0 - loss: 2.010 - lr: 4.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.9 - avg_words_per_second: 2604.5 - ETA: >2024-05-25 20:29:37
+2024-05-25 19:49:37 (UTC) - 0:23:01 - train - INFO - step: 000109 - done (%): 36.3 - loss: 1.450 - lr: 4.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 2062.2 - avg_words_per_second: 2598.3 - ETA: >2024-05-25 20:29:46
+2024-05-25 19:49:43 (UTC) - 0:23:07 - train - INFO - step: 000110 - done (%): 36.7 - loss: 1.785 - lr: 4.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5594.7 - avg_words_per_second: 2611.0 - ETA: >2024-05-25 20:29:28
+2024-05-25 19:49:49 (UTC) - 0:23:13 - train - INFO - step: 000111 - done (%): 37.0 - loss: 1.580 - lr: 4.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5588.7 - avg_words_per_second: 2623.6 - ETA: >2024-05-25 20:29:09
+2024-05-25 19:49:55 (UTC) - 0:23:19 - train - INFO - step: 000112 - done (%): 37.3 - loss: 1.452 - lr: 4.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5578.7 - avg_words_per_second: 2636.0 - ETA: >2024-05-25 20:28:52
+2024-05-25 19:50:01 (UTC) - 0:23:25 - train - INFO - step: 000113 - done (%): 37.7 - loss: 1.927 - lr: 4.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.7 - avg_words_per_second: 2648.4 - ETA: >2024-05-25 20:28:34
+2024-05-25 19:50:07 (UTC) - 0:23:31 - train - INFO - step: 000114 - done (%): 38.0 - loss: 1.293 - lr: 4.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5568.6 - avg_words_per_second: 2660.6 - ETA: >2024-05-25 20:28:17
+2024-05-25 19:50:12 (UTC) - 0:23:37 - train - INFO - step: 000115 - done (%): 38.3 - loss: 1.955 - lr: 4.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5566.1 - avg_words_per_second: 2672.7 - ETA: >2024-05-25 20:28:01
+2024-05-25 19:50:18 (UTC) - 0:23:43 - train - INFO - step: 000116 - done (%): 38.7 - loss: 1.356 - lr: 4.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.2 - avg_words_per_second: 2684.7 - ETA: >2024-05-25 20:27:44
+2024-05-25 19:50:24 (UTC) - 0:23:48 - train - INFO - step: 000117 - done (%): 39.0 - loss: 1.443 - lr: 4.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5524.7 - avg_words_per_second: 2696.6 - ETA: >2024-05-25 20:27:28
+2024-05-25 19:50:30 (UTC) - 0:23:54 - train - INFO - step: 000118 - done (%): 39.3 - loss: 2.062 - lr: 4.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 2708.4 - ETA: >2024-05-25 20:27:12
+2024-05-25 19:50:36 (UTC) - 0:24:00 - train - INFO - step: 000119 - done (%): 39.7 - loss: 1.449 - lr: 4.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.1 - avg_words_per_second: 2720.1 - ETA: >2024-05-25 20:26:57
+2024-05-25 19:50:42 (UTC) - 0:24:06 - train - INFO - step: 000120 - done (%): 40.0 - loss: 1.723 - lr: 4.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.9 - avg_words_per_second: 2731.7 - ETA: >2024-05-25 20:26:41
+2024-05-25 19:50:48 (UTC) - 0:24:12 - train - INFO - step: 000121 - done (%): 40.3 - loss: 1.361 - lr: 4.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.0 - avg_words_per_second: 2743.2 - ETA: >2024-05-25 20:26:26
+2024-05-25 19:50:54 (UTC) - 0:24:18 - train - INFO - step: 000122 - done (%): 40.7 - loss: 1.392 - lr: 4.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.3 - avg_words_per_second: 2754.7 - ETA: >2024-05-25 20:26:11
+2024-05-25 19:51:00 (UTC) - 0:24:24 - train - INFO - step: 000123 - done (%): 41.0 - loss: 1.623 - lr: 4.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5529.5 - avg_words_per_second: 2765.9 - ETA: >2024-05-25 20:25:57
+2024-05-25 19:51:06 (UTC) - 0:24:30 - train - INFO - step: 000124 - done (%): 41.3 - loss: 2.118 - lr: 4.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.1 - avg_words_per_second: 2777.2 - ETA: >2024-05-25 20:25:42
+2024-05-25 19:51:11 (UTC) - 0:24:36 - train - INFO - step: 000125 - done (%): 41.7 - loss: 1.705 - lr: 4.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.5 - avg_words_per_second: 2788.4 - ETA: >2024-05-25 20:25:28
+2024-05-25 19:51:17 (UTC) - 0:24:42 - train - INFO - step: 000126 - done (%): 42.0 - loss: 1.196 - lr: 4.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.7 - avg_words_per_second: 2799.4 - ETA: >2024-05-25 20:25:14
+2024-05-25 19:51:23 (UTC) - 0:24:48 - train - INFO - step: 000127 - done (%): 42.3 - loss: 1.647 - lr: 4.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5537.3 - avg_words_per_second: 2810.4 - ETA: >2024-05-25 20:25:00
+2024-05-25 19:51:29 (UTC) - 0:24:53 - train - INFO - step: 000128 - done (%): 42.7 - loss: 1.432 - lr: 4.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 2821.2 - ETA: >2024-05-25 20:24:47
+2024-05-25 19:51:35 (UTC) - 0:24:59 - train - INFO - step: 000129 - done (%): 43.0 - loss: 0.965 - lr: 3.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5540.2 - avg_words_per_second: 2832.0 - ETA: >2024-05-25 20:24:34
+2024-05-25 19:51:41 (UTC) - 0:25:05 - train - INFO - step: 000130 - done (%): 43.3 - loss: 1.659 - lr: 3.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5542.8 - avg_words_per_second: 2842.7 - ETA: >2024-05-25 20:24:21
+2024-05-25 19:51:47 (UTC) - 0:25:11 - train - INFO - step: 000131 - done (%): 43.7 - loss: 1.339 - lr: 3.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5562.3 - avg_words_per_second: 2853.4 - ETA: >2024-05-25 20:24:08
+2024-05-25 19:51:53 (UTC) - 0:25:17 - train - INFO - step: 000132 - done (%): 44.0 - loss: 1.543 - lr: 3.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5539.2 - avg_words_per_second: 2863.9 - ETA: >2024-05-25 20:23:55
+2024-05-25 19:51:59 (UTC) - 0:25:23 - train - INFO - step: 000133 - done (%): 44.3 - loss: 1.560 - lr: 3.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.3 - avg_words_per_second: 2874.3 - ETA: >2024-05-25 20:23:43
+2024-05-25 19:52:05 (UTC) - 0:25:29 - train - INFO - step: 000134 - done (%): 44.7 - loss: 1.300 - lr: 3.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 2884.7 - ETA: >2024-05-25 20:23:30
+2024-05-25 19:52:11 (UTC) - 0:25:35 - train - INFO - step: 000135 - done (%): 45.0 - loss: 1.651 - lr: 3.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.0 - avg_words_per_second: 2895.0 - ETA: >2024-05-25 20:23:18
+2024-05-25 19:52:16 (UTC) - 0:25:41 - train - INFO - step: 000136 - done (%): 45.3 - loss: 1.487 - lr: 3.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.4 - avg_words_per_second: 2905.2 - ETA: >2024-05-25 20:23:06
+2024-05-25 19:52:22 (UTC) - 0:25:47 - train - INFO - step: 000137 - done (%): 45.7 - loss: 1.417 - lr: 3.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.8 - avg_words_per_second: 2915.4 - ETA: >2024-05-25 20:22:54
+2024-05-25 19:52:28 (UTC) - 0:25:53 - train - INFO - step: 000138 - done (%): 46.0 - loss: 1.342 - lr: 3.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5529.0 - avg_words_per_second: 2925.4 - ETA: >2024-05-25 20:22:43
+2024-05-25 19:52:34 (UTC) - 0:25:58 - train - INFO - step: 000139 - done (%): 46.3 - loss: 1.417 - lr: 3.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.6 - avg_words_per_second: 2935.4 - ETA: >2024-05-25 20:22:31
+2024-05-25 19:52:40 (UTC) - 0:26:04 - train - INFO - step: 000140 - done (%): 46.7 - loss: 1.413 - lr: 3.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.0 - avg_words_per_second: 2945.3 - ETA: >2024-05-25 20:22:20
+2024-05-25 19:52:46 (UTC) - 0:26:10 - train - INFO - step: 000141 - done (%): 47.0 - loss: 1.222 - lr: 3.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.1 - avg_words_per_second: 2955.1 - ETA: >2024-05-25 20:22:09
+2024-05-25 19:52:52 (UTC) - 0:26:16 - train - INFO - step: 000142 - done (%): 47.3 - loss: 2.071 - lr: 3.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.9 - avg_words_per_second: 2964.9 - ETA: >2024-05-25 20:21:58
+2024-05-25 19:52:58 (UTC) - 0:26:22 - train - INFO - step: 000143 - done (%): 47.7 - loss: 1.308 - lr: 3.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.2 - avg_words_per_second: 2974.6 - ETA: >2024-05-25 20:21:47
+2024-05-25 19:53:04 (UTC) - 0:26:28 - train - INFO - step: 000144 - done (%): 48.0 - loss: 1.589 - lr: 3.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.1 - avg_words_per_second: 2984.2 - ETA: >2024-05-25 20:21:37
+2024-05-25 19:53:10 (UTC) - 0:26:34 - train - INFO - step: 000145 - done (%): 48.3 - loss: 1.951 - lr: 3.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5542.6 - avg_words_per_second: 2993.7 - ETA: >2024-05-25 20:21:26
+2024-05-25 19:53:16 (UTC) - 0:26:40 - train - INFO - step: 000146 - done (%): 48.7 - loss: 1.525 - lr: 3.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.8 - avg_words_per_second: 3003.2 - ETA: >2024-05-25 20:21:16
+2024-05-25 19:53:21 (UTC) - 0:26:46 - train - INFO - step: 000147 - done (%): 49.0 - loss: 1.357 - lr: 3.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.1 - avg_words_per_second: 3012.6 - ETA: >2024-05-25 20:21:06
+2024-05-25 19:53:27 (UTC) - 0:26:52 - train - INFO - step: 000148 - done (%): 49.3 - loss: 1.433 - lr: 3.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5541.9 - avg_words_per_second: 3022.0 - ETA: >2024-05-25 20:20:56
+2024-05-25 19:53:33 (UTC) - 0:26:57 - train - INFO - step: 000149 - done (%): 49.7 - loss: 1.440 - lr: 3.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.1 - avg_words_per_second: 3031.2 - ETA: >2024-05-25 20:20:46
+2024-05-25 19:53:39 (UTC) - 0:27:03 - train - INFO - step: 000150 - done (%): 50.0 - loss: 1.677 - lr: 3.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.7 - avg_words_per_second: 3040.4 - ETA: >2024-05-25 20:20:36
+2024-05-25 19:53:45 (UTC) - 0:27:09 - train - INFO - step: 000151 - done (%): 50.3 - loss: 1.960 - lr: 3.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.6 - avg_words_per_second: 3049.6 - ETA: >2024-05-25 20:20:26
+2024-05-25 19:53:51 (UTC) - 0:27:15 - train - INFO - step: 000152 - done (%): 50.7 - loss: 0.654 - lr: 3.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.2 - avg_words_per_second: 3058.6 - ETA: >2024-05-25 20:20:17
+2024-05-25 19:53:57 (UTC) - 0:27:21 - train - INFO - step: 000153 - done (%): 51.0 - loss: 1.543 - lr: 3.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.0 - avg_words_per_second: 3067.6 - ETA: >2024-05-25 20:20:07
+2024-05-25 19:54:03 (UTC) - 0:27:27 - train - INFO - step: 000154 - done (%): 51.3 - loss: 2.112 - lr: 3.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5535.0 - avg_words_per_second: 3076.5 - ETA: >2024-05-25 20:19:58
+2024-05-25 19:54:09 (UTC) - 0:27:33 - train - INFO - step: 000155 - done (%): 51.7 - loss: 1.610 - lr: 3.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.4 - avg_words_per_second: 3085.4 - ETA: >2024-05-25 20:19:49
+2024-05-25 19:54:15 (UTC) - 0:27:39 - train - INFO - step: 000156 - done (%): 52.0 - loss: 1.624 - lr: 3.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.5 - avg_words_per_second: 3094.2 - ETA: >2024-05-25 20:19:40
+2024-05-25 19:54:21 (UTC) - 0:27:45 - train - INFO - step: 000157 - done (%): 52.3 - loss: 1.757 - lr: 3.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.2 - avg_words_per_second: 3103.0 - ETA: >2024-05-25 20:19:31
+2024-05-25 19:54:26 (UTC) - 0:27:51 - train - INFO - step: 000158 - done (%): 52.7 - loss: 1.549 - lr: 3.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.8 - avg_words_per_second: 3111.7 - ETA: >2024-05-25 20:19:22
+2024-05-25 19:54:32 (UTC) - 0:27:57 - train - INFO - step: 000159 - done (%): 53.0 - loss: 1.454 - lr: 3.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.7 - avg_words_per_second: 3120.3 - ETA: >2024-05-25 20:19:13
+2024-05-25 19:54:38 (UTC) - 0:28:02 - train - INFO - step: 000160 - done (%): 53.3 - loss: 1.501 - lr: 2.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 3128.9 - ETA: >2024-05-25 20:19:04
+2024-05-25 19:54:44 (UTC) - 0:28:08 - train - INFO - step: 000161 - done (%): 53.7 - loss: 1.490 - lr: 2.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.2 - avg_words_per_second: 3137.4 - ETA: >2024-05-25 20:18:56
+2024-05-25 19:54:50 (UTC) - 0:28:14 - train - INFO - step: 000162 - done (%): 54.0 - loss: 1.959 - lr: 2.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.3 - avg_words_per_second: 3145.8 - ETA: >2024-05-25 20:18:47
+2024-05-25 19:54:56 (UTC) - 0:28:20 - train - INFO - step: 000163 - done (%): 54.3 - loss: 1.457 - lr: 2.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.4 - avg_words_per_second: 3154.2 - ETA: >2024-05-25 20:18:39
+2024-05-25 19:55:02 (UTC) - 0:28:26 - train - INFO - step: 000164 - done (%): 54.7 - loss: 1.364 - lr: 2.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5542.9 - avg_words_per_second: 3162.5 - ETA: >2024-05-25 20:18:31
+2024-05-25 19:55:08 (UTC) - 0:28:32 - train - INFO - step: 000165 - done (%): 55.0 - loss: 1.366 - lr: 2.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.3 - avg_words_per_second: 3170.8 - ETA: >2024-05-25 20:18:23
+2024-05-25 19:55:14 (UTC) - 0:28:38 - train - INFO - step: 000166 - done (%): 55.3 - loss: 1.227 - lr: 2.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.3 - avg_words_per_second: 3179.0 - ETA: >2024-05-25 20:18:15
+2024-05-25 19:55:20 (UTC) - 0:28:44 - train - INFO - step: 000167 - done (%): 55.7 - loss: 1.454 - lr: 2.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 3187.2 - ETA: >2024-05-25 20:18:07
+2024-05-25 19:55:25 (UTC) - 0:28:50 - train - INFO - step: 000168 - done (%): 56.0 - loss: 1.402 - lr: 2.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.6 - avg_words_per_second: 3195.3 - ETA: >2024-05-25 20:17:59
+2024-05-25 19:55:31 (UTC) - 0:28:56 - train - INFO - step: 000169 - done (%): 56.3 - loss: 1.240 - lr: 2.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.7 - avg_words_per_second: 3203.3 - ETA: >2024-05-25 20:17:51
+2024-05-25 19:55:37 (UTC) - 0:29:01 - train - INFO - step: 000170 - done (%): 56.7 - loss: 1.377 - lr: 2.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 3211.3 - ETA: >2024-05-25 20:17:44
+2024-05-25 19:55:43 (UTC) - 0:29:07 - train - INFO - step: 000171 - done (%): 57.0 - loss: 1.627 - lr: 2.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5537.6 - avg_words_per_second: 3219.2 - ETA: >2024-05-25 20:17:36
+2024-05-25 19:55:49 (UTC) - 0:29:13 - train - INFO - step: 000172 - done (%): 57.3 - loss: 1.368 - lr: 2.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.7 - avg_words_per_second: 3227.1 - ETA: >2024-05-25 20:17:29
+2024-05-25 19:55:55 (UTC) - 0:29:19 - train - INFO - step: 000173 - done (%): 57.7 - loss: 1.635 - lr: 2.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.8 - avg_words_per_second: 3234.9 - ETA: >2024-05-25 20:17:21
+2024-05-25 19:56:01 (UTC) - 0:29:25 - train - INFO - step: 000174 - done (%): 58.0 - loss: 1.210 - lr: 2.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.2 - avg_words_per_second: 3242.7 - ETA: >2024-05-25 20:17:14
+2024-05-25 19:56:07 (UTC) - 0:29:31 - train - INFO - step: 000175 - done (%): 58.3 - loss: 1.538 - lr: 2.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.7 - avg_words_per_second: 3250.4 - ETA: >2024-05-25 20:17:07
+2024-05-25 19:56:13 (UTC) - 0:29:37 - train - INFO - step: 000176 - done (%): 58.7 - loss: 1.250 - lr: 2.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.3 - avg_words_per_second: 3258.1 - ETA: >2024-05-25 20:17:00
+2024-05-25 19:56:19 (UTC) - 0:29:43 - train - INFO - step: 000177 - done (%): 59.0 - loss: 1.512 - lr: 2.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5529.1 - avg_words_per_second: 3265.7 - ETA: >2024-05-25 20:16:53
+2024-05-25 19:56:25 (UTC) - 0:29:49 - train - INFO - step: 000178 - done (%): 59.3 - loss: 1.585 - lr: 2.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.4 - avg_words_per_second: 3273.2 - ETA: >2024-05-25 20:16:46
+2024-05-25 19:56:30 (UTC) - 0:29:55 - train - INFO - step: 000179 - done (%): 59.7 - loss: 1.637 - lr: 2.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5541.8 - avg_words_per_second: 3280.7 - ETA: >2024-05-25 20:16:39
+2024-05-25 19:56:36 (UTC) - 0:30:01 - train - INFO - step: 000180 - done (%): 60.0 - loss: 1.178 - lr: 2.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.5 - avg_words_per_second: 3288.2 - ETA: >2024-05-25 20:16:32
+2024-05-25 19:56:42 (UTC) - 0:30:06 - train - INFO - step: 000181 - done (%): 60.3 - loss: 1.533 - lr: 2.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.2 - avg_words_per_second: 3295.6 - ETA: >2024-05-25 20:16:25
+2024-05-25 19:56:48 (UTC) - 0:30:12 - train - INFO - step: 000182 - done (%): 60.7 - loss: 1.068 - lr: 2.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.7 - avg_words_per_second: 3303.0 - ETA: >2024-05-25 20:16:19
+2024-05-25 19:56:54 (UTC) - 0:30:18 - train - INFO - step: 000183 - done (%): 61.0 - loss: 1.293 - lr: 2.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.0 - avg_words_per_second: 3310.3 - ETA: >2024-05-25 20:16:12
+2024-05-25 19:57:00 (UTC) - 0:30:24 - train - INFO - step: 000184 - done (%): 61.3 - loss: 1.863 - lr: 2.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.7 - avg_words_per_second: 3317.6 - ETA: >2024-05-25 20:16:06
+2024-05-25 19:57:06 (UTC) - 0:30:30 - train - INFO - step: 000185 - done (%): 61.7 - loss: 1.443 - lr: 2.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5540.8 - avg_words_per_second: 3324.8 - ETA: >2024-05-25 20:15:59
+2024-05-25 19:57:12 (UTC) - 0:30:36 - train - INFO - step: 000186 - done (%): 62.0 - loss: 1.048 - lr: 2.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.3 - avg_words_per_second: 3332.0 - ETA: >2024-05-25 20:15:53
+2024-05-25 19:57:18 (UTC) - 0:30:42 - train - INFO - step: 000187 - done (%): 62.3 - loss: 1.716 - lr: 2.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.5 - avg_words_per_second: 3339.1 - ETA: >2024-05-25 20:15:47
+2024-05-25 19:57:24 (UTC) - 0:30:48 - train - INFO - step: 000188 - done (%): 62.7 - loss: 1.866 - lr: 2.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 3346.2 - ETA: >2024-05-25 20:15:40
+2024-05-25 19:57:29 (UTC) - 0:30:54 - train - INFO - step: 000189 - done (%): 63.0 - loss: 1.539 - lr: 2.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.4 - avg_words_per_second: 3353.3 - ETA: >2024-05-25 20:15:34
+2024-05-25 19:57:35 (UTC) - 0:31:00 - train - INFO - step: 000190 - done (%): 63.3 - loss: 1.399 - lr: 1.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.8 - avg_words_per_second: 3360.3 - ETA: >2024-05-25 20:15:28
+2024-05-25 19:57:41 (UTC) - 0:31:06 - train - INFO - step: 000191 - done (%): 63.7 - loss: 1.586 - lr: 1.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.3 - avg_words_per_second: 3367.2 - ETA: >2024-05-25 20:15:22
+2024-05-25 19:57:47 (UTC) - 0:31:11 - train - INFO - step: 000192 - done (%): 64.0 - loss: 1.782 - lr: 1.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.3 - avg_words_per_second: 3374.1 - ETA: >2024-05-25 20:15:16
+2024-05-25 19:57:53 (UTC) - 0:31:17 - train - INFO - step: 000193 - done (%): 64.3 - loss: 1.073 - lr: 1.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5539.6 - avg_words_per_second: 3381.0 - ETA: >2024-05-25 20:15:10
+2024-05-25 19:57:59 (UTC) - 0:31:23 - train - INFO - step: 000194 - done (%): 64.7 - loss: 1.836 - lr: 1.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5483.4 - avg_words_per_second: 3387.7 - ETA: >2024-05-25 20:15:04
+2024-05-25 19:58:05 (UTC) - 0:31:29 - train - INFO - step: 000195 - done (%): 65.0 - loss: 1.668 - lr: 1.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.1 - avg_words_per_second: 3394.5 - ETA: >2024-05-25 20:14:59
+2024-05-25 19:58:11 (UTC) - 0:31:35 - train - INFO - step: 000196 - done (%): 65.3 - loss: 1.350 - lr: 1.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.4 - avg_words_per_second: 3401.2 - ETA: >2024-05-25 20:14:53
+2024-05-25 19:58:17 (UTC) - 0:31:41 - train - INFO - step: 000197 - done (%): 65.7 - loss: 1.475 - lr: 1.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5541.3 - avg_words_per_second: 3407.9 - ETA: >2024-05-25 20:14:47
+2024-05-25 19:58:23 (UTC) - 0:31:47 - train - INFO - step: 000198 - done (%): 66.0 - loss: 1.627 - lr: 1.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.9 - avg_words_per_second: 3414.6 - ETA: >2024-05-25 20:14:42
+2024-05-25 19:58:29 (UTC) - 0:31:53 - train - INFO - step: 000199 - done (%): 66.3 - loss: 1.643 - lr: 1.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 3421.2 - ETA: >2024-05-25 20:14:36
+2024-05-25 19:58:35 (UTC) - 0:31:59 - train - INFO - step: 000200 - done (%): 66.7 - loss: 1.128 - lr: 1.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5539.8 - avg_words_per_second: 3427.7 - ETA: >2024-05-25 20:14:31
+2024-05-25 19:58:35 (UTC) - 0:31:59 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000200/consolidated using tmp name: tmp.consolidated
+2024-05-25 19:58:35 (UTC) - 0:31:59 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000200/consolidated for step: 200
+2024-05-25 19:58:35 (UTC) - 0:31:59 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 19:58:35 (UTC) - 0:31:59 - checkpointing - INFO - Done!
+2024-05-25 19:58:41 (UTC) - 0:32:05 - train - INFO - step: 000201 - done (%): 67.0 - loss: 1.734 - lr: 1.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.7 - avg_words_per_second: 3434.3 - ETA: >2024-05-25 20:14:25
+2024-05-25 19:58:47 (UTC) - 0:32:11 - train - INFO - step: 000202 - done (%): 67.3 - loss: 1.386 - lr: 1.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.2 - avg_words_per_second: 3440.8 - ETA: >2024-05-25 20:14:20
+2024-05-25 19:58:53 (UTC) - 0:32:17 - train - INFO - step: 000203 - done (%): 67.7 - loss: 1.275 - lr: 1.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.6 - avg_words_per_second: 3447.3 - ETA: >2024-05-25 20:14:15
+2024-05-25 19:58:58 (UTC) - 0:32:23 - train - INFO - step: 000204 - done (%): 68.0 - loss: 1.541 - lr: 1.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.7 - avg_words_per_second: 3453.7 - ETA: >2024-05-25 20:14:09
+2024-05-25 19:59:04 (UTC) - 0:32:29 - train - INFO - step: 000205 - done (%): 68.3 - loss: 1.884 - lr: 1.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5540.3 - avg_words_per_second: 3460.1 - ETA: >2024-05-25 20:14:04
+2024-05-25 19:59:10 (UTC) - 0:32:34 - train - INFO - step: 000206 - done (%): 68.7 - loss: 1.848 - lr: 1.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.7 - avg_words_per_second: 3466.4 - ETA: >2024-05-25 20:13:59
+2024-05-25 19:59:16 (UTC) - 0:32:40 - train - INFO - step: 000207 - done (%): 69.0 - loss: 1.060 - lr: 1.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.5 - avg_words_per_second: 3472.7 - ETA: >2024-05-25 20:13:54
+2024-05-25 19:59:22 (UTC) - 0:32:46 - train - INFO - step: 000208 - done (%): 69.3 - loss: 1.712 - lr: 1.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.6 - avg_words_per_second: 3479.0 - ETA: >2024-05-25 20:13:49
+2024-05-25 19:59:28 (UTC) - 0:32:52 - train - INFO - step: 000209 - done (%): 69.7 - loss: 1.364 - lr: 1.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.9 - avg_words_per_second: 3485.2 - ETA: >2024-05-25 20:13:44
+2024-05-25 19:59:34 (UTC) - 0:32:58 - train - INFO - step: 000210 - done (%): 70.0 - loss: 1.145 - lr: 1.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5536.6 - avg_words_per_second: 3491.4 - ETA: >2024-05-25 20:13:39
+2024-05-25 19:59:40 (UTC) - 0:33:04 - train - INFO - step: 000211 - done (%): 70.3 - loss: 1.690 - lr: 1.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.7 - avg_words_per_second: 3497.5 - ETA: >2024-05-25 20:13:34
+2024-05-25 19:59:46 (UTC) - 0:33:10 - train - INFO - step: 000212 - done (%): 70.7 - loss: 1.531 - lr: 1.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.5 - avg_words_per_second: 3503.6 - ETA: >2024-05-25 20:13:29
+2024-05-25 19:59:52 (UTC) - 0:33:16 - train - INFO - step: 000213 - done (%): 71.0 - loss: 1.718 - lr: 1.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.9 - avg_words_per_second: 3509.7 - ETA: >2024-05-25 20:13:24
+2024-05-25 19:59:57 (UTC) - 0:33:22 - train - INFO - step: 000214 - done (%): 71.3 - loss: 1.125 - lr: 1.3e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.5 - avg_words_per_second: 3515.8 - ETA: >2024-05-25 20:13:19
+2024-05-25 20:00:03 (UTC) - 0:33:28 - train - INFO - step: 000215 - done (%): 71.7 - loss: 1.082 - lr: 1.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.9 - avg_words_per_second: 3521.8 - ETA: >2024-05-25 20:13:14
+2024-05-25 20:00:09 (UTC) - 0:33:34 - train - INFO - step: 000216 - done (%): 72.0 - loss: 1.169 - lr: 1.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.4 - avg_words_per_second: 3527.7 - ETA: >2024-05-25 20:13:10
+2024-05-25 20:00:15 (UTC) - 0:33:39 - train - INFO - step: 000217 - done (%): 72.3 - loss: 1.326 - lr: 1.2e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.3 - avg_words_per_second: 3533.7 - ETA: >2024-05-25 20:13:05
+2024-05-25 20:00:21 (UTC) - 0:33:45 - train - INFO - step: 000218 - done (%): 72.7 - loss: 1.804 - lr: 1.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.6 - avg_words_per_second: 3539.6 - ETA: >2024-05-25 20:13:00
+2024-05-25 20:00:27 (UTC) - 0:33:51 - train - INFO - step: 000219 - done (%): 73.0 - loss: 1.222 - lr: 1.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.8 - avg_words_per_second: 3545.4 - ETA: >2024-05-25 20:12:56
+2024-05-25 20:00:33 (UTC) - 0:33:57 - train - INFO - step: 000220 - done (%): 73.3 - loss: 1.779 - lr: 1.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.5 - avg_words_per_second: 3551.3 - ETA: >2024-05-25 20:12:51
+2024-05-25 20:00:39 (UTC) - 0:34:03 - train - INFO - step: 000221 - done (%): 73.7 - loss: 1.709 - lr: 1.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.7 - avg_words_per_second: 3557.1 - ETA: >2024-05-25 20:12:47
+2024-05-25 20:00:45 (UTC) - 0:34:09 - train - INFO - step: 000222 - done (%): 74.0 - loss: 1.479 - lr: 1.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.2 - avg_words_per_second: 3562.8 - ETA: >2024-05-25 20:12:42
+2024-05-25 20:00:51 (UTC) - 0:34:15 - train - INFO - step: 000223 - done (%): 74.3 - loss: 1.027 - lr: 1.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.0 - avg_words_per_second: 3568.6 - ETA: >2024-05-25 20:12:38
+2024-05-25 20:00:57 (UTC) - 0:34:21 - train - INFO - step: 000224 - done (%): 74.7 - loss: 1.587 - lr: 9.9e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.0 - avg_words_per_second: 3574.3 - ETA: >2024-05-25 20:12:33
+2024-05-25 20:01:02 (UTC) - 0:34:27 - train - INFO - step: 000225 - done (%): 75.0 - loss: 1.393 - lr: 9.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.7 - avg_words_per_second: 3579.9 - ETA: >2024-05-25 20:12:29
+2024-05-25 20:01:08 (UTC) - 0:34:33 - train - INFO - step: 000226 - done (%): 75.3 - loss: 1.493 - lr: 9.4e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.1 - avg_words_per_second: 3585.5 - ETA: >2024-05-25 20:12:25
+2024-05-25 20:01:14 (UTC) - 0:34:38 - train - INFO - step: 000227 - done (%): 75.7 - loss: 1.420 - lr: 9.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 3591.1 - ETA: >2024-05-25 20:12:20
+2024-05-25 20:01:20 (UTC) - 0:34:44 - train - INFO - step: 000228 - done (%): 76.0 - loss: 1.740 - lr: 9.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5535.1 - avg_words_per_second: 3596.7 - ETA: >2024-05-25 20:12:16
+2024-05-25 20:01:26 (UTC) - 0:34:50 - train - INFO - step: 000229 - done (%): 76.3 - loss: 1.253 - lr: 8.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.9 - avg_words_per_second: 3602.2 - ETA: >2024-05-25 20:12:12
+2024-05-25 20:01:44 (UTC) - 0:35:09 - train - INFO - step: 000230 - done (%): 76.7 - loss: 1.455 - lr: 8.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 1782.3 - avg_words_per_second: 3586.3 - ETA: >2024-05-25 20:12:24
+2024-05-25 20:01:50 (UTC) - 0:35:15 - train - INFO - step: 000231 - done (%): 77.0 - loss: 1.701 - lr: 8.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5596.3 - avg_words_per_second: 3591.9 - ETA: >2024-05-25 20:12:20
+2024-05-25 20:01:56 (UTC) - 0:35:20 - train - INFO - step: 000232 - done (%): 77.3 - loss: 1.405 - lr: 8.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5586.9 - avg_words_per_second: 3597.4 - ETA: >2024-05-25 20:12:16
+2024-05-25 20:02:02 (UTC) - 0:35:26 - train - INFO - step: 000233 - done (%): 77.7 - loss: 1.586 - lr: 7.8e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5593.7 - avg_words_per_second: 3602.9 - ETA: >2024-05-25 20:12:11
+2024-05-25 20:02:08 (UTC) - 0:35:32 - train - INFO - step: 000234 - done (%): 78.0 - loss: 1.685 - lr: 7.6e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5580.4 - avg_words_per_second: 3608.4 - ETA: >2024-05-25 20:12:07
+2024-05-25 20:02:14 (UTC) - 0:35:38 - train - INFO - step: 000235 - done (%): 78.3 - loss: 1.499 - lr: 7.4e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.3 - avg_words_per_second: 3613.8 - ETA: >2024-05-25 20:12:03
+2024-05-25 20:02:20 (UTC) - 0:35:44 - train - INFO - step: 000236 - done (%): 78.7 - loss: 1.609 - lr: 7.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.0 - avg_words_per_second: 3619.2 - ETA: >2024-05-25 20:11:59
+2024-05-25 20:02:26 (UTC) - 0:35:50 - train - INFO - step: 000237 - done (%): 79.0 - loss: 1.530 - lr: 6.9e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.7 - avg_words_per_second: 3624.5 - ETA: >2024-05-25 20:11:55
+2024-05-25 20:02:31 (UTC) - 0:35:56 - train - INFO - step: 000238 - done (%): 79.3 - loss: 1.255 - lr: 6.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.3 - avg_words_per_second: 3629.8 - ETA: >2024-05-25 20:11:51
+2024-05-25 20:02:37 (UTC) - 0:36:02 - train - INFO - step: 000239 - done (%): 79.7 - loss: 1.557 - lr: 6.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.7 - avg_words_per_second: 3635.1 - ETA: >2024-05-25 20:11:47
+2024-05-25 20:02:43 (UTC) - 0:36:08 - train - INFO - step: 000240 - done (%): 80.0 - loss: 1.941 - lr: 6.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.4 - avg_words_per_second: 3640.3 - ETA: >2024-05-25 20:11:43
+2024-05-25 20:02:49 (UTC) - 0:36:13 - train - INFO - step: 000241 - done (%): 80.3 - loss: 1.067 - lr: 6.1e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.1 - avg_words_per_second: 3645.5 - ETA: >2024-05-25 20:11:40
+2024-05-25 20:02:55 (UTC) - 0:36:19 - train - INFO - step: 000242 - done (%): 80.7 - loss: 1.181 - lr: 5.9e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.0 - avg_words_per_second: 3650.7 - ETA: >2024-05-25 20:11:36
+2024-05-25 20:03:01 (UTC) - 0:36:25 - train - INFO - step: 000243 - done (%): 81.0 - loss: 1.869 - lr: 5.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5551.8 - avg_words_per_second: 3655.9 - ETA: >2024-05-25 20:11:32
+2024-05-25 20:03:07 (UTC) - 0:36:31 - train - INFO - step: 000244 - done (%): 81.3 - loss: 1.208 - lr: 5.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.3 - avg_words_per_second: 3661.0 - ETA: >2024-05-25 20:11:28
+2024-05-25 20:03:13 (UTC) - 0:36:37 - train - INFO - step: 000245 - done (%): 81.7 - loss: 1.425 - lr: 5.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.0 - avg_words_per_second: 3666.1 - ETA: >2024-05-25 20:11:24
+2024-05-25 20:03:19 (UTC) - 0:36:43 - train - INFO - step: 000246 - done (%): 82.0 - loss: 1.526 - lr: 5.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.5 - avg_words_per_second: 3671.1 - ETA: >2024-05-25 20:11:21
+2024-05-25 20:03:25 (UTC) - 0:36:49 - train - INFO - step: 000247 - done (%): 82.3 - loss: 1.614 - lr: 5.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 3676.2 - ETA: >2024-05-25 20:11:17
+2024-05-25 20:03:31 (UTC) - 0:36:55 - train - INFO - step: 000248 - done (%): 82.7 - loss: 1.349 - lr: 4.8e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.0 - avg_words_per_second: 3681.2 - ETA: >2024-05-25 20:11:13
+2024-05-25 20:03:36 (UTC) - 0:37:01 - train - INFO - step: 000249 - done (%): 83.0 - loss: 1.616 - lr: 4.6e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 3686.2 - ETA: >2024-05-25 20:11:10
+2024-05-25 20:03:42 (UTC) - 0:37:07 - train - INFO - step: 000250 - done (%): 83.3 - loss: 1.431 - lr: 4.4e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5532.4 - avg_words_per_second: 3691.1 - ETA: >2024-05-25 20:11:06
+2024-05-25 20:03:48 (UTC) - 0:37:12 - train - INFO - step: 000251 - done (%): 83.7 - loss: 1.101 - lr: 4.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.3 - avg_words_per_second: 3696.1 - ETA: >2024-05-25 20:11:03
+2024-05-25 20:03:54 (UTC) - 0:37:18 - train - INFO - step: 000252 - done (%): 84.0 - loss: 1.936 - lr: 4.1e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 3701.0 - ETA: >2024-05-25 20:10:59
+2024-05-25 20:04:00 (UTC) - 0:37:24 - train - INFO - step: 000253 - done (%): 84.3 - loss: 1.428 - lr: 3.9e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.9 - avg_words_per_second: 3705.8 - ETA: >2024-05-25 20:10:56
+2024-05-25 20:04:06 (UTC) - 0:37:30 - train - INFO - step: 000254 - done (%): 84.7 - loss: 1.442 - lr: 3.8e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.0 - avg_words_per_second: 3710.7 - ETA: >2024-05-25 20:10:52
+2024-05-25 20:04:12 (UTC) - 0:37:36 - train - INFO - step: 000255 - done (%): 85.0 - loss: 1.652 - lr: 3.6e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.5 - avg_words_per_second: 3715.5 - ETA: >2024-05-25 20:10:49
+2024-05-25 20:04:18 (UTC) - 0:37:42 - train - INFO - step: 000256 - done (%): 85.3 - loss: 1.313 - lr: 3.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.9 - avg_words_per_second: 3720.3 - ETA: >2024-05-25 20:10:45
+2024-05-25 20:04:24 (UTC) - 0:37:48 - train - INFO - step: 000257 - done (%): 85.7 - loss: 1.359 - lr: 3.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.8 - avg_words_per_second: 3725.1 - ETA: >2024-05-25 20:10:42
+2024-05-25 20:04:30 (UTC) - 0:37:54 - train - INFO - step: 000258 - done (%): 86.0 - loss: 1.539 - lr: 3.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.1 - avg_words_per_second: 3729.9 - ETA: >2024-05-25 20:10:39
+2024-05-25 20:04:35 (UTC) - 0:38:00 - train - INFO - step: 000259 - done (%): 86.3 - loss: 1.493 - lr: 3.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.5 - avg_words_per_second: 3734.6 - ETA: >2024-05-25 20:10:35
+2024-05-25 20:04:41 (UTC) - 0:38:06 - train - INFO - step: 000260 - done (%): 86.7 - loss: 1.861 - lr: 2.9e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.5 - avg_words_per_second: 3739.3 - ETA: >2024-05-25 20:10:32
+2024-05-25 20:04:47 (UTC) - 0:38:11 - train - INFO - step: 000261 - done (%): 87.0 - loss: 1.783 - lr: 2.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.1 - avg_words_per_second: 3744.0 - ETA: >2024-05-25 20:10:29
+2024-05-25 20:04:53 (UTC) - 0:38:17 - train - INFO - step: 000262 - done (%): 87.3 - loss: 1.310 - lr: 2.6e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.9 - avg_words_per_second: 3748.7 - ETA: >2024-05-25 20:10:25
+2024-05-25 20:04:59 (UTC) - 0:38:23 - train - INFO - step: 000263 - done (%): 87.7 - loss: 1.422 - lr: 2.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.7 - avg_words_per_second: 3753.3 - ETA: >2024-05-25 20:10:22
+2024-05-25 20:05:05 (UTC) - 0:38:29 - train - INFO - step: 000264 - done (%): 88.0 - loss: 1.603 - lr: 2.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.5 - avg_words_per_second: 3757.9 - ETA: >2024-05-25 20:10:19
+2024-05-25 20:05:11 (UTC) - 0:38:35 - train - INFO - step: 000265 - done (%): 88.3 - loss: 1.169 - lr: 2.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.9 - avg_words_per_second: 3762.5 - ETA: >2024-05-25 20:10:16
+2024-05-25 20:05:17 (UTC) - 0:38:41 - train - INFO - step: 000266 - done (%): 88.7 - loss: 1.044 - lr: 2.1e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.6 - avg_words_per_second: 3767.1 - ETA: >2024-05-25 20:10:13
+2024-05-25 20:05:23 (UTC) - 0:38:47 - train - INFO - step: 000267 - done (%): 89.0 - loss: 1.493 - lr: 2.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.9 - avg_words_per_second: 3771.6 - ETA: >2024-05-25 20:10:09
+2024-05-25 20:05:29 (UTC) - 0:38:53 - train - INFO - step: 000268 - done (%): 89.3 - loss: 1.753 - lr: 1.8e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5540.6 - avg_words_per_second: 3776.1 - ETA: >2024-05-25 20:10:06
+2024-05-25 20:05:35 (UTC) - 0:38:59 - train - INFO - step: 000269 - done (%): 89.7 - loss: 1.648 - lr: 1.7e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.4 - avg_words_per_second: 3780.6 - ETA: >2024-05-25 20:10:03
+2024-05-25 20:05:40 (UTC) - 0:39:05 - train - INFO - step: 000270 - done (%): 90.0 - loss: 1.570 - lr: 1.6e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5542.1 - avg_words_per_second: 3785.0 - ETA: >2024-05-25 20:10:00
+2024-05-25 20:05:46 (UTC) - 0:39:11 - train - INFO - step: 000271 - done (%): 90.3 - loss: 1.327 - lr: 1.5e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.3 - avg_words_per_second: 3789.5 - ETA: >2024-05-25 20:09:57
+2024-05-25 20:05:52 (UTC) - 0:39:16 - train - INFO - step: 000272 - done (%): 90.7 - loss: 1.483 - lr: 1.4e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.7 - avg_words_per_second: 3793.9 - ETA: >2024-05-25 20:09:54
+2024-05-25 20:05:58 (UTC) - 0:39:22 - train - INFO - step: 000273 - done (%): 91.0 - loss: 1.240 - lr: 1.3e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.7 - avg_words_per_second: 3798.3 - ETA: >2024-05-25 20:09:51
+2024-05-25 20:06:04 (UTC) - 0:39:28 - train - INFO - step: 000274 - done (%): 91.3 - loss: 1.845 - lr: 1.2e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.3 - avg_words_per_second: 3802.7 - ETA: >2024-05-25 20:09:48
+2024-05-25 20:06:10 (UTC) - 0:39:34 - train - INFO - step: 000275 - done (%): 91.7 - loss: 1.985 - lr: 1.1e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.7 - avg_words_per_second: 3807.0 - ETA: >2024-05-25 20:09:45
+2024-05-25 20:06:16 (UTC) - 0:39:40 - train - INFO - step: 000276 - done (%): 92.0 - loss: 1.439 - lr: 1.0e-06 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.8 - avg_words_per_second: 3811.4 - ETA: >2024-05-25 20:09:42
+2024-05-25 20:06:22 (UTC) - 0:39:46 - train - INFO - step: 000277 - done (%): 92.3 - loss: 1.516 - lr: 9.6e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5535.4 - avg_words_per_second: 3815.7 - ETA: >2024-05-25 20:09:39
+2024-05-25 20:06:28 (UTC) - 0:39:52 - train - INFO - step: 000278 - done (%): 92.7 - loss: 1.325 - lr: 8.8e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.9 - avg_words_per_second: 3820.0 - ETA: >2024-05-25 20:09:36
+2024-05-25 20:06:34 (UTC) - 0:39:58 - train - INFO - step: 000279 - done (%): 93.0 - loss: 1.802 - lr: 8.0e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 3824.2 - ETA: >2024-05-25 20:09:34
+2024-05-25 20:06:40 (UTC) - 0:40:04 - train - INFO - step: 000280 - done (%): 93.3 - loss: 1.204 - lr: 7.3e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.6 - avg_words_per_second: 3828.5 - ETA: >2024-05-25 20:09:31
+2024-05-25 20:06:45 (UTC) - 0:40:10 - train - INFO - step: 000281 - done (%): 93.7 - loss: 1.335 - lr: 6.6e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.0 - avg_words_per_second: 3832.7 - ETA: >2024-05-25 20:09:28
+2024-05-25 20:06:51 (UTC) - 0:40:16 - train - INFO - step: 000282 - done (%): 94.0 - loss: 1.258 - lr: 5.9e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.5 - avg_words_per_second: 3836.9 - ETA: >2024-05-25 20:09:25
+2024-05-25 20:06:57 (UTC) - 0:40:21 - train - INFO - step: 000283 - done (%): 94.3 - loss: 2.084 - lr: 5.3e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 3841.1 - ETA: >2024-05-25 20:09:22
+2024-05-25 20:07:03 (UTC) - 0:40:27 - train - INFO - step: 000284 - done (%): 94.7 - loss: 1.553 - lr: 4.7e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.4 - avg_words_per_second: 3845.3 - ETA: >2024-05-25 20:09:19
+2024-05-25 20:07:09 (UTC) - 0:40:33 - train - INFO - step: 000285 - done (%): 95.0 - loss: 1.579 - lr: 4.1e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5534.1 - avg_words_per_second: 3849.4 - ETA: >2024-05-25 20:09:17
+2024-05-25 20:07:15 (UTC) - 0:40:39 - train - INFO - step: 000286 - done (%): 95.3 - loss: 1.404 - lr: 3.6e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5566.5 - avg_words_per_second: 3853.6 - ETA: >2024-05-25 20:09:14
+2024-05-25 20:07:21 (UTC) - 0:40:45 - train - INFO - step: 000287 - done (%): 95.7 - loss: 1.632 - lr: 3.1e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.8 - avg_words_per_second: 3857.7 - ETA: >2024-05-25 20:09:11
+2024-05-25 20:07:27 (UTC) - 0:40:51 - train - INFO - step: 000288 - done (%): 96.0 - loss: 1.673 - lr: 2.6e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.8 - avg_words_per_second: 3861.8 - ETA: >2024-05-25 20:09:09
+2024-05-25 20:07:33 (UTC) - 0:40:57 - train - INFO - step: 000289 - done (%): 96.3 - loss: 1.946 - lr: 2.2e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 3865.8 - ETA: >2024-05-25 20:09:06
+2024-05-25 20:07:39 (UTC) - 0:41:03 - train - INFO - step: 000290 - done (%): 96.7 - loss: 1.794 - lr: 1.8e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.1 - avg_words_per_second: 3869.9 - ETA: >2024-05-25 20:09:03
+2024-05-25 20:07:44 (UTC) - 0:41:09 - train - INFO - step: 000291 - done (%): 97.0 - loss: 1.643 - lr: 1.5e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.7 - avg_words_per_second: 3873.9 - ETA: >2024-05-25 20:09:01
+2024-05-25 20:07:50 (UTC) - 0:41:15 - train - INFO - step: 000292 - done (%): 97.3 - loss: 1.307 - lr: 1.2e-07 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.3 - avg_words_per_second: 3877.9 - ETA: >2024-05-25 20:08:58
+2024-05-25 20:07:56 (UTC) - 0:41:21 - train - INFO - step: 000293 - done (%): 97.7 - loss: 1.458 - lr: 9.0e-08 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.3 - avg_words_per_second: 3881.9 - ETA: >2024-05-25 20:08:55
+2024-05-25 20:08:02 (UTC) - 0:41:26 - train - INFO - step: 000294 - done (%): 98.0 - loss: 1.914 - lr: 6.6e-08 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.7 - avg_words_per_second: 3885.9 - ETA: >2024-05-25 20:08:53
+2024-05-25 20:08:08 (UTC) - 0:41:32 - train - INFO - step: 000295 - done (%): 98.3 - loss: 1.580 - lr: 4.6e-08 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5534.9 - avg_words_per_second: 3889.8 - ETA: >2024-05-25 20:08:50
+2024-05-25 20:08:14 (UTC) - 0:41:38 - train - INFO - step: 000296 - done (%): 98.7 - loss: 1.180 - lr: 2.9e-08 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.1 - avg_words_per_second: 3893.7 - ETA: >2024-05-25 20:08:48
+2024-05-25 20:08:20 (UTC) - 0:41:44 - train - INFO - step: 000297 - done (%): 99.0 - loss: 1.492 - lr: 1.7e-08 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5536.1 - avg_words_per_second: 3897.6 - ETA: >2024-05-25 20:08:45
+2024-05-25 20:08:26 (UTC) - 0:41:50 - train - INFO - step: 000298 - done (%): 99.3 - loss: 1.943 - lr: 7.5e-09 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.8 - avg_words_per_second: 3901.5 - ETA: >2024-05-25 20:08:43
+2024-05-25 20:08:32 (UTC) - 0:41:56 - train - INFO - step: 000299 - done (%): 99.7 - loss: 1.854 - lr: 2.1e-09 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5520.7 - avg_words_per_second: 3905.4 - ETA: >2024-05-25 20:08:40
+2024-05-25 20:08:38 (UTC) - 0:42:02 - train - INFO - step: 000300 - done (%): 100.0 - loss: 1.580 - lr: 2.4e-10 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.3 - avg_words_per_second: 3909.2 - ETA: >2024-05-25 20:08:38
+2024-05-25 20:08:38 (UTC) - 0:42:02 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000300/consolidated using tmp name: tmp.consolidated
+2024-05-25 20:08:38 (UTC) - 0:42:02 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs/checkpoints/checkpoint_000300/consolidated for step: 300
+2024-05-25 20:08:38 (UTC) - 0:42:02 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 20:08:38 (UTC) - 0:42:02 - checkpointing - INFO - Done!
+2024-05-25 20:08:38 (UTC) - 0:42:02 - train - INFO - done!
+2024-05-25 20:08:38 (UTC) - 0:42:02 - utils - INFO - Closing: eval_logger
\ No newline at end of file
diff --git a/runs/wandb/run-20240525_192638-zf4t8z6a/files/requirements.txt b/runs/wandb/run-20240525_192638-zf4t8z6a/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f173be0be357b3fd62b7aba8d8c38a23b90cdc07
--- /dev/null
+++ b/runs/wandb/run-20240525_192638-zf4t8z6a/files/requirements.txt
@@ -0,0 +1,67 @@
+GitPython==3.1.43
+Jinja2==3.1.4
+Markdown==3.6
+MarkupSafe==2.1.5
+PyYAML==6.0.1
+Werkzeug==3.0.3
+absl-py==2.1.0
+annotated-types==0.7.0
+attrs==23.2.0
+certifi==2024.2.2
+charset-normalizer==3.3.2
+click==8.1.7
+docker-pycreds==0.4.0
+docstring_parser==0.16
+filelock==3.14.0
+fire==0.6.0
+fsspec==2024.5.0
+gitdb==4.0.11
+grpcio==1.64.0
+idna==3.7
+jsonschema-specifications==2023.12.1
+jsonschema==4.21.1
+mistral_common==1.1.0
+mpmath==1.3.0
+networkx==3.3
+numpy==1.26.4
+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
+nvidia-cuda-nvrtc-cu12==12.1.105
+nvidia-cuda-runtime-cu12==12.1.105
+nvidia-cudnn-cu12==8.9.2.26
+nvidia-cufft-cu12==11.0.2.54
+nvidia-curand-cu12==10.3.2.106
+nvidia-cusolver-cu12==11.4.5.107
+nvidia-cusparse-cu12==12.1.0.106
+nvidia-nccl-cu12==2.19.3
+nvidia-nvjitlink-cu12==12.5.40
+nvidia-nvtx-cu12==12.1.105
+pip==24.0
+platformdirs==4.2.2
+protobuf==4.25.3
+psutil==5.9.8
+pydantic==2.6.1
+pydantic_core==2.16.2
+referencing==0.35.1
+requests==2.32.2
+rpds-py==0.18.1
+safetensors==0.4.3
+sentencepiece==0.1.99
+sentry-sdk==2.3.1
+setproctitle==1.3.3
+setuptools==69.5.1
+simple_parsing==0.1.5
+six==1.16.0
+smmap==5.0.1
+sympy==1.12
+tensorboard-data-server==0.7.2
+tensorboard==2.16.2
+termcolor==2.4.0
+torch==2.2.0
+tqdm==4.66.4
+triton==2.2.0
+typing_extensions==4.12.0
+urllib3==2.2.1
+wandb==0.17.0
+wheel==0.43.0
+xformers==0.0.24
\ No newline at end of file
diff --git a/runs/wandb/run-20240525_192638-zf4t8z6a/files/wandb-metadata.json b/runs/wandb/run-20240525_192638-zf4t8z6a/files/wandb-metadata.json
new file mode 100644
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diff --git a/runs2/wandb/run-20240525_202613-sapihyp4/files/conda-environment.yaml b/runs2/wandb/run-20240525_202613-sapihyp4/files/conda-environment.yaml
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+name: chemistralpy310
+channels:
+ - defaults
+dependencies:
+ - _libgcc_mutex=0.1=main
+ - _openmp_mutex=5.1=1_gnu
+ - bzip2=1.0.8=h5eee18b_6
+ - ca-certificates=2024.3.11=h06a4308_0
+ - ld_impl_linux-64=2.38=h1181459_1
+ - libffi=3.4.4=h6a678d5_1
+ - libgcc-ng=11.2.0=h1234567_1
+ - libgomp=11.2.0=h1234567_1
+ - libstdcxx-ng=11.2.0=h1234567_1
+ - libuuid=1.41.5=h5eee18b_0
+ - ncurses=6.4=h6a678d5_0
+ - openssl=3.0.13=h7f8727e_2
+ - pip=24.0=py310h06a4308_0
+ - python=3.10.14=h955ad1f_1
+ - readline=8.2=h5eee18b_0
+ - setuptools=69.5.1=py310h06a4308_0
+ - sqlite=3.45.3=h5eee18b_0
+ - tk=8.6.14=h39e8969_0
+ - tzdata=2024a=h04d1e81_0
+ - wheel=0.43.0=py310h06a4308_0
+ - xz=5.4.6=h5eee18b_1
+ - zlib=1.2.13=h5eee18b_1
+ - pip:
+ - absl-py==2.1.0
+ - annotated-types==0.7.0
+ - attrs==23.2.0
+ - certifi==2024.2.2
+ - charset-normalizer==3.3.2
+ - click==8.1.7
+ - docker-pycreds==0.4.0
+ - docstring-parser==0.16
+ - filelock==3.14.0
+ - fire==0.6.0
+ - fsspec==2024.5.0
+ - gitdb==4.0.11
+ - gitpython==3.1.43
+ - grpcio==1.64.0
+ - idna==3.7
+ - jinja2==3.1.4
+ - jsonschema==4.21.1
+ - jsonschema-specifications==2023.12.1
+ - markdown==3.6
+ - markupsafe==2.1.5
+ - mistral-common==1.1.0
+ - mpmath==1.3.0
+ - networkx==3.3
+ - numpy==1.26.4
+ - nvidia-cublas-cu12==12.1.3.1
+ - nvidia-cuda-cupti-cu12==12.1.105
+ - nvidia-cuda-nvrtc-cu12==12.1.105
+ - nvidia-cuda-runtime-cu12==12.1.105
+ - nvidia-cudnn-cu12==8.9.2.26
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+ - nvidia-curand-cu12==10.3.2.106
+ - nvidia-cusolver-cu12==11.4.5.107
+ - nvidia-cusparse-cu12==12.1.0.106
+ - nvidia-nccl-cu12==2.19.3
+ - nvidia-nvjitlink-cu12==12.5.40
+ - nvidia-nvtx-cu12==12.1.105
+ - platformdirs==4.2.2
+ - protobuf==4.25.3
+ - psutil==5.9.8
+ - pydantic==2.6.1
+ - pydantic-core==2.16.2
+ - pyyaml==6.0.1
+ - referencing==0.35.1
+ - requests==2.32.2
+ - rpds-py==0.18.1
+ - safetensors==0.4.3
+ - sentencepiece==0.1.99
+ - sentry-sdk==2.3.1
+ - setproctitle==1.3.3
+ - simple-parsing==0.1.5
+ - six==1.16.0
+ - smmap==5.0.1
+ - sympy==1.12
+ - tensorboard==2.16.2
+ - tensorboard-data-server==0.7.2
+ - termcolor==2.4.0
+ - torch==2.2.0
+ - tqdm==4.66.4
+ - triton==2.2.0
+ - typing-extensions==4.12.0
+ - urllib3==2.2.1
+ - wandb==0.17.0
+ - werkzeug==3.0.3
+ - xformers==0.0.24
+prefix: /root/miniconda/envs/chemistralpy310
diff --git a/runs2/wandb/run-20240525_202613-sapihyp4/files/config.yaml b/runs2/wandb/run-20240525_202613-sapihyp4/files/config.yaml
new file mode 100644
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@@ -0,0 +1,115 @@
+wandb_version: 1
+
+data:
+ desc: null
+ value:
+ data: ''
+ shuffle: false
+ instruct_data: /root/data/mol_instructions_train.jsonl
+ eval_instruct_data: ''
+ instruct:
+ shuffle: true
+ dynamic_chunk_fn_call: true
+model_id_or_path:
+ desc: null
+ value: /root/mistral_models/7B-v0.3
+run_dir:
+ desc: null
+ value: /root/mistral-finetune/runs2
+optim:
+ desc: null
+ value:
+ lr: 6.0e-05
+ weight_decay: 0.1
+ pct_start: 0.05
+seed:
+ desc: null
+ value: 0
+num_microbatches:
+ desc: null
+ value: 1
+seq_len:
+ desc: null
+ value: 32768
+batch_size:
+ desc: null
+ value: 1
+max_norm:
+ desc: null
+ value: 1.0
+max_steps:
+ desc: null
+ value: 500
+log_freq:
+ desc: null
+ value: 1
+ckpt_freq:
+ desc: null
+ value: 100
+ckpt_only_lora:
+ desc: null
+ value: false
+no_ckpt:
+ desc: null
+ value: false
+num_ckpt_keep:
+ desc: null
+ value: 3
+eval_freq:
+ desc: null
+ value: 100
+no_eval:
+ desc: null
+ value: true
+checkpoint:
+ desc: null
+ value: true
+world_size:
+ desc: null
+ value: 1
+wandb:
+ desc: null
+ value:
+ project: CHEMISTral7b-ft
+ offline: false
+ key: aaf77f83a4e316f6a8b47fa975ab6b5e73c7c8df
+ run_name: run1
+mlflow:
+ desc: null
+ value:
+ tracking_uri: null
+ experiment_name: null
+lora:
+ desc: null
+ value:
+ enable: true
+ rank: 64
+ dropout: 0.0
+ scaling: 2.0
+_wandb:
+ desc: null
+ value:
+ python_version: 3.10.14
+ cli_version: 0.17.0
+ framework: torch
+ is_jupyter_run: false
+ is_kaggle_kernel: false
+ start_time: 1716668773
+ t:
+ 1:
+ - 1
+ - 55
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diff --git a/runs2/wandb/run-20240525_202613-sapihyp4/files/output.log b/runs2/wandb/run-20240525_202613-sapihyp4/files/output.log
new file mode 100644
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+++ b/runs2/wandb/run-20240525_202613-sapihyp4/files/output.log
@@ -0,0 +1,537 @@
+
+[34m[1mwandb[39m[22m: [33mWARNING[39m Calling wandb.login() after wandb.init() has no effect.
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+2024-05-25 20:26:15 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Finished initialization!
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+2024-05-25 20:26:17 (UTC) - 0:00:06 - dataset - INFO - Loading /root/data/mol_instructions_train.jsonl ...
+2024-05-25 20:38:26 (UTC) - 0:12:15 - dataset - INFO - /root/data/mol_instructions_train.jsonl loaded and tokenized.
+2024-05-25 20:38:26 (UTC) - 0:12:16 - dataset - INFO - Shuffling /root/data/mol_instructions_train.jsonl ...
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+2024-05-25 20:39:07 (UTC) - 0:12:57 - train - INFO - step: 000007 - done (%): 1.4 - loss: 2.632 - lr: 1.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5602.8 - avg_words_per_second: 297.6 - ETA: >2024-05-26 11:43:42
+2024-05-25 20:39:13 (UTC) - 0:13:03 - train - INFO - step: 000008 - done (%): 1.6 - loss: 1.823 - lr: 1.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5600.1 - avg_words_per_second: 337.6 - ETA: >2024-05-26 09:55:07
+2024-05-25 20:39:19 (UTC) - 0:13:08 - train - INFO - step: 000009 - done (%): 1.8 - loss: 2.131 - lr: 1.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5586.5 - avg_words_per_second: 377.0 - ETA: >2024-05-26 08:30:41
+2024-05-25 20:39:25 (UTC) - 0:13:14 - train - INFO - step: 000010 - done (%): 2.0 - loss: 1.809 - lr: 2.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5580.1 - avg_words_per_second: 415.7 - ETA: >2024-05-26 07:23:08
+2024-05-25 20:39:31 (UTC) - 0:13:20 - train - INFO - step: 000011 - done (%): 2.2 - loss: 2.022 - lr: 2.4e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.9 - avg_words_per_second: 453.9 - ETA: >2024-05-26 06:27:53
+2024-05-25 20:39:37 (UTC) - 0:13:26 - train - INFO - step: 000012 - done (%): 2.4 - loss: 1.389 - lr: 2.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.1 - avg_words_per_second: 491.5 - ETA: >2024-05-26 05:41:51
+2024-05-25 20:39:43 (UTC) - 0:13:32 - train - INFO - step: 000013 - done (%): 2.6 - loss: 1.787 - lr: 3.1e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5569.6 - avg_words_per_second: 528.6 - ETA: >2024-05-26 05:02:53
+2024-05-25 20:39:49 (UTC) - 0:13:38 - train - INFO - step: 000014 - done (%): 2.8 - loss: 2.123 - lr: 3.5e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5572.5 - avg_words_per_second: 565.1 - ETA: >2024-05-26 04:29:29
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+2024-05-25 20:40:06 (UTC) - 0:13:56 - train - INFO - step: 000017 - done (%): 3.4 - loss: 2.056 - lr: 4.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.5 - avg_words_per_second: 671.6 - ETA: >2024-05-26 03:12:53
+2024-05-25 20:40:12 (UTC) - 0:14:01 - train - INFO - step: 000018 - done (%): 3.6 - loss: 1.997 - lr: 4.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.6 - avg_words_per_second: 706.1 - ETA: >2024-05-26 02:53:02
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+2024-05-25 20:40:30 (UTC) - 0:14:19 - train - INFO - step: 000021 - done (%): 4.2 - loss: 2.037 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.8 - avg_words_per_second: 806.6 - ETA: >2024-05-26 02:04:48
+2024-05-25 20:40:36 (UTC) - 0:14:25 - train - INFO - step: 000022 - done (%): 4.4 - loss: 1.675 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.0 - avg_words_per_second: 839.3 - ETA: >2024-05-26 01:51:39
+2024-05-25 20:40:42 (UTC) - 0:14:31 - train - INFO - step: 000023 - done (%): 4.6 - loss: 1.681 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.9 - avg_words_per_second: 871.4 - ETA: >2024-05-26 01:39:38
+2024-05-25 20:40:48 (UTC) - 0:14:37 - train - INFO - step: 000024 - done (%): 4.8 - loss: 1.571 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.6 - avg_words_per_second: 903.1 - ETA: >2024-05-26 01:28:38
+2024-05-25 20:40:53 (UTC) - 0:14:43 - train - INFO - step: 000025 - done (%): 5.0 - loss: 1.837 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5562.6 - avg_words_per_second: 934.5 - ETA: >2024-05-26 01:18:30
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+2024-05-25 20:41:05 (UTC) - 0:14:55 - train - INFO - step: 000027 - done (%): 5.4 - loss: 2.037 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.8 - avg_words_per_second: 995.8 - ETA: >2024-05-26 01:00:30
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+2024-05-25 20:41:29 (UTC) - 0:15:18 - train - INFO - step: 000031 - done (%): 6.2 - loss: 1.913 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5557.8 - avg_words_per_second: 1113.8 - ETA: >2024-05-26 00:31:27
+2024-05-25 20:41:35 (UTC) - 0:15:24 - train - INFO - step: 000032 - done (%): 6.4 - loss: 1.879 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.5 - avg_words_per_second: 1142.3 - ETA: >2024-05-26 00:25:20
+2024-05-25 20:41:41 (UTC) - 0:15:30 - train - INFO - step: 000033 - done (%): 6.6 - loss: 1.801 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.5 - avg_words_per_second: 1170.5 - ETA: >2024-05-26 00:19:35
+2024-05-25 20:41:47 (UTC) - 0:15:36 - train - INFO - step: 000034 - done (%): 6.8 - loss: 1.551 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5547.4 - avg_words_per_second: 1198.3 - ETA: >2024-05-26 00:14:10
+2024-05-25 20:41:52 (UTC) - 0:15:42 - train - INFO - step: 000035 - done (%): 7.0 - loss: 1.941 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.8 - avg_words_per_second: 1225.7 - ETA: >2024-05-26 00:09:03
+2024-05-25 20:41:58 (UTC) - 0:15:48 - train - INFO - step: 000036 - done (%): 7.2 - loss: 1.995 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.6 - avg_words_per_second: 1252.9 - ETA: >2024-05-26 00:04:14
+2024-05-25 20:42:04 (UTC) - 0:15:54 - train - INFO - step: 000037 - done (%): 7.4 - loss: 1.251 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.9 - avg_words_per_second: 1279.7 - ETA: >2024-05-25 23:59:40
+2024-05-25 20:42:10 (UTC) - 0:15:59 - train - INFO - step: 000038 - done (%): 7.6 - loss: 1.606 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.0 - avg_words_per_second: 1306.1 - ETA: >2024-05-25 23:55:21
+2024-05-25 20:42:16 (UTC) - 0:16:05 - train - INFO - step: 000039 - done (%): 7.8 - loss: 2.437 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.0 - avg_words_per_second: 1332.2 - ETA: >2024-05-25 23:51:15
+2024-05-25 20:42:22 (UTC) - 0:16:11 - train - INFO - step: 000040 - done (%): 8.0 - loss: 1.587 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 1358.0 - ETA: >2024-05-25 23:47:21
+2024-05-25 20:42:28 (UTC) - 0:16:17 - train - INFO - step: 000041 - done (%): 8.2 - loss: 1.577 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5534.3 - avg_words_per_second: 1383.5 - ETA: >2024-05-25 23:43:39
+2024-05-25 20:42:34 (UTC) - 0:16:23 - train - INFO - step: 000042 - done (%): 8.4 - loss: 1.167 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5540.3 - avg_words_per_second: 1408.7 - ETA: >2024-05-25 23:40:08
+2024-05-25 20:42:40 (UTC) - 0:16:29 - train - INFO - step: 000043 - done (%): 8.6 - loss: 1.176 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5564.5 - avg_words_per_second: 1433.6 - ETA: >2024-05-25 23:36:46
+2024-05-25 20:42:46 (UTC) - 0:16:35 - train - INFO - step: 000044 - done (%): 8.8 - loss: 1.958 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5560.8 - avg_words_per_second: 1458.2 - ETA: >2024-05-25 23:33:33
+2024-05-25 20:42:52 (UTC) - 0:16:41 - train - INFO - step: 000045 - done (%): 9.0 - loss: 1.780 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.6 - avg_words_per_second: 1482.5 - ETA: >2024-05-25 23:30:29
+2024-05-25 20:42:57 (UTC) - 0:16:47 - train - INFO - step: 000046 - done (%): 9.2 - loss: 1.309 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.6 - avg_words_per_second: 1506.5 - ETA: >2024-05-25 23:27:33
+2024-05-25 20:43:03 (UTC) - 0:16:53 - train - INFO - step: 000047 - done (%): 9.4 - loss: 1.648 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 1530.2 - ETA: >2024-05-25 23:24:44
+2024-05-25 20:43:09 (UTC) - 0:16:58 - train - INFO - step: 000048 - done (%): 9.6 - loss: 1.856 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.8 - avg_words_per_second: 1553.6 - ETA: >2024-05-25 23:22:02
+2024-05-25 20:43:15 (UTC) - 0:17:04 - train - INFO - step: 000049 - done (%): 9.8 - loss: 1.863 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.8 - avg_words_per_second: 1576.8 - ETA: >2024-05-25 23:19:27
+2024-05-25 20:43:21 (UTC) - 0:17:10 - train - INFO - step: 000050 - done (%): 10.0 - loss: 1.316 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5535.9 - avg_words_per_second: 1599.7 - ETA: >2024-05-25 23:16:59
+2024-05-25 20:43:27 (UTC) - 0:17:16 - train - INFO - step: 000051 - done (%): 10.2 - loss: 2.010 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 1622.3 - ETA: >2024-05-25 23:14:36
+2024-05-25 20:43:33 (UTC) - 0:17:22 - train - INFO - step: 000052 - done (%): 10.4 - loss: 1.692 - lr: 6.0e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5550.0 - avg_words_per_second: 1644.7 - ETA: >2024-05-25 23:12:18
+2024-05-25 20:43:39 (UTC) - 0:17:28 - train - INFO - step: 000053 - done (%): 10.6 - loss: 1.171 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.8 - avg_words_per_second: 1666.9 - ETA: >2024-05-25 23:10:06
+2024-05-25 20:43:45 (UTC) - 0:17:34 - train - INFO - step: 000054 - done (%): 10.8 - loss: 2.077 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5531.2 - avg_words_per_second: 1688.7 - ETA: >2024-05-25 23:07:59
+2024-05-25 20:43:51 (UTC) - 0:17:40 - train - INFO - step: 000055 - done (%): 11.0 - loss: 1.371 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.3 - avg_words_per_second: 1710.4 - ETA: >2024-05-25 23:05:56
+2024-05-25 20:43:56 (UTC) - 0:17:46 - train - INFO - step: 000056 - done (%): 11.2 - loss: 1.468 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5536.1 - avg_words_per_second: 1731.7 - ETA: >2024-05-25 23:03:58
+2024-05-25 20:44:02 (UTC) - 0:17:52 - train - INFO - step: 000057 - done (%): 11.4 - loss: 1.323 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 1752.9 - ETA: >2024-05-25 23:02:04
+2024-05-25 20:44:08 (UTC) - 0:17:58 - train - INFO - step: 000058 - done (%): 11.6 - loss: 2.137 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5537.1 - avg_words_per_second: 1773.8 - ETA: >2024-05-25 23:00:14
+2024-05-25 20:44:14 (UTC) - 0:18:03 - train - INFO - step: 000059 - done (%): 11.8 - loss: 1.428 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.0 - avg_words_per_second: 1794.5 - ETA: >2024-05-25 22:58:27
+2024-05-25 20:44:20 (UTC) - 0:18:09 - train - INFO - step: 000060 - done (%): 12.0 - loss: 2.142 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5549.8 - avg_words_per_second: 1815.0 - ETA: >2024-05-25 22:56:44
+2024-05-25 20:44:26 (UTC) - 0:18:15 - train - INFO - step: 000061 - done (%): 12.2 - loss: 1.729 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.2 - avg_words_per_second: 1835.2 - ETA: >2024-05-25 22:55:04
+2024-05-25 20:44:32 (UTC) - 0:18:21 - train - INFO - step: 000062 - done (%): 12.4 - loss: 1.741 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5535.9 - avg_words_per_second: 1855.2 - ETA: >2024-05-25 22:53:28
+2024-05-25 20:44:38 (UTC) - 0:18:27 - train - INFO - step: 000063 - done (%): 12.6 - loss: 1.561 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.6 - avg_words_per_second: 1875.0 - ETA: >2024-05-25 22:51:55
+2024-05-25 20:44:44 (UTC) - 0:18:33 - train - INFO - step: 000064 - done (%): 12.8 - loss: 1.670 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5548.1 - avg_words_per_second: 1894.6 - ETA: >2024-05-25 22:50:24
+2024-05-25 20:44:50 (UTC) - 0:18:39 - train - INFO - step: 000065 - done (%): 13.0 - loss: 1.533 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.5 - avg_words_per_second: 1914.0 - ETA: >2024-05-25 22:48:57
+2024-05-25 20:44:56 (UTC) - 0:18:45 - train - INFO - step: 000066 - done (%): 13.2 - loss: 1.560 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 1933.2 - ETA: >2024-05-25 22:47:32
+2024-05-25 20:45:01 (UTC) - 0:18:51 - train - INFO - step: 000067 - done (%): 13.4 - loss: 1.934 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5541.4 - avg_words_per_second: 1952.2 - ETA: >2024-05-25 22:46:09
+2024-05-25 20:45:07 (UTC) - 0:18:57 - train - INFO - step: 000068 - done (%): 13.6 - loss: 2.118 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.8 - avg_words_per_second: 1971.0 - ETA: >2024-05-25 22:44:49
+2024-05-25 20:45:13 (UTC) - 0:19:03 - train - INFO - step: 000069 - done (%): 13.8 - loss: 1.724 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5544.0 - avg_words_per_second: 1989.6 - ETA: >2024-05-25 22:43:32
+2024-05-25 20:45:19 (UTC) - 0:19:08 - train - INFO - step: 000070 - done (%): 14.0 - loss: 1.542 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5554.9 - avg_words_per_second: 2008.0 - ETA: >2024-05-25 22:42:16
+2024-05-25 20:45:25 (UTC) - 0:19:14 - train - INFO - step: 000071 - done (%): 14.2 - loss: 1.959 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.5 - avg_words_per_second: 2026.2 - ETA: >2024-05-25 22:41:03
+2024-05-25 20:45:31 (UTC) - 0:19:20 - train - INFO - step: 000072 - done (%): 14.4 - loss: 1.435 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.5 - avg_words_per_second: 2044.2 - ETA: >2024-05-25 22:39:52
+2024-05-25 20:45:37 (UTC) - 0:19:26 - train - INFO - step: 000073 - done (%): 14.6 - loss: 1.589 - lr: 5.9e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5558.8 - avg_words_per_second: 2062.1 - ETA: >2024-05-25 22:38:42
+2024-05-25 20:45:43 (UTC) - 0:19:32 - train - INFO - step: 000074 - done (%): 14.8 - loss: 1.679 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5532.5 - avg_words_per_second: 2079.7 - ETA: >2024-05-25 22:37:35
+2024-05-25 20:45:49 (UTC) - 0:19:38 - train - INFO - step: 000075 - done (%): 15.0 - loss: 1.515 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5566.8 - avg_words_per_second: 2097.2 - ETA: >2024-05-25 22:36:29
+2024-05-25 20:45:55 (UTC) - 0:19:44 - train - INFO - step: 000076 - done (%): 15.2 - loss: 1.520 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5562.9 - avg_words_per_second: 2114.6 - ETA: >2024-05-25 22:35:25
+2024-05-25 20:46:00 (UTC) - 0:19:50 - train - INFO - step: 000077 - done (%): 15.4 - loss: 1.344 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5555.0 - avg_words_per_second: 2131.7 - ETA: >2024-05-25 22:34:23
+2024-05-25 20:46:06 (UTC) - 0:19:56 - train - INFO - step: 000078 - done (%): 15.6 - loss: 1.934 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.8 - avg_words_per_second: 2148.7 - ETA: >2024-05-25 22:33:22
+2024-05-25 20:46:12 (UTC) - 0:20:02 - train - INFO - step: 000079 - done (%): 15.8 - loss: 1.504 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5539.4 - avg_words_per_second: 2165.5 - ETA: >2024-05-25 22:32:23
+2024-05-25 20:46:18 (UTC) - 0:20:07 - train - INFO - step: 000080 - done (%): 16.0 - loss: 1.471 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.2 - avg_words_per_second: 2182.1 - ETA: >2024-05-25 22:31:25
+2024-05-25 20:46:24 (UTC) - 0:20:13 - train - INFO - step: 000081 - done (%): 16.2 - loss: 1.544 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.6 - avg_words_per_second: 2198.6 - ETA: >2024-05-25 22:30:29
+2024-05-25 20:46:30 (UTC) - 0:20:19 - train - INFO - step: 000082 - done (%): 16.4 - loss: 1.469 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 2214.9 - ETA: >2024-05-25 22:29:34
+2024-05-25 20:46:36 (UTC) - 0:20:25 - train - INFO - step: 000083 - done (%): 16.6 - loss: 1.967 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.3 - avg_words_per_second: 2231.1 - ETA: >2024-05-25 22:28:40
+2024-05-25 20:46:42 (UTC) - 0:20:31 - train - INFO - step: 000084 - done (%): 16.8 - loss: 1.149 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.2 - avg_words_per_second: 2247.1 - ETA: >2024-05-25 22:27:48
+2024-05-25 20:46:48 (UTC) - 0:20:37 - train - INFO - step: 000085 - done (%): 17.0 - loss: 1.274 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.9 - avg_words_per_second: 2263.0 - ETA: >2024-05-25 22:26:57
+2024-05-25 20:46:54 (UTC) - 0:20:43 - train - INFO - step: 000086 - done (%): 17.2 - loss: 1.430 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.7 - avg_words_per_second: 2278.7 - ETA: >2024-05-25 22:26:07
+2024-05-25 20:46:59 (UTC) - 0:20:49 - train - INFO - step: 000087 - done (%): 17.4 - loss: 1.811 - lr: 5.8e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 2294.2 - ETA: >2024-05-25 22:25:18
+2024-05-25 20:47:05 (UTC) - 0:20:55 - train - INFO - step: 000088 - done (%): 17.6 - loss: 1.972 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5559.7 - avg_words_per_second: 2309.7 - ETA: >2024-05-25 22:24:31
+2024-05-25 20:47:11 (UTC) - 0:21:01 - train - INFO - step: 000089 - done (%): 17.8 - loss: 1.752 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5556.5 - avg_words_per_second: 2324.9 - ETA: >2024-05-25 22:23:44
+2024-05-25 20:47:17 (UTC) - 0:21:06 - train - INFO - step: 000090 - done (%): 18.0 - loss: 1.221 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5546.0 - avg_words_per_second: 2340.0 - ETA: >2024-05-25 22:22:59
+2024-05-25 20:47:23 (UTC) - 0:21:12 - train - INFO - step: 000091 - done (%): 18.2 - loss: 1.323 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5564.8 - avg_words_per_second: 2355.0 - ETA: >2024-05-25 22:22:14
+2024-05-25 20:47:29 (UTC) - 0:21:18 - train - INFO - step: 000092 - done (%): 18.4 - loss: 1.351 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5525.3 - avg_words_per_second: 2369.8 - ETA: >2024-05-25 22:21:31
+2024-05-25 20:47:35 (UTC) - 0:21:24 - train - INFO - step: 000093 - done (%): 18.6 - loss: 1.337 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.4 - avg_words_per_second: 2384.5 - ETA: >2024-05-25 22:20:48
+2024-05-25 20:47:41 (UTC) - 0:21:30 - train - INFO - step: 000094 - done (%): 18.8 - loss: 1.274 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5532.0 - avg_words_per_second: 2399.0 - ETA: >2024-05-25 22:20:06
+2024-05-25 20:47:47 (UTC) - 0:21:36 - train - INFO - step: 000095 - done (%): 19.0 - loss: 1.345 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5541.5 - avg_words_per_second: 2413.4 - ETA: >2024-05-25 22:19:26
+2024-05-25 20:47:53 (UTC) - 0:21:42 - train - INFO - step: 000096 - done (%): 19.2 - loss: 1.932 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5553.0 - avg_words_per_second: 2427.7 - ETA: >2024-05-25 22:18:46
+2024-05-25 20:47:59 (UTC) - 0:21:48 - train - INFO - step: 000097 - done (%): 19.4 - loss: 1.125 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 2441.9 - ETA: >2024-05-25 22:18:06
+2024-05-25 20:48:04 (UTC) - 0:21:54 - train - INFO - step: 000098 - done (%): 19.6 - loss: 1.698 - lr: 5.7e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5543.3 - avg_words_per_second: 2456.0 - ETA: >2024-05-25 22:17:28
+2024-05-25 20:48:10 (UTC) - 0:22:00 - train - INFO - step: 000099 - done (%): 19.8 - loss: 1.771 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5545.0 - avg_words_per_second: 2469.9 - ETA: >2024-05-25 22:16:51
+2024-05-25 20:48:16 (UTC) - 0:22:06 - train - INFO - step: 000100 - done (%): 20.0 - loss: 1.166 - lr: 5.6e-05 - peak_alloc_mem (GB): 40.3 - alloc_mem (GB): 20.1 - words_per_second: 5563.1 - avg_words_per_second: 2483.7 - ETA: >2024-05-25 22:16:14
+2024-05-25 20:48:16 (UTC) - 0:22:06 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000100/consolidated using tmp name: tmp.consolidated
+2024-05-25 20:48:31 (UTC) - 0:22:20 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000100/consolidated for step: 100
+2024-05-25 20:48:31 (UTC) - 0:22:20 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 20:48:31 (UTC) - 0:22:20 - checkpointing - INFO - Done!
+2024-05-25 20:48:37 (UTC) - 0:22:26 - train - INFO - step: 000101 - done (%): 20.2 - loss: 1.227 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5650.6 - avg_words_per_second: 2497.5 - ETA: >2024-05-25 22:15:52
+2024-05-25 20:48:43 (UTC) - 0:22:32 - train - INFO - step: 000102 - done (%): 20.4 - loss: 1.571 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5593.4 - avg_words_per_second: 2511.1 - ETA: >2024-05-25 22:15:16
+2024-05-25 20:48:49 (UTC) - 0:22:38 - train - INFO - step: 000103 - done (%): 20.6 - loss: 1.692 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5603.0 - avg_words_per_second: 2524.7 - ETA: >2024-05-25 22:14:41
+2024-05-25 20:48:54 (UTC) - 0:22:44 - train - INFO - step: 000104 - done (%): 20.8 - loss: 1.910 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5581.9 - avg_words_per_second: 2538.0 - ETA: >2024-05-25 22:14:07
+2024-05-25 20:49:00 (UTC) - 0:22:50 - train - INFO - step: 000105 - done (%): 21.0 - loss: 1.646 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5584.2 - avg_words_per_second: 2551.3 - ETA: >2024-05-25 22:13:34
+2024-05-25 20:49:06 (UTC) - 0:22:55 - train - INFO - step: 000106 - done (%): 21.2 - loss: 1.226 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5580.8 - avg_words_per_second: 2564.4 - ETA: >2024-05-25 22:13:01
+2024-05-25 20:49:22 (UTC) - 0:23:11 - train - INFO - step: 000107 - done (%): 21.4 - loss: 1.880 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 2108.6 - avg_words_per_second: 2559.3 - ETA: >2024-05-25 22:13:14
+2024-05-25 20:49:28 (UTC) - 0:23:17 - train - INFO - step: 000108 - done (%): 21.6 - loss: 2.020 - lr: 5.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5599.2 - avg_words_per_second: 2572.2 - ETA: >2024-05-25 22:12:41
+2024-05-25 20:49:33 (UTC) - 0:23:23 - train - INFO - step: 000109 - done (%): 21.8 - loss: 1.454 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.6 - avg_words_per_second: 2584.9 - ETA: >2024-05-25 22:12:10
+2024-05-25 20:49:39 (UTC) - 0:23:29 - train - INFO - step: 000110 - done (%): 22.0 - loss: 1.806 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.1 - avg_words_per_second: 2597.6 - ETA: >2024-05-25 22:11:39
+2024-05-25 20:49:45 (UTC) - 0:23:34 - train - INFO - step: 000111 - done (%): 22.2 - loss: 1.591 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5574.6 - avg_words_per_second: 2610.2 - ETA: >2024-05-25 22:11:09
+2024-05-25 20:49:51 (UTC) - 0:23:40 - train - INFO - step: 000112 - done (%): 22.4 - loss: 1.455 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5580.2 - avg_words_per_second: 2622.6 - ETA: >2024-05-25 22:10:39
+2024-05-25 20:49:57 (UTC) - 0:23:46 - train - INFO - step: 000113 - done (%): 22.6 - loss: 1.928 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.4 - avg_words_per_second: 2634.9 - ETA: >2024-05-25 22:10:10
+2024-05-25 20:50:03 (UTC) - 0:23:52 - train - INFO - step: 000114 - done (%): 22.8 - loss: 1.295 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.7 - avg_words_per_second: 2647.2 - ETA: >2024-05-25 22:09:41
+2024-05-25 20:50:09 (UTC) - 0:23:58 - train - INFO - step: 000115 - done (%): 23.0 - loss: 1.959 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5576.9 - avg_words_per_second: 2659.3 - ETA: >2024-05-25 22:09:13
+2024-05-25 20:50:15 (UTC) - 0:24:04 - train - INFO - step: 000116 - done (%): 23.2 - loss: 1.356 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 2671.3 - ETA: >2024-05-25 22:08:45
+2024-05-25 20:50:21 (UTC) - 0:24:10 - train - INFO - step: 000117 - done (%): 23.4 - loss: 1.458 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5534.6 - avg_words_per_second: 2683.2 - ETA: >2024-05-25 22:08:18
+2024-05-25 20:50:26 (UTC) - 0:24:16 - train - INFO - step: 000118 - done (%): 23.6 - loss: 2.077 - lr: 5.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.7 - avg_words_per_second: 2695.0 - ETA: >2024-05-25 22:07:51
+2024-05-25 20:50:32 (UTC) - 0:24:22 - train - INFO - step: 000119 - done (%): 23.8 - loss: 1.453 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.8 - avg_words_per_second: 2706.7 - ETA: >2024-05-25 22:07:25
+2024-05-25 20:50:38 (UTC) - 0:24:28 - train - INFO - step: 000120 - done (%): 24.0 - loss: 1.728 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.9 - avg_words_per_second: 2718.3 - ETA: >2024-05-25 22:06:59
+2024-05-25 20:50:44 (UTC) - 0:24:33 - train - INFO - step: 000121 - done (%): 24.2 - loss: 1.377 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.7 - avg_words_per_second: 2729.9 - ETA: >2024-05-25 22:06:34
+2024-05-25 20:50:50 (UTC) - 0:24:39 - train - INFO - step: 000122 - done (%): 24.4 - loss: 1.395 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5544.8 - avg_words_per_second: 2741.3 - ETA: >2024-05-25 22:06:09
+2024-05-25 20:50:56 (UTC) - 0:24:45 - train - INFO - step: 000123 - done (%): 24.6 - loss: 1.624 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.7 - avg_words_per_second: 2752.6 - ETA: >2024-05-25 22:05:44
+2024-05-25 20:51:02 (UTC) - 0:24:51 - train - INFO - step: 000124 - done (%): 24.8 - loss: 2.117 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.8 - avg_words_per_second: 2763.9 - ETA: >2024-05-25 22:05:20
+2024-05-25 20:51:08 (UTC) - 0:24:57 - train - INFO - step: 000125 - done (%): 25.0 - loss: 1.731 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.3 - avg_words_per_second: 2775.0 - ETA: >2024-05-25 22:04:56
+2024-05-25 20:51:14 (UTC) - 0:25:03 - train - INFO - step: 000126 - done (%): 25.2 - loss: 1.206 - lr: 5.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.3 - avg_words_per_second: 2786.1 - ETA: >2024-05-25 22:04:32
+2024-05-25 20:51:20 (UTC) - 0:25:09 - train - INFO - step: 000127 - done (%): 25.4 - loss: 1.650 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5540.6 - avg_words_per_second: 2797.1 - ETA: >2024-05-25 22:04:09
+2024-05-25 20:51:25 (UTC) - 0:25:15 - train - INFO - step: 000128 - done (%): 25.6 - loss: 1.434 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.2 - avg_words_per_second: 2808.0 - ETA: >2024-05-25 22:03:47
+2024-05-25 20:51:31 (UTC) - 0:25:21 - train - INFO - step: 000129 - done (%): 25.8 - loss: 0.974 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5551.1 - avg_words_per_second: 2818.8 - ETA: >2024-05-25 22:03:24
+2024-05-25 20:51:37 (UTC) - 0:25:27 - train - INFO - step: 000130 - done (%): 26.0 - loss: 1.666 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 2829.5 - ETA: >2024-05-25 22:03:02
+2024-05-25 20:51:43 (UTC) - 0:25:32 - train - INFO - step: 000131 - done (%): 26.2 - loss: 1.338 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.7 - avg_words_per_second: 2840.1 - ETA: >2024-05-25 22:02:41
+2024-05-25 20:51:49 (UTC) - 0:25:38 - train - INFO - step: 000132 - done (%): 26.4 - loss: 1.545 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.9 - avg_words_per_second: 2850.7 - ETA: >2024-05-25 22:02:19
+2024-05-25 20:51:55 (UTC) - 0:25:44 - train - INFO - step: 000133 - done (%): 26.6 - loss: 1.560 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.9 - avg_words_per_second: 2861.2 - ETA: >2024-05-25 22:01:58
+2024-05-25 20:52:01 (UTC) - 0:25:50 - train - INFO - step: 000134 - done (%): 26.8 - loss: 1.303 - lr: 5.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.9 - avg_words_per_second: 2871.6 - ETA: >2024-05-25 22:01:37
+2024-05-25 20:52:07 (UTC) - 0:25:56 - train - INFO - step: 000135 - done (%): 27.0 - loss: 1.656 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.2 - avg_words_per_second: 2881.9 - ETA: >2024-05-25 22:01:17
+2024-05-25 20:52:13 (UTC) - 0:26:02 - train - INFO - step: 000136 - done (%): 27.2 - loss: 1.487 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.7 - avg_words_per_second: 2892.1 - ETA: >2024-05-25 22:00:57
+2024-05-25 20:52:19 (UTC) - 0:26:08 - train - INFO - step: 000137 - done (%): 27.4 - loss: 1.422 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.3 - avg_words_per_second: 2902.3 - ETA: >2024-05-25 22:00:37
+2024-05-25 20:52:24 (UTC) - 0:26:14 - train - INFO - step: 000138 - done (%): 27.6 - loss: 1.346 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.2 - avg_words_per_second: 2912.4 - ETA: >2024-05-25 22:00:17
+2024-05-25 20:52:30 (UTC) - 0:26:20 - train - INFO - step: 000139 - done (%): 27.8 - loss: 1.388 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 2922.4 - ETA: >2024-05-25 21:59:58
+2024-05-25 20:52:36 (UTC) - 0:26:25 - train - INFO - step: 000140 - done (%): 28.0 - loss: 1.414 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.3 - avg_words_per_second: 2932.3 - ETA: >2024-05-25 21:59:39
+2024-05-25 20:52:42 (UTC) - 0:26:31 - train - INFO - step: 000141 - done (%): 28.2 - loss: 1.222 - lr: 5.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.0 - avg_words_per_second: 2942.2 - ETA: >2024-05-25 21:59:20
+2024-05-25 20:52:48 (UTC) - 0:26:37 - train - INFO - step: 000142 - done (%): 28.4 - loss: 2.072 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.5 - avg_words_per_second: 2952.0 - ETA: >2024-05-25 21:59:02
+2024-05-25 20:52:54 (UTC) - 0:26:43 - train - INFO - step: 000143 - done (%): 28.6 - loss: 1.306 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.3 - avg_words_per_second: 2961.7 - ETA: >2024-05-25 21:58:44
+2024-05-25 20:53:00 (UTC) - 0:26:49 - train - INFO - step: 000144 - done (%): 28.8 - loss: 1.590 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.6 - avg_words_per_second: 2971.4 - ETA: >2024-05-25 21:58:26
+2024-05-25 20:53:06 (UTC) - 0:26:55 - train - INFO - step: 000145 - done (%): 29.0 - loss: 1.955 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.9 - avg_words_per_second: 2980.9 - ETA: >2024-05-25 21:58:08
+2024-05-25 20:53:12 (UTC) - 0:27:01 - train - INFO - step: 000146 - done (%): 29.2 - loss: 1.527 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.5 - avg_words_per_second: 2990.4 - ETA: >2024-05-25 21:57:51
+2024-05-25 20:53:17 (UTC) - 0:27:07 - train - INFO - step: 000147 - done (%): 29.4 - loss: 1.362 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.8 - avg_words_per_second: 2999.9 - ETA: >2024-05-25 21:57:33
+2024-05-25 20:53:23 (UTC) - 0:27:13 - train - INFO - step: 000148 - done (%): 29.6 - loss: 1.429 - lr: 5.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5549.0 - avg_words_per_second: 3009.2 - ETA: >2024-05-25 21:57:16
+2024-05-25 20:53:29 (UTC) - 0:27:19 - train - INFO - step: 000149 - done (%): 29.8 - loss: 1.440 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.3 - avg_words_per_second: 3018.5 - ETA: >2024-05-25 21:57:00
+2024-05-25 20:53:35 (UTC) - 0:27:24 - train - INFO - step: 000150 - done (%): 30.0 - loss: 1.680 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.6 - avg_words_per_second: 3027.7 - ETA: >2024-05-25 21:56:43
+2024-05-25 20:53:41 (UTC) - 0:27:30 - train - INFO - step: 000151 - done (%): 30.2 - loss: 1.964 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.3 - avg_words_per_second: 3036.8 - ETA: >2024-05-25 21:56:27
+2024-05-25 20:53:47 (UTC) - 0:27:36 - train - INFO - step: 000152 - done (%): 30.4 - loss: 0.657 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.2 - avg_words_per_second: 3045.9 - ETA: >2024-05-25 21:56:11
+2024-05-25 20:53:53 (UTC) - 0:27:42 - train - INFO - step: 000153 - done (%): 30.6 - loss: 1.546 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.9 - avg_words_per_second: 3055.0 - ETA: >2024-05-25 21:55:55
+2024-05-25 20:53:59 (UTC) - 0:27:48 - train - INFO - step: 000154 - done (%): 30.8 - loss: 2.111 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5541.5 - avg_words_per_second: 3063.9 - ETA: >2024-05-25 21:55:39
+2024-05-25 20:54:05 (UTC) - 0:27:54 - train - INFO - step: 000155 - done (%): 31.0 - loss: 1.604 - lr: 5.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.5 - avg_words_per_second: 3072.8 - ETA: >2024-05-25 21:55:24
+2024-05-25 20:54:11 (UTC) - 0:28:00 - train - INFO - step: 000156 - done (%): 31.2 - loss: 1.624 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.6 - avg_words_per_second: 3081.6 - ETA: >2024-05-25 21:55:08
+2024-05-25 20:54:16 (UTC) - 0:28:06 - train - INFO - step: 000157 - done (%): 31.4 - loss: 1.762 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.1 - avg_words_per_second: 3090.4 - ETA: >2024-05-25 21:54:53
+2024-05-25 20:54:22 (UTC) - 0:28:12 - train - INFO - step: 000158 - done (%): 31.6 - loss: 1.553 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.0 - avg_words_per_second: 3099.1 - ETA: >2024-05-25 21:54:38
+2024-05-25 20:54:28 (UTC) - 0:28:18 - train - INFO - step: 000159 - done (%): 31.8 - loss: 1.457 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.1 - avg_words_per_second: 3107.8 - ETA: >2024-05-25 21:54:24
+2024-05-25 20:54:34 (UTC) - 0:28:23 - train - INFO - step: 000160 - done (%): 32.0 - loss: 1.502 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 3116.4 - ETA: >2024-05-25 21:54:09
+2024-05-25 20:54:40 (UTC) - 0:28:29 - train - INFO - step: 000161 - done (%): 32.2 - loss: 1.493 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.6 - avg_words_per_second: 3124.9 - ETA: >2024-05-25 21:53:55
+2024-05-25 20:54:46 (UTC) - 0:28:35 - train - INFO - step: 000162 - done (%): 32.4 - loss: 1.964 - lr: 4.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.6 - avg_words_per_second: 3133.3 - ETA: >2024-05-25 21:53:41
+2024-05-25 20:54:52 (UTC) - 0:28:41 - train - INFO - step: 000163 - done (%): 32.6 - loss: 1.458 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.2 - avg_words_per_second: 3141.8 - ETA: >2024-05-25 21:53:27
+2024-05-25 20:54:58 (UTC) - 0:28:47 - train - INFO - step: 000164 - done (%): 32.8 - loss: 1.364 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5547.1 - avg_words_per_second: 3150.1 - ETA: >2024-05-25 21:53:13
+2024-05-25 20:55:04 (UTC) - 0:28:53 - train - INFO - step: 000165 - done (%): 33.0 - loss: 1.365 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.4 - avg_words_per_second: 3158.4 - ETA: >2024-05-25 21:52:59
+2024-05-25 20:55:10 (UTC) - 0:28:59 - train - INFO - step: 000166 - done (%): 33.2 - loss: 1.230 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5546.5 - avg_words_per_second: 3166.6 - ETA: >2024-05-25 21:52:46
+2024-05-25 20:55:15 (UTC) - 0:29:05 - train - INFO - step: 000167 - done (%): 33.4 - loss: 1.459 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.8 - avg_words_per_second: 3174.8 - ETA: >2024-05-25 21:52:32
+2024-05-25 20:55:21 (UTC) - 0:29:11 - train - INFO - step: 000168 - done (%): 33.6 - loss: 1.403 - lr: 4.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.2 - avg_words_per_second: 3182.9 - ETA: >2024-05-25 21:52:19
+2024-05-25 20:55:27 (UTC) - 0:29:17 - train - INFO - step: 000169 - done (%): 33.8 - loss: 1.238 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.9 - avg_words_per_second: 3191.0 - ETA: >2024-05-25 21:52:06
+2024-05-25 20:55:33 (UTC) - 0:29:22 - train - INFO - step: 000170 - done (%): 34.0 - loss: 1.375 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 3199.0 - ETA: >2024-05-25 21:51:53
+2024-05-25 20:55:39 (UTC) - 0:29:28 - train - INFO - step: 000171 - done (%): 34.2 - loss: 1.629 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5541.9 - avg_words_per_second: 3206.9 - ETA: >2024-05-25 21:51:41
+2024-05-25 20:55:45 (UTC) - 0:29:34 - train - INFO - step: 000172 - done (%): 34.4 - loss: 1.377 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.2 - avg_words_per_second: 3214.8 - ETA: >2024-05-25 21:51:28
+2024-05-25 20:55:51 (UTC) - 0:29:40 - train - INFO - step: 000173 - done (%): 34.6 - loss: 1.637 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.8 - avg_words_per_second: 3222.7 - ETA: >2024-05-25 21:51:16
+2024-05-25 20:55:57 (UTC) - 0:29:46 - train - INFO - step: 000174 - done (%): 34.8 - loss: 1.211 - lr: 4.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5551.2 - avg_words_per_second: 3230.5 - ETA: >2024-05-25 21:51:04
+2024-05-25 20:56:03 (UTC) - 0:29:52 - train - INFO - step: 000175 - done (%): 35.0 - loss: 1.542 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.1 - avg_words_per_second: 3238.2 - ETA: >2024-05-25 21:50:51
+2024-05-25 20:56:09 (UTC) - 0:29:58 - train - INFO - step: 000176 - done (%): 35.2 - loss: 1.251 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.8 - avg_words_per_second: 3245.9 - ETA: >2024-05-25 21:50:39
+2024-05-25 20:56:14 (UTC) - 0:30:04 - train - INFO - step: 000177 - done (%): 35.4 - loss: 1.512 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5539.5 - avg_words_per_second: 3253.5 - ETA: >2024-05-25 21:50:28
+2024-05-25 20:56:20 (UTC) - 0:30:10 - train - INFO - step: 000178 - done (%): 35.6 - loss: 1.587 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.5 - avg_words_per_second: 3261.1 - ETA: >2024-05-25 21:50:16
+2024-05-25 20:56:26 (UTC) - 0:30:16 - train - INFO - step: 000179 - done (%): 35.8 - loss: 1.634 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.8 - avg_words_per_second: 3268.6 - ETA: >2024-05-25 21:50:04
+2024-05-25 20:56:32 (UTC) - 0:30:21 - train - INFO - step: 000180 - done (%): 36.0 - loss: 1.179 - lr: 4.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.5 - avg_words_per_second: 3276.1 - ETA: >2024-05-25 21:49:53
+2024-05-25 20:56:38 (UTC) - 0:30:27 - train - INFO - step: 000181 - done (%): 36.2 - loss: 1.535 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 3283.6 - ETA: >2024-05-25 21:49:41
+2024-05-25 20:56:44 (UTC) - 0:30:33 - train - INFO - step: 000182 - done (%): 36.4 - loss: 1.073 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.0 - avg_words_per_second: 3291.0 - ETA: >2024-05-25 21:49:30
+2024-05-25 20:56:50 (UTC) - 0:30:39 - train - INFO - step: 000183 - done (%): 36.6 - loss: 1.295 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.7 - avg_words_per_second: 3298.3 - ETA: >2024-05-25 21:49:19
+2024-05-25 20:56:56 (UTC) - 0:30:45 - train - INFO - step: 000184 - done (%): 36.8 - loss: 1.867 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.0 - avg_words_per_second: 3305.6 - ETA: >2024-05-25 21:49:08
+2024-05-25 20:57:02 (UTC) - 0:30:51 - train - INFO - step: 000185 - done (%): 37.0 - loss: 1.445 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5542.1 - avg_words_per_second: 3312.9 - ETA: >2024-05-25 21:48:57
+2024-05-25 20:57:08 (UTC) - 0:30:57 - train - INFO - step: 000186 - done (%): 37.2 - loss: 1.044 - lr: 4.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.1 - avg_words_per_second: 3320.1 - ETA: >2024-05-25 21:48:47
+2024-05-25 20:57:13 (UTC) - 0:31:03 - train - INFO - step: 000187 - done (%): 37.4 - loss: 1.717 - lr: 4.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.7 - avg_words_per_second: 3327.2 - ETA: >2024-05-25 21:48:36
+2024-05-25 20:57:19 (UTC) - 0:31:09 - train - INFO - step: 000188 - done (%): 37.6 - loss: 1.867 - lr: 4.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 3334.4 - ETA: >2024-05-25 21:48:26
+2024-05-25 20:57:25 (UTC) - 0:31:15 - train - INFO - step: 000189 - done (%): 37.8 - loss: 1.542 - lr: 4.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.4 - avg_words_per_second: 3341.4 - ETA: >2024-05-25 21:48:15
+2024-05-25 20:57:31 (UTC) - 0:31:20 - train - INFO - step: 000190 - done (%): 38.0 - loss: 1.401 - lr: 4.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5551.4 - avg_words_per_second: 3348.5 - ETA: >2024-05-25 21:48:05
+2024-05-25 20:57:37 (UTC) - 0:31:26 - train - INFO - step: 000191 - done (%): 38.2 - loss: 1.589 - lr: 4.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.9 - avg_words_per_second: 3355.4 - ETA: >2024-05-25 21:47:55
+2024-05-25 20:57:43 (UTC) - 0:31:32 - train - INFO - step: 000192 - done (%): 38.4 - loss: 1.784 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.9 - avg_words_per_second: 3362.4 - ETA: >2024-05-25 21:47:45
+2024-05-25 20:57:49 (UTC) - 0:31:38 - train - INFO - step: 000193 - done (%): 38.6 - loss: 1.062 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5547.2 - avg_words_per_second: 3369.2 - ETA: >2024-05-25 21:47:35
+2024-05-25 20:57:55 (UTC) - 0:31:44 - train - INFO - step: 000194 - done (%): 38.8 - loss: 1.829 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5503.9 - avg_words_per_second: 3376.0 - ETA: >2024-05-25 21:47:25
+2024-05-25 20:58:01 (UTC) - 0:31:50 - train - INFO - step: 000195 - done (%): 39.0 - loss: 1.675 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.0 - avg_words_per_second: 3382.8 - ETA: >2024-05-25 21:47:15
+2024-05-25 20:58:07 (UTC) - 0:31:56 - train - INFO - step: 000196 - done (%): 39.2 - loss: 1.352 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.2 - avg_words_per_second: 3389.6 - ETA: >2024-05-25 21:47:05
+2024-05-25 20:58:13 (UTC) - 0:32:02 - train - INFO - step: 000197 - done (%): 39.4 - loss: 1.479 - lr: 4.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 3396.3 - ETA: >2024-05-25 21:46:56
+2024-05-25 20:58:18 (UTC) - 0:32:08 - train - INFO - step: 000198 - done (%): 39.6 - loss: 1.624 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.7 - avg_words_per_second: 3403.0 - ETA: >2024-05-25 21:46:46
+2024-05-25 20:58:24 (UTC) - 0:32:14 - train - INFO - step: 000199 - done (%): 39.8 - loss: 1.638 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.7 - avg_words_per_second: 3409.7 - ETA: >2024-05-25 21:46:37
+2024-05-25 20:58:30 (UTC) - 0:32:19 - train - INFO - step: 000200 - done (%): 40.0 - loss: 1.127 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5546.0 - avg_words_per_second: 3416.2 - ETA: >2024-05-25 21:46:28
+2024-05-25 20:58:30 (UTC) - 0:32:19 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000200/consolidated using tmp name: tmp.consolidated
+2024-05-25 20:58:45 (UTC) - 0:32:34 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000200/consolidated for step: 200
+2024-05-25 20:58:45 (UTC) - 0:32:34 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 20:58:45 (UTC) - 0:32:34 - checkpointing - INFO - Done!
+2024-05-25 20:58:50 (UTC) - 0:32:40 - train - INFO - step: 000201 - done (%): 40.2 - loss: 1.736 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5631.6 - avg_words_per_second: 3422.9 - ETA: >2024-05-25 21:46:33
+2024-05-25 20:58:56 (UTC) - 0:32:45 - train - INFO - step: 000202 - done (%): 40.4 - loss: 1.388 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5623.1 - avg_words_per_second: 3429.6 - ETA: >2024-05-25 21:46:23
+2024-05-25 20:59:02 (UTC) - 0:32:51 - train - INFO - step: 000203 - done (%): 40.6 - loss: 1.279 - lr: 4.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5593.5 - avg_words_per_second: 3436.1 - ETA: >2024-05-25 21:46:14
+2024-05-25 20:59:08 (UTC) - 0:32:57 - train - INFO - step: 000204 - done (%): 40.8 - loss: 1.546 - lr: 4.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5586.3 - avg_words_per_second: 3442.6 - ETA: >2024-05-25 21:46:05
+2024-05-25 20:59:14 (UTC) - 0:33:03 - train - INFO - step: 000205 - done (%): 41.0 - loss: 1.886 - lr: 4.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.6 - avg_words_per_second: 3449.1 - ETA: >2024-05-25 21:45:56
+2024-05-25 20:59:20 (UTC) - 0:33:09 - train - INFO - step: 000206 - done (%): 41.2 - loss: 1.854 - lr: 4.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.4 - avg_words_per_second: 3455.4 - ETA: >2024-05-25 21:45:48
+2024-05-25 20:59:26 (UTC) - 0:33:15 - train - INFO - step: 000207 - done (%): 41.4 - loss: 1.061 - lr: 4.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.6 - avg_words_per_second: 3461.8 - ETA: >2024-05-25 21:45:39
+2024-05-25 20:59:31 (UTC) - 0:33:21 - train - INFO - step: 000208 - done (%): 41.6 - loss: 1.712 - lr: 4.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.7 - avg_words_per_second: 3468.1 - ETA: >2024-05-25 21:45:30
+2024-05-25 20:59:37 (UTC) - 0:33:27 - train - INFO - step: 000209 - done (%): 41.8 - loss: 1.362 - lr: 4.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.7 - avg_words_per_second: 3474.4 - ETA: >2024-05-25 21:45:22
+2024-05-25 20:59:43 (UTC) - 0:33:32 - train - INFO - step: 000210 - done (%): 42.0 - loss: 1.149 - lr: 4.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5543.9 - avg_words_per_second: 3480.6 - ETA: >2024-05-25 21:45:13
+2024-05-25 20:59:49 (UTC) - 0:33:38 - train - INFO - step: 000211 - done (%): 42.2 - loss: 1.664 - lr: 4.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.2 - avg_words_per_second: 3486.7 - ETA: >2024-05-25 21:45:05
+2024-05-25 20:59:55 (UTC) - 0:33:44 - train - INFO - step: 000212 - done (%): 42.4 - loss: 1.540 - lr: 4.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.8 - avg_words_per_second: 3492.9 - ETA: >2024-05-25 21:44:57
+2024-05-25 21:00:01 (UTC) - 0:33:50 - train - INFO - step: 000213 - done (%): 42.6 - loss: 1.721 - lr: 4.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.5 - avg_words_per_second: 3499.0 - ETA: >2024-05-25 21:44:49
+2024-05-25 21:00:07 (UTC) - 0:33:56 - train - INFO - step: 000214 - done (%): 42.8 - loss: 1.124 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.8 - avg_words_per_second: 3505.1 - ETA: >2024-05-25 21:44:41
+2024-05-25 21:00:13 (UTC) - 0:34:02 - train - INFO - step: 000215 - done (%): 43.0 - loss: 1.082 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.1 - avg_words_per_second: 3511.1 - ETA: >2024-05-25 21:44:32
+2024-05-25 21:00:19 (UTC) - 0:34:08 - train - INFO - step: 000216 - done (%): 43.2 - loss: 1.167 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 3517.1 - ETA: >2024-05-25 21:44:25
+2024-05-25 21:00:24 (UTC) - 0:34:14 - train - INFO - step: 000217 - done (%): 43.4 - loss: 1.325 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.5 - avg_words_per_second: 3523.1 - ETA: >2024-05-25 21:44:17
+2024-05-25 21:00:30 (UTC) - 0:34:20 - train - INFO - step: 000218 - done (%): 43.6 - loss: 1.806 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.2 - avg_words_per_second: 3529.0 - ETA: >2024-05-25 21:44:09
+2024-05-25 21:00:36 (UTC) - 0:34:26 - train - INFO - step: 000219 - done (%): 43.8 - loss: 1.219 - lr: 3.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.6 - avg_words_per_second: 3534.9 - ETA: >2024-05-25 21:44:01
+2024-05-25 21:00:42 (UTC) - 0:34:31 - train - INFO - step: 000220 - done (%): 44.0 - loss: 1.774 - lr: 3.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.1 - avg_words_per_second: 3540.8 - ETA: >2024-05-25 21:43:53
+2024-05-25 21:00:48 (UTC) - 0:34:37 - train - INFO - step: 000221 - done (%): 44.2 - loss: 1.700 - lr: 3.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 3546.6 - ETA: >2024-05-25 21:43:46
+2024-05-25 21:00:54 (UTC) - 0:34:43 - train - INFO - step: 000222 - done (%): 44.4 - loss: 1.481 - lr: 3.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.5 - avg_words_per_second: 3552.4 - ETA: >2024-05-25 21:43:38
+2024-05-25 21:01:00 (UTC) - 0:34:49 - train - INFO - step: 000223 - done (%): 44.6 - loss: 1.026 - lr: 3.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.4 - avg_words_per_second: 3558.2 - ETA: >2024-05-25 21:43:31
+2024-05-25 21:01:06 (UTC) - 0:34:55 - train - INFO - step: 000224 - done (%): 44.8 - loss: 1.577 - lr: 3.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.5 - avg_words_per_second: 3563.9 - ETA: >2024-05-25 21:43:23
+2024-05-25 21:01:12 (UTC) - 0:35:01 - train - INFO - step: 000225 - done (%): 45.0 - loss: 1.392 - lr: 3.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.3 - avg_words_per_second: 3569.6 - ETA: >2024-05-25 21:43:16
+2024-05-25 21:01:18 (UTC) - 0:35:07 - train - INFO - step: 000226 - done (%): 45.2 - loss: 1.491 - lr: 3.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.8 - avg_words_per_second: 3575.3 - ETA: >2024-05-25 21:43:09
+2024-05-25 21:01:23 (UTC) - 0:35:13 - train - INFO - step: 000227 - done (%): 45.4 - loss: 1.416 - lr: 3.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.1 - avg_words_per_second: 3580.9 - ETA: >2024-05-25 21:43:02
+2024-05-25 21:01:42 (UTC) - 0:35:31 - train - INFO - step: 000228 - done (%): 45.6 - loss: 1.732 - lr: 3.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 1800.5 - avg_words_per_second: 3565.5 - ETA: >2024-05-25 21:43:21
+2024-05-25 21:01:47 (UTC) - 0:35:37 - train - INFO - step: 000229 - done (%): 45.8 - loss: 1.251 - lr: 3.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5617.4 - avg_words_per_second: 3571.2 - ETA: >2024-05-25 21:43:14
+2024-05-25 21:01:53 (UTC) - 0:35:43 - train - INFO - step: 000230 - done (%): 46.0 - loss: 1.450 - lr: 3.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5586.8 - avg_words_per_second: 3576.8 - ETA: >2024-05-25 21:43:07
+2024-05-25 21:01:59 (UTC) - 0:35:48 - train - INFO - step: 000231 - done (%): 46.2 - loss: 1.702 - lr: 3.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5577.7 - avg_words_per_second: 3582.3 - ETA: >2024-05-25 21:43:00
+2024-05-25 21:02:05 (UTC) - 0:35:54 - train - INFO - step: 000232 - done (%): 46.4 - loss: 1.403 - lr: 3.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.6 - avg_words_per_second: 3587.9 - ETA: >2024-05-25 21:42:53
+2024-05-25 21:02:11 (UTC) - 0:36:00 - train - INFO - step: 000233 - done (%): 46.6 - loss: 1.580 - lr: 3.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5587.6 - avg_words_per_second: 3593.4 - ETA: >2024-05-25 21:42:46
+2024-05-25 21:02:17 (UTC) - 0:36:06 - train - INFO - step: 000234 - done (%): 46.8 - loss: 1.676 - lr: 3.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.8 - avg_words_per_second: 3598.9 - ETA: >2024-05-25 21:42:39
+2024-05-25 21:02:23 (UTC) - 0:36:12 - train - INFO - step: 000235 - done (%): 47.0 - loss: 1.491 - lr: 3.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.5 - avg_words_per_second: 3604.3 - ETA: >2024-05-25 21:42:32
+2024-05-25 21:02:29 (UTC) - 0:36:18 - train - INFO - step: 000236 - done (%): 47.2 - loss: 1.609 - lr: 3.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.6 - avg_words_per_second: 3609.7 - ETA: >2024-05-25 21:42:25
+2024-05-25 21:02:34 (UTC) - 0:36:24 - train - INFO - step: 000237 - done (%): 47.4 - loss: 1.525 - lr: 3.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.9 - avg_words_per_second: 3615.1 - ETA: >2024-05-25 21:42:18
+2024-05-25 21:02:40 (UTC) - 0:36:30 - train - INFO - step: 000238 - done (%): 47.6 - loss: 1.246 - lr: 3.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.2 - avg_words_per_second: 3620.4 - ETA: >2024-05-25 21:42:12
+2024-05-25 21:02:46 (UTC) - 0:36:36 - train - INFO - step: 000239 - done (%): 47.8 - loss: 1.543 - lr: 3.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.9 - avg_words_per_second: 3625.7 - ETA: >2024-05-25 21:42:05
+2024-05-25 21:02:52 (UTC) - 0:36:41 - train - INFO - step: 000240 - done (%): 48.0 - loss: 1.927 - lr: 3.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.3 - avg_words_per_second: 3630.9 - ETA: >2024-05-25 21:41:59
+2024-05-25 21:02:58 (UTC) - 0:36:47 - train - INFO - step: 000241 - done (%): 48.2 - loss: 1.061 - lr: 3.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.0 - avg_words_per_second: 3636.1 - ETA: >2024-05-25 21:41:52
+2024-05-25 21:03:04 (UTC) - 0:36:53 - train - INFO - step: 000242 - done (%): 48.4 - loss: 1.178 - lr: 3.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.1 - avg_words_per_second: 3641.4 - ETA: >2024-05-25 21:41:46
+2024-05-25 21:03:10 (UTC) - 0:36:59 - train - INFO - step: 000243 - done (%): 48.6 - loss: 1.865 - lr: 3.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.5 - avg_words_per_second: 3646.5 - ETA: >2024-05-25 21:41:39
+2024-05-25 21:03:16 (UTC) - 0:37:05 - train - INFO - step: 000244 - done (%): 48.8 - loss: 1.201 - lr: 3.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5549.9 - avg_words_per_second: 3651.7 - ETA: >2024-05-25 21:41:33
+2024-05-25 21:03:22 (UTC) - 0:37:11 - train - INFO - step: 000245 - done (%): 49.0 - loss: 1.422 - lr: 3.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.4 - avg_words_per_second: 3656.8 - ETA: >2024-05-25 21:41:27
+2024-05-25 21:03:28 (UTC) - 0:37:17 - train - INFO - step: 000246 - done (%): 49.2 - loss: 1.523 - lr: 3.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.3 - avg_words_per_second: 3661.9 - ETA: >2024-05-25 21:41:20
+2024-05-25 21:03:33 (UTC) - 0:37:23 - train - INFO - step: 000247 - done (%): 49.4 - loss: 1.608 - lr: 3.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.0 - avg_words_per_second: 3667.0 - ETA: >2024-05-25 21:41:14
+2024-05-25 21:03:39 (UTC) - 0:37:29 - train - INFO - step: 000248 - done (%): 49.6 - loss: 1.339 - lr: 3.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.4 - avg_words_per_second: 3672.0 - ETA: >2024-05-25 21:41:08
+2024-05-25 21:03:45 (UTC) - 0:37:34 - train - INFO - step: 000249 - done (%): 49.8 - loss: 1.610 - lr: 3.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.4 - avg_words_per_second: 3677.0 - ETA: >2024-05-25 21:41:02
+2024-05-25 21:03:51 (UTC) - 0:37:40 - train - INFO - step: 000250 - done (%): 50.0 - loss: 1.421 - lr: 3.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.3 - avg_words_per_second: 3682.0 - ETA: >2024-05-25 21:40:56
+2024-05-25 21:03:57 (UTC) - 0:37:46 - train - INFO - step: 000251 - done (%): 50.2 - loss: 1.100 - lr: 3.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.0 - avg_words_per_second: 3686.9 - ETA: >2024-05-25 21:40:50
+2024-05-25 21:04:03 (UTC) - 0:37:52 - train - INFO - step: 000252 - done (%): 50.4 - loss: 1.928 - lr: 3.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.0 - avg_words_per_second: 3691.9 - ETA: >2024-05-25 21:40:44
+2024-05-25 21:04:09 (UTC) - 0:37:58 - train - INFO - step: 000253 - done (%): 50.6 - loss: 1.423 - lr: 3.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.9 - avg_words_per_second: 3696.8 - ETA: >2024-05-25 21:40:38
+2024-05-25 21:04:15 (UTC) - 0:38:04 - train - INFO - step: 000254 - done (%): 50.8 - loss: 1.438 - lr: 3.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.4 - avg_words_per_second: 3701.7 - ETA: >2024-05-25 21:40:32
+2024-05-25 21:04:21 (UTC) - 0:38:10 - train - INFO - step: 000255 - done (%): 51.0 - loss: 1.645 - lr: 3.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.9 - avg_words_per_second: 3706.5 - ETA: >2024-05-25 21:40:27
+2024-05-25 21:04:26 (UTC) - 0:38:16 - train - INFO - step: 000256 - done (%): 51.2 - loss: 1.298 - lr: 3.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.5 - avg_words_per_second: 3711.4 - ETA: >2024-05-25 21:40:21
+2024-05-25 21:04:32 (UTC) - 0:38:22 - train - INFO - step: 000257 - done (%): 51.4 - loss: 1.347 - lr: 3.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.7 - avg_words_per_second: 3716.2 - ETA: >2024-05-25 21:40:15
+2024-05-25 21:04:38 (UTC) - 0:38:28 - train - INFO - step: 000258 - done (%): 51.6 - loss: 1.524 - lr: 3.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.1 - avg_words_per_second: 3721.0 - ETA: >2024-05-25 21:40:09
+2024-05-25 21:04:44 (UTC) - 0:38:33 - train - INFO - step: 000259 - done (%): 51.8 - loss: 1.472 - lr: 3.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.8 - avg_words_per_second: 3725.7 - ETA: >2024-05-25 21:40:04
+2024-05-25 21:04:50 (UTC) - 0:38:39 - train - INFO - step: 000260 - done (%): 52.0 - loss: 1.855 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.8 - avg_words_per_second: 3730.5 - ETA: >2024-05-25 21:39:58
+2024-05-25 21:04:56 (UTC) - 0:38:45 - train - INFO - step: 000261 - done (%): 52.2 - loss: 1.778 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.2 - avg_words_per_second: 3735.2 - ETA: >2024-05-25 21:39:53
+2024-05-25 21:05:02 (UTC) - 0:38:51 - train - INFO - step: 000262 - done (%): 52.4 - loss: 1.297 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.9 - avg_words_per_second: 3739.9 - ETA: >2024-05-25 21:39:47
+2024-05-25 21:05:08 (UTC) - 0:38:57 - train - INFO - step: 000263 - done (%): 52.6 - loss: 1.407 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.9 - avg_words_per_second: 3744.5 - ETA: >2024-05-25 21:39:42
+2024-05-25 21:05:14 (UTC) - 0:39:03 - train - INFO - step: 000264 - done (%): 52.8 - loss: 1.588 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 3749.1 - ETA: >2024-05-25 21:39:36
+2024-05-25 21:05:20 (UTC) - 0:39:09 - train - INFO - step: 000265 - done (%): 53.0 - loss: 1.161 - lr: 3.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.3 - avg_words_per_second: 3753.8 - ETA: >2024-05-25 21:39:31
+2024-05-25 21:05:25 (UTC) - 0:39:15 - train - INFO - step: 000266 - done (%): 53.2 - loss: 1.039 - lr: 2.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.7 - avg_words_per_second: 3758.4 - ETA: >2024-05-25 21:39:26
+2024-05-25 21:05:31 (UTC) - 0:39:21 - train - INFO - step: 000267 - done (%): 53.4 - loss: 1.490 - lr: 2.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.3 - avg_words_per_second: 3762.9 - ETA: >2024-05-25 21:39:20
+2024-05-25 21:05:37 (UTC) - 0:39:26 - train - INFO - step: 000268 - done (%): 53.6 - loss: 1.740 - lr: 2.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.7 - avg_words_per_second: 3767.5 - ETA: >2024-05-25 21:39:15
+2024-05-25 21:05:43 (UTC) - 0:39:32 - train - INFO - step: 000269 - done (%): 53.8 - loss: 1.641 - lr: 2.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.6 - avg_words_per_second: 3772.0 - ETA: >2024-05-25 21:39:10
+2024-05-25 21:05:49 (UTC) - 0:39:38 - train - INFO - step: 000270 - done (%): 54.0 - loss: 1.558 - lr: 2.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.5 - avg_words_per_second: 3776.5 - ETA: >2024-05-25 21:39:05
+2024-05-25 21:05:55 (UTC) - 0:39:44 - train - INFO - step: 000271 - done (%): 54.2 - loss: 1.314 - lr: 2.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.4 - avg_words_per_second: 3780.9 - ETA: >2024-05-25 21:39:00
+2024-05-25 21:06:01 (UTC) - 0:39:50 - train - INFO - step: 000272 - done (%): 54.4 - loss: 1.473 - lr: 2.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.3 - avg_words_per_second: 3785.4 - ETA: >2024-05-25 21:38:54
+2024-05-25 21:06:07 (UTC) - 0:39:56 - train - INFO - step: 000273 - done (%): 54.6 - loss: 1.215 - lr: 2.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.0 - avg_words_per_second: 3789.8 - ETA: >2024-05-25 21:38:49
+2024-05-25 21:06:13 (UTC) - 0:40:02 - train - INFO - step: 000274 - done (%): 54.8 - loss: 1.835 - lr: 2.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.3 - avg_words_per_second: 3794.2 - ETA: >2024-05-25 21:38:44
+2024-05-25 21:06:18 (UTC) - 0:40:08 - train - INFO - step: 000275 - done (%): 55.0 - loss: 1.972 - lr: 2.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.2 - avg_words_per_second: 3798.6 - ETA: >2024-05-25 21:38:39
+2024-05-25 21:06:24 (UTC) - 0:40:14 - train - INFO - step: 000276 - done (%): 55.2 - loss: 1.432 - lr: 2.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.0 - avg_words_per_second: 3803.0 - ETA: >2024-05-25 21:38:34
+2024-05-25 21:06:30 (UTC) - 0:40:20 - train - INFO - step: 000277 - done (%): 55.4 - loss: 1.494 - lr: 2.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5545.9 - avg_words_per_second: 3807.3 - ETA: >2024-05-25 21:38:30
+2024-05-25 21:06:36 (UTC) - 0:40:25 - train - INFO - step: 000278 - done (%): 55.6 - loss: 1.306 - lr: 2.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.4 - avg_words_per_second: 3811.7 - ETA: >2024-05-25 21:38:25
+2024-05-25 21:06:42 (UTC) - 0:40:31 - train - INFO - step: 000279 - done (%): 55.8 - loss: 1.792 - lr: 2.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.5 - avg_words_per_second: 3816.0 - ETA: >2024-05-25 21:38:20
+2024-05-25 21:06:48 (UTC) - 0:40:37 - train - INFO - step: 000280 - done (%): 56.0 - loss: 1.192 - lr: 2.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 3820.2 - ETA: >2024-05-25 21:38:15
+2024-05-25 21:06:54 (UTC) - 0:40:43 - train - INFO - step: 000281 - done (%): 56.2 - loss: 1.319 - lr: 2.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5551.8 - avg_words_per_second: 3824.5 - ETA: >2024-05-25 21:38:10
+2024-05-25 21:07:00 (UTC) - 0:40:49 - train - INFO - step: 000282 - done (%): 56.4 - loss: 1.248 - lr: 2.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.8 - avg_words_per_second: 3828.7 - ETA: >2024-05-25 21:38:05
+2024-05-25 21:07:06 (UTC) - 0:40:55 - train - INFO - step: 000283 - done (%): 56.6 - loss: 2.071 - lr: 2.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.2 - avg_words_per_second: 3832.9 - ETA: >2024-05-25 21:38:01
+2024-05-25 21:07:12 (UTC) - 0:41:01 - train - INFO - step: 000284 - done (%): 56.8 - loss: 1.540 - lr: 2.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.1 - avg_words_per_second: 3837.1 - ETA: >2024-05-25 21:37:56
+2024-05-25 21:07:17 (UTC) - 0:41:07 - train - INFO - step: 000285 - done (%): 57.0 - loss: 1.561 - lr: 2.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.7 - avg_words_per_second: 3841.3 - ETA: >2024-05-25 21:37:51
+2024-05-25 21:07:23 (UTC) - 0:41:13 - train - INFO - step: 000286 - done (%): 57.2 - loss: 1.391 - lr: 2.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.2 - avg_words_per_second: 3845.5 - ETA: >2024-05-25 21:37:47
+2024-05-25 21:07:29 (UTC) - 0:41:18 - train - INFO - step: 000287 - done (%): 57.4 - loss: 1.616 - lr: 2.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.1 - avg_words_per_second: 3849.6 - ETA: >2024-05-25 21:37:42
+2024-05-25 21:07:35 (UTC) - 0:41:24 - train - INFO - step: 000288 - done (%): 57.6 - loss: 1.638 - lr: 2.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.8 - avg_words_per_second: 3853.8 - ETA: >2024-05-25 21:37:38
+2024-05-25 21:07:41 (UTC) - 0:41:30 - train - INFO - step: 000289 - done (%): 57.8 - loss: 1.925 - lr: 2.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.1 - avg_words_per_second: 3857.9 - ETA: >2024-05-25 21:37:33
+2024-05-25 21:07:47 (UTC) - 0:41:36 - train - INFO - step: 000290 - done (%): 58.0 - loss: 1.778 - lr: 2.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.7 - avg_words_per_second: 3861.9 - ETA: >2024-05-25 21:37:29
+2024-05-25 21:07:53 (UTC) - 0:41:42 - train - INFO - step: 000291 - done (%): 58.2 - loss: 1.620 - lr: 2.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.5 - avg_words_per_second: 3866.0 - ETA: >2024-05-25 21:37:24
+2024-05-25 21:07:59 (UTC) - 0:41:48 - train - INFO - step: 000292 - done (%): 58.4 - loss: 1.295 - lr: 2.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.5 - avg_words_per_second: 3870.0 - ETA: >2024-05-25 21:37:20
+2024-05-25 21:08:05 (UTC) - 0:41:54 - train - INFO - step: 000293 - done (%): 58.6 - loss: 1.430 - lr: 2.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.4 - avg_words_per_second: 3874.1 - ETA: >2024-05-25 21:37:15
+2024-05-25 21:08:10 (UTC) - 0:42:00 - train - INFO - step: 000294 - done (%): 58.8 - loss: 1.884 - lr: 2.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.1 - avg_words_per_second: 3878.1 - ETA: >2024-05-25 21:37:11
+2024-05-25 21:08:16 (UTC) - 0:42:06 - train - INFO - step: 000295 - done (%): 59.0 - loss: 1.562 - lr: 2.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5541.9 - avg_words_per_second: 3882.0 - ETA: >2024-05-25 21:37:07
+2024-05-25 21:08:22 (UTC) - 0:42:12 - train - INFO - step: 000296 - done (%): 59.2 - loss: 1.158 - lr: 2.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.0 - avg_words_per_second: 3886.0 - ETA: >2024-05-25 21:37:02
+2024-05-25 21:08:28 (UTC) - 0:42:17 - train - INFO - step: 000297 - done (%): 59.4 - loss: 1.469 - lr: 2.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5552.2 - avg_words_per_second: 3889.9 - ETA: >2024-05-25 21:36:58
+2024-05-25 21:08:34 (UTC) - 0:42:23 - train - INFO - step: 000298 - done (%): 59.6 - loss: 1.921 - lr: 2.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.6 - avg_words_per_second: 3893.8 - ETA: >2024-05-25 21:36:54
+2024-05-25 21:08:40 (UTC) - 0:42:29 - train - INFO - step: 000299 - done (%): 59.8 - loss: 1.836 - lr: 2.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5539.5 - avg_words_per_second: 3897.7 - ETA: >2024-05-25 21:36:50
+2024-05-25 21:08:46 (UTC) - 0:42:35 - train - INFO - step: 000300 - done (%): 60.0 - loss: 1.567 - lr: 2.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.8 - avg_words_per_second: 3901.6 - ETA: >2024-05-25 21:36:46
+2024-05-25 21:08:46 (UTC) - 0:42:35 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000300/consolidated using tmp name: tmp.consolidated
+2024-05-25 21:09:01 (UTC) - 0:42:50 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000300/consolidated for step: 300
+2024-05-25 21:09:01 (UTC) - 0:42:50 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 21:09:01 (UTC) - 0:42:50 - checkpointing - INFO - Done!
+2024-05-25 21:09:06 (UTC) - 0:42:56 - train - INFO - step: 000301 - done (%): 60.2 - loss: 1.830 - lr: 2.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5638.5 - avg_words_per_second: 3905.6 - ETA: >2024-05-25 21:36:56
+2024-05-25 21:09:12 (UTC) - 0:43:01 - train - INFO - step: 000302 - done (%): 60.4 - loss: 1.354 - lr: 2.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5612.1 - avg_words_per_second: 3909.5 - ETA: >2024-05-25 21:36:52
+2024-05-25 21:09:18 (UTC) - 0:43:07 - train - INFO - step: 000303 - done (%): 60.6 - loss: 1.300 - lr: 2.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5592.3 - avg_words_per_second: 3913.4 - ETA: >2024-05-25 21:36:48
+2024-05-25 21:09:24 (UTC) - 0:43:13 - train - INFO - step: 000304 - done (%): 60.8 - loss: 1.725 - lr: 2.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.8 - avg_words_per_second: 3917.2 - ETA: >2024-05-25 21:36:44
+2024-05-25 21:09:30 (UTC) - 0:43:19 - train - INFO - step: 000305 - done (%): 61.0 - loss: 1.710 - lr: 2.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5581.1 - avg_words_per_second: 3921.1 - ETA: >2024-05-25 21:36:39
+2024-05-25 21:09:36 (UTC) - 0:43:25 - train - INFO - step: 000306 - done (%): 61.2 - loss: 1.111 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.1 - avg_words_per_second: 3924.8 - ETA: >2024-05-25 21:36:35
+2024-05-25 21:09:42 (UTC) - 0:43:31 - train - INFO - step: 000307 - done (%): 61.4 - loss: 1.662 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5585.4 - avg_words_per_second: 3928.6 - ETA: >2024-05-25 21:36:31
+2024-05-25 21:09:48 (UTC) - 0:43:37 - train - INFO - step: 000308 - done (%): 61.6 - loss: 1.489 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.2 - avg_words_per_second: 3932.4 - ETA: >2024-05-25 21:36:27
+2024-05-25 21:09:53 (UTC) - 0:43:43 - train - INFO - step: 000309 - done (%): 61.8 - loss: 1.428 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.0 - avg_words_per_second: 3936.1 - ETA: >2024-05-25 21:36:23
+2024-05-25 21:09:59 (UTC) - 0:43:49 - train - INFO - step: 000310 - done (%): 62.0 - loss: 1.569 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.7 - avg_words_per_second: 3939.8 - ETA: >2024-05-25 21:36:20
+2024-05-25 21:10:05 (UTC) - 0:43:54 - train - INFO - step: 000311 - done (%): 62.2 - loss: 1.941 - lr: 2.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.1 - avg_words_per_second: 3943.5 - ETA: >2024-05-25 21:36:16
+2024-05-25 21:10:11 (UTC) - 0:44:00 - train - INFO - step: 000312 - done (%): 62.4 - loss: 2.092 - lr: 2.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.7 - avg_words_per_second: 3947.2 - ETA: >2024-05-25 21:36:12
+2024-05-25 21:10:17 (UTC) - 0:44:06 - train - INFO - step: 000313 - done (%): 62.6 - loss: 1.714 - lr: 2.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5536.4 - avg_words_per_second: 3950.8 - ETA: >2024-05-25 21:36:08
+2024-05-25 21:10:23 (UTC) - 0:44:12 - train - INFO - step: 000314 - done (%): 62.8 - loss: 1.417 - lr: 2.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.0 - avg_words_per_second: 3954.5 - ETA: >2024-05-25 21:36:04
+2024-05-25 21:10:29 (UTC) - 0:44:18 - train - INFO - step: 000315 - done (%): 63.0 - loss: 1.443 - lr: 2.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5542.5 - avg_words_per_second: 3958.1 - ETA: >2024-05-25 21:36:00
+2024-05-25 21:10:35 (UTC) - 0:44:24 - train - INFO - step: 000316 - done (%): 63.2 - loss: 1.580 - lr: 2.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.9 - avg_words_per_second: 3961.7 - ETA: >2024-05-25 21:35:57
+2024-05-25 21:10:41 (UTC) - 0:44:30 - train - INFO - step: 000317 - done (%): 63.4 - loss: 1.242 - lr: 1.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.6 - avg_words_per_second: 3965.3 - ETA: >2024-05-25 21:35:53
+2024-05-25 21:10:47 (UTC) - 0:44:36 - train - INFO - step: 000318 - done (%): 63.6 - loss: 1.344 - lr: 1.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.9 - avg_words_per_second: 3968.9 - ETA: >2024-05-25 21:35:49
+2024-05-25 21:10:52 (UTC) - 0:44:42 - train - INFO - step: 000319 - done (%): 63.8 - loss: 1.709 - lr: 1.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.2 - avg_words_per_second: 3972.4 - ETA: >2024-05-25 21:35:45
+2024-05-25 21:10:58 (UTC) - 0:44:48 - train - INFO - step: 000320 - done (%): 64.0 - loss: 1.733 - lr: 1.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.0 - avg_words_per_second: 3976.0 - ETA: >2024-05-25 21:35:42
+2024-05-25 21:11:04 (UTC) - 0:44:53 - train - INFO - step: 000321 - done (%): 64.2 - loss: 1.596 - lr: 1.9e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.4 - avg_words_per_second: 3979.5 - ETA: >2024-05-25 21:35:38
+2024-05-25 21:11:10 (UTC) - 0:44:59 - train - INFO - step: 000322 - done (%): 64.4 - loss: 1.350 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.8 - avg_words_per_second: 3983.1 - ETA: >2024-05-25 21:35:34
+2024-05-25 21:11:16 (UTC) - 0:45:05 - train - INFO - step: 000323 - done (%): 64.6 - loss: 0.886 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.9 - avg_words_per_second: 3986.6 - ETA: >2024-05-25 21:35:31
+2024-05-25 21:11:22 (UTC) - 0:45:11 - train - INFO - step: 000324 - done (%): 64.8 - loss: 1.125 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.7 - avg_words_per_second: 3990.1 - ETA: >2024-05-25 21:35:27
+2024-05-25 21:11:28 (UTC) - 0:45:17 - train - INFO - step: 000325 - done (%): 65.0 - loss: 1.426 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.3 - avg_words_per_second: 3993.5 - ETA: >2024-05-25 21:35:24
+2024-05-25 21:11:34 (UTC) - 0:45:23 - train - INFO - step: 000326 - done (%): 65.2 - loss: 1.278 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5574.2 - avg_words_per_second: 3997.0 - ETA: >2024-05-25 21:35:20
+2024-05-25 21:11:39 (UTC) - 0:45:29 - train - INFO - step: 000327 - done (%): 65.4 - loss: 1.134 - lr: 1.8e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.1 - avg_words_per_second: 4000.5 - ETA: >2024-05-25 21:35:17
+2024-05-25 21:11:45 (UTC) - 0:45:35 - train - INFO - step: 000328 - done (%): 65.6 - loss: 1.632 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.4 - avg_words_per_second: 4003.9 - ETA: >2024-05-25 21:35:13
+2024-05-25 21:11:51 (UTC) - 0:45:41 - train - INFO - step: 000329 - done (%): 65.8 - loss: 1.372 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.6 - avg_words_per_second: 4007.3 - ETA: >2024-05-25 21:35:10
+2024-05-25 21:11:57 (UTC) - 0:45:46 - train - INFO - step: 000330 - done (%): 66.0 - loss: 1.849 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.6 - avg_words_per_second: 4010.7 - ETA: >2024-05-25 21:35:06
+2024-05-25 21:12:03 (UTC) - 0:45:52 - train - INFO - step: 000331 - done (%): 66.2 - loss: 1.506 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.7 - avg_words_per_second: 4014.1 - ETA: >2024-05-25 21:35:03
+2024-05-25 21:12:09 (UTC) - 0:45:58 - train - INFO - step: 000332 - done (%): 66.4 - loss: 1.801 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.3 - avg_words_per_second: 4017.5 - ETA: >2024-05-25 21:34:59
+2024-05-25 21:12:15 (UTC) - 0:46:04 - train - INFO - step: 000333 - done (%): 66.6 - loss: 1.900 - lr: 1.7e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 4020.8 - ETA: >2024-05-25 21:34:56
+2024-05-25 21:12:21 (UTC) - 0:46:10 - train - INFO - step: 000334 - done (%): 66.8 - loss: 1.779 - lr: 1.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.8 - avg_words_per_second: 4024.2 - ETA: >2024-05-25 21:34:52
+2024-05-25 21:12:27 (UTC) - 0:46:16 - train - INFO - step: 000335 - done (%): 67.0 - loss: 1.401 - lr: 1.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.8 - avg_words_per_second: 4027.5 - ETA: >2024-05-25 21:34:49
+2024-05-25 21:12:33 (UTC) - 0:46:22 - train - INFO - step: 000336 - done (%): 67.2 - loss: 1.657 - lr: 1.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.2 - avg_words_per_second: 4030.8 - ETA: >2024-05-25 21:34:46
+2024-05-25 21:12:38 (UTC) - 0:46:28 - train - INFO - step: 000337 - done (%): 67.4 - loss: 1.330 - lr: 1.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.7 - avg_words_per_second: 4034.1 - ETA: >2024-05-25 21:34:42
+2024-05-25 21:12:44 (UTC) - 0:46:34 - train - INFO - step: 000338 - done (%): 67.6 - loss: 1.353 - lr: 1.6e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5577.7 - avg_words_per_second: 4037.4 - ETA: >2024-05-25 21:34:39
+2024-05-25 21:12:50 (UTC) - 0:46:39 - train - INFO - step: 000339 - done (%): 67.8 - loss: 1.703 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.1 - avg_words_per_second: 4040.7 - ETA: >2024-05-25 21:34:36
+2024-05-25 21:12:56 (UTC) - 0:46:45 - train - INFO - step: 000340 - done (%): 68.0 - loss: 1.808 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.4 - avg_words_per_second: 4043.9 - ETA: >2024-05-25 21:34:33
+2024-05-25 21:13:02 (UTC) - 0:46:51 - train - INFO - step: 000341 - done (%): 68.2 - loss: 1.301 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.2 - avg_words_per_second: 4047.2 - ETA: >2024-05-25 21:34:29
+2024-05-25 21:13:08 (UTC) - 0:46:57 - train - INFO - step: 000342 - done (%): 68.4 - loss: 1.467 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.5 - avg_words_per_second: 4050.4 - ETA: >2024-05-25 21:34:26
+2024-05-25 21:13:14 (UTC) - 0:47:03 - train - INFO - step: 000343 - done (%): 68.6 - loss: 1.037 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.0 - avg_words_per_second: 4053.6 - ETA: >2024-05-25 21:34:23
+2024-05-25 21:13:20 (UTC) - 0:47:09 - train - INFO - step: 000344 - done (%): 68.8 - loss: 1.473 - lr: 1.5e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.3 - avg_words_per_second: 4056.8 - ETA: >2024-05-25 21:34:20
+2024-05-25 21:13:26 (UTC) - 0:47:15 - train - INFO - step: 000345 - done (%): 69.0 - loss: 1.182 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.0 - avg_words_per_second: 4060.0 - ETA: >2024-05-25 21:34:16
+2024-05-25 21:13:31 (UTC) - 0:47:21 - train - INFO - step: 000346 - done (%): 69.2 - loss: 1.688 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.1 - avg_words_per_second: 4063.2 - ETA: >2024-05-25 21:34:13
+2024-05-25 21:13:37 (UTC) - 0:47:27 - train - INFO - step: 000347 - done (%): 69.4 - loss: 1.380 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.4 - avg_words_per_second: 4066.4 - ETA: >2024-05-25 21:34:10
+2024-05-25 21:13:43 (UTC) - 0:47:32 - train - INFO - step: 000348 - done (%): 69.6 - loss: 1.509 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.4 - avg_words_per_second: 4069.5 - ETA: >2024-05-25 21:34:07
+2024-05-25 21:13:49 (UTC) - 0:47:38 - train - INFO - step: 000349 - done (%): 69.8 - loss: 1.319 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.4 - avg_words_per_second: 4072.7 - ETA: >2024-05-25 21:34:04
+2024-05-25 21:14:07 (UTC) - 0:47:57 - train - INFO - step: 000350 - done (%): 70.0 - loss: 1.750 - lr: 1.4e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 1791.7 - avg_words_per_second: 4057.9 - ETA: >2024-05-25 21:34:19
+2024-05-25 21:14:13 (UTC) - 0:48:02 - train - INFO - step: 000351 - done (%): 70.2 - loss: 1.287 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5605.8 - avg_words_per_second: 4061.1 - ETA: >2024-05-25 21:34:15
+2024-05-25 21:14:19 (UTC) - 0:48:08 - train - INFO - step: 000352 - done (%): 70.4 - loss: 1.804 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5596.8 - avg_words_per_second: 4064.3 - ETA: >2024-05-25 21:34:12
+2024-05-25 21:14:25 (UTC) - 0:48:14 - train - INFO - step: 000353 - done (%): 70.6 - loss: 0.982 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5588.4 - avg_words_per_second: 4067.4 - ETA: >2024-05-25 21:34:09
+2024-05-25 21:14:31 (UTC) - 0:48:20 - train - INFO - step: 000354 - done (%): 70.8 - loss: 1.379 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.6 - avg_words_per_second: 4070.5 - ETA: >2024-05-25 21:34:06
+2024-05-25 21:14:37 (UTC) - 0:48:26 - train - INFO - step: 000355 - done (%): 71.0 - loss: 1.762 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.8 - avg_words_per_second: 4073.6 - ETA: >2024-05-25 21:34:03
+2024-05-25 21:14:43 (UTC) - 0:48:32 - train - INFO - step: 000356 - done (%): 71.2 - loss: 1.559 - lr: 1.3e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.6 - avg_words_per_second: 4076.7 - ETA: >2024-05-25 21:34:00
+2024-05-25 21:14:48 (UTC) - 0:48:38 - train - INFO - step: 000357 - done (%): 71.4 - loss: 1.062 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.3 - avg_words_per_second: 4079.7 - ETA: >2024-05-25 21:33:57
+2024-05-25 21:14:54 (UTC) - 0:48:44 - train - INFO - step: 000358 - done (%): 71.6 - loss: 0.820 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.7 - avg_words_per_second: 4082.8 - ETA: >2024-05-25 21:33:54
+2024-05-25 21:15:00 (UTC) - 0:48:49 - train - INFO - step: 000359 - done (%): 71.8 - loss: 1.577 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.9 - avg_words_per_second: 4085.8 - ETA: >2024-05-25 21:33:51
+2024-05-25 21:15:06 (UTC) - 0:48:55 - train - INFO - step: 000360 - done (%): 72.0 - loss: 1.398 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5539.6 - avg_words_per_second: 4088.8 - ETA: >2024-05-25 21:33:48
+2024-05-25 21:15:12 (UTC) - 0:49:01 - train - INFO - step: 000361 - done (%): 72.2 - loss: 1.665 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5554.4 - avg_words_per_second: 4091.8 - ETA: >2024-05-25 21:33:45
+2024-05-25 21:15:18 (UTC) - 0:49:07 - train - INFO - step: 000362 - done (%): 72.4 - loss: 1.300 - lr: 1.2e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.2 - avg_words_per_second: 4094.8 - ETA: >2024-05-25 21:33:42
+2024-05-25 21:15:24 (UTC) - 0:49:13 - train - INFO - step: 000363 - done (%): 72.6 - loss: 1.022 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5519.4 - avg_words_per_second: 4097.7 - ETA: >2024-05-25 21:33:39
+2024-05-25 21:15:30 (UTC) - 0:49:19 - train - INFO - step: 000364 - done (%): 72.8 - loss: 1.627 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 4100.7 - ETA: >2024-05-25 21:33:37
+2024-05-25 21:15:36 (UTC) - 0:49:25 - train - INFO - step: 000365 - done (%): 73.0 - loss: 1.362 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.6 - avg_words_per_second: 4103.6 - ETA: >2024-05-25 21:33:34
+2024-05-25 21:15:42 (UTC) - 0:49:31 - train - INFO - step: 000366 - done (%): 73.2 - loss: 1.346 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.1 - avg_words_per_second: 4106.6 - ETA: >2024-05-25 21:33:31
+2024-05-25 21:15:47 (UTC) - 0:49:37 - train - INFO - step: 000367 - done (%): 73.4 - loss: 1.781 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.9 - avg_words_per_second: 4109.5 - ETA: >2024-05-25 21:33:28
+2024-05-25 21:15:53 (UTC) - 0:49:43 - train - INFO - step: 000368 - done (%): 73.6 - loss: 1.428 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.5 - avg_words_per_second: 4112.4 - ETA: >2024-05-25 21:33:25
+2024-05-25 21:15:59 (UTC) - 0:49:48 - train - INFO - step: 000369 - done (%): 73.8 - loss: 1.081 - lr: 1.1e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.8 - avg_words_per_second: 4115.3 - ETA: >2024-05-25 21:33:22
+2024-05-25 21:16:05 (UTC) - 0:49:54 - train - INFO - step: 000370 - done (%): 74.0 - loss: 1.425 - lr: 1.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.8 - avg_words_per_second: 4118.3 - ETA: >2024-05-25 21:33:19
+2024-05-25 21:16:11 (UTC) - 0:50:00 - train - INFO - step: 000371 - done (%): 74.2 - loss: 1.166 - lr: 1.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5579.3 - avg_words_per_second: 4121.2 - ETA: >2024-05-25 21:33:17
+2024-05-25 21:16:17 (UTC) - 0:50:06 - train - INFO - step: 000372 - done (%): 74.4 - loss: 0.944 - lr: 1.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.1 - avg_words_per_second: 4124.0 - ETA: >2024-05-25 21:33:14
+2024-05-25 21:16:23 (UTC) - 0:50:12 - train - INFO - step: 000373 - done (%): 74.6 - loss: 1.727 - lr: 1.0e-05 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.7 - avg_words_per_second: 4126.9 - ETA: >2024-05-25 21:33:11
+2024-05-25 21:16:29 (UTC) - 0:50:18 - train - INFO - step: 000374 - done (%): 74.8 - loss: 1.217 - lr: 9.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.1 - avg_words_per_second: 4129.8 - ETA: >2024-05-25 21:33:08
+2024-05-25 21:16:35 (UTC) - 0:50:24 - train - INFO - step: 000375 - done (%): 75.0 - loss: 1.397 - lr: 9.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.5 - avg_words_per_second: 4132.6 - ETA: >2024-05-25 21:33:06
+2024-05-25 21:16:40 (UTC) - 0:50:30 - train - INFO - step: 000376 - done (%): 75.2 - loss: 1.783 - lr: 9.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.9 - avg_words_per_second: 4135.4 - ETA: >2024-05-25 21:33:03
+2024-05-25 21:16:46 (UTC) - 0:50:36 - train - INFO - step: 000377 - done (%): 75.4 - loss: 1.380 - lr: 9.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5543.9 - avg_words_per_second: 4138.2 - ETA: >2024-05-25 21:33:00
+2024-05-25 21:16:52 (UTC) - 0:50:41 - train - INFO - step: 000378 - done (%): 75.6 - loss: 1.704 - lr: 9.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.9 - avg_words_per_second: 4141.0 - ETA: >2024-05-25 21:32:58
+2024-05-25 21:16:58 (UTC) - 0:50:47 - train - INFO - step: 000379 - done (%): 75.8 - loss: 1.261 - lr: 9.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5576.1 - avg_words_per_second: 4143.9 - ETA: >2024-05-25 21:32:55
+2024-05-25 21:17:04 (UTC) - 0:50:53 - train - INFO - step: 000380 - done (%): 76.0 - loss: 1.183 - lr: 9.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.2 - avg_words_per_second: 4146.6 - ETA: >2024-05-25 21:32:52
+2024-05-25 21:17:10 (UTC) - 0:50:59 - train - INFO - step: 000381 - done (%): 76.2 - loss: 1.624 - lr: 8.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.9 - avg_words_per_second: 4149.4 - ETA: >2024-05-25 21:32:50
+2024-05-25 21:17:16 (UTC) - 0:51:05 - train - INFO - step: 000382 - done (%): 76.4 - loss: 1.363 - lr: 8.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.0 - avg_words_per_second: 4152.2 - ETA: >2024-05-25 21:32:47
+2024-05-25 21:17:22 (UTC) - 0:51:11 - train - INFO - step: 000383 - done (%): 76.6 - loss: 1.361 - lr: 8.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.1 - avg_words_per_second: 4154.9 - ETA: >2024-05-25 21:32:44
+2024-05-25 21:17:28 (UTC) - 0:51:17 - train - INFO - step: 000384 - done (%): 76.8 - loss: 1.651 - lr: 8.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.4 - avg_words_per_second: 4157.6 - ETA: >2024-05-25 21:32:42
+2024-05-25 21:17:33 (UTC) - 0:51:23 - train - INFO - step: 000385 - done (%): 77.0 - loss: 1.331 - lr: 8.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.8 - avg_words_per_second: 4160.4 - ETA: >2024-05-25 21:32:39
+2024-05-25 21:17:39 (UTC) - 0:51:29 - train - INFO - step: 000386 - done (%): 77.2 - loss: 1.288 - lr: 8.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.1 - avg_words_per_second: 4163.1 - ETA: >2024-05-25 21:32:37
+2024-05-25 21:17:45 (UTC) - 0:51:34 - train - INFO - step: 000387 - done (%): 77.4 - loss: 1.767 - lr: 8.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.4 - avg_words_per_second: 4165.8 - ETA: >2024-05-25 21:32:34
+2024-05-25 21:17:51 (UTC) - 0:51:40 - train - INFO - step: 000388 - done (%): 77.6 - loss: 1.880 - lr: 7.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.8 - avg_words_per_second: 4168.5 - ETA: >2024-05-25 21:32:32
+2024-05-25 21:17:57 (UTC) - 0:51:46 - train - INFO - step: 000389 - done (%): 77.8 - loss: 1.410 - lr: 7.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.2 - avg_words_per_second: 4171.2 - ETA: >2024-05-25 21:32:29
+2024-05-25 21:18:03 (UTC) - 0:51:52 - train - INFO - step: 000390 - done (%): 78.0 - loss: 1.585 - lr: 7.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.8 - avg_words_per_second: 4173.9 - ETA: >2024-05-25 21:32:26
+2024-05-25 21:18:09 (UTC) - 0:51:58 - train - INFO - step: 000391 - done (%): 78.2 - loss: 1.462 - lr: 7.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.1 - avg_words_per_second: 4176.6 - ETA: >2024-05-25 21:32:24
+2024-05-25 21:18:15 (UTC) - 0:52:04 - train - INFO - step: 000392 - done (%): 78.4 - loss: 1.314 - lr: 7.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5577.3 - avg_words_per_second: 4179.2 - ETA: >2024-05-25 21:32:21
+2024-05-25 21:18:21 (UTC) - 0:52:10 - train - INFO - step: 000393 - done (%): 78.6 - loss: 1.725 - lr: 7.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.7 - avg_words_per_second: 4181.9 - ETA: >2024-05-25 21:32:19
+2024-05-25 21:18:26 (UTC) - 0:52:16 - train - INFO - step: 000394 - done (%): 78.8 - loss: 1.870 - lr: 7.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.4 - avg_words_per_second: 4184.5 - ETA: >2024-05-25 21:32:16
+2024-05-25 21:18:32 (UTC) - 0:52:22 - train - INFO - step: 000395 - done (%): 79.0 - loss: 1.009 - lr: 6.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.5 - avg_words_per_second: 4187.2 - ETA: >2024-05-25 21:32:14
+2024-05-25 21:18:38 (UTC) - 0:52:27 - train - INFO - step: 000396 - done (%): 79.2 - loss: 1.545 - lr: 6.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.0 - avg_words_per_second: 4189.8 - ETA: >2024-05-25 21:32:12
+2024-05-25 21:18:44 (UTC) - 0:52:33 - train - INFO - step: 000397 - done (%): 79.4 - loss: 1.630 - lr: 6.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.9 - avg_words_per_second: 4192.4 - ETA: >2024-05-25 21:32:09
+2024-05-25 21:18:50 (UTC) - 0:52:39 - train - INFO - step: 000398 - done (%): 79.6 - loss: 1.604 - lr: 6.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5539.3 - avg_words_per_second: 4195.0 - ETA: >2024-05-25 21:32:07
+2024-05-25 21:18:56 (UTC) - 0:52:45 - train - INFO - step: 000399 - done (%): 79.8 - loss: 1.748 - lr: 6.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5551.9 - avg_words_per_second: 4197.5 - ETA: >2024-05-25 21:32:04
+2024-05-25 21:19:02 (UTC) - 0:52:51 - train - INFO - step: 000400 - done (%): 80.0 - loss: 1.017 - lr: 6.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.5 - avg_words_per_second: 4200.1 - ETA: >2024-05-25 21:32:02
+2024-05-25 21:19:02 (UTC) - 0:52:51 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000400/consolidated using tmp name: tmp.consolidated
+2024-05-25 21:19:16 (UTC) - 0:53:06 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000400/consolidated for step: 400
+2024-05-25 21:19:17 (UTC) - 0:53:07 - checkpointing - INFO - Deleted ckpt: /root/mistral-finetune/runs2/checkpoints/checkpoint_000100
+2024-05-25 21:19:17 (UTC) - 0:53:07 - checkpointing - INFO - Done deleting checkpoints /root/mistral-finetune/runs2/checkpoints/checkpoint_000100
+2024-05-25 21:19:17 (UTC) - 0:53:07 - checkpointing - INFO - Done!
+2024-05-25 21:19:23 (UTC) - 0:53:12 - train - INFO - step: 000401 - done (%): 80.2 - loss: 1.578 - lr: 6.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5651.9 - avg_words_per_second: 4202.8 - ETA: >2024-05-25 21:32:15
+2024-05-25 21:19:29 (UTC) - 0:53:18 - train - INFO - step: 000402 - done (%): 80.4 - loss: 1.151 - lr: 6.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5590.8 - avg_words_per_second: 4205.4 - ETA: >2024-05-25 21:32:13
+2024-05-25 21:19:35 (UTC) - 0:53:24 - train - INFO - step: 000403 - done (%): 80.6 - loss: 1.047 - lr: 6.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5602.2 - avg_words_per_second: 4208.0 - ETA: >2024-05-25 21:32:10
+2024-05-25 21:19:41 (UTC) - 0:53:30 - train - INFO - step: 000404 - done (%): 80.8 - loss: 1.222 - lr: 5.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5592.2 - avg_words_per_second: 4210.6 - ETA: >2024-05-25 21:32:08
+2024-05-25 21:19:47 (UTC) - 0:53:36 - train - INFO - step: 000405 - done (%): 81.0 - loss: 1.094 - lr: 5.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.9 - avg_words_per_second: 4213.1 - ETA: >2024-05-25 21:32:05
+2024-05-25 21:19:52 (UTC) - 0:53:42 - train - INFO - step: 000406 - done (%): 81.2 - loss: 1.844 - lr: 5.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.0 - avg_words_per_second: 4215.6 - ETA: >2024-05-25 21:32:03
+2024-05-25 21:19:58 (UTC) - 0:53:48 - train - INFO - step: 000407 - done (%): 81.4 - loss: 1.855 - lr: 5.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.3 - avg_words_per_second: 4218.2 - ETA: >2024-05-25 21:32:01
+2024-05-25 21:20:04 (UTC) - 0:53:53 - train - INFO - step: 000408 - done (%): 81.6 - loss: 1.470 - lr: 5.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.6 - avg_words_per_second: 4220.7 - ETA: >2024-05-25 21:31:58
+2024-05-25 21:20:10 (UTC) - 0:53:59 - train - INFO - step: 000409 - done (%): 81.8 - loss: 1.386 - lr: 5.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.2 - avg_words_per_second: 4223.2 - ETA: >2024-05-25 21:31:56
+2024-05-25 21:20:16 (UTC) - 0:54:05 - train - INFO - step: 000410 - done (%): 82.0 - loss: 1.719 - lr: 5.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.2 - avg_words_per_second: 4225.7 - ETA: >2024-05-25 21:31:54
+2024-05-25 21:20:22 (UTC) - 0:54:11 - train - INFO - step: 000411 - done (%): 82.2 - loss: 1.463 - lr: 5.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 4228.2 - ETA: >2024-05-25 21:31:52
+2024-05-25 21:20:28 (UTC) - 0:54:17 - train - INFO - step: 000412 - done (%): 82.4 - loss: 1.689 - lr: 4.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.2 - avg_words_per_second: 4230.6 - ETA: >2024-05-25 21:31:49
+2024-05-25 21:20:34 (UTC) - 0:54:23 - train - INFO - step: 000413 - done (%): 82.6 - loss: 1.173 - lr: 4.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.1 - avg_words_per_second: 4233.1 - ETA: >2024-05-25 21:31:47
+2024-05-25 21:20:39 (UTC) - 0:54:29 - train - INFO - step: 000414 - done (%): 82.8 - loss: 1.978 - lr: 4.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.0 - avg_words_per_second: 4235.5 - ETA: >2024-05-25 21:31:45
+2024-05-25 21:20:45 (UTC) - 0:54:35 - train - INFO - step: 000415 - done (%): 83.0 - loss: 1.256 - lr: 4.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.9 - avg_words_per_second: 4237.9 - ETA: >2024-05-25 21:31:43
+2024-05-25 21:20:51 (UTC) - 0:54:41 - train - INFO - step: 000416 - done (%): 83.2 - loss: 1.423 - lr: 4.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.8 - avg_words_per_second: 4240.4 - ETA: >2024-05-25 21:31:40
+2024-05-25 21:20:57 (UTC) - 0:54:46 - train - INFO - step: 000417 - done (%): 83.4 - loss: 1.477 - lr: 4.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.2 - avg_words_per_second: 4242.8 - ETA: >2024-05-25 21:31:38
+2024-05-25 21:21:03 (UTC) - 0:54:52 - train - INFO - step: 000418 - done (%): 83.6 - loss: 1.132 - lr: 4.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.4 - avg_words_per_second: 4245.2 - ETA: >2024-05-25 21:31:36
+2024-05-25 21:21:09 (UTC) - 0:54:58 - train - INFO - step: 000419 - done (%): 83.8 - loss: 1.663 - lr: 4.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.1 - avg_words_per_second: 4247.6 - ETA: >2024-05-25 21:31:34
+2024-05-25 21:21:15 (UTC) - 0:55:04 - train - INFO - step: 000420 - done (%): 84.0 - loss: 1.247 - lr: 4.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.0 - avg_words_per_second: 4250.0 - ETA: >2024-05-25 21:31:32
+2024-05-25 21:21:21 (UTC) - 0:55:10 - train - INFO - step: 000421 - done (%): 84.2 - loss: 1.831 - lr: 4.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.7 - avg_words_per_second: 4252.4 - ETA: >2024-05-25 21:31:30
+2024-05-25 21:21:27 (UTC) - 0:55:16 - train - INFO - step: 000422 - done (%): 84.4 - loss: 1.467 - lr: 3.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.9 - avg_words_per_second: 4254.7 - ETA: >2024-05-25 21:31:27
+2024-05-25 21:21:33 (UTC) - 0:55:22 - train - INFO - step: 000423 - done (%): 84.6 - loss: 1.465 - lr: 3.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5548.3 - avg_words_per_second: 4257.1 - ETA: >2024-05-25 21:31:25
+2024-05-25 21:21:38 (UTC) - 0:55:28 - train - INFO - step: 000424 - done (%): 84.8 - loss: 1.316 - lr: 3.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.2 - avg_words_per_second: 4259.4 - ETA: >2024-05-25 21:31:23
+2024-05-25 21:21:44 (UTC) - 0:55:34 - train - INFO - step: 000425 - done (%): 85.0 - loss: 1.410 - lr: 3.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5572.7 - avg_words_per_second: 4261.8 - ETA: >2024-05-25 21:31:21
+2024-05-25 21:21:50 (UTC) - 0:55:39 - train - INFO - step: 000426 - done (%): 85.2 - loss: 1.342 - lr: 3.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.4 - avg_words_per_second: 4264.1 - ETA: >2024-05-25 21:31:19
+2024-05-25 21:21:56 (UTC) - 0:55:45 - train - INFO - step: 000427 - done (%): 85.4 - loss: 1.252 - lr: 3.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.7 - avg_words_per_second: 4266.5 - ETA: >2024-05-25 21:31:17
+2024-05-25 21:22:02 (UTC) - 0:55:51 - train - INFO - step: 000428 - done (%): 85.6 - loss: 1.464 - lr: 3.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.1 - avg_words_per_second: 4268.8 - ETA: >2024-05-25 21:31:15
+2024-05-25 21:22:08 (UTC) - 0:55:57 - train - INFO - step: 000429 - done (%): 85.8 - loss: 1.632 - lr: 3.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.1 - avg_words_per_second: 4271.1 - ETA: >2024-05-25 21:31:13
+2024-05-25 21:22:14 (UTC) - 0:56:03 - train - INFO - step: 000430 - done (%): 86.0 - loss: 2.136 - lr: 3.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.9 - avg_words_per_second: 4273.4 - ETA: >2024-05-25 21:31:11
+2024-05-25 21:22:20 (UTC) - 0:56:09 - train - INFO - step: 000431 - done (%): 86.2 - loss: 1.735 - lr: 3.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.9 - avg_words_per_second: 4275.7 - ETA: >2024-05-25 21:31:08
+2024-05-25 21:22:26 (UTC) - 0:56:15 - train - INFO - step: 000432 - done (%): 86.4 - loss: 0.984 - lr: 3.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5558.7 - avg_words_per_second: 4278.0 - ETA: >2024-05-25 21:31:06
+2024-05-25 21:22:31 (UTC) - 0:56:21 - train - INFO - step: 000433 - done (%): 86.6 - loss: 1.445 - lr: 2.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 4280.3 - ETA: >2024-05-25 21:31:04
+2024-05-25 21:22:37 (UTC) - 0:56:27 - train - INFO - step: 000434 - done (%): 86.8 - loss: 1.702 - lr: 2.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5556.5 - avg_words_per_second: 4282.6 - ETA: >2024-05-25 21:31:02
+2024-05-25 21:22:43 (UTC) - 0:56:33 - train - INFO - step: 000435 - done (%): 87.0 - loss: 1.175 - lr: 2.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5544.1 - avg_words_per_second: 4284.8 - ETA: >2024-05-25 21:31:00
+2024-05-25 21:22:49 (UTC) - 0:56:38 - train - INFO - step: 000436 - done (%): 87.2 - loss: 1.380 - lr: 2.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.2 - avg_words_per_second: 4287.1 - ETA: >2024-05-25 21:30:58
+2024-05-25 21:22:55 (UTC) - 0:56:44 - train - INFO - step: 000437 - done (%): 87.4 - loss: 1.259 - lr: 2.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5557.1 - avg_words_per_second: 4289.3 - ETA: >2024-05-25 21:30:56
+2024-05-25 21:23:01 (UTC) - 0:56:50 - train - INFO - step: 000438 - done (%): 87.6 - loss: 1.151 - lr: 2.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.9 - avg_words_per_second: 4291.6 - ETA: >2024-05-25 21:30:54
+2024-05-25 21:23:07 (UTC) - 0:56:56 - train - INFO - step: 000439 - done (%): 87.8 - loss: 1.077 - lr: 2.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.8 - avg_words_per_second: 4293.8 - ETA: >2024-05-25 21:30:52
+2024-05-25 21:23:13 (UTC) - 0:57:02 - train - INFO - step: 000440 - done (%): 88.0 - loss: 1.969 - lr: 2.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5578.2 - avg_words_per_second: 4296.0 - ETA: >2024-05-25 21:30:50
+2024-05-25 21:23:19 (UTC) - 0:57:08 - train - INFO - step: 000441 - done (%): 88.2 - loss: 1.357 - lr: 2.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.6 - avg_words_per_second: 4298.3 - ETA: >2024-05-25 21:30:48
+2024-05-25 21:23:25 (UTC) - 0:57:14 - train - INFO - step: 000442 - done (%): 88.4 - loss: 1.482 - lr: 2.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.5 - avg_words_per_second: 4300.5 - ETA: >2024-05-25 21:30:46
+2024-05-25 21:23:30 (UTC) - 0:57:20 - train - INFO - step: 000443 - done (%): 88.6 - loss: 1.274 - lr: 2.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.8 - avg_words_per_second: 4302.7 - ETA: >2024-05-25 21:30:45
+2024-05-25 21:23:36 (UTC) - 0:57:26 - train - INFO - step: 000444 - done (%): 88.8 - loss: 1.471 - lr: 2.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5565.4 - avg_words_per_second: 4304.9 - ETA: >2024-05-25 21:30:43
+2024-05-25 21:23:42 (UTC) - 0:57:31 - train - INFO - step: 000445 - done (%): 89.0 - loss: 1.376 - lr: 2.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5540.5 - avg_words_per_second: 4307.0 - ETA: >2024-05-25 21:30:41
+2024-05-25 21:23:48 (UTC) - 0:57:37 - train - INFO - step: 000446 - done (%): 89.2 - loss: 1.420 - lr: 1.9e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5550.4 - avg_words_per_second: 4309.2 - ETA: >2024-05-25 21:30:39
+2024-05-25 21:23:54 (UTC) - 0:57:43 - train - INFO - step: 000447 - done (%): 89.4 - loss: 1.428 - lr: 1.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5553.4 - avg_words_per_second: 4311.4 - ETA: >2024-05-25 21:30:37
+2024-05-25 21:24:00 (UTC) - 0:57:49 - train - INFO - step: 000448 - done (%): 89.6 - loss: 0.929 - lr: 1.8e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.9 - avg_words_per_second: 4313.5 - ETA: >2024-05-25 21:30:35
+2024-05-25 21:24:06 (UTC) - 0:57:55 - train - INFO - step: 000449 - done (%): 89.8 - loss: 1.685 - lr: 1.7e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5576.2 - avg_words_per_second: 4315.7 - ETA: >2024-05-25 21:30:33
+2024-05-25 21:24:12 (UTC) - 0:58:01 - train - INFO - step: 000450 - done (%): 90.0 - loss: 1.786 - lr: 1.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.3 - avg_words_per_second: 4317.9 - ETA: >2024-05-25 21:30:31
+2024-05-25 21:24:18 (UTC) - 0:58:07 - train - INFO - step: 000451 - done (%): 90.2 - loss: 1.615 - lr: 1.6e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5555.9 - avg_words_per_second: 4320.0 - ETA: >2024-05-25 21:30:29
+2024-05-25 21:24:23 (UTC) - 0:58:13 - train - INFO - step: 000452 - done (%): 90.4 - loss: 1.247 - lr: 1.5e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5578.4 - avg_words_per_second: 4322.2 - ETA: >2024-05-25 21:30:27
+2024-05-25 21:24:29 (UTC) - 0:58:19 - train - INFO - step: 000453 - done (%): 90.6 - loss: 1.203 - lr: 1.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5573.7 - avg_words_per_second: 4324.3 - ETA: >2024-05-25 21:30:25
+2024-05-25 21:24:35 (UTC) - 0:58:24 - train - INFO - step: 000454 - done (%): 90.8 - loss: 1.403 - lr: 1.4e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5538.6 - avg_words_per_second: 4326.4 - ETA: >2024-05-25 21:30:24
+2024-05-25 21:24:41 (UTC) - 0:58:30 - train - INFO - step: 000455 - done (%): 91.0 - loss: 1.454 - lr: 1.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.6 - avg_words_per_second: 4328.5 - ETA: >2024-05-25 21:30:22
+2024-05-25 21:24:47 (UTC) - 0:58:36 - train - INFO - step: 000456 - done (%): 91.2 - loss: 1.674 - lr: 1.3e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.4 - avg_words_per_second: 4330.6 - ETA: >2024-05-25 21:30:20
+2024-05-25 21:24:53 (UTC) - 0:58:42 - train - INFO - step: 000457 - done (%): 91.4 - loss: 1.291 - lr: 1.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.9 - avg_words_per_second: 4332.7 - ETA: >2024-05-25 21:30:18
+2024-05-25 21:24:59 (UTC) - 0:58:48 - train - INFO - step: 000458 - done (%): 91.6 - loss: 1.797 - lr: 1.2e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5538.6 - avg_words_per_second: 4334.8 - ETA: >2024-05-25 21:30:16
+2024-05-25 21:25:05 (UTC) - 0:58:54 - train - INFO - step: 000459 - done (%): 91.8 - loss: 1.606 - lr: 1.1e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.0 - avg_words_per_second: 4336.9 - ETA: >2024-05-25 21:30:14
+2024-05-25 21:25:11 (UTC) - 0:59:00 - train - INFO - step: 000460 - done (%): 92.0 - loss: 1.683 - lr: 1.0e-06 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.1 - avg_words_per_second: 4339.0 - ETA: >2024-05-25 21:30:13
+2024-05-25 21:25:16 (UTC) - 0:59:06 - train - INFO - step: 000461 - done (%): 92.2 - loss: 1.364 - lr: 9.9e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5576.6 - avg_words_per_second: 4341.1 - ETA: >2024-05-25 21:30:11
+2024-05-25 21:25:22 (UTC) - 0:59:12 - train - INFO - step: 000462 - done (%): 92.4 - loss: 1.195 - lr: 9.4e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5569.4 - avg_words_per_second: 4343.1 - ETA: >2024-05-25 21:30:09
+2024-05-25 21:25:28 (UTC) - 0:59:18 - train - INFO - step: 000463 - done (%): 92.6 - loss: 1.541 - lr: 8.9e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.3 - avg_words_per_second: 4345.2 - ETA: >2024-05-25 21:30:07
+2024-05-25 21:25:34 (UTC) - 0:59:23 - train - INFO - step: 000464 - done (%): 92.8 - loss: 1.235 - lr: 8.5e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5562.7 - avg_words_per_second: 4347.2 - ETA: >2024-05-25 21:30:05
+2024-05-25 21:25:40 (UTC) - 0:59:29 - train - INFO - step: 000465 - done (%): 93.0 - loss: 1.211 - lr: 8.0e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.0 - avg_words_per_second: 4349.3 - ETA: >2024-05-25 21:30:04
+2024-05-25 21:25:46 (UTC) - 0:59:35 - train - INFO - step: 000466 - done (%): 93.2 - loss: 1.984 - lr: 7.6e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.9 - avg_words_per_second: 4351.3 - ETA: >2024-05-25 21:30:02
+2024-05-25 21:25:52 (UTC) - 0:59:41 - train - INFO - step: 000467 - done (%): 93.4 - loss: 1.292 - lr: 7.1e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.1 - avg_words_per_second: 4353.4 - ETA: >2024-05-25 21:30:00
+2024-05-25 21:25:58 (UTC) - 0:59:47 - train - INFO - step: 000468 - done (%): 93.6 - loss: 1.434 - lr: 6.7e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.1 - avg_words_per_second: 4355.4 - ETA: >2024-05-25 21:29:58
+2024-05-25 21:26:04 (UTC) - 0:59:53 - train - INFO - step: 000469 - done (%): 93.8 - loss: 1.580 - lr: 6.3e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5539.1 - avg_words_per_second: 4357.4 - ETA: >2024-05-25 21:29:57
+2024-05-25 21:26:09 (UTC) - 0:59:59 - train - INFO - step: 000470 - done (%): 94.0 - loss: 2.000 - lr: 5.9e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.1 - avg_words_per_second: 4359.4 - ETA: >2024-05-25 21:29:55
+2024-05-25 21:26:28 (UTC) - 1:00:17 - train - INFO - step: 000471 - done (%): 94.2 - loss: 1.639 - lr: 5.5e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 1804.3 - avg_words_per_second: 4346.3 - ETA: >2024-05-25 21:30:06
+2024-05-25 21:26:33 (UTC) - 1:00:23 - train - INFO - step: 000472 - done (%): 94.4 - loss: 1.678 - lr: 5.1e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5620.5 - avg_words_per_second: 4348.4 - ETA: >2024-05-25 21:30:04
+2024-05-25 21:26:39 (UTC) - 1:00:29 - train - INFO - step: 000473 - done (%): 94.6 - loss: 1.519 - lr: 4.8e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5605.5 - avg_words_per_second: 4350.5 - ETA: >2024-05-25 21:30:03
+2024-05-25 21:26:45 (UTC) - 1:00:34 - train - INFO - step: 000474 - done (%): 94.8 - loss: 1.470 - lr: 4.4e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.5 - avg_words_per_second: 4352.5 - ETA: >2024-05-25 21:30:01
+2024-05-25 21:26:51 (UTC) - 1:00:40 - train - INFO - step: 000475 - done (%): 95.0 - loss: 1.381 - lr: 4.1e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5584.5 - avg_words_per_second: 4354.5 - ETA: >2024-05-25 21:29:59
+2024-05-25 21:26:57 (UTC) - 1:00:46 - train - INFO - step: 000476 - done (%): 95.2 - loss: 0.867 - lr: 3.8e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.6 - avg_words_per_second: 4356.5 - ETA: >2024-05-25 21:29:57
+2024-05-25 21:27:03 (UTC) - 1:00:52 - train - INFO - step: 000477 - done (%): 95.4 - loss: 1.500 - lr: 3.5e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.3 - avg_words_per_second: 4358.5 - ETA: >2024-05-25 21:29:56
+2024-05-25 21:27:09 (UTC) - 1:00:58 - train - INFO - step: 000478 - done (%): 95.6 - loss: 1.657 - lr: 3.2e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5575.2 - avg_words_per_second: 4360.5 - ETA: >2024-05-25 21:29:54
+2024-05-25 21:27:15 (UTC) - 1:01:04 - train - INFO - step: 000479 - done (%): 95.8 - loss: 1.572 - lr: 2.9e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.7 - avg_words_per_second: 4362.5 - ETA: >2024-05-25 21:29:52
+2024-05-25 21:27:21 (UTC) - 1:01:10 - train - INFO - step: 000480 - done (%): 96.0 - loss: 1.540 - lr: 2.6e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.1 - avg_words_per_second: 4364.4 - ETA: >2024-05-25 21:29:51
+2024-05-25 21:27:26 (UTC) - 1:01:16 - train - INFO - step: 000481 - done (%): 96.2 - loss: 1.518 - lr: 2.4e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5576.8 - avg_words_per_second: 4366.4 - ETA: >2024-05-25 21:29:49
+2024-05-25 21:27:32 (UTC) - 1:01:22 - train - INFO - step: 000482 - done (%): 96.4 - loss: 1.756 - lr: 2.1e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.7 - avg_words_per_second: 4368.4 - ETA: >2024-05-25 21:29:47
+2024-05-25 21:27:38 (UTC) - 1:01:27 - train - INFO - step: 000483 - done (%): 96.6 - loss: 1.598 - lr: 1.9e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5563.8 - avg_words_per_second: 4370.3 - ETA: >2024-05-25 21:29:46
+2024-05-25 21:27:44 (UTC) - 1:01:33 - train - INFO - step: 000484 - done (%): 96.8 - loss: 1.527 - lr: 1.7e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5542.3 - avg_words_per_second: 4372.2 - ETA: >2024-05-25 21:29:44
+2024-05-25 21:27:50 (UTC) - 1:01:39 - train - INFO - step: 000485 - done (%): 97.0 - loss: 1.523 - lr: 1.5e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5566.4 - avg_words_per_second: 4374.1 - ETA: >2024-05-25 21:29:42
+2024-05-25 21:27:56 (UTC) - 1:01:45 - train - INFO - step: 000486 - done (%): 97.2 - loss: 0.878 - lr: 1.3e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5542.9 - avg_words_per_second: 4376.0 - ETA: >2024-05-25 21:29:41
+2024-05-25 21:28:02 (UTC) - 1:01:51 - train - INFO - step: 000487 - done (%): 97.4 - loss: 1.266 - lr: 1.1e-07 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5541.1 - avg_words_per_second: 4377.9 - ETA: >2024-05-25 21:29:39
+2024-05-25 21:28:08 (UTC) - 1:01:57 - train - INFO - step: 000488 - done (%): 97.6 - loss: 1.403 - lr: 9.5e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5568.3 - avg_words_per_second: 4379.8 - ETA: >2024-05-25 21:29:37
+2024-05-25 21:28:14 (UTC) - 1:02:03 - train - INFO - step: 000489 - done (%): 97.8 - loss: 1.650 - lr: 8.0e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5559.6 - avg_words_per_second: 4381.8 - ETA: >2024-05-25 21:29:36
+2024-05-25 21:28:19 (UTC) - 1:02:09 - train - INFO - step: 000490 - done (%): 98.0 - loss: 1.745 - lr: 6.6e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5561.4 - avg_words_per_second: 4383.6 - ETA: >2024-05-25 21:29:34
+2024-05-25 21:28:25 (UTC) - 1:02:15 - train - INFO - step: 000491 - done (%): 98.2 - loss: 1.479 - lr: 5.3e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5567.4 - avg_words_per_second: 4385.5 - ETA: >2024-05-25 21:29:33
+2024-05-25 21:28:31 (UTC) - 1:02:21 - train - INFO - step: 000492 - done (%): 98.4 - loss: 1.589 - lr: 4.2e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5532.8 - avg_words_per_second: 4387.4 - ETA: >2024-05-25 21:29:31
+2024-05-25 21:28:37 (UTC) - 1:02:26 - train - INFO - step: 000493 - done (%): 98.6 - loss: 1.433 - lr: 3.2e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5560.1 - avg_words_per_second: 4389.3 - ETA: >2024-05-25 21:29:29
+2024-05-25 21:28:43 (UTC) - 1:02:32 - train - INFO - step: 000494 - done (%): 98.8 - loss: 1.396 - lr: 2.4e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5571.3 - avg_words_per_second: 4391.2 - ETA: >2024-05-25 21:29:28
+2024-05-25 21:28:49 (UTC) - 1:02:38 - train - INFO - step: 000495 - done (%): 99.0 - loss: 1.495 - lr: 1.7e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.7 - avg_words_per_second: 4393.0 - ETA: >2024-05-25 21:29:26
+2024-05-25 21:28:55 (UTC) - 1:02:44 - train - INFO - step: 000496 - done (%): 99.2 - loss: 1.840 - lr: 1.1e-08 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5564.2 - avg_words_per_second: 4394.9 - ETA: >2024-05-25 21:29:25
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+2024-05-25 21:29:18 (UTC) - 1:03:08 - train - INFO - step: 000500 - done (%): 100.0 - loss: 1.423 - lr: 2.4e-10 - peak_alloc_mem (GB): 47.0 - alloc_mem (GB): 20.1 - words_per_second: 5570.5 - avg_words_per_second: 4402.3 - ETA: >2024-05-25 21:29:18
+2024-05-25 21:29:18 (UTC) - 1:03:08 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runs2/checkpoints/checkpoint_000500/consolidated using tmp name: tmp.consolidated
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+2024-05-25 21:29:34 (UTC) - 1:03:23 - checkpointing - INFO - Done!
+2024-05-25 21:29:34 (UTC) - 1:03:23 - train - INFO - done!
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\ No newline at end of file
diff --git a/runs2/wandb/run-20240525_202613-sapihyp4/files/requirements.txt b/runs2/wandb/run-20240525_202613-sapihyp4/files/requirements.txt
new file mode 100644
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diff --git a/runs2/wandb/run-20240525_202613-sapihyp4/logs/debug.log b/runs2/wandb/run-20240525_202613-sapihyp4/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..7dd627cd8044666ffd183d97ef8b54745d99f79d
--- /dev/null
+++ b/runs2/wandb/run-20240525_202613-sapihyp4/logs/debug.log
@@ -0,0 +1,36 @@
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+ project: CHEMISTral7b-ft
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+ value: /root/mistral-finetune/runseed42
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+2024-05-25 23:50:51 (UTC) - 0:00:04 - finetune.wrapped_model - INFO - Sharding model over 1 GPUs ...
+2024-05-25 23:50:52 (UTC) - 0:00:06 - finetune.wrapped_model - INFO - Model sharded!
+2024-05-25 23:50:52 (UTC) - 0:00:06 - finetune.wrapped_model - INFO - 167,772,160 out of 7,415,795,712 parameter are finetuned (2.26%).
+2024-05-25 23:50:52 (UTC) - 0:00:06 - dataset - INFO - Loading /root/data/mol_instructions_train.jsonl ...
+2024-05-26 00:03:09 (UTC) - 0:12:22 - dataset - INFO - /root/data/mol_instructions_train.jsonl loaded and tokenized.
+2024-05-26 00:03:09 (UTC) - 0:12:23 - dataset - INFO - Shuffling /root/data/mol_instructions_train.jsonl ...
+2024-05-26 00:03:21 (UTC) - 0:12:35 - train - INFO - step: 000001 - done (%): 0.2 - loss: 2.090 - lr: 2.4e-06 - peak_alloc_mem (GB): 63.6 - alloc_mem (GB): 24.1 - words_per_second: 87.6 - avg_words_per_second: 87.6 - ETA: >2024-05-30 07:48:37
+2024-05-26 00:03:32 (UTC) - 0:12:46 - train - INFO - step: 000002 - done (%): 0.4 - loss: 2.525 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5626.7 - avg_words_per_second: 172.4 - ETA: >2024-05-28 04:38:16
+2024-05-26 00:03:44 (UTC) - 0:12:58 - train - INFO - step: 000003 - done (%): 0.6 - loss: 2.150 - lr: 3.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5601.0 - avg_words_per_second: 254.7 - ETA: >2024-05-27 11:34:58
+2024-05-26 00:03:56 (UTC) - 0:13:10 - train - INFO - step: 000004 - done (%): 0.8 - loss: 2.035 - lr: 4.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.6 - avg_words_per_second: 334.5 - ETA: >2024-05-27 03:03:39
+2024-05-26 00:04:08 (UTC) - 0:13:22 - train - INFO - step: 000005 - done (%): 1.0 - loss: 2.400 - lr: 6.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5562.4 - avg_words_per_second: 411.9 - ETA: >2024-05-26 21:56:44
+2024-05-26 00:04:20 (UTC) - 0:13:33 - train - INFO - step: 000006 - done (%): 1.2 - loss: 2.155 - lr: 8.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5558.3 - avg_words_per_second: 487.1 - ETA: >2024-05-26 18:32:08
+2024-05-26 00:04:31 (UTC) - 0:13:45 - train - INFO - step: 000007 - done (%): 1.4 - loss: 2.195 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.6 - avg_words_per_second: 560.0 - ETA: >2024-05-26 16:06:02
+2024-05-26 00:04:43 (UTC) - 0:13:57 - train - INFO - step: 000008 - done (%): 1.6 - loss: 2.157 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.7 - avg_words_per_second: 631.0 - ETA: >2024-05-26 14:16:27
+2024-05-26 00:04:55 (UTC) - 0:14:09 - train - INFO - step: 000009 - done (%): 1.8 - loss: 1.996 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.3 - avg_words_per_second: 699.9 - ETA: >2024-05-26 12:51:13
+2024-05-26 00:05:07 (UTC) - 0:14:21 - train - INFO - step: 000010 - done (%): 2.0 - loss: 2.043 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.9 - avg_words_per_second: 766.9 - ETA: >2024-05-26 11:43:03
+2024-05-26 00:05:19 (UTC) - 0:14:32 - train - INFO - step: 000011 - done (%): 2.2 - loss: 2.070 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 832.0 - ETA: >2024-05-26 10:47:16
+2024-05-26 00:05:31 (UTC) - 0:14:44 - train - INFO - step: 000012 - done (%): 2.4 - loss: 2.052 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.7 - avg_words_per_second: 895.4 - ETA: >2024-05-26 10:00:47
+2024-05-26 00:05:42 (UTC) - 0:14:56 - train - INFO - step: 000013 - done (%): 2.6 - loss: 1.819 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 957.1 - ETA: >2024-05-26 09:21:28
+2024-05-26 00:05:54 (UTC) - 0:15:08 - train - INFO - step: 000014 - done (%): 2.8 - loss: 1.946 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.4 - avg_words_per_second: 1017.3 - ETA: >2024-05-26 08:47:44
+2024-05-26 00:06:06 (UTC) - 0:15:20 - train - INFO - step: 000015 - done (%): 3.0 - loss: 1.783 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.3 - avg_words_per_second: 1075.8 - ETA: >2024-05-26 08:18:31
+2024-05-26 00:06:18 (UTC) - 0:15:32 - train - INFO - step: 000016 - done (%): 3.2 - loss: 2.223 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.7 - avg_words_per_second: 1132.9 - ETA: >2024-05-26 07:52:57
+2024-05-26 00:06:30 (UTC) - 0:15:43 - train - INFO - step: 000017 - done (%): 3.4 - loss: 1.454 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.5 - avg_words_per_second: 1188.5 - ETA: >2024-05-26 07:30:23
+2024-05-26 00:06:41 (UTC) - 0:15:55 - train - INFO - step: 000018 - done (%): 3.6 - loss: 1.598 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 1242.7 - ETA: >2024-05-26 07:10:20
+2024-05-26 00:06:53 (UTC) - 0:16:07 - train - INFO - step: 000019 - done (%): 3.8 - loss: 1.439 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 1295.6 - ETA: >2024-05-26 06:52:24
+2024-05-26 00:07:05 (UTC) - 0:16:19 - train - INFO - step: 000020 - done (%): 4.0 - loss: 2.101 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.6 - avg_words_per_second: 1347.2 - ETA: >2024-05-26 06:36:15
+2024-05-26 00:07:17 (UTC) - 0:16:31 - train - INFO - step: 000021 - done (%): 4.2 - loss: 1.872 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.5 - avg_words_per_second: 1397.6 - ETA: >2024-05-26 06:21:39
+2024-05-26 00:07:29 (UTC) - 0:16:43 - train - INFO - step: 000022 - done (%): 4.4 - loss: 1.591 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 1446.7 - ETA: >2024-05-26 06:08:22
+2024-05-26 00:07:41 (UTC) - 0:16:54 - train - INFO - step: 000023 - done (%): 4.6 - loss: 1.609 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.0 - avg_words_per_second: 1494.8 - ETA: >2024-05-26 05:56:14
+2024-05-26 00:07:53 (UTC) - 0:17:06 - train - INFO - step: 000024 - done (%): 4.8 - loss: 1.945 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.5 - avg_words_per_second: 1541.7 - ETA: >2024-05-26 05:45:07
+2024-05-26 00:08:04 (UTC) - 0:17:18 - train - INFO - step: 000025 - done (%): 5.0 - loss: 1.901 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.0 - avg_words_per_second: 1587.5 - ETA: >2024-05-26 05:34:54
+2024-05-26 00:08:16 (UTC) - 0:17:30 - train - INFO - step: 000026 - done (%): 5.2 - loss: 2.050 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 1632.3 - ETA: >2024-05-26 05:25:27
+2024-05-26 00:08:28 (UTC) - 0:17:42 - train - INFO - step: 000027 - done (%): 5.4 - loss: 1.350 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 1676.0 - ETA: >2024-05-26 05:16:43
+2024-05-26 00:08:40 (UTC) - 0:17:54 - train - INFO - step: 000028 - done (%): 5.6 - loss: 1.784 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.0 - avg_words_per_second: 1718.8 - ETA: >2024-05-26 05:08:36
+2024-05-26 00:08:52 (UTC) - 0:18:06 - train - INFO - step: 000029 - done (%): 5.8 - loss: 1.621 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 1760.6 - ETA: >2024-05-26 05:01:04
+2024-05-26 00:09:04 (UTC) - 0:18:17 - train - INFO - step: 000030 - done (%): 6.0 - loss: 1.400 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 1801.6 - ETA: >2024-05-26 04:54:00
+2024-05-26 00:09:15 (UTC) - 0:18:29 - train - INFO - step: 000031 - done (%): 6.2 - loss: 1.431 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.8 - avg_words_per_second: 1841.7 - ETA: >2024-05-26 04:47:24
+2024-05-26 00:09:27 (UTC) - 0:18:41 - train - INFO - step: 000032 - done (%): 6.4 - loss: 1.534 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.6 - avg_words_per_second: 1880.9 - ETA: >2024-05-26 04:41:14
+2024-05-26 00:09:39 (UTC) - 0:18:53 - train - INFO - step: 000033 - done (%): 6.6 - loss: 1.723 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.1 - avg_words_per_second: 1919.3 - ETA: >2024-05-26 04:35:25
+2024-05-26 00:09:51 (UTC) - 0:19:05 - train - INFO - step: 000034 - done (%): 6.8 - loss: 1.715 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 1956.9 - ETA: >2024-05-26 04:29:57
+2024-05-26 00:10:03 (UTC) - 0:19:17 - train - INFO - step: 000035 - done (%): 7.0 - loss: 1.494 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.6 - avg_words_per_second: 1993.7 - ETA: >2024-05-26 04:24:48
+2024-05-26 00:10:15 (UTC) - 0:19:28 - train - INFO - step: 000036 - done (%): 7.2 - loss: 1.710 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 2029.8 - ETA: >2024-05-26 04:19:56
+2024-05-26 00:10:26 (UTC) - 0:19:40 - train - INFO - step: 000037 - done (%): 7.4 - loss: 1.554 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.5 - avg_words_per_second: 2065.1 - ETA: >2024-05-26 04:15:20
+2024-05-26 00:10:38 (UTC) - 0:19:52 - train - INFO - step: 000038 - done (%): 7.6 - loss: 1.769 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 2099.8 - ETA: >2024-05-26 04:10:58
+2024-05-26 00:10:50 (UTC) - 0:20:04 - train - INFO - step: 000039 - done (%): 7.8 - loss: 1.611 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.0 - avg_words_per_second: 2133.7 - ETA: >2024-05-26 04:06:50
+2024-05-26 00:11:02 (UTC) - 0:20:16 - train - INFO - step: 000040 - done (%): 8.0 - loss: 1.663 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.1 - avg_words_per_second: 2167.0 - ETA: >2024-05-26 04:02:54
+2024-05-26 00:11:14 (UTC) - 0:20:28 - train - INFO - step: 000041 - done (%): 8.2 - loss: 1.559 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 2199.6 - ETA: >2024-05-26 03:59:09
+2024-05-26 00:11:26 (UTC) - 0:20:39 - train - INFO - step: 000042 - done (%): 8.4 - loss: 1.639 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.1 - avg_words_per_second: 2231.7 - ETA: >2024-05-26 03:55:35
+2024-05-26 00:11:38 (UTC) - 0:20:51 - train - INFO - step: 000043 - done (%): 8.6 - loss: 1.850 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.2 - avg_words_per_second: 2263.1 - ETA: >2024-05-26 03:52:12
+2024-05-26 00:11:49 (UTC) - 0:21:03 - train - INFO - step: 000044 - done (%): 8.8 - loss: 1.619 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 2293.9 - ETA: >2024-05-26 03:48:57
+2024-05-26 00:12:01 (UTC) - 0:21:15 - train - INFO - step: 000045 - done (%): 9.0 - loss: 1.700 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.2 - avg_words_per_second: 2324.1 - ETA: >2024-05-26 03:45:52
+2024-05-26 00:12:13 (UTC) - 0:21:27 - train - INFO - step: 000046 - done (%): 9.2 - loss: 1.773 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.1 - avg_words_per_second: 2353.8 - ETA: >2024-05-26 03:42:53
+2024-05-26 00:12:25 (UTC) - 0:21:39 - train - INFO - step: 000047 - done (%): 9.4 - loss: 1.604 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 2382.9 - ETA: >2024-05-26 03:40:03
+2024-05-26 00:12:37 (UTC) - 0:21:51 - train - INFO - step: 000048 - done (%): 9.6 - loss: 1.581 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 2411.6 - ETA: >2024-05-26 03:37:20
+2024-05-26 00:12:49 (UTC) - 0:22:02 - train - INFO - step: 000049 - done (%): 9.8 - loss: 1.434 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.8 - avg_words_per_second: 2439.7 - ETA: >2024-05-26 03:34:43
+2024-05-26 00:13:00 (UTC) - 0:22:14 - train - INFO - step: 000050 - done (%): 10.0 - loss: 1.450 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 2467.3 - ETA: >2024-05-26 03:32:13
+2024-05-26 00:13:12 (UTC) - 0:22:26 - train - INFO - step: 000051 - done (%): 10.2 - loss: 1.510 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.0 - avg_words_per_second: 2494.5 - ETA: >2024-05-26 03:29:49
+2024-05-26 00:13:24 (UTC) - 0:22:38 - train - INFO - step: 000052 - done (%): 10.4 - loss: 1.722 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.6 - avg_words_per_second: 2521.1 - ETA: >2024-05-26 03:27:30
+2024-05-26 00:13:36 (UTC) - 0:22:50 - train - INFO - step: 000053 - done (%): 10.6 - loss: 1.703 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.9 - avg_words_per_second: 2547.3 - ETA: >2024-05-26 03:25:16
+2024-05-26 00:13:48 (UTC) - 0:23:01 - train - INFO - step: 000054 - done (%): 10.8 - loss: 1.792 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.3 - avg_words_per_second: 2573.1 - ETA: >2024-05-26 03:23:07
+2024-05-26 00:14:00 (UTC) - 0:23:13 - train - INFO - step: 000055 - done (%): 11.0 - loss: 1.615 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 2598.3 - ETA: >2024-05-26 03:21:04
+2024-05-26 00:14:11 (UTC) - 0:23:25 - train - INFO - step: 000056 - done (%): 11.2 - loss: 1.494 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.5 - avg_words_per_second: 2623.1 - ETA: >2024-05-26 03:19:04
+2024-05-26 00:14:23 (UTC) - 0:23:37 - train - INFO - step: 000057 - done (%): 11.4 - loss: 1.449 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5551.9 - avg_words_per_second: 2647.6 - ETA: >2024-05-26 03:17:09
+2024-05-26 00:14:35 (UTC) - 0:23:49 - train - INFO - step: 000058 - done (%): 11.6 - loss: 1.831 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 2671.6 - ETA: >2024-05-26 03:15:17
+2024-05-26 00:14:47 (UTC) - 0:24:01 - train - INFO - step: 000059 - done (%): 11.8 - loss: 1.814 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.6 - avg_words_per_second: 2695.2 - ETA: >2024-05-26 03:13:30
+2024-05-26 00:14:59 (UTC) - 0:24:13 - train - INFO - step: 000060 - done (%): 12.0 - loss: 1.513 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.7 - avg_words_per_second: 2718.5 - ETA: >2024-05-26 03:11:46
+2024-05-26 00:15:11 (UTC) - 0:24:24 - train - INFO - step: 000061 - done (%): 12.2 - loss: 1.517 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.4 - avg_words_per_second: 2741.4 - ETA: >2024-05-26 03:10:05
+2024-05-26 00:15:22 (UTC) - 0:24:36 - train - INFO - step: 000062 - done (%): 12.4 - loss: 1.602 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.1 - avg_words_per_second: 2763.9 - ETA: >2024-05-26 03:08:28
+2024-05-26 00:15:34 (UTC) - 0:24:48 - train - INFO - step: 000063 - done (%): 12.6 - loss: 1.462 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.8 - avg_words_per_second: 2786.0 - ETA: >2024-05-26 03:06:54
+2024-05-26 00:15:46 (UTC) - 0:25:00 - train - INFO - step: 000064 - done (%): 12.8 - loss: 1.792 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.3 - avg_words_per_second: 2807.8 - ETA: >2024-05-26 03:05:23
+2024-05-26 00:15:58 (UTC) - 0:25:12 - train - INFO - step: 000065 - done (%): 13.0 - loss: 1.539 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.5 - avg_words_per_second: 2829.2 - ETA: >2024-05-26 03:03:54
+2024-05-26 00:16:10 (UTC) - 0:25:24 - train - INFO - step: 000066 - done (%): 13.2 - loss: 1.535 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 2850.3 - ETA: >2024-05-26 03:02:28
+2024-05-26 00:16:22 (UTC) - 0:25:35 - train - INFO - step: 000067 - done (%): 13.4 - loss: 1.552 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.1 - avg_words_per_second: 2871.2 - ETA: >2024-05-26 03:01:05
+2024-05-26 00:16:33 (UTC) - 0:25:47 - train - INFO - step: 000068 - done (%): 13.6 - loss: 1.508 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.5 - avg_words_per_second: 2891.7 - ETA: >2024-05-26 02:59:44
+2024-05-26 00:16:45 (UTC) - 0:25:59 - train - INFO - step: 000069 - done (%): 13.8 - loss: 1.681 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.5 - avg_words_per_second: 2911.8 - ETA: >2024-05-26 02:58:26
+2024-05-26 00:16:57 (UTC) - 0:26:11 - train - INFO - step: 000070 - done (%): 14.0 - loss: 2.025 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.9 - avg_words_per_second: 2931.7 - ETA: >2024-05-26 02:57:09
+2024-05-26 00:17:09 (UTC) - 0:26:23 - train - INFO - step: 000071 - done (%): 14.2 - loss: 1.291 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.8 - avg_words_per_second: 2951.2 - ETA: >2024-05-26 02:55:55
+2024-05-26 00:17:21 (UTC) - 0:26:35 - train - INFO - step: 000072 - done (%): 14.4 - loss: 1.697 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.2 - avg_words_per_second: 2970.5 - ETA: >2024-05-26 02:54:43
+2024-05-26 00:17:33 (UTC) - 0:26:46 - train - INFO - step: 000073 - done (%): 14.6 - loss: 1.223 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5514.2 - avg_words_per_second: 2989.4 - ETA: >2024-05-26 02:53:34
+2024-05-26 00:17:45 (UTC) - 0:26:58 - train - INFO - step: 000074 - done (%): 14.8 - loss: 1.571 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 3008.1 - ETA: >2024-05-26 02:52:26
+2024-05-26 00:17:56 (UTC) - 0:27:10 - train - INFO - step: 000075 - done (%): 15.0 - loss: 1.602 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.8 - avg_words_per_second: 3026.6 - ETA: >2024-05-26 02:51:19
+2024-05-26 00:18:08 (UTC) - 0:27:22 - train - INFO - step: 000076 - done (%): 15.2 - loss: 1.981 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.5 - avg_words_per_second: 3044.8 - ETA: >2024-05-26 02:50:14
+2024-05-26 00:18:20 (UTC) - 0:27:34 - train - INFO - step: 000077 - done (%): 15.4 - loss: 1.573 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 3062.6 - ETA: >2024-05-26 02:49:12
+2024-05-26 00:18:32 (UTC) - 0:27:46 - train - INFO - step: 000078 - done (%): 15.6 - loss: 1.532 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.9 - avg_words_per_second: 3080.3 - ETA: >2024-05-26 02:48:10
+2024-05-26 00:18:44 (UTC) - 0:27:57 - train - INFO - step: 000079 - done (%): 15.8 - loss: 1.504 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.1 - avg_words_per_second: 3097.8 - ETA: >2024-05-26 02:47:10
+2024-05-26 00:18:55 (UTC) - 0:28:09 - train - INFO - step: 000080 - done (%): 16.0 - loss: 1.537 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.1 - avg_words_per_second: 3115.0 - ETA: >2024-05-26 02:46:12
+2024-05-26 00:19:07 (UTC) - 0:28:21 - train - INFO - step: 000081 - done (%): 16.2 - loss: 1.585 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.7 - avg_words_per_second: 3131.9 - ETA: >2024-05-26 02:45:15
+2024-05-26 00:19:19 (UTC) - 0:28:33 - train - INFO - step: 000082 - done (%): 16.4 - loss: 1.595 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 3148.5 - ETA: >2024-05-26 02:44:20
+2024-05-26 00:19:31 (UTC) - 0:28:45 - train - INFO - step: 000083 - done (%): 16.6 - loss: 1.773 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.2 - avg_words_per_second: 3165.0 - ETA: >2024-05-26 02:43:26
+2024-05-26 00:19:43 (UTC) - 0:28:57 - train - INFO - step: 000084 - done (%): 16.8 - loss: 1.526 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 3181.2 - ETA: >2024-05-26 02:42:33
+2024-05-26 00:19:55 (UTC) - 0:29:08 - train - INFO - step: 000085 - done (%): 17.0 - loss: 1.583 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.8 - avg_words_per_second: 3197.2 - ETA: >2024-05-26 02:41:41
+2024-05-26 00:20:07 (UTC) - 0:29:20 - train - INFO - step: 000086 - done (%): 17.2 - loss: 1.361 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.6 - avg_words_per_second: 3213.0 - ETA: >2024-05-26 02:40:51
+2024-05-26 00:20:18 (UTC) - 0:29:32 - train - INFO - step: 000087 - done (%): 17.4 - loss: 1.485 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.7 - avg_words_per_second: 3228.5 - ETA: >2024-05-26 02:40:02
+2024-05-26 00:20:30 (UTC) - 0:29:44 - train - INFO - step: 000088 - done (%): 17.6 - loss: 1.077 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.3 - avg_words_per_second: 3243.9 - ETA: >2024-05-26 02:39:14
+2024-05-26 00:20:42 (UTC) - 0:29:56 - train - INFO - step: 000089 - done (%): 17.8 - loss: 1.551 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 3259.0 - ETA: >2024-05-26 02:38:27
+2024-05-26 00:20:54 (UTC) - 0:30:08 - train - INFO - step: 000090 - done (%): 18.0 - loss: 1.760 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.2 - avg_words_per_second: 3273.9 - ETA: >2024-05-26 02:37:41
+2024-05-26 00:21:06 (UTC) - 0:30:20 - train - INFO - step: 000091 - done (%): 18.2 - loss: 1.317 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5503.0 - avg_words_per_second: 3288.6 - ETA: >2024-05-26 02:36:57
+2024-05-26 00:21:18 (UTC) - 0:30:31 - train - INFO - step: 000092 - done (%): 18.4 - loss: 1.203 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.8 - avg_words_per_second: 3303.1 - ETA: >2024-05-26 02:36:13
+2024-05-26 00:21:30 (UTC) - 0:30:43 - train - INFO - step: 000093 - done (%): 18.6 - loss: 1.776 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5513.3 - avg_words_per_second: 3317.4 - ETA: >2024-05-26 02:35:30
+2024-05-26 00:21:41 (UTC) - 0:30:55 - train - INFO - step: 000094 - done (%): 18.8 - loss: 1.640 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5503.5 - avg_words_per_second: 3331.5 - ETA: >2024-05-26 02:34:48
+2024-05-26 00:21:53 (UTC) - 0:31:07 - train - INFO - step: 000095 - done (%): 19.0 - loss: 1.642 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 3345.5 - ETA: >2024-05-26 02:34:07
+2024-05-26 00:22:05 (UTC) - 0:31:19 - train - INFO - step: 000096 - done (%): 19.2 - loss: 1.535 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.3 - avg_words_per_second: 3359.3 - ETA: >2024-05-26 02:33:27
+2024-05-26 00:22:17 (UTC) - 0:31:31 - train - INFO - step: 000097 - done (%): 19.4 - loss: 1.290 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.5 - avg_words_per_second: 3373.0 - ETA: >2024-05-26 02:32:47
+2024-05-26 00:22:29 (UTC) - 0:31:43 - train - INFO - step: 000098 - done (%): 19.6 - loss: 1.615 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.6 - avg_words_per_second: 3386.5 - ETA: >2024-05-26 02:32:08
+2024-05-26 00:22:41 (UTC) - 0:31:55 - train - INFO - step: 000099 - done (%): 19.8 - loss: 1.716 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 3399.8 - ETA: >2024-05-26 02:31:31
+2024-05-26 00:22:53 (UTC) - 0:32:06 - train - INFO - step: 000100 - done (%): 20.0 - loss: 1.480 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.3 - avg_words_per_second: 3413.0 - ETA: >2024-05-26 02:30:53
+2024-05-26 00:22:53 (UTC) - 0:32:06 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000100/consolidated using tmp name: tmp.consolidated
+2024-05-26 00:23:07 (UTC) - 0:32:21 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000100/consolidated for step: 100
+2024-05-26 00:23:07 (UTC) - 0:32:21 - checkpointing - INFO - Done deleting checkpoints
+2024-05-26 00:23:07 (UTC) - 0:32:21 - checkpointing - INFO - Done!
+2024-05-26 00:23:19 (UTC) - 0:32:33 - train - INFO - step: 000101 - done (%): 20.2 - loss: 1.554 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5597.1 - avg_words_per_second: 3426.2 - ETA: >2024-05-26 02:30:31
+2024-05-26 00:23:31 (UTC) - 0:32:45 - train - INFO - step: 000102 - done (%): 20.4 - loss: 1.171 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5565.9 - avg_words_per_second: 3439.2 - ETA: >2024-05-26 02:29:55
+2024-05-26 00:23:43 (UTC) - 0:32:56 - train - INFO - step: 000103 - done (%): 20.6 - loss: 1.518 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5553.1 - avg_words_per_second: 3451.9 - ETA: >2024-05-26 02:29:20
+2024-05-26 00:23:54 (UTC) - 0:33:08 - train - INFO - step: 000104 - done (%): 20.8 - loss: 1.539 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 3464.5 - ETA: >2024-05-26 02:28:45
+2024-05-26 00:24:06 (UTC) - 0:33:20 - train - INFO - step: 000105 - done (%): 21.0 - loss: 1.385 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 3476.9 - ETA: >2024-05-26 02:28:12
+2024-05-26 00:24:18 (UTC) - 0:33:32 - train - INFO - step: 000106 - done (%): 21.2 - loss: 1.746 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 3489.1 - ETA: >2024-05-26 02:27:39
+2024-05-26 00:24:39 (UTC) - 0:33:53 - train - INFO - step: 000107 - done (%): 21.4 - loss: 1.437 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 3110.4 - avg_words_per_second: 3485.1 - ETA: >2024-05-26 02:27:49
+2024-05-26 00:24:51 (UTC) - 0:34:05 - train - INFO - step: 000108 - done (%): 21.6 - loss: 1.471 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5568.3 - avg_words_per_second: 3497.2 - ETA: >2024-05-26 02:27:17
+2024-05-26 00:25:03 (UTC) - 0:34:17 - train - INFO - step: 000109 - done (%): 21.8 - loss: 1.512 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.4 - avg_words_per_second: 3509.1 - ETA: >2024-05-26 02:26:45
+2024-05-26 00:25:15 (UTC) - 0:34:28 - train - INFO - step: 000110 - done (%): 22.0 - loss: 1.631 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 3520.9 - ETA: >2024-05-26 02:26:14
+2024-05-26 00:25:26 (UTC) - 0:34:40 - train - INFO - step: 000111 - done (%): 22.2 - loss: 1.117 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.3 - avg_words_per_second: 3532.4 - ETA: >2024-05-26 02:25:43
+2024-05-26 00:25:38 (UTC) - 0:34:52 - train - INFO - step: 000112 - done (%): 22.4 - loss: 1.350 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.1 - avg_words_per_second: 3543.9 - ETA: >2024-05-26 02:25:14
+2024-05-26 00:25:50 (UTC) - 0:35:04 - train - INFO - step: 000113 - done (%): 22.6 - loss: 1.663 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.5 - avg_words_per_second: 3555.2 - ETA: >2024-05-26 02:24:44
+2024-05-26 00:26:02 (UTC) - 0:35:16 - train - INFO - step: 000114 - done (%): 22.8 - loss: 1.090 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.3 - avg_words_per_second: 3566.3 - ETA: >2024-05-26 02:24:15
+2024-05-26 00:26:14 (UTC) - 0:35:28 - train - INFO - step: 000115 - done (%): 23.0 - loss: 1.518 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 3577.4 - ETA: >2024-05-26 02:23:47
+2024-05-26 00:26:26 (UTC) - 0:35:39 - train - INFO - step: 000116 - done (%): 23.2 - loss: 1.607 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.6 - avg_words_per_second: 3588.3 - ETA: >2024-05-26 02:23:19
+2024-05-26 00:26:38 (UTC) - 0:35:51 - train - INFO - step: 000117 - done (%): 23.4 - loss: 1.586 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 3599.1 - ETA: >2024-05-26 02:22:51
+2024-05-26 00:26:49 (UTC) - 0:36:03 - train - INFO - step: 000118 - done (%): 23.6 - loss: 1.227 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.2 - avg_words_per_second: 3609.9 - ETA: >2024-05-26 02:22:24
+2024-05-26 00:27:01 (UTC) - 0:36:15 - train - INFO - step: 000119 - done (%): 23.8 - loss: 1.324 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 3620.4 - ETA: >2024-05-26 02:21:58
+2024-05-26 00:27:13 (UTC) - 0:36:27 - train - INFO - step: 000120 - done (%): 24.0 - loss: 1.312 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 3630.9 - ETA: >2024-05-26 02:21:32
+2024-05-26 00:27:25 (UTC) - 0:36:39 - train - INFO - step: 000121 - done (%): 24.2 - loss: 1.222 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.7 - avg_words_per_second: 3641.2 - ETA: >2024-05-26 02:21:06
+2024-05-26 00:27:37 (UTC) - 0:36:51 - train - INFO - step: 000122 - done (%): 24.4 - loss: 1.667 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 3651.5 - ETA: >2024-05-26 02:20:41
+2024-05-26 00:27:49 (UTC) - 0:37:02 - train - INFO - step: 000123 - done (%): 24.6 - loss: 1.595 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.6 - avg_words_per_second: 3661.6 - ETA: >2024-05-26 02:20:16
+2024-05-26 00:28:00 (UTC) - 0:37:14 - train - INFO - step: 000124 - done (%): 24.8 - loss: 1.690 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 3671.6 - ETA: >2024-05-26 02:19:52
+2024-05-26 00:28:12 (UTC) - 0:37:26 - train - INFO - step: 000125 - done (%): 25.0 - loss: 1.671 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.9 - avg_words_per_second: 3681.5 - ETA: >2024-05-26 02:19:28
+2024-05-26 00:28:24 (UTC) - 0:37:38 - train - INFO - step: 000126 - done (%): 25.2 - loss: 1.536 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.0 - avg_words_per_second: 3691.3 - ETA: >2024-05-26 02:19:04
+2024-05-26 00:28:36 (UTC) - 0:37:50 - train - INFO - step: 000127 - done (%): 25.4 - loss: 1.329 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.9 - avg_words_per_second: 3701.0 - ETA: >2024-05-26 02:18:41
+2024-05-26 00:28:48 (UTC) - 0:38:02 - train - INFO - step: 000128 - done (%): 25.6 - loss: 1.250 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.6 - avg_words_per_second: 3710.6 - ETA: >2024-05-26 02:18:18
+2024-05-26 00:29:00 (UTC) - 0:38:13 - train - INFO - step: 000129 - done (%): 25.8 - loss: 1.600 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.3 - avg_words_per_second: 3720.1 - ETA: >2024-05-26 02:17:56
+2024-05-26 00:29:12 (UTC) - 0:38:25 - train - INFO - step: 000130 - done (%): 26.0 - loss: 1.266 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 3729.4 - ETA: >2024-05-26 02:17:33
+2024-05-26 00:29:23 (UTC) - 0:38:37 - train - INFO - step: 000131 - done (%): 26.2 - loss: 1.473 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.3 - avg_words_per_second: 3738.7 - ETA: >2024-05-26 02:17:12
+2024-05-26 00:29:35 (UTC) - 0:38:49 - train - INFO - step: 000132 - done (%): 26.4 - loss: 1.427 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.7 - avg_words_per_second: 3747.9 - ETA: >2024-05-26 02:16:50
+2024-05-26 00:29:47 (UTC) - 0:39:01 - train - INFO - step: 000133 - done (%): 26.6 - loss: 1.402 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 3757.0 - ETA: >2024-05-26 02:16:29
+2024-05-26 00:29:59 (UTC) - 0:39:13 - train - INFO - step: 000134 - done (%): 26.8 - loss: 1.696 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 3766.1 - ETA: >2024-05-26 02:16:08
+2024-05-26 00:30:11 (UTC) - 0:39:25 - train - INFO - step: 000135 - done (%): 27.0 - loss: 1.227 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.3 - avg_words_per_second: 3775.0 - ETA: >2024-05-26 02:15:47
+2024-05-26 00:30:23 (UTC) - 0:39:36 - train - INFO - step: 000136 - done (%): 27.2 - loss: 1.327 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.3 - avg_words_per_second: 3783.8 - ETA: >2024-05-26 02:15:27
+2024-05-26 00:30:35 (UTC) - 0:39:48 - train - INFO - step: 000137 - done (%): 27.4 - loss: 1.671 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 3792.6 - ETA: >2024-05-26 02:15:07
+2024-05-26 00:30:46 (UTC) - 0:40:00 - train - INFO - step: 000138 - done (%): 27.6 - loss: 1.296 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.9 - avg_words_per_second: 3801.2 - ETA: >2024-05-26 02:14:47
+2024-05-26 00:30:58 (UTC) - 0:40:12 - train - INFO - step: 000139 - done (%): 27.8 - loss: 1.329 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.8 - avg_words_per_second: 3809.8 - ETA: >2024-05-26 02:14:28
+2024-05-26 00:31:10 (UTC) - 0:40:24 - train - INFO - step: 000140 - done (%): 28.0 - loss: 1.493 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.1 - avg_words_per_second: 3818.3 - ETA: >2024-05-26 02:14:09
+2024-05-26 00:31:22 (UTC) - 0:40:36 - train - INFO - step: 000141 - done (%): 28.2 - loss: 1.597 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.4 - avg_words_per_second: 3826.7 - ETA: >2024-05-26 02:13:50
+2024-05-26 00:31:34 (UTC) - 0:40:48 - train - INFO - step: 000142 - done (%): 28.4 - loss: 1.711 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 3835.0 - ETA: >2024-05-26 02:13:32
+2024-05-26 00:31:46 (UTC) - 0:40:59 - train - INFO - step: 000143 - done (%): 28.6 - loss: 1.869 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.1 - avg_words_per_second: 3843.2 - ETA: >2024-05-26 02:13:13
+2024-05-26 00:31:57 (UTC) - 0:41:11 - train - INFO - step: 000144 - done (%): 28.8 - loss: 1.810 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.8 - avg_words_per_second: 3851.4 - ETA: >2024-05-26 02:12:55
+2024-05-26 00:32:09 (UTC) - 0:41:23 - train - INFO - step: 000145 - done (%): 29.0 - loss: 1.649 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.3 - avg_words_per_second: 3859.5 - ETA: >2024-05-26 02:12:37
+2024-05-26 00:32:21 (UTC) - 0:41:35 - train - INFO - step: 000146 - done (%): 29.2 - loss: 1.617 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.6 - avg_words_per_second: 3867.5 - ETA: >2024-05-26 02:12:20
+2024-05-26 00:32:33 (UTC) - 0:41:47 - train - INFO - step: 000147 - done (%): 29.4 - loss: 1.807 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.7 - avg_words_per_second: 3875.5 - ETA: >2024-05-26 02:12:02
+2024-05-26 00:32:45 (UTC) - 0:41:59 - train - INFO - step: 000148 - done (%): 29.6 - loss: 1.395 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 3883.3 - ETA: >2024-05-26 02:11:45
+2024-05-26 00:32:57 (UTC) - 0:42:10 - train - INFO - step: 000149 - done (%): 29.8 - loss: 1.686 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.5 - avg_words_per_second: 3891.1 - ETA: >2024-05-26 02:11:28
+2024-05-26 00:33:09 (UTC) - 0:42:22 - train - INFO - step: 000150 - done (%): 30.0 - loss: 1.343 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.4 - avg_words_per_second: 3898.8 - ETA: >2024-05-26 02:11:12
+2024-05-26 00:33:20 (UTC) - 0:42:34 - train - INFO - step: 000151 - done (%): 30.2 - loss: 1.193 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.7 - avg_words_per_second: 3906.5 - ETA: >2024-05-26 02:10:55
+2024-05-26 00:33:32 (UTC) - 0:42:46 - train - INFO - step: 000152 - done (%): 30.4 - loss: 1.519 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 3914.0 - ETA: >2024-05-26 02:10:39
+2024-05-26 00:33:44 (UTC) - 0:42:58 - train - INFO - step: 000153 - done (%): 30.6 - loss: 1.699 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 3921.5 - ETA: >2024-05-26 02:10:23
+2024-05-26 00:33:56 (UTC) - 0:43:10 - train - INFO - step: 000154 - done (%): 30.8 - loss: 1.458 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.6 - avg_words_per_second: 3929.0 - ETA: >2024-05-26 02:10:07
+2024-05-26 00:34:08 (UTC) - 0:43:21 - train - INFO - step: 000155 - done (%): 31.0 - loss: 1.562 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.4 - avg_words_per_second: 3936.4 - ETA: >2024-05-26 02:09:52
+2024-05-26 00:34:20 (UTC) - 0:43:33 - train - INFO - step: 000156 - done (%): 31.2 - loss: 1.637 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 3943.7 - ETA: >2024-05-26 02:09:36
+2024-05-26 00:34:31 (UTC) - 0:43:45 - train - INFO - step: 000157 - done (%): 31.4 - loss: 1.838 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.4 - avg_words_per_second: 3951.0 - ETA: >2024-05-26 02:09:21
+2024-05-26 00:34:43 (UTC) - 0:43:57 - train - INFO - step: 000158 - done (%): 31.6 - loss: 1.625 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.5 - avg_words_per_second: 3958.1 - ETA: >2024-05-26 02:09:06
+2024-05-26 00:34:55 (UTC) - 0:44:09 - train - INFO - step: 000159 - done (%): 31.8 - loss: 1.401 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.4 - avg_words_per_second: 3965.3 - ETA: >2024-05-26 02:08:51
+2024-05-26 00:35:07 (UTC) - 0:44:21 - train - INFO - step: 000160 - done (%): 32.0 - loss: 1.557 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.1 - avg_words_per_second: 3972.3 - ETA: >2024-05-26 02:08:36
+2024-05-26 00:35:19 (UTC) - 0:44:32 - train - INFO - step: 000161 - done (%): 32.2 - loss: 1.336 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.6 - avg_words_per_second: 3979.4 - ETA: >2024-05-26 02:08:22
+2024-05-26 00:35:31 (UTC) - 0:44:44 - train - INFO - step: 000162 - done (%): 32.4 - loss: 1.339 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5506.9 - avg_words_per_second: 3986.2 - ETA: >2024-05-26 02:08:08
+2024-05-26 00:35:42 (UTC) - 0:44:56 - train - INFO - step: 000163 - done (%): 32.6 - loss: 1.278 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.6 - avg_words_per_second: 3993.1 - ETA: >2024-05-26 02:07:53
+2024-05-26 00:35:54 (UTC) - 0:45:08 - train - INFO - step: 000164 - done (%): 32.8 - loss: 1.407 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.5 - avg_words_per_second: 3999.9 - ETA: >2024-05-26 02:07:39
+2024-05-26 00:36:06 (UTC) - 0:45:20 - train - INFO - step: 000165 - done (%): 33.0 - loss: 1.471 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.9 - avg_words_per_second: 4006.6 - ETA: >2024-05-26 02:07:26
+2024-05-26 00:36:18 (UTC) - 0:45:32 - train - INFO - step: 000166 - done (%): 33.2 - loss: 1.556 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.9 - avg_words_per_second: 4013.3 - ETA: >2024-05-26 02:07:12
+2024-05-26 00:36:30 (UTC) - 0:45:44 - train - INFO - step: 000167 - done (%): 33.4 - loss: 1.467 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 4019.9 - ETA: >2024-05-26 02:06:59
+2024-05-26 00:36:42 (UTC) - 0:45:55 - train - INFO - step: 000168 - done (%): 33.6 - loss: 1.508 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5549.7 - avg_words_per_second: 4026.5 - ETA: >2024-05-26 02:06:45
+2024-05-26 00:36:53 (UTC) - 0:46:07 - train - INFO - step: 000169 - done (%): 33.8 - loss: 1.490 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.4 - avg_words_per_second: 4033.0 - ETA: >2024-05-26 02:06:32
+2024-05-26 00:37:05 (UTC) - 0:46:19 - train - INFO - step: 000170 - done (%): 34.0 - loss: 1.482 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.4 - avg_words_per_second: 4039.5 - ETA: >2024-05-26 02:06:19
+2024-05-26 00:37:17 (UTC) - 0:46:31 - train - INFO - step: 000171 - done (%): 34.2 - loss: 1.640 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.0 - avg_words_per_second: 4045.8 - ETA: >2024-05-26 02:06:06
+2024-05-26 00:37:29 (UTC) - 0:46:43 - train - INFO - step: 000172 - done (%): 34.4 - loss: 1.674 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 4052.2 - ETA: >2024-05-26 02:05:54
+2024-05-26 00:37:41 (UTC) - 0:46:55 - train - INFO - step: 000173 - done (%): 34.6 - loss: 1.266 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.1 - avg_words_per_second: 4058.4 - ETA: >2024-05-26 02:05:41
+2024-05-26 00:37:53 (UTC) - 0:47:06 - train - INFO - step: 000174 - done (%): 34.8 - loss: 1.093 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.8 - avg_words_per_second: 4064.7 - ETA: >2024-05-26 02:05:29
+2024-05-26 00:38:04 (UTC) - 0:47:18 - train - INFO - step: 000175 - done (%): 35.0 - loss: 1.337 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5552.2 - avg_words_per_second: 4070.9 - ETA: >2024-05-26 02:05:17
+2024-05-26 00:38:16 (UTC) - 0:47:30 - train - INFO - step: 000176 - done (%): 35.2 - loss: 1.516 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 4077.0 - ETA: >2024-05-26 02:05:04
+2024-05-26 00:38:28 (UTC) - 0:47:42 - train - INFO - step: 000177 - done (%): 35.4 - loss: 1.329 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4083.1 - ETA: >2024-05-26 02:04:52
+2024-05-26 00:38:40 (UTC) - 0:47:54 - train - INFO - step: 000178 - done (%): 35.6 - loss: 1.486 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.8 - avg_words_per_second: 4089.1 - ETA: >2024-05-26 02:04:41
+2024-05-26 00:38:52 (UTC) - 0:48:06 - train - INFO - step: 000179 - done (%): 35.8 - loss: 1.235 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 4095.1 - ETA: >2024-05-26 02:04:29
+2024-05-26 00:39:04 (UTC) - 0:48:17 - train - INFO - step: 000180 - done (%): 36.0 - loss: 1.484 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 4101.0 - ETA: >2024-05-26 02:04:17
+2024-05-26 00:39:15 (UTC) - 0:48:29 - train - INFO - step: 000181 - done (%): 36.2 - loss: 1.627 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.5 - avg_words_per_second: 4106.9 - ETA: >2024-05-26 02:04:06
+2024-05-26 00:39:27 (UTC) - 0:48:41 - train - INFO - step: 000182 - done (%): 36.4 - loss: 1.649 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.8 - avg_words_per_second: 4112.8 - ETA: >2024-05-26 02:03:55
+2024-05-26 00:39:39 (UTC) - 0:48:53 - train - INFO - step: 000183 - done (%): 36.6 - loss: 1.343 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.2 - avg_words_per_second: 4118.6 - ETA: >2024-05-26 02:03:43
+2024-05-26 00:39:51 (UTC) - 0:49:05 - train - INFO - step: 000184 - done (%): 36.8 - loss: 1.782 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.1 - avg_words_per_second: 4124.4 - ETA: >2024-05-26 02:03:32
+2024-05-26 00:40:03 (UTC) - 0:49:17 - train - INFO - step: 000185 - done (%): 37.0 - loss: 1.370 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.3 - avg_words_per_second: 4130.1 - ETA: >2024-05-26 02:03:21
+2024-05-26 00:40:15 (UTC) - 0:49:28 - train - INFO - step: 000186 - done (%): 37.2 - loss: 1.286 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.8 - avg_words_per_second: 4135.7 - ETA: >2024-05-26 02:03:10
+2024-05-26 00:40:27 (UTC) - 0:49:40 - train - INFO - step: 000187 - done (%): 37.4 - loss: 1.611 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.4 - avg_words_per_second: 4141.3 - ETA: >2024-05-26 02:03:00
+2024-05-26 00:40:38 (UTC) - 0:49:52 - train - INFO - step: 000188 - done (%): 37.6 - loss: 1.772 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.1 - avg_words_per_second: 4146.8 - ETA: >2024-05-26 02:02:49
+2024-05-26 00:40:50 (UTC) - 0:50:04 - train - INFO - step: 000189 - done (%): 37.8 - loss: 1.272 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.8 - avg_words_per_second: 4152.3 - ETA: >2024-05-26 02:02:39
+2024-05-26 00:41:02 (UTC) - 0:50:16 - train - INFO - step: 000190 - done (%): 38.0 - loss: 1.009 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.1 - avg_words_per_second: 4157.8 - ETA: >2024-05-26 02:02:28
+2024-05-26 00:41:14 (UTC) - 0:50:28 - train - INFO - step: 000191 - done (%): 38.2 - loss: 1.608 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.1 - avg_words_per_second: 4163.3 - ETA: >2024-05-26 02:02:18
+2024-05-26 00:41:26 (UTC) - 0:50:39 - train - INFO - step: 000192 - done (%): 38.4 - loss: 1.380 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.1 - avg_words_per_second: 4168.7 - ETA: >2024-05-26 02:02:08
+2024-05-26 00:41:37 (UTC) - 0:50:51 - train - INFO - step: 000193 - done (%): 38.6 - loss: 1.528 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.6 - avg_words_per_second: 4174.1 - ETA: >2024-05-26 02:01:58
+2024-05-26 00:41:49 (UTC) - 0:51:03 - train - INFO - step: 000194 - done (%): 38.8 - loss: 1.829 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 4179.4 - ETA: >2024-05-26 02:01:48
+2024-05-26 00:42:01 (UTC) - 0:51:15 - train - INFO - step: 000195 - done (%): 39.0 - loss: 1.123 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 4184.6 - ETA: >2024-05-26 02:01:38
+2024-05-26 00:42:13 (UTC) - 0:51:27 - train - INFO - step: 000196 - done (%): 39.2 - loss: 1.356 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.7 - avg_words_per_second: 4189.8 - ETA: >2024-05-26 02:01:28
+2024-05-26 00:42:25 (UTC) - 0:51:39 - train - INFO - step: 000197 - done (%): 39.4 - loss: 1.651 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 4195.0 - ETA: >2024-05-26 02:01:18
+2024-05-26 00:42:37 (UTC) - 0:51:50 - train - INFO - step: 000198 - done (%): 39.6 - loss: 1.075 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.4 - avg_words_per_second: 4200.2 - ETA: >2024-05-26 02:01:09
+2024-05-26 00:42:49 (UTC) - 0:52:02 - train - INFO - step: 000199 - done (%): 39.8 - loss: 1.475 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.6 - avg_words_per_second: 4205.2 - ETA: >2024-05-26 02:00:59
+2024-05-26 00:43:00 (UTC) - 0:52:14 - train - INFO - step: 000200 - done (%): 40.0 - loss: 1.526 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.2 - avg_words_per_second: 4210.3 - ETA: >2024-05-26 02:00:50
+2024-05-26 00:43:00 (UTC) - 0:52:14 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000200/consolidated using tmp name: tmp.consolidated
+2024-05-26 00:43:15 (UTC) - 0:52:29 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000200/consolidated for step: 200
+2024-05-26 00:43:15 (UTC) - 0:52:29 - checkpointing - INFO - Done deleting checkpoints
+2024-05-26 00:43:15 (UTC) - 0:52:29 - checkpointing - INFO - Done!
+2024-05-26 00:43:27 (UTC) - 0:52:41 - train - INFO - step: 000201 - done (%): 40.2 - loss: 1.479 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5596.2 - avg_words_per_second: 4215.5 - ETA: >2024-05-26 02:00:55
+2024-05-26 00:43:39 (UTC) - 0:52:52 - train - INFO - step: 000202 - done (%): 40.4 - loss: 1.498 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5560.4 - avg_words_per_second: 4220.6 - ETA: >2024-05-26 02:00:46
+2024-05-26 00:43:50 (UTC) - 0:53:04 - train - INFO - step: 000203 - done (%): 40.6 - loss: 1.203 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5556.1 - avg_words_per_second: 4225.6 - ETA: >2024-05-26 02:00:37
+2024-05-26 00:44:02 (UTC) - 0:53:16 - train - INFO - step: 000204 - done (%): 40.8 - loss: 1.898 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.9 - avg_words_per_second: 4230.5 - ETA: >2024-05-26 02:00:28
+2024-05-26 00:44:14 (UTC) - 0:53:28 - train - INFO - step: 000205 - done (%): 41.0 - loss: 1.568 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.5 - avg_words_per_second: 4235.3 - ETA: >2024-05-26 02:00:19
+2024-05-26 00:44:26 (UTC) - 0:53:40 - train - INFO - step: 000206 - done (%): 41.2 - loss: 1.195 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.9 - avg_words_per_second: 4240.2 - ETA: >2024-05-26 02:00:10
+2024-05-26 00:44:38 (UTC) - 0:53:52 - train - INFO - step: 000207 - done (%): 41.4 - loss: 1.417 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.0 - avg_words_per_second: 4245.0 - ETA: >2024-05-26 02:00:01
+2024-05-26 00:44:50 (UTC) - 0:54:03 - train - INFO - step: 000208 - done (%): 41.6 - loss: 1.491 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.7 - avg_words_per_second: 4249.7 - ETA: >2024-05-26 01:59:53
+2024-05-26 00:45:02 (UTC) - 0:54:15 - train - INFO - step: 000209 - done (%): 41.8 - loss: 1.668 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 4254.5 - ETA: >2024-05-26 01:59:44
+2024-05-26 00:45:13 (UTC) - 0:54:27 - train - INFO - step: 000210 - done (%): 42.0 - loss: 1.931 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.6 - avg_words_per_second: 4259.2 - ETA: >2024-05-26 01:59:36
+2024-05-26 00:45:25 (UTC) - 0:54:39 - train - INFO - step: 000211 - done (%): 42.2 - loss: 1.269 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.9 - avg_words_per_second: 4263.8 - ETA: >2024-05-26 01:59:27
+2024-05-26 00:45:37 (UTC) - 0:54:51 - train - INFO - step: 000212 - done (%): 42.4 - loss: 1.519 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4268.4 - ETA: >2024-05-26 01:59:19
+2024-05-26 00:45:49 (UTC) - 0:55:03 - train - INFO - step: 000213 - done (%): 42.6 - loss: 1.251 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.1 - avg_words_per_second: 4273.0 - ETA: >2024-05-26 01:59:11
+2024-05-26 00:46:01 (UTC) - 0:55:15 - train - INFO - step: 000214 - done (%): 42.8 - loss: 1.433 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.0 - avg_words_per_second: 4277.6 - ETA: >2024-05-26 01:59:03
+2024-05-26 00:46:13 (UTC) - 0:55:26 - train - INFO - step: 000215 - done (%): 43.0 - loss: 1.478 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 4282.1 - ETA: >2024-05-26 01:58:54
+2024-05-26 00:46:24 (UTC) - 0:55:38 - train - INFO - step: 000216 - done (%): 43.2 - loss: 1.644 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 4286.6 - ETA: >2024-05-26 01:58:46
+2024-05-26 00:46:36 (UTC) - 0:55:50 - train - INFO - step: 000217 - done (%): 43.4 - loss: 1.446 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.1 - avg_words_per_second: 4291.0 - ETA: >2024-05-26 01:58:38
+2024-05-26 00:46:48 (UTC) - 0:56:02 - train - INFO - step: 000218 - done (%): 43.6 - loss: 1.675 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4295.4 - ETA: >2024-05-26 01:58:31
+2024-05-26 00:47:00 (UTC) - 0:56:14 - train - INFO - step: 000219 - done (%): 43.8 - loss: 1.320 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 4299.8 - ETA: >2024-05-26 01:58:23
+2024-05-26 00:47:12 (UTC) - 0:56:26 - train - INFO - step: 000220 - done (%): 44.0 - loss: 1.685 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5510.5 - avg_words_per_second: 4304.1 - ETA: >2024-05-26 01:58:15
+2024-05-26 00:47:24 (UTC) - 0:56:37 - train - INFO - step: 000221 - done (%): 44.2 - loss: 1.387 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.3 - avg_words_per_second: 4308.4 - ETA: >2024-05-26 01:58:08
+2024-05-26 00:47:36 (UTC) - 0:56:49 - train - INFO - step: 000222 - done (%): 44.4 - loss: 1.462 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.5 - avg_words_per_second: 4312.7 - ETA: >2024-05-26 01:58:00
+2024-05-26 00:47:47 (UTC) - 0:57:01 - train - INFO - step: 000223 - done (%): 44.6 - loss: 1.636 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.6 - avg_words_per_second: 4317.0 - ETA: >2024-05-26 01:57:53
+2024-05-26 00:47:59 (UTC) - 0:57:13 - train - INFO - step: 000224 - done (%): 44.8 - loss: 1.565 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4321.2 - ETA: >2024-05-26 01:57:45
+2024-05-26 00:48:11 (UTC) - 0:57:25 - train - INFO - step: 000225 - done (%): 45.0 - loss: 1.607 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4325.4 - ETA: >2024-05-26 01:57:38
+2024-05-26 00:48:23 (UTC) - 0:57:37 - train - INFO - step: 000226 - done (%): 45.2 - loss: 1.546 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4329.6 - ETA: >2024-05-26 01:57:30
+2024-05-26 00:48:35 (UTC) - 0:57:49 - train - INFO - step: 000227 - done (%): 45.4 - loss: 1.310 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.1 - avg_words_per_second: 4333.7 - ETA: >2024-05-26 01:57:23
+2024-05-26 00:48:58 (UTC) - 0:58:12 - train - INFO - step: 000228 - done (%): 45.6 - loss: 1.626 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2808.3 - avg_words_per_second: 4323.4 - ETA: >2024-05-26 01:57:41
+2024-05-26 00:49:10 (UTC) - 0:58:24 - train - INFO - step: 000229 - done (%): 45.8 - loss: 1.503 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5571.4 - avg_words_per_second: 4327.6 - ETA: >2024-05-26 01:57:34
+2024-05-26 00:49:22 (UTC) - 0:58:36 - train - INFO - step: 000230 - done (%): 46.0 - loss: 1.609 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.6 - avg_words_per_second: 4331.8 - ETA: >2024-05-26 01:57:27
+2024-05-26 00:49:34 (UTC) - 0:58:47 - train - INFO - step: 000231 - done (%): 46.2 - loss: 1.805 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 4335.9 - ETA: >2024-05-26 01:57:20
+2024-05-26 00:49:45 (UTC) - 0:58:59 - train - INFO - step: 000232 - done (%): 46.4 - loss: 1.419 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 4339.9 - ETA: >2024-05-26 01:57:12
+2024-05-26 00:49:57 (UTC) - 0:59:11 - train - INFO - step: 000233 - done (%): 46.6 - loss: 1.543 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4343.9 - ETA: >2024-05-26 01:57:05
+2024-05-26 00:50:09 (UTC) - 0:59:23 - train - INFO - step: 000234 - done (%): 46.8 - loss: 1.407 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.0 - avg_words_per_second: 4347.9 - ETA: >2024-05-26 01:56:59
+2024-05-26 00:50:21 (UTC) - 0:59:35 - train - INFO - step: 000235 - done (%): 47.0 - loss: 1.557 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 4351.9 - ETA: >2024-05-26 01:56:52
+2024-05-26 00:50:33 (UTC) - 0:59:47 - train - INFO - step: 000236 - done (%): 47.2 - loss: 1.335 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 4355.8 - ETA: >2024-05-26 01:56:45
+2024-05-26 00:50:45 (UTC) - 0:59:58 - train - INFO - step: 000237 - done (%): 47.4 - loss: 1.634 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.1 - avg_words_per_second: 4359.7 - ETA: >2024-05-26 01:56:38
+2024-05-26 00:50:57 (UTC) - 1:00:10 - train - INFO - step: 000238 - done (%): 47.6 - loss: 1.426 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 4363.6 - ETA: >2024-05-26 01:56:31
+2024-05-26 00:51:08 (UTC) - 1:00:22 - train - INFO - step: 000239 - done (%): 47.8 - loss: 1.242 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.6 - avg_words_per_second: 4367.5 - ETA: >2024-05-26 01:56:25
+2024-05-26 00:51:20 (UTC) - 1:00:34 - train - INFO - step: 000240 - done (%): 48.0 - loss: 1.546 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.3 - avg_words_per_second: 4371.3 - ETA: >2024-05-26 01:56:18
+2024-05-26 00:51:32 (UTC) - 1:00:46 - train - INFO - step: 000241 - done (%): 48.2 - loss: 1.631 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.3 - avg_words_per_second: 4375.1 - ETA: >2024-05-26 01:56:12
+2024-05-26 00:51:44 (UTC) - 1:00:58 - train - INFO - step: 000242 - done (%): 48.4 - loss: 1.126 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.5 - avg_words_per_second: 4378.9 - ETA: >2024-05-26 01:56:05
+2024-05-26 00:51:56 (UTC) - 1:01:10 - train - INFO - step: 000243 - done (%): 48.6 - loss: 1.687 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5516.1 - avg_words_per_second: 4382.6 - ETA: >2024-05-26 01:55:59
+2024-05-26 00:52:08 (UTC) - 1:01:21 - train - INFO - step: 000244 - done (%): 48.8 - loss: 1.509 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 4386.4 - ETA: >2024-05-26 01:55:53
+2024-05-26 00:52:20 (UTC) - 1:01:33 - train - INFO - step: 000245 - done (%): 49.0 - loss: 1.527 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5511.7 - avg_words_per_second: 4390.0 - ETA: >2024-05-26 01:55:46
+2024-05-26 00:52:31 (UTC) - 1:01:45 - train - INFO - step: 000246 - done (%): 49.2 - loss: 1.344 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.1 - avg_words_per_second: 4393.7 - ETA: >2024-05-26 01:55:40
+2024-05-26 00:52:43 (UTC) - 1:01:57 - train - INFO - step: 000247 - done (%): 49.4 - loss: 1.640 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4397.4 - ETA: >2024-05-26 01:55:34
+2024-05-26 00:52:55 (UTC) - 1:02:09 - train - INFO - step: 000248 - done (%): 49.6 - loss: 1.726 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.3 - avg_words_per_second: 4401.0 - ETA: >2024-05-26 01:55:28
+2024-05-26 00:53:07 (UTC) - 1:02:21 - train - INFO - step: 000249 - done (%): 49.8 - loss: 1.706 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 4404.6 - ETA: >2024-05-26 01:55:22
+2024-05-26 00:53:19 (UTC) - 1:02:33 - train - INFO - step: 000250 - done (%): 50.0 - loss: 1.656 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 4408.2 - ETA: >2024-05-26 01:55:16
+2024-05-26 00:53:31 (UTC) - 1:02:44 - train - INFO - step: 000251 - done (%): 50.2 - loss: 1.181 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.2 - avg_words_per_second: 4411.8 - ETA: >2024-05-26 01:55:10
+2024-05-26 00:53:43 (UTC) - 1:02:56 - train - INFO - step: 000252 - done (%): 50.4 - loss: 1.295 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5509.6 - avg_words_per_second: 4415.3 - ETA: >2024-05-26 01:55:04
+2024-05-26 00:53:54 (UTC) - 1:03:08 - train - INFO - step: 000253 - done (%): 50.6 - loss: 1.379 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 4418.8 - ETA: >2024-05-26 01:54:58
+2024-05-26 00:54:06 (UTC) - 1:03:20 - train - INFO - step: 000254 - done (%): 50.8 - loss: 1.383 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.6 - avg_words_per_second: 4422.3 - ETA: >2024-05-26 01:54:52
+2024-05-26 00:54:18 (UTC) - 1:03:32 - train - INFO - step: 000255 - done (%): 51.0 - loss: 1.625 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4425.8 - ETA: >2024-05-26 01:54:46
+2024-05-26 00:54:30 (UTC) - 1:03:44 - train - INFO - step: 000256 - done (%): 51.2 - loss: 1.198 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 4429.2 - ETA: >2024-05-26 01:54:40
+2024-05-26 00:54:42 (UTC) - 1:03:56 - train - INFO - step: 000257 - done (%): 51.4 - loss: 1.312 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.0 - avg_words_per_second: 4432.7 - ETA: >2024-05-26 01:54:34
+2024-05-26 00:54:54 (UTC) - 1:04:07 - train - INFO - step: 000258 - done (%): 51.6 - loss: 1.698 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.7 - avg_words_per_second: 4436.1 - ETA: >2024-05-26 01:54:29
+2024-05-26 00:55:05 (UTC) - 1:04:19 - train - INFO - step: 000259 - done (%): 51.8 - loss: 1.095 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.8 - avg_words_per_second: 4439.5 - ETA: >2024-05-26 01:54:23
+2024-05-26 00:55:17 (UTC) - 1:04:31 - train - INFO - step: 000260 - done (%): 52.0 - loss: 1.307 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 4442.9 - ETA: >2024-05-26 01:54:17
+2024-05-26 00:55:29 (UTC) - 1:04:43 - train - INFO - step: 000261 - done (%): 52.2 - loss: 1.544 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.8 - avg_words_per_second: 4446.2 - ETA: >2024-05-26 01:54:12
+2024-05-26 00:55:41 (UTC) - 1:04:55 - train - INFO - step: 000262 - done (%): 52.4 - loss: 1.575 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.5 - avg_words_per_second: 4449.6 - ETA: >2024-05-26 01:54:06
+2024-05-26 00:55:53 (UTC) - 1:05:07 - train - INFO - step: 000263 - done (%): 52.6 - loss: 1.180 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4452.9 - ETA: >2024-05-26 01:54:01
+2024-05-26 00:56:05 (UTC) - 1:05:18 - train - INFO - step: 000264 - done (%): 52.8 - loss: 1.450 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.0 - avg_words_per_second: 4456.2 - ETA: >2024-05-26 01:53:55
+2024-05-26 00:56:16 (UTC) - 1:05:30 - train - INFO - step: 000265 - done (%): 53.0 - loss: 1.286 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.3 - avg_words_per_second: 4459.5 - ETA: >2024-05-26 01:53:50
+2024-05-26 00:56:28 (UTC) - 1:05:42 - train - INFO - step: 000266 - done (%): 53.2 - loss: 1.514 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.4 - avg_words_per_second: 4462.8 - ETA: >2024-05-26 01:53:45
+2024-05-26 00:56:40 (UTC) - 1:05:54 - train - INFO - step: 000267 - done (%): 53.4 - loss: 1.623 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.9 - avg_words_per_second: 4466.0 - ETA: >2024-05-26 01:53:39
+2024-05-26 00:56:52 (UTC) - 1:06:06 - train - INFO - step: 000268 - done (%): 53.6 - loss: 1.184 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.7 - avg_words_per_second: 4469.2 - ETA: >2024-05-26 01:53:34
+2024-05-26 00:57:04 (UTC) - 1:06:18 - train - INFO - step: 000269 - done (%): 53.8 - loss: 1.745 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.9 - avg_words_per_second: 4472.4 - ETA: >2024-05-26 01:53:29
+2024-05-26 00:57:16 (UTC) - 1:06:29 - train - INFO - step: 000270 - done (%): 54.0 - loss: 1.623 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.4 - avg_words_per_second: 4475.6 - ETA: >2024-05-26 01:53:24
+2024-05-26 00:57:28 (UTC) - 1:06:41 - train - INFO - step: 000271 - done (%): 54.2 - loss: 1.190 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 4478.8 - ETA: >2024-05-26 01:53:18
+2024-05-26 00:57:39 (UTC) - 1:06:53 - train - INFO - step: 000272 - done (%): 54.4 - loss: 1.421 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4481.9 - ETA: >2024-05-26 01:53:13
+2024-05-26 00:57:51 (UTC) - 1:07:05 - train - INFO - step: 000273 - done (%): 54.6 - loss: 1.005 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4485.1 - ETA: >2024-05-26 01:53:08
+2024-05-26 00:58:03 (UTC) - 1:07:17 - train - INFO - step: 000274 - done (%): 54.8 - loss: 1.202 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.2 - avg_words_per_second: 4488.2 - ETA: >2024-05-26 01:53:03
+2024-05-26 00:58:15 (UTC) - 1:07:29 - train - INFO - step: 000275 - done (%): 55.0 - loss: 1.233 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.8 - avg_words_per_second: 4491.3 - ETA: >2024-05-26 01:52:58
+2024-05-26 00:58:27 (UTC) - 1:07:41 - train - INFO - step: 000276 - done (%): 55.2 - loss: 1.532 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.3 - avg_words_per_second: 4494.3 - ETA: >2024-05-26 01:52:53
+2024-05-26 00:58:39 (UTC) - 1:07:52 - train - INFO - step: 000277 - done (%): 55.4 - loss: 1.179 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.0 - avg_words_per_second: 4497.4 - ETA: >2024-05-26 01:52:48
+2024-05-26 00:58:50 (UTC) - 1:08:04 - train - INFO - step: 000278 - done (%): 55.6 - loss: 1.482 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4500.4 - ETA: >2024-05-26 01:52:43
+2024-05-26 00:59:02 (UTC) - 1:08:16 - train - INFO - step: 000279 - done (%): 55.8 - loss: 1.697 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.9 - avg_words_per_second: 4503.4 - ETA: >2024-05-26 01:52:38
+2024-05-26 00:59:14 (UTC) - 1:08:28 - train - INFO - step: 000280 - done (%): 56.0 - loss: 1.623 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5515.0 - avg_words_per_second: 4506.4 - ETA: >2024-05-26 01:52:34
+2024-05-26 00:59:26 (UTC) - 1:08:40 - train - INFO - step: 000281 - done (%): 56.2 - loss: 1.293 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 4509.3 - ETA: >2024-05-26 01:52:29
+2024-05-26 00:59:38 (UTC) - 1:08:52 - train - INFO - step: 000282 - done (%): 56.4 - loss: 1.220 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.9 - avg_words_per_second: 4512.3 - ETA: >2024-05-26 01:52:24
+2024-05-26 00:59:50 (UTC) - 1:09:03 - train - INFO - step: 000283 - done (%): 56.6 - loss: 1.511 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5552.8 - avg_words_per_second: 4515.3 - ETA: >2024-05-26 01:52:19
+2024-05-26 01:00:02 (UTC) - 1:09:15 - train - INFO - step: 000284 - done (%): 56.8 - loss: 1.674 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.1 - avg_words_per_second: 4518.2 - ETA: >2024-05-26 01:52:15
+2024-05-26 01:00:13 (UTC) - 1:09:27 - train - INFO - step: 000285 - done (%): 57.0 - loss: 1.445 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.9 - avg_words_per_second: 4521.1 - ETA: >2024-05-26 01:52:10
+2024-05-26 01:00:25 (UTC) - 1:09:39 - train - INFO - step: 000286 - done (%): 57.2 - loss: 1.278 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4524.0 - ETA: >2024-05-26 01:52:05
+2024-05-26 01:00:37 (UTC) - 1:09:51 - train - INFO - step: 000287 - done (%): 57.4 - loss: 1.244 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.9 - avg_words_per_second: 4526.8 - ETA: >2024-05-26 01:52:01
+2024-05-26 01:00:49 (UTC) - 1:10:03 - train - INFO - step: 000288 - done (%): 57.6 - loss: 1.469 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.8 - avg_words_per_second: 4529.7 - ETA: >2024-05-26 01:51:56
+2024-05-26 01:01:01 (UTC) - 1:10:15 - train - INFO - step: 000289 - done (%): 57.8 - loss: 1.517 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.1 - avg_words_per_second: 4532.5 - ETA: >2024-05-26 01:51:52
+2024-05-26 01:01:13 (UTC) - 1:10:26 - train - INFO - step: 000290 - done (%): 58.0 - loss: 1.294 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.2 - avg_words_per_second: 4535.4 - ETA: >2024-05-26 01:51:47
+2024-05-26 01:01:25 (UTC) - 1:10:38 - train - INFO - step: 000291 - done (%): 58.2 - loss: 1.319 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4538.2 - ETA: >2024-05-26 01:51:43
+2024-05-26 01:01:36 (UTC) - 1:10:50 - train - INFO - step: 000292 - done (%): 58.4 - loss: 1.283 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.3 - avg_words_per_second: 4540.9 - ETA: >2024-05-26 01:51:38
+2024-05-26 01:01:48 (UTC) - 1:11:02 - train - INFO - step: 000293 - done (%): 58.6 - loss: 1.201 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5516.1 - avg_words_per_second: 4543.7 - ETA: >2024-05-26 01:51:34
+2024-05-26 01:02:00 (UTC) - 1:11:14 - train - INFO - step: 000294 - done (%): 58.8 - loss: 1.505 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 4546.5 - ETA: >2024-05-26 01:51:30
+2024-05-26 01:02:12 (UTC) - 1:11:26 - train - INFO - step: 000295 - done (%): 59.0 - loss: 1.294 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4549.2 - ETA: >2024-05-26 01:51:25
+2024-05-26 01:02:24 (UTC) - 1:11:38 - train - INFO - step: 000296 - done (%): 59.2 - loss: 1.433 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.6 - avg_words_per_second: 4551.9 - ETA: >2024-05-26 01:51:21
+2024-05-26 01:02:36 (UTC) - 1:11:49 - train - INFO - step: 000297 - done (%): 59.4 - loss: 1.152 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.1 - avg_words_per_second: 4554.7 - ETA: >2024-05-26 01:51:17
+2024-05-26 01:02:47 (UTC) - 1:12:01 - train - INFO - step: 000298 - done (%): 59.6 - loss: 1.601 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.5 - avg_words_per_second: 4557.4 - ETA: >2024-05-26 01:51:12
+2024-05-26 01:02:59 (UTC) - 1:12:13 - train - INFO - step: 000299 - done (%): 59.8 - loss: 1.257 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5506.7 - avg_words_per_second: 4560.0 - ETA: >2024-05-26 01:51:08
+2024-05-26 01:03:11 (UTC) - 1:12:25 - train - INFO - step: 000300 - done (%): 60.0 - loss: 1.041 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.3 - avg_words_per_second: 4562.7 - ETA: >2024-05-26 01:51:04
+2024-05-26 01:03:11 (UTC) - 1:12:25 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000300/consolidated using tmp name: tmp.consolidated
+2024-05-26 01:03:26 (UTC) - 1:12:40 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000300/consolidated for step: 300
+2024-05-26 01:03:26 (UTC) - 1:12:40 - checkpointing - INFO - Done deleting checkpoints
+2024-05-26 01:03:26 (UTC) - 1:12:40 - checkpointing - INFO - Done!
+2024-05-26 01:03:37 (UTC) - 1:12:51 - train - INFO - step: 000301 - done (%): 60.2 - loss: 1.191 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5601.1 - avg_words_per_second: 4565.5 - ETA: >2024-05-26 01:51:14
+2024-05-26 01:03:49 (UTC) - 1:13:03 - train - INFO - step: 000302 - done (%): 60.4 - loss: 1.313 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5560.0 - avg_words_per_second: 4568.2 - ETA: >2024-05-26 01:51:10
+2024-05-26 01:04:01 (UTC) - 1:13:15 - train - INFO - step: 000303 - done (%): 60.6 - loss: 1.327 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5553.9 - avg_words_per_second: 4570.9 - ETA: >2024-05-26 01:51:06
+2024-05-26 01:04:13 (UTC) - 1:13:27 - train - INFO - step: 000304 - done (%): 60.8 - loss: 1.264 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4573.5 - ETA: >2024-05-26 01:51:01
+2024-05-26 01:04:25 (UTC) - 1:13:39 - train - INFO - step: 000305 - done (%): 61.0 - loss: 1.413 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 4576.2 - ETA: >2024-05-26 01:50:57
+2024-05-26 01:04:37 (UTC) - 1:13:50 - train - INFO - step: 000306 - done (%): 61.2 - loss: 1.423 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.7 - avg_words_per_second: 4578.8 - ETA: >2024-05-26 01:50:53
+2024-05-26 01:04:48 (UTC) - 1:14:02 - train - INFO - step: 000307 - done (%): 61.4 - loss: 1.584 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.2 - avg_words_per_second: 4581.3 - ETA: >2024-05-26 01:50:49
+2024-05-26 01:05:00 (UTC) - 1:14:14 - train - INFO - step: 000308 - done (%): 61.6 - loss: 1.246 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4583.9 - ETA: >2024-05-26 01:50:45
+2024-05-26 01:05:12 (UTC) - 1:14:26 - train - INFO - step: 000309 - done (%): 61.8 - loss: 1.516 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.6 - avg_words_per_second: 4586.4 - ETA: >2024-05-26 01:50:41
+2024-05-26 01:05:24 (UTC) - 1:14:38 - train - INFO - step: 000310 - done (%): 62.0 - loss: 1.587 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.2 - avg_words_per_second: 4589.0 - ETA: >2024-05-26 01:50:37
+2024-05-26 01:05:36 (UTC) - 1:14:50 - train - INFO - step: 000311 - done (%): 62.2 - loss: 1.362 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4591.5 - ETA: >2024-05-26 01:50:33
+2024-05-26 01:05:48 (UTC) - 1:15:01 - train - INFO - step: 000312 - done (%): 62.4 - loss: 1.684 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.9 - avg_words_per_second: 4594.0 - ETA: >2024-05-26 01:50:30
+2024-05-26 01:06:00 (UTC) - 1:15:13 - train - INFO - step: 000313 - done (%): 62.6 - loss: 1.049 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.0 - avg_words_per_second: 4596.5 - ETA: >2024-05-26 01:50:26
+2024-05-26 01:06:11 (UTC) - 1:15:25 - train - INFO - step: 000314 - done (%): 62.8 - loss: 1.436 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4598.9 - ETA: >2024-05-26 01:50:22
+2024-05-26 01:06:23 (UTC) - 1:15:37 - train - INFO - step: 000315 - done (%): 63.0 - loss: 1.839 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4601.4 - ETA: >2024-05-26 01:50:18
+2024-05-26 01:06:35 (UTC) - 1:15:49 - train - INFO - step: 000316 - done (%): 63.2 - loss: 1.469 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.5 - avg_words_per_second: 4603.8 - ETA: >2024-05-26 01:50:14
+2024-05-26 01:06:47 (UTC) - 1:16:01 - train - INFO - step: 000317 - done (%): 63.4 - loss: 1.406 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.3 - avg_words_per_second: 4606.2 - ETA: >2024-05-26 01:50:11
+2024-05-26 01:06:59 (UTC) - 1:16:13 - train - INFO - step: 000318 - done (%): 63.6 - loss: 1.654 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.7 - avg_words_per_second: 4608.6 - ETA: >2024-05-26 01:50:07
+2024-05-26 01:07:11 (UTC) - 1:16:24 - train - INFO - step: 000319 - done (%): 63.8 - loss: 1.409 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.4 - avg_words_per_second: 4611.0 - ETA: >2024-05-26 01:50:03
+2024-05-26 01:07:23 (UTC) - 1:16:36 - train - INFO - step: 000320 - done (%): 64.0 - loss: 1.587 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.1 - avg_words_per_second: 4613.4 - ETA: >2024-05-26 01:50:00
+2024-05-26 01:07:34 (UTC) - 1:16:48 - train - INFO - step: 000321 - done (%): 64.2 - loss: 1.452 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.3 - avg_words_per_second: 4615.8 - ETA: >2024-05-26 01:49:56
+2024-05-26 01:07:46 (UTC) - 1:17:00 - train - INFO - step: 000322 - done (%): 64.4 - loss: 1.523 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.6 - avg_words_per_second: 4618.2 - ETA: >2024-05-26 01:49:52
+2024-05-26 01:07:58 (UTC) - 1:17:12 - train - INFO - step: 000323 - done (%): 64.6 - loss: 1.391 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.9 - avg_words_per_second: 4620.5 - ETA: >2024-05-26 01:49:49
+2024-05-26 01:08:10 (UTC) - 1:17:24 - train - INFO - step: 000324 - done (%): 64.8 - loss: 1.356 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.7 - avg_words_per_second: 4622.8 - ETA: >2024-05-26 01:49:45
+2024-05-26 01:08:22 (UTC) - 1:17:36 - train - INFO - step: 000325 - done (%): 65.0 - loss: 1.194 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5516.6 - avg_words_per_second: 4625.1 - ETA: >2024-05-26 01:49:42
+2024-05-26 01:08:34 (UTC) - 1:17:48 - train - INFO - step: 000326 - done (%): 65.2 - loss: 1.267 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.1 - avg_words_per_second: 4627.4 - ETA: >2024-05-26 01:49:38
+2024-05-26 01:08:46 (UTC) - 1:17:59 - train - INFO - step: 000327 - done (%): 65.4 - loss: 1.486 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.6 - avg_words_per_second: 4629.7 - ETA: >2024-05-26 01:49:35
+2024-05-26 01:08:58 (UTC) - 1:18:11 - train - INFO - step: 000328 - done (%): 65.6 - loss: 1.323 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5513.1 - avg_words_per_second: 4632.0 - ETA: >2024-05-26 01:49:31
+2024-05-26 01:09:09 (UTC) - 1:18:23 - train - INFO - step: 000329 - done (%): 65.8 - loss: 1.070 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.5 - avg_words_per_second: 4634.2 - ETA: >2024-05-26 01:49:28
+2024-05-26 01:09:21 (UTC) - 1:18:35 - train - INFO - step: 000330 - done (%): 66.0 - loss: 1.277 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.1 - avg_words_per_second: 4636.5 - ETA: >2024-05-26 01:49:24
+2024-05-26 01:09:33 (UTC) - 1:18:47 - train - INFO - step: 000331 - done (%): 66.2 - loss: 1.302 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.7 - avg_words_per_second: 4638.8 - ETA: >2024-05-26 01:49:21
+2024-05-26 01:09:45 (UTC) - 1:18:59 - train - INFO - step: 000332 - done (%): 66.4 - loss: 1.268 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 4641.0 - ETA: >2024-05-26 01:49:17
+2024-05-26 01:09:57 (UTC) - 1:19:11 - train - INFO - step: 000333 - done (%): 66.6 - loss: 1.077 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.6 - avg_words_per_second: 4643.3 - ETA: >2024-05-26 01:49:14
+2024-05-26 01:10:09 (UTC) - 1:19:22 - train - INFO - step: 000334 - done (%): 66.8 - loss: 1.010 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.2 - avg_words_per_second: 4645.5 - ETA: >2024-05-26 01:49:10
+2024-05-26 01:10:20 (UTC) - 1:19:34 - train - INFO - step: 000335 - done (%): 67.0 - loss: 1.095 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 4647.8 - ETA: >2024-05-26 01:49:07
+2024-05-26 01:10:32 (UTC) - 1:19:46 - train - INFO - step: 000336 - done (%): 67.2 - loss: 1.626 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 4650.0 - ETA: >2024-05-26 01:49:04
+2024-05-26 01:10:44 (UTC) - 1:19:58 - train - INFO - step: 000337 - done (%): 67.4 - loss: 1.399 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.2 - avg_words_per_second: 4652.2 - ETA: >2024-05-26 01:49:00
+2024-05-26 01:10:56 (UTC) - 1:20:10 - train - INFO - step: 000338 - done (%): 67.6 - loss: 1.136 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.3 - avg_words_per_second: 4654.4 - ETA: >2024-05-26 01:48:57
+2024-05-26 01:11:08 (UTC) - 1:20:22 - train - INFO - step: 000339 - done (%): 67.8 - loss: 1.381 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.3 - avg_words_per_second: 4656.6 - ETA: >2024-05-26 01:48:54
+2024-05-26 01:11:20 (UTC) - 1:20:33 - train - INFO - step: 000340 - done (%): 68.0 - loss: 1.155 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 4658.8 - ETA: >2024-05-26 01:48:50
+2024-05-26 01:11:32 (UTC) - 1:20:45 - train - INFO - step: 000341 - done (%): 68.2 - loss: 1.939 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.8 - avg_words_per_second: 4660.9 - ETA: >2024-05-26 01:48:47
+2024-05-26 01:11:43 (UTC) - 1:20:57 - train - INFO - step: 000342 - done (%): 68.4 - loss: 1.596 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.4 - avg_words_per_second: 4663.1 - ETA: >2024-05-26 01:48:44
+2024-05-26 01:11:55 (UTC) - 1:21:09 - train - INFO - step: 000343 - done (%): 68.6 - loss: 1.490 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.6 - avg_words_per_second: 4665.2 - ETA: >2024-05-26 01:48:41
+2024-05-26 01:12:07 (UTC) - 1:21:21 - train - INFO - step: 000344 - done (%): 68.8 - loss: 1.368 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.0 - avg_words_per_second: 4667.3 - ETA: >2024-05-26 01:48:38
+2024-05-26 01:12:19 (UTC) - 1:21:33 - train - INFO - step: 000345 - done (%): 69.0 - loss: 1.372 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.9 - avg_words_per_second: 4669.5 - ETA: >2024-05-26 01:48:34
+2024-05-26 01:12:31 (UTC) - 1:21:45 - train - INFO - step: 000346 - done (%): 69.2 - loss: 1.399 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 4671.6 - ETA: >2024-05-26 01:48:31
+2024-05-26 01:12:43 (UTC) - 1:21:56 - train - INFO - step: 000347 - done (%): 69.4 - loss: 1.325 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.7 - avg_words_per_second: 4673.7 - ETA: >2024-05-26 01:48:28
+2024-05-26 01:12:54 (UTC) - 1:22:08 - train - INFO - step: 000348 - done (%): 69.6 - loss: 1.492 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.9 - avg_words_per_second: 4675.8 - ETA: >2024-05-26 01:48:25
+2024-05-26 01:13:18 (UTC) - 1:22:32 - train - INFO - step: 000349 - done (%): 69.8 - loss: 1.603 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2799.8 - avg_words_per_second: 4666.8 - ETA: >2024-05-26 01:48:38
+2024-05-26 01:13:30 (UTC) - 1:22:43 - train - INFO - step: 000350 - done (%): 70.0 - loss: 1.372 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5549.9 - avg_words_per_second: 4669.0 - ETA: >2024-05-26 01:48:35
+2024-05-26 01:13:41 (UTC) - 1:22:55 - train - INFO - step: 000351 - done (%): 70.2 - loss: 1.224 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5549.7 - avg_words_per_second: 4671.1 - ETA: >2024-05-26 01:48:32
+2024-05-26 01:13:53 (UTC) - 1:23:07 - train - INFO - step: 000352 - done (%): 70.4 - loss: 1.405 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.1 - avg_words_per_second: 4673.2 - ETA: >2024-05-26 01:48:29
+2024-05-26 01:14:05 (UTC) - 1:23:19 - train - INFO - step: 000353 - done (%): 70.6 - loss: 1.396 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.5 - avg_words_per_second: 4675.2 - ETA: >2024-05-26 01:48:26
+2024-05-26 01:14:17 (UTC) - 1:23:31 - train - INFO - step: 000354 - done (%): 70.8 - loss: 1.663 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.3 - avg_words_per_second: 4677.3 - ETA: >2024-05-26 01:48:23
+2024-05-26 01:14:29 (UTC) - 1:23:43 - train - INFO - step: 000355 - done (%): 71.0 - loss: 1.495 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4679.3 - ETA: >2024-05-26 01:48:20
+2024-05-26 01:14:41 (UTC) - 1:23:54 - train - INFO - step: 000356 - done (%): 71.2 - loss: 1.707 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.7 - avg_words_per_second: 4681.3 - ETA: >2024-05-26 01:48:17
+2024-05-26 01:14:52 (UTC) - 1:24:06 - train - INFO - step: 000357 - done (%): 71.4 - loss: 1.180 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.0 - avg_words_per_second: 4683.3 - ETA: >2024-05-26 01:48:14
+2024-05-26 01:15:04 (UTC) - 1:24:18 - train - INFO - step: 000358 - done (%): 71.6 - loss: 1.324 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.5 - avg_words_per_second: 4685.4 - ETA: >2024-05-26 01:48:11
+2024-05-26 01:15:16 (UTC) - 1:24:30 - train - INFO - step: 000359 - done (%): 71.8 - loss: 1.286 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 4687.4 - ETA: >2024-05-26 01:48:08
+2024-05-26 01:15:28 (UTC) - 1:24:42 - train - INFO - step: 000360 - done (%): 72.0 - loss: 1.044 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.8 - avg_words_per_second: 4689.3 - ETA: >2024-05-26 01:48:05
+2024-05-26 01:15:40 (UTC) - 1:24:54 - train - INFO - step: 000361 - done (%): 72.2 - loss: 1.564 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.7 - avg_words_per_second: 4691.3 - ETA: >2024-05-26 01:48:02
+2024-05-26 01:15:52 (UTC) - 1:25:06 - train - INFO - step: 000362 - done (%): 72.4 - loss: 1.362 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.5 - avg_words_per_second: 4693.3 - ETA: >2024-05-26 01:47:59
+2024-05-26 01:16:04 (UTC) - 1:25:17 - train - INFO - step: 000363 - done (%): 72.6 - loss: 1.225 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4695.2 - ETA: >2024-05-26 01:47:56
+2024-05-26 01:16:15 (UTC) - 1:25:29 - train - INFO - step: 000364 - done (%): 72.8 - loss: 1.473 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4697.2 - ETA: >2024-05-26 01:47:53
+2024-05-26 01:16:27 (UTC) - 1:25:41 - train - INFO - step: 000365 - done (%): 73.0 - loss: 1.737 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.7 - avg_words_per_second: 4699.1 - ETA: >2024-05-26 01:47:50
+2024-05-26 01:16:39 (UTC) - 1:25:53 - train - INFO - step: 000366 - done (%): 73.2 - loss: 1.155 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.0 - avg_words_per_second: 4701.0 - ETA: >2024-05-26 01:47:47
+2024-05-26 01:16:51 (UTC) - 1:26:05 - train - INFO - step: 000367 - done (%): 73.4 - loss: 1.304 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4702.9 - ETA: >2024-05-26 01:47:44
+2024-05-26 01:17:03 (UTC) - 1:26:17 - train - INFO - step: 000368 - done (%): 73.6 - loss: 1.201 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.5 - avg_words_per_second: 4704.8 - ETA: >2024-05-26 01:47:42
+2024-05-26 01:17:15 (UTC) - 1:26:29 - train - INFO - step: 000369 - done (%): 73.8 - loss: 1.503 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5507.5 - avg_words_per_second: 4706.7 - ETA: >2024-05-26 01:47:39
+2024-05-26 01:17:27 (UTC) - 1:26:40 - train - INFO - step: 000370 - done (%): 74.0 - loss: 1.333 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.8 - avg_words_per_second: 4708.6 - ETA: >2024-05-26 01:47:36
+2024-05-26 01:17:39 (UTC) - 1:26:52 - train - INFO - step: 000371 - done (%): 74.2 - loss: 1.342 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.4 - avg_words_per_second: 4710.5 - ETA: >2024-05-26 01:47:33
+2024-05-26 01:17:50 (UTC) - 1:27:04 - train - INFO - step: 000372 - done (%): 74.4 - loss: 1.367 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.8 - avg_words_per_second: 4712.3 - ETA: >2024-05-26 01:47:31
+2024-05-26 01:18:02 (UTC) - 1:27:16 - train - INFO - step: 000373 - done (%): 74.6 - loss: 1.552 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.0 - avg_words_per_second: 4714.2 - ETA: >2024-05-26 01:47:28
+2024-05-26 01:18:14 (UTC) - 1:27:28 - train - INFO - step: 000374 - done (%): 74.8 - loss: 1.362 - lr: 9.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5514.2 - avg_words_per_second: 4716.0 - ETA: >2024-05-26 01:47:25
+2024-05-26 01:18:26 (UTC) - 1:27:40 - train - INFO - step: 000375 - done (%): 75.0 - loss: 1.294 - lr: 9.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.2 - avg_words_per_second: 4717.9 - ETA: >2024-05-26 01:47:22
+2024-05-26 01:18:38 (UTC) - 1:27:52 - train - INFO - step: 000376 - done (%): 75.2 - loss: 1.182 - lr: 9.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 4719.7 - ETA: >2024-05-26 01:47:20
+2024-05-26 01:18:50 (UTC) - 1:28:03 - train - INFO - step: 000377 - done (%): 75.4 - loss: 1.581 - lr: 9.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4721.6 - ETA: >2024-05-26 01:47:17
+2024-05-26 01:19:02 (UTC) - 1:28:15 - train - INFO - step: 000378 - done (%): 75.6 - loss: 1.324 - lr: 9.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.0 - avg_words_per_second: 4723.4 - ETA: >2024-05-26 01:47:14
+2024-05-26 01:19:13 (UTC) - 1:28:27 - train - INFO - step: 000379 - done (%): 75.8 - loss: 1.329 - lr: 9.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.4 - avg_words_per_second: 4725.2 - ETA: >2024-05-26 01:47:12
+2024-05-26 01:19:25 (UTC) - 1:28:39 - train - INFO - step: 000380 - done (%): 76.0 - loss: 1.302 - lr: 9.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.2 - avg_words_per_second: 4727.0 - ETA: >2024-05-26 01:47:09
+2024-05-26 01:19:37 (UTC) - 1:28:51 - train - INFO - step: 000381 - done (%): 76.2 - loss: 1.172 - lr: 8.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5506.1 - avg_words_per_second: 4728.7 - ETA: >2024-05-26 01:47:06
+2024-05-26 01:19:49 (UTC) - 1:29:03 - train - INFO - step: 000382 - done (%): 76.4 - loss: 1.184 - lr: 8.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.6 - avg_words_per_second: 4730.5 - ETA: >2024-05-26 01:47:04
+2024-05-26 01:20:01 (UTC) - 1:29:15 - train - INFO - step: 000383 - done (%): 76.6 - loss: 1.513 - lr: 8.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.2 - avg_words_per_second: 4732.3 - ETA: >2024-05-26 01:47:01
+2024-05-26 01:20:13 (UTC) - 1:29:27 - train - INFO - step: 000384 - done (%): 76.8 - loss: 1.626 - lr: 8.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 4734.1 - ETA: >2024-05-26 01:46:59
+2024-05-26 01:20:25 (UTC) - 1:29:38 - train - INFO - step: 000385 - done (%): 77.0 - loss: 1.223 - lr: 8.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.2 - avg_words_per_second: 4735.9 - ETA: >2024-05-26 01:46:56
+2024-05-26 01:20:36 (UTC) - 1:29:50 - train - INFO - step: 000386 - done (%): 77.2 - loss: 1.618 - lr: 8.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.5 - avg_words_per_second: 4737.6 - ETA: >2024-05-26 01:46:53
+2024-05-26 01:20:48 (UTC) - 1:30:02 - train - INFO - step: 000387 - done (%): 77.4 - loss: 1.086 - lr: 8.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.3 - avg_words_per_second: 4739.4 - ETA: >2024-05-26 01:46:51
+2024-05-26 01:21:00 (UTC) - 1:30:14 - train - INFO - step: 000388 - done (%): 77.6 - loss: 1.642 - lr: 7.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.9 - avg_words_per_second: 4741.1 - ETA: >2024-05-26 01:46:48
+2024-05-26 01:21:12 (UTC) - 1:30:26 - train - INFO - step: 000389 - done (%): 77.8 - loss: 1.692 - lr: 7.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.5 - avg_words_per_second: 4742.9 - ETA: >2024-05-26 01:46:46
+2024-05-26 01:21:24 (UTC) - 1:30:38 - train - INFO - step: 000390 - done (%): 78.0 - loss: 1.299 - lr: 7.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 4744.6 - ETA: >2024-05-26 01:46:43
+2024-05-26 01:21:36 (UTC) - 1:30:50 - train - INFO - step: 000391 - done (%): 78.2 - loss: 1.166 - lr: 7.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.9 - avg_words_per_second: 4746.3 - ETA: >2024-05-26 01:46:41
+2024-05-26 01:21:48 (UTC) - 1:31:01 - train - INFO - step: 000392 - done (%): 78.4 - loss: 1.115 - lr: 7.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.5 - avg_words_per_second: 4748.0 - ETA: >2024-05-26 01:46:38
+2024-05-26 01:21:59 (UTC) - 1:31:13 - train - INFO - step: 000393 - done (%): 78.6 - loss: 1.438 - lr: 7.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.1 - avg_words_per_second: 4749.7 - ETA: >2024-05-26 01:46:36
+2024-05-26 01:22:11 (UTC) - 1:31:25 - train - INFO - step: 000394 - done (%): 78.8 - loss: 1.642 - lr: 7.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.0 - avg_words_per_second: 4751.4 - ETA: >2024-05-26 01:46:33
+2024-05-26 01:22:23 (UTC) - 1:31:37 - train - INFO - step: 000395 - done (%): 79.0 - loss: 1.525 - lr: 6.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 4753.1 - ETA: >2024-05-26 01:46:31
+2024-05-26 01:22:35 (UTC) - 1:31:49 - train - INFO - step: 000396 - done (%): 79.2 - loss: 1.468 - lr: 6.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.3 - avg_words_per_second: 4754.8 - ETA: >2024-05-26 01:46:28
+2024-05-26 01:22:47 (UTC) - 1:32:01 - train - INFO - step: 000397 - done (%): 79.4 - loss: 1.473 - lr: 6.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5517.0 - avg_words_per_second: 4756.5 - ETA: >2024-05-26 01:46:26
+2024-05-26 01:22:59 (UTC) - 1:32:13 - train - INFO - step: 000398 - done (%): 79.6 - loss: 1.199 - lr: 6.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.9 - avg_words_per_second: 4758.1 - ETA: >2024-05-26 01:46:24
+2024-05-26 01:23:11 (UTC) - 1:32:24 - train - INFO - step: 000399 - done (%): 79.8 - loss: 1.445 - lr: 6.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 4759.8 - ETA: >2024-05-26 01:46:21
+2024-05-26 01:23:22 (UTC) - 1:32:36 - train - INFO - step: 000400 - done (%): 80.0 - loss: 1.551 - lr: 6.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5517.9 - avg_words_per_second: 4761.4 - ETA: >2024-05-26 01:46:19
+2024-05-26 01:23:22 (UTC) - 1:32:36 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000400/consolidated using tmp name: tmp.consolidated
+2024-05-26 01:23:37 (UTC) - 1:32:51 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000400/consolidated for step: 400
+2024-05-26 01:23:38 (UTC) - 1:32:52 - checkpointing - INFO - Deleted ckpt: /root/mistral-finetune/runseed42/checkpoints/checkpoint_000100
+2024-05-26 01:23:38 (UTC) - 1:32:52 - checkpointing - INFO - Done deleting checkpoints /root/mistral-finetune/runseed42/checkpoints/checkpoint_000100
+2024-05-26 01:23:38 (UTC) - 1:32:52 - checkpointing - INFO - Done!
+2024-05-26 01:23:50 (UTC) - 1:33:03 - train - INFO - step: 000401 - done (%): 80.2 - loss: 1.291 - lr: 6.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5598.6 - avg_words_per_second: 4763.2 - ETA: >2024-05-26 01:46:32
+2024-05-26 01:24:01 (UTC) - 1:33:15 - train - INFO - step: 000402 - done (%): 80.4 - loss: 1.632 - lr: 6.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5559.2 - avg_words_per_second: 4764.9 - ETA: >2024-05-26 01:46:29
+2024-05-26 01:24:13 (UTC) - 1:33:27 - train - INFO - step: 000403 - done (%): 80.6 - loss: 1.267 - lr: 6.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.6 - avg_words_per_second: 4766.6 - ETA: >2024-05-26 01:46:27
+2024-05-26 01:24:25 (UTC) - 1:33:39 - train - INFO - step: 000404 - done (%): 80.8 - loss: 1.478 - lr: 5.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.3 - avg_words_per_second: 4768.2 - ETA: >2024-05-26 01:46:24
+2024-05-26 01:24:37 (UTC) - 1:33:51 - train - INFO - step: 000405 - done (%): 81.0 - loss: 1.810 - lr: 5.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 4769.8 - ETA: >2024-05-26 01:46:22
+2024-05-26 01:24:49 (UTC) - 1:34:02 - train - INFO - step: 000406 - done (%): 81.2 - loss: 1.422 - lr: 5.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.6 - avg_words_per_second: 4771.5 - ETA: >2024-05-26 01:46:20
+2024-05-26 01:25:01 (UTC) - 1:34:14 - train - INFO - step: 000407 - done (%): 81.4 - loss: 1.451 - lr: 5.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4773.1 - ETA: >2024-05-26 01:46:17
+2024-05-26 01:25:12 (UTC) - 1:34:26 - train - INFO - step: 000408 - done (%): 81.6 - loss: 1.725 - lr: 5.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.6 - avg_words_per_second: 4774.7 - ETA: >2024-05-26 01:46:15
+2024-05-26 01:25:24 (UTC) - 1:34:38 - train - INFO - step: 000409 - done (%): 81.8 - loss: 1.516 - lr: 5.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.4 - avg_words_per_second: 4776.3 - ETA: >2024-05-26 01:46:13
+2024-05-26 01:25:36 (UTC) - 1:34:50 - train - INFO - step: 000410 - done (%): 82.0 - loss: 1.195 - lr: 5.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.1 - avg_words_per_second: 4777.9 - ETA: >2024-05-26 01:46:11
+2024-05-26 01:25:48 (UTC) - 1:35:02 - train - INFO - step: 000411 - done (%): 82.2 - loss: 1.418 - lr: 5.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.9 - avg_words_per_second: 4779.4 - ETA: >2024-05-26 01:46:08
+2024-05-26 01:26:00 (UTC) - 1:35:14 - train - INFO - step: 000412 - done (%): 82.4 - loss: 1.445 - lr: 4.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.4 - avg_words_per_second: 4781.0 - ETA: >2024-05-26 01:46:06
+2024-05-26 01:26:12 (UTC) - 1:35:25 - train - INFO - step: 000413 - done (%): 82.6 - loss: 1.364 - lr: 4.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 4782.6 - ETA: >2024-05-26 01:46:04
+2024-05-26 01:26:24 (UTC) - 1:35:37 - train - INFO - step: 000414 - done (%): 82.8 - loss: 1.175 - lr: 4.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 4784.1 - ETA: >2024-05-26 01:46:02
+2024-05-26 01:26:35 (UTC) - 1:35:49 - train - INFO - step: 000415 - done (%): 83.0 - loss: 1.411 - lr: 4.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.8 - avg_words_per_second: 4785.7 - ETA: >2024-05-26 01:45:59
+2024-05-26 01:26:47 (UTC) - 1:36:01 - train - INFO - step: 000416 - done (%): 83.2 - loss: 1.239 - lr: 4.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.0 - avg_words_per_second: 4787.2 - ETA: >2024-05-26 01:45:57
+2024-05-26 01:26:59 (UTC) - 1:36:13 - train - INFO - step: 000417 - done (%): 83.4 - loss: 1.319 - lr: 4.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.3 - avg_words_per_second: 4788.8 - ETA: >2024-05-26 01:45:55
+2024-05-26 01:27:11 (UTC) - 1:36:25 - train - INFO - step: 000418 - done (%): 83.6 - loss: 1.120 - lr: 4.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 4790.3 - ETA: >2024-05-26 01:45:53
+2024-05-26 01:27:23 (UTC) - 1:36:37 - train - INFO - step: 000419 - done (%): 83.8 - loss: 1.152 - lr: 4.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4791.8 - ETA: >2024-05-26 01:45:51
+2024-05-26 01:27:35 (UTC) - 1:36:48 - train - INFO - step: 000420 - done (%): 84.0 - loss: 1.384 - lr: 4.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4793.4 - ETA: >2024-05-26 01:45:48
+2024-05-26 01:27:46 (UTC) - 1:37:00 - train - INFO - step: 000421 - done (%): 84.2 - loss: 1.290 - lr: 4.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.6 - avg_words_per_second: 4794.9 - ETA: >2024-05-26 01:45:46
+2024-05-26 01:27:58 (UTC) - 1:37:12 - train - INFO - step: 000422 - done (%): 84.4 - loss: 1.283 - lr: 3.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.3 - avg_words_per_second: 4796.4 - ETA: >2024-05-26 01:45:44
+2024-05-26 01:28:10 (UTC) - 1:37:24 - train - INFO - step: 000423 - done (%): 84.6 - loss: 1.301 - lr: 3.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.5 - avg_words_per_second: 4797.9 - ETA: >2024-05-26 01:45:42
+2024-05-26 01:28:22 (UTC) - 1:37:36 - train - INFO - step: 000424 - done (%): 84.8 - loss: 1.491 - lr: 3.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.7 - avg_words_per_second: 4799.4 - ETA: >2024-05-26 01:45:40
+2024-05-26 01:28:34 (UTC) - 1:37:48 - train - INFO - step: 000425 - done (%): 85.0 - loss: 1.415 - lr: 3.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 4800.9 - ETA: >2024-05-26 01:45:38
+2024-05-26 01:28:46 (UTC) - 1:37:59 - train - INFO - step: 000426 - done (%): 85.2 - loss: 1.563 - lr: 3.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4802.4 - ETA: >2024-05-26 01:45:36
+2024-05-26 01:28:58 (UTC) - 1:38:11 - train - INFO - step: 000427 - done (%): 85.4 - loss: 1.616 - lr: 3.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.9 - avg_words_per_second: 4803.9 - ETA: >2024-05-26 01:45:33
+2024-05-26 01:29:09 (UTC) - 1:38:23 - train - INFO - step: 000428 - done (%): 85.6 - loss: 1.405 - lr: 3.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.3 - avg_words_per_second: 4805.3 - ETA: >2024-05-26 01:45:31
+2024-05-26 01:29:21 (UTC) - 1:38:35 - train - INFO - step: 000429 - done (%): 85.8 - loss: 1.442 - lr: 3.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.3 - avg_words_per_second: 4806.8 - ETA: >2024-05-26 01:45:29
+2024-05-26 01:29:33 (UTC) - 1:38:47 - train - INFO - step: 000430 - done (%): 86.0 - loss: 1.297 - lr: 3.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.1 - avg_words_per_second: 4808.3 - ETA: >2024-05-26 01:45:27
+2024-05-26 01:29:45 (UTC) - 1:38:59 - train - INFO - step: 000431 - done (%): 86.2 - loss: 1.259 - lr: 3.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.7 - avg_words_per_second: 4809.7 - ETA: >2024-05-26 01:45:25
+2024-05-26 01:29:57 (UTC) - 1:39:11 - train - INFO - step: 000432 - done (%): 86.4 - loss: 0.910 - lr: 3.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 4811.2 - ETA: >2024-05-26 01:45:23
+2024-05-26 01:30:09 (UTC) - 1:39:22 - train - INFO - step: 000433 - done (%): 86.6 - loss: 1.448 - lr: 2.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.3 - avg_words_per_second: 4812.6 - ETA: >2024-05-26 01:45:21
+2024-05-26 01:30:21 (UTC) - 1:39:34 - train - INFO - step: 000434 - done (%): 86.8 - loss: 1.157 - lr: 2.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4814.1 - ETA: >2024-05-26 01:45:19
+2024-05-26 01:30:32 (UTC) - 1:39:46 - train - INFO - step: 000435 - done (%): 87.0 - loss: 1.352 - lr: 2.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.0 - avg_words_per_second: 4815.5 - ETA: >2024-05-26 01:45:17
+2024-05-26 01:30:44 (UTC) - 1:39:58 - train - INFO - step: 000436 - done (%): 87.2 - loss: 1.017 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.1 - avg_words_per_second: 4816.9 - ETA: >2024-05-26 01:45:15
+2024-05-26 01:30:56 (UTC) - 1:40:10 - train - INFO - step: 000437 - done (%): 87.4 - loss: 1.549 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5509.0 - avg_words_per_second: 4818.3 - ETA: >2024-05-26 01:45:13
+2024-05-26 01:31:08 (UTC) - 1:40:22 - train - INFO - step: 000438 - done (%): 87.6 - loss: 1.701 - lr: 2.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 4819.7 - ETA: >2024-05-26 01:45:11
+2024-05-26 01:31:20 (UTC) - 1:40:34 - train - INFO - step: 000439 - done (%): 87.8 - loss: 1.438 - lr: 2.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.9 - avg_words_per_second: 4821.1 - ETA: >2024-05-26 01:45:09
+2024-05-26 01:31:32 (UTC) - 1:40:45 - train - INFO - step: 000440 - done (%): 88.0 - loss: 1.199 - lr: 2.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 4822.6 - ETA: >2024-05-26 01:45:07
+2024-05-26 01:31:44 (UTC) - 1:40:57 - train - INFO - step: 000441 - done (%): 88.2 - loss: 1.247 - lr: 2.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.2 - avg_words_per_second: 4823.9 - ETA: >2024-05-26 01:45:05
+2024-05-26 01:31:55 (UTC) - 1:41:09 - train - INFO - step: 000442 - done (%): 88.4 - loss: 1.633 - lr: 2.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.3 - avg_words_per_second: 4825.3 - ETA: >2024-05-26 01:45:03
+2024-05-26 01:32:07 (UTC) - 1:41:21 - train - INFO - step: 000443 - done (%): 88.6 - loss: 1.249 - lr: 2.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4826.7 - ETA: >2024-05-26 01:45:01
+2024-05-26 01:32:19 (UTC) - 1:41:33 - train - INFO - step: 000444 - done (%): 88.8 - loss: 1.201 - lr: 2.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.5 - avg_words_per_second: 4828.1 - ETA: >2024-05-26 01:44:59
+2024-05-26 01:32:31 (UTC) - 1:41:45 - train - INFO - step: 000445 - done (%): 89.0 - loss: 1.664 - lr: 2.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.4 - avg_words_per_second: 4829.5 - ETA: >2024-05-26 01:44:57
+2024-05-26 01:32:43 (UTC) - 1:41:57 - train - INFO - step: 000446 - done (%): 89.2 - loss: 1.893 - lr: 1.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 4830.8 - ETA: >2024-05-26 01:44:55
+2024-05-26 01:32:55 (UTC) - 1:42:08 - train - INFO - step: 000447 - done (%): 89.4 - loss: 1.343 - lr: 1.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.8 - avg_words_per_second: 4832.2 - ETA: >2024-05-26 01:44:54
+2024-05-26 01:33:07 (UTC) - 1:42:20 - train - INFO - step: 000448 - done (%): 89.6 - loss: 1.106 - lr: 1.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4833.6 - ETA: >2024-05-26 01:44:52
+2024-05-26 01:33:18 (UTC) - 1:42:32 - train - INFO - step: 000449 - done (%): 89.8 - loss: 1.167 - lr: 1.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.7 - avg_words_per_second: 4834.9 - ETA: >2024-05-26 01:44:50
+2024-05-26 01:33:30 (UTC) - 1:42:44 - train - INFO - step: 000450 - done (%): 90.0 - loss: 1.542 - lr: 1.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.6 - avg_words_per_second: 4836.3 - ETA: >2024-05-26 01:44:48
+2024-05-26 01:33:42 (UTC) - 1:42:56 - train - INFO - step: 000451 - done (%): 90.2 - loss: 1.576 - lr: 1.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.2 - avg_words_per_second: 4837.6 - ETA: >2024-05-26 01:44:46
+2024-05-26 01:33:54 (UTC) - 1:43:08 - train - INFO - step: 000452 - done (%): 90.4 - loss: 1.335 - lr: 1.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4839.0 - ETA: >2024-05-26 01:44:44
+2024-05-26 01:34:06 (UTC) - 1:43:20 - train - INFO - step: 000453 - done (%): 90.6 - loss: 1.328 - lr: 1.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5504.6 - avg_words_per_second: 4840.2 - ETA: >2024-05-26 01:44:42
+2024-05-26 01:34:18 (UTC) - 1:43:32 - train - INFO - step: 000454 - done (%): 90.8 - loss: 1.866 - lr: 1.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.9 - avg_words_per_second: 4841.6 - ETA: >2024-05-26 01:44:40
+2024-05-26 01:34:30 (UTC) - 1:43:43 - train - INFO - step: 000455 - done (%): 91.0 - loss: 1.294 - lr: 1.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.1 - avg_words_per_second: 4842.9 - ETA: >2024-05-26 01:44:39
+2024-05-26 01:34:41 (UTC) - 1:43:55 - train - INFO - step: 000456 - done (%): 91.2 - loss: 1.113 - lr: 1.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.3 - avg_words_per_second: 4844.2 - ETA: >2024-05-26 01:44:37
+2024-05-26 01:34:53 (UTC) - 1:44:07 - train - INFO - step: 000457 - done (%): 91.4 - loss: 0.970 - lr: 1.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.0 - avg_words_per_second: 4845.5 - ETA: >2024-05-26 01:44:35
+2024-05-26 01:35:05 (UTC) - 1:44:19 - train - INFO - step: 000458 - done (%): 91.6 - loss: 1.436 - lr: 1.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.3 - avg_words_per_second: 4846.8 - ETA: >2024-05-26 01:44:33
+2024-05-26 01:35:17 (UTC) - 1:44:31 - train - INFO - step: 000459 - done (%): 91.8 - loss: 1.423 - lr: 1.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.5 - avg_words_per_second: 4848.1 - ETA: >2024-05-26 01:44:31
+2024-05-26 01:35:29 (UTC) - 1:44:43 - train - INFO - step: 000460 - done (%): 92.0 - loss: 1.366 - lr: 1.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.4 - avg_words_per_second: 4849.4 - ETA: >2024-05-26 01:44:29
+2024-05-26 01:35:41 (UTC) - 1:44:54 - train - INFO - step: 000461 - done (%): 92.2 - loss: 1.434 - lr: 9.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.9 - avg_words_per_second: 4850.7 - ETA: >2024-05-26 01:44:28
+2024-05-26 01:35:53 (UTC) - 1:45:06 - train - INFO - step: 000462 - done (%): 92.4 - loss: 1.264 - lr: 9.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4852.0 - ETA: >2024-05-26 01:44:26
+2024-05-26 01:36:04 (UTC) - 1:45:18 - train - INFO - step: 000463 - done (%): 92.6 - loss: 1.380 - lr: 8.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5514.6 - avg_words_per_second: 4853.3 - ETA: >2024-05-26 01:44:24
+2024-05-26 01:36:16 (UTC) - 1:45:30 - train - INFO - step: 000464 - done (%): 92.8 - loss: 1.338 - lr: 8.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.4 - avg_words_per_second: 4854.6 - ETA: >2024-05-26 01:44:22
+2024-05-26 01:36:28 (UTC) - 1:45:42 - train - INFO - step: 000465 - done (%): 93.0 - loss: 1.444 - lr: 8.0e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.0 - avg_words_per_second: 4855.9 - ETA: >2024-05-26 01:44:20
+2024-05-26 01:36:40 (UTC) - 1:45:54 - train - INFO - step: 000466 - done (%): 93.2 - loss: 1.449 - lr: 7.6e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.5 - avg_words_per_second: 4857.1 - ETA: >2024-05-26 01:44:19
+2024-05-26 01:36:52 (UTC) - 1:46:06 - train - INFO - step: 000467 - done (%): 93.4 - loss: 1.404 - lr: 7.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4858.4 - ETA: >2024-05-26 01:44:17
+2024-05-26 01:37:04 (UTC) - 1:46:17 - train - INFO - step: 000468 - done (%): 93.6 - loss: 1.458 - lr: 6.7e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.2 - avg_words_per_second: 4859.7 - ETA: >2024-05-26 01:44:15
+2024-05-26 01:37:15 (UTC) - 1:46:29 - train - INFO - step: 000469 - done (%): 93.8 - loss: 1.468 - lr: 6.3e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 4860.9 - ETA: >2024-05-26 01:44:13
+2024-05-26 01:37:27 (UTC) - 1:46:41 - train - INFO - step: 000470 - done (%): 94.0 - loss: 1.704 - lr: 5.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.4 - avg_words_per_second: 4862.2 - ETA: >2024-05-26 01:44:12
+2024-05-26 01:37:51 (UTC) - 1:47:05 - train - INFO - step: 000471 - done (%): 94.2 - loss: 1.269 - lr: 5.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2803.2 - avg_words_per_second: 4854.6 - ETA: >2024-05-26 01:44:22
+2024-05-26 01:38:03 (UTC) - 1:47:16 - train - INFO - step: 000472 - done (%): 94.4 - loss: 1.187 - lr: 5.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5554.7 - avg_words_per_second: 4855.9 - ETA: >2024-05-26 01:44:20
+2024-05-26 01:38:14 (UTC) - 1:47:28 - train - INFO - step: 000473 - done (%): 94.6 - loss: 1.277 - lr: 4.8e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.2 - avg_words_per_second: 4857.2 - ETA: >2024-05-26 01:44:19
+2024-05-26 01:38:26 (UTC) - 1:47:40 - train - INFO - step: 000474 - done (%): 94.8 - loss: 1.592 - lr: 4.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.4 - avg_words_per_second: 4858.5 - ETA: >2024-05-26 01:44:17
+2024-05-26 01:38:38 (UTC) - 1:47:52 - train - INFO - step: 000475 - done (%): 95.0 - loss: 1.472 - lr: 4.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 4859.7 - ETA: >2024-05-26 01:44:15
+2024-05-26 01:38:50 (UTC) - 1:48:04 - train - INFO - step: 000476 - done (%): 95.2 - loss: 1.102 - lr: 3.8e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4861.0 - ETA: >2024-05-26 01:44:13
+2024-05-26 01:39:02 (UTC) - 1:48:15 - train - INFO - step: 000477 - done (%): 95.4 - loss: 1.606 - lr: 3.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.2 - avg_words_per_second: 4862.2 - ETA: >2024-05-26 01:44:12
+2024-05-26 01:39:14 (UTC) - 1:48:27 - train - INFO - step: 000478 - done (%): 95.6 - loss: 1.546 - lr: 3.2e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.2 - avg_words_per_second: 4863.4 - ETA: >2024-05-26 01:44:10
+2024-05-26 01:39:25 (UTC) - 1:48:39 - train - INFO - step: 000479 - done (%): 95.8 - loss: 1.463 - lr: 2.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4864.7 - ETA: >2024-05-26 01:44:08
+2024-05-26 01:39:37 (UTC) - 1:48:51 - train - INFO - step: 000480 - done (%): 96.0 - loss: 1.309 - lr: 2.6e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.2 - avg_words_per_second: 4865.9 - ETA: >2024-05-26 01:44:07
+2024-05-26 01:39:49 (UTC) - 1:49:03 - train - INFO - step: 000481 - done (%): 96.2 - loss: 1.284 - lr: 2.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.9 - avg_words_per_second: 4867.1 - ETA: >2024-05-26 01:44:05
+2024-05-26 01:40:01 (UTC) - 1:49:15 - train - INFO - step: 000482 - done (%): 96.4 - loss: 1.577 - lr: 2.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.7 - avg_words_per_second: 4868.3 - ETA: >2024-05-26 01:44:03
+2024-05-26 01:40:13 (UTC) - 1:49:27 - train - INFO - step: 000483 - done (%): 96.6 - loss: 1.052 - lr: 1.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 4869.5 - ETA: >2024-05-26 01:44:02
+2024-05-26 01:40:25 (UTC) - 1:49:38 - train - INFO - step: 000484 - done (%): 96.8 - loss: 1.666 - lr: 1.7e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 4870.7 - ETA: >2024-05-26 01:44:00
+2024-05-26 01:40:37 (UTC) - 1:49:50 - train - INFO - step: 000485 - done (%): 97.0 - loss: 1.372 - lr: 1.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.8 - avg_words_per_second: 4871.9 - ETA: >2024-05-26 01:43:58
+2024-05-26 01:40:48 (UTC) - 1:50:02 - train - INFO - step: 000486 - done (%): 97.2 - loss: 1.480 - lr: 1.3e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.7 - avg_words_per_second: 4873.1 - ETA: >2024-05-26 01:43:57
+2024-05-26 01:41:00 (UTC) - 1:50:14 - train - INFO - step: 000487 - done (%): 97.4 - loss: 1.451 - lr: 1.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4874.3 - ETA: >2024-05-26 01:43:55
+2024-05-26 01:41:12 (UTC) - 1:50:26 - train - INFO - step: 000488 - done (%): 97.6 - loss: 1.653 - lr: 9.5e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4875.5 - ETA: >2024-05-26 01:43:53
+2024-05-26 01:41:24 (UTC) - 1:50:38 - train - INFO - step: 000489 - done (%): 97.8 - loss: 1.687 - lr: 8.0e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.3 - avg_words_per_second: 4876.7 - ETA: >2024-05-26 01:43:52
+2024-05-26 01:41:36 (UTC) - 1:50:50 - train - INFO - step: 000490 - done (%): 98.0 - loss: 1.623 - lr: 6.6e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4877.9 - ETA: >2024-05-26 01:43:50
+2024-05-26 01:41:48 (UTC) - 1:51:01 - train - INFO - step: 000491 - done (%): 98.2 - loss: 1.149 - lr: 5.3e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.1 - avg_words_per_second: 4879.0 - ETA: >2024-05-26 01:43:48
+2024-05-26 01:41:59 (UTC) - 1:51:13 - train - INFO - step: 000492 - done (%): 98.4 - loss: 1.356 - lr: 4.2e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.1 - avg_words_per_second: 4880.2 - ETA: >2024-05-26 01:43:47
+2024-05-26 01:42:11 (UTC) - 1:51:25 - train - INFO - step: 000493 - done (%): 98.6 - loss: 1.355 - lr: 3.2e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.3 - avg_words_per_second: 4881.4 - ETA: >2024-05-26 01:43:45
+2024-05-26 01:42:23 (UTC) - 1:51:37 - train - INFO - step: 000494 - done (%): 98.8 - loss: 1.603 - lr: 2.4e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4882.5 - ETA: >2024-05-26 01:43:44
+2024-05-26 01:42:35 (UTC) - 1:51:49 - train - INFO - step: 000495 - done (%): 99.0 - loss: 1.409 - lr: 1.7e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.3 - avg_words_per_second: 4883.7 - ETA: >2024-05-26 01:43:42
+2024-05-26 01:42:47 (UTC) - 1:52:01 - train - INFO - step: 000496 - done (%): 99.2 - loss: 1.444 - lr: 1.1e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4884.9 - ETA: >2024-05-26 01:43:40
+2024-05-26 01:42:59 (UTC) - 1:52:12 - train - INFO - step: 000497 - done (%): 99.4 - loss: 1.596 - lr: 6.1e-09 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.4 - avg_words_per_second: 4886.0 - ETA: >2024-05-26 01:43:39
+2024-05-26 01:43:11 (UTC) - 1:52:24 - train - INFO - step: 000498 - done (%): 99.6 - loss: 1.205 - lr: 2.9e-09 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.7 - avg_words_per_second: 4887.2 - ETA: >2024-05-26 01:43:37
+2024-05-26 01:43:22 (UTC) - 1:52:36 - train - INFO - step: 000499 - done (%): 99.8 - loss: 1.490 - lr: 9.0e-10 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.8 - avg_words_per_second: 4888.3 - ETA: >2024-05-26 01:43:36
+2024-05-26 01:43:34 (UTC) - 1:52:48 - train - INFO - step: 000500 - done (%): 100.0 - loss: 1.575 - lr: 2.4e-10 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.3 - avg_words_per_second: 4889.4 - ETA: >2024-05-26 01:43:34
+2024-05-26 01:43:34 (UTC) - 1:52:48 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000500/consolidated using tmp name: tmp.consolidated
+2024-05-26 01:43:49 (UTC) - 1:53:02 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed42/checkpoints/checkpoint_000500/consolidated for step: 500
+2024-05-26 01:43:50 (UTC) - 1:53:03 - checkpointing - INFO - Deleted ckpt: /root/mistral-finetune/runseed42/checkpoints/checkpoint_000200
+2024-05-26 01:43:50 (UTC) - 1:53:03 - checkpointing - INFO - Done deleting checkpoints /root/mistral-finetune/runseed42/checkpoints/checkpoint_000200
+2024-05-26 01:43:50 (UTC) - 1:53:03 - checkpointing - INFO - Done!
+2024-05-26 01:43:50 (UTC) - 1:53:03 - train - INFO - done!
+2024-05-26 01:43:50 (UTC) - 1:53:03 - utils - INFO - Closing: eval_logger
\ No newline at end of file
diff --git a/runseed42/wandb/run-20240525_235049-kk8bhidf/files/requirements.txt b/runseed42/wandb/run-20240525_235049-kk8bhidf/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f173be0be357b3fd62b7aba8d8c38a23b90cdc07
--- /dev/null
+++ b/runseed42/wandb/run-20240525_235049-kk8bhidf/files/requirements.txt
@@ -0,0 +1,67 @@
+GitPython==3.1.43
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+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
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+nvidia-curand-cu12==10.3.2.106
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+pip==24.0
+platformdirs==4.2.2
+protobuf==4.25.3
+psutil==5.9.8
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+pydantic_core==2.16.2
+referencing==0.35.1
+requests==2.32.2
+rpds-py==0.18.1
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+six==1.16.0
+smmap==5.0.1
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+termcolor==2.4.0
+torch==2.2.0
+tqdm==4.66.4
+triton==2.2.0
+typing_extensions==4.12.0
+urllib3==2.2.1
+wandb==0.17.0
+wheel==0.43.0
+xformers==0.0.24
\ No newline at end of file
diff --git a/runseed42/wandb/run-20240525_235049-kk8bhidf/files/wandb-metadata.json b/runseed42/wandb/run-20240525_235049-kk8bhidf/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..161094e8f888774641c073ca9813af54909b75f7
--- /dev/null
+++ b/runseed42/wandb/run-20240525_235049-kk8bhidf/files/wandb-metadata.json
@@ -0,0 +1,169 @@
+{
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+ "startedAt": "2024-05-25T23:50:49.202480",
+ "docker": null,
+ "cuda": null,
+ "args": [
+ "example/7B.yaml"
+ ],
+ "state": "running",
+ "program": "-m train",
+ "codePathLocal": null,
+ "git": {
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+ "commit": "cb892f012ef940bc741dd3b043bc1d06f0cf6085"
+ },
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diff --git a/runseed42/wandb/run-20240525_235049-kk8bhidf/logs/debug.log b/runseed42/wandb/run-20240525_235049-kk8bhidf/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..af3be01731511e4c1d0792a5f651a06ccbe001bd
--- /dev/null
+++ b/runseed42/wandb/run-20240525_235049-kk8bhidf/logs/debug.log
@@ -0,0 +1,36 @@
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+name: chemistralpy310
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+ - _openmp_mutex=5.1=1_gnu
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+ value: /root/mistral_models/7B-v0.3
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+ value: /root/mistral-finetune/runseed5
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diff --git a/runseed5/wandb/run-20240525_214643-cngfo6vp/files/output.log b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/output.log
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+[34m[1mwandb[39m[22m: [33mWARNING[39m Calling wandb.login() after wandb.init() has no effect.
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+2024-05-25 21:46:46 (UTC) - 0:00:06 - finetune.wrapped_model - INFO - Model sharded!
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+2024-05-25 21:46:47 (UTC) - 0:00:06 - dataset - INFO - Loading /root/data/mol_instructions_train.jsonl ...
+2024-05-25 21:58:58 (UTC) - 0:12:17 - dataset - INFO - /root/data/mol_instructions_train.jsonl loaded and tokenized.
+2024-05-25 21:58:58 (UTC) - 0:12:17 - dataset - INFO - Shuffling /root/data/mol_instructions_train.jsonl ...
+2024-05-25 21:59:10 (UTC) - 0:12:29 - train - INFO - step: 000001 - done (%): 0.2 - loss: 2.263 - lr: 2.4e-06 - peak_alloc_mem (GB): 63.6 - alloc_mem (GB): 24.1 - words_per_second: 88.2 - avg_words_per_second: 88.2 - ETA: >2024-05-30 05:01:07
+2024-05-25 21:59:21 (UTC) - 0:12:41 - train - INFO - step: 000002 - done (%): 0.4 - loss: 2.109 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5641.7 - avg_words_per_second: 173.6 - ETA: >2024-05-28 02:12:21
+2024-05-25 21:59:33 (UTC) - 0:12:53 - train - INFO - step: 000003 - done (%): 0.6 - loss: 1.950 - lr: 3.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5581.8 - avg_words_per_second: 256.4 - ETA: >2024-05-27 09:16:26
+2024-05-25 21:59:45 (UTC) - 0:13:04 - train - INFO - step: 000004 - done (%): 0.8 - loss: 2.137 - lr: 4.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5568.7 - avg_words_per_second: 336.8 - ETA: >2024-05-27 00:48:32
+2024-05-25 21:59:57 (UTC) - 0:13:16 - train - INFO - step: 000005 - done (%): 1.0 - loss: 2.457 - lr: 6.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5556.7 - avg_words_per_second: 414.7 - ETA: >2024-05-26 19:43:51
+2024-05-25 22:00:09 (UTC) - 0:13:28 - train - INFO - step: 000006 - done (%): 1.2 - loss: 2.165 - lr: 8.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 490.3 - ETA: >2024-05-26 16:20:46
+2024-05-25 22:00:20 (UTC) - 0:13:40 - train - INFO - step: 000007 - done (%): 1.4 - loss: 1.872 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.2 - avg_words_per_second: 563.7 - ETA: >2024-05-26 13:55:42
+2024-05-25 22:00:32 (UTC) - 0:13:52 - train - INFO - step: 000008 - done (%): 1.6 - loss: 2.180 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.1 - avg_words_per_second: 634.9 - ETA: >2024-05-26 12:06:56
+2024-05-25 22:00:44 (UTC) - 0:14:04 - train - INFO - step: 000009 - done (%): 1.8 - loss: 2.058 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 704.2 - ETA: >2024-05-26 10:42:19
+2024-05-25 22:00:56 (UTC) - 0:14:15 - train - INFO - step: 000010 - done (%): 2.0 - loss: 1.883 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.4 - avg_words_per_second: 771.5 - ETA: >2024-05-26 09:34:37
+2024-05-25 22:01:08 (UTC) - 0:14:27 - train - INFO - step: 000011 - done (%): 2.2 - loss: 2.233 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.7 - avg_words_per_second: 837.0 - ETA: >2024-05-26 08:39:14
+2024-05-25 22:01:20 (UTC) - 0:14:39 - train - INFO - step: 000012 - done (%): 2.4 - loss: 1.842 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 900.8 - ETA: >2024-05-26 07:53:05
+2024-05-25 22:01:31 (UTC) - 0:14:51 - train - INFO - step: 000013 - done (%): 2.6 - loss: 1.745 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 962.8 - ETA: >2024-05-26 07:14:02
+2024-05-25 22:01:43 (UTC) - 0:15:03 - train - INFO - step: 000014 - done (%): 2.8 - loss: 1.583 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.3 - avg_words_per_second: 1023.2 - ETA: >2024-05-26 06:40:33
+2024-05-25 22:01:55 (UTC) - 0:15:15 - train - INFO - step: 000015 - done (%): 3.0 - loss: 1.855 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.3 - avg_words_per_second: 1081.9 - ETA: >2024-05-26 06:11:33
+2024-05-25 22:02:07 (UTC) - 0:15:26 - train - INFO - step: 000016 - done (%): 3.2 - loss: 1.853 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 1139.2 - ETA: >2024-05-26 05:46:10
+2024-05-25 22:02:19 (UTC) - 0:15:38 - train - INFO - step: 000017 - done (%): 3.4 - loss: 1.730 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 1195.0 - ETA: >2024-05-26 05:23:47
+2024-05-25 22:02:31 (UTC) - 0:15:50 - train - INFO - step: 000018 - done (%): 3.6 - loss: 2.016 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.9 - avg_words_per_second: 1249.4 - ETA: >2024-05-26 05:03:53
+2024-05-25 22:02:43 (UTC) - 0:16:02 - train - INFO - step: 000019 - done (%): 3.8 - loss: 1.916 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.7 - avg_words_per_second: 1302.5 - ETA: >2024-05-26 04:46:05
+2024-05-25 22:02:54 (UTC) - 0:16:14 - train - INFO - step: 000020 - done (%): 4.0 - loss: 1.929 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.0 - avg_words_per_second: 1354.2 - ETA: >2024-05-26 04:30:03
+2024-05-25 22:03:06 (UTC) - 0:16:26 - train - INFO - step: 000021 - done (%): 4.2 - loss: 1.996 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 1404.7 - ETA: >2024-05-26 04:15:33
+2024-05-25 22:03:18 (UTC) - 0:16:38 - train - INFO - step: 000022 - done (%): 4.4 - loss: 1.654 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.2 - avg_words_per_second: 1454.1 - ETA: >2024-05-26 04:02:21
+2024-05-25 22:03:30 (UTC) - 0:16:49 - train - INFO - step: 000023 - done (%): 4.6 - loss: 1.767 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.0 - avg_words_per_second: 1502.3 - ETA: >2024-05-26 03:50:19
+2024-05-25 22:03:42 (UTC) - 0:17:01 - train - INFO - step: 000024 - done (%): 4.8 - loss: 1.335 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 1549.3 - ETA: >2024-05-26 03:39:17
+2024-05-25 22:03:54 (UTC) - 0:17:13 - train - INFO - step: 000025 - done (%): 5.0 - loss: 1.706 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.5 - avg_words_per_second: 1595.3 - ETA: >2024-05-26 03:29:07
+2024-05-25 22:04:05 (UTC) - 0:17:25 - train - INFO - step: 000026 - done (%): 5.2 - loss: 1.464 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.4 - avg_words_per_second: 1640.2 - ETA: >2024-05-26 03:19:44
+2024-05-25 22:04:17 (UTC) - 0:17:37 - train - INFO - step: 000027 - done (%): 5.4 - loss: 2.187 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 1684.1 - ETA: >2024-05-26 03:11:03
+2024-05-25 22:04:29 (UTC) - 0:17:49 - train - INFO - step: 000028 - done (%): 5.6 - loss: 1.759 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.5 - avg_words_per_second: 1727.1 - ETA: >2024-05-26 03:03:00
+2024-05-25 22:04:41 (UTC) - 0:18:00 - train - INFO - step: 000029 - done (%): 5.8 - loss: 2.010 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 1769.0 - ETA: >2024-05-26 02:55:30
+2024-05-25 22:04:53 (UTC) - 0:18:12 - train - INFO - step: 000030 - done (%): 6.0 - loss: 1.866 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 1810.1 - ETA: >2024-05-26 02:48:30
+2024-05-25 22:05:05 (UTC) - 0:18:24 - train - INFO - step: 000031 - done (%): 6.2 - loss: 1.404 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 1850.2 - ETA: >2024-05-26 02:41:57
+2024-05-25 22:05:16 (UTC) - 0:18:36 - train - INFO - step: 000032 - done (%): 6.4 - loss: 1.771 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.4 - avg_words_per_second: 1889.5 - ETA: >2024-05-26 02:35:48
+2024-05-25 22:05:28 (UTC) - 0:18:48 - train - INFO - step: 000033 - done (%): 6.6 - loss: 1.608 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.1 - avg_words_per_second: 1928.0 - ETA: >2024-05-26 02:30:02
+2024-05-25 22:05:40 (UTC) - 0:19:00 - train - INFO - step: 000034 - done (%): 6.8 - loss: 1.839 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.0 - avg_words_per_second: 1965.7 - ETA: >2024-05-26 02:24:36
+2024-05-25 22:05:52 (UTC) - 0:19:11 - train - INFO - step: 000035 - done (%): 7.0 - loss: 1.840 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.4 - avg_words_per_second: 2002.7 - ETA: >2024-05-26 02:19:29
+2024-05-25 22:06:04 (UTC) - 0:19:23 - train - INFO - step: 000036 - done (%): 7.2 - loss: 1.752 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.6 - avg_words_per_second: 2038.8 - ETA: >2024-05-26 02:14:39
+2024-05-25 22:06:16 (UTC) - 0:19:35 - train - INFO - step: 000037 - done (%): 7.4 - loss: 1.734 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.8 - avg_words_per_second: 2074.3 - ETA: >2024-05-26 02:10:04
+2024-05-25 22:06:27 (UTC) - 0:19:47 - train - INFO - step: 000038 - done (%): 7.6 - loss: 1.343 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.5 - avg_words_per_second: 2109.0 - ETA: >2024-05-26 02:05:44
+2024-05-25 22:06:39 (UTC) - 0:19:59 - train - INFO - step: 000039 - done (%): 7.8 - loss: 1.416 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.7 - avg_words_per_second: 2143.0 - ETA: >2024-05-26 02:01:37
+2024-05-25 22:06:51 (UTC) - 0:20:11 - train - INFO - step: 000040 - done (%): 8.0 - loss: 1.722 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 2176.4 - ETA: >2024-05-26 01:57:43
+2024-05-25 22:07:03 (UTC) - 0:20:22 - train - INFO - step: 000041 - done (%): 8.2 - loss: 1.533 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 2209.1 - ETA: >2024-05-26 01:54:00
+2024-05-25 22:07:15 (UTC) - 0:20:34 - train - INFO - step: 000042 - done (%): 8.4 - loss: 1.118 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.7 - avg_words_per_second: 2241.1 - ETA: >2024-05-26 01:50:28
+2024-05-25 22:07:27 (UTC) - 0:20:46 - train - INFO - step: 000043 - done (%): 8.6 - loss: 1.211 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.1 - avg_words_per_second: 2272.6 - ETA: >2024-05-26 01:47:05
+2024-05-25 22:07:38 (UTC) - 0:20:58 - train - INFO - step: 000044 - done (%): 8.8 - loss: 1.766 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.5 - avg_words_per_second: 2303.5 - ETA: >2024-05-26 01:43:52
+2024-05-25 22:07:50 (UTC) - 0:21:10 - train - INFO - step: 000045 - done (%): 9.0 - loss: 1.289 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.6 - avg_words_per_second: 2333.8 - ETA: >2024-05-26 01:40:47
+2024-05-25 22:08:02 (UTC) - 0:21:22 - train - INFO - step: 000046 - done (%): 9.2 - loss: 1.433 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.4 - avg_words_per_second: 2363.4 - ETA: >2024-05-26 01:37:51
+2024-05-25 22:08:14 (UTC) - 0:21:33 - train - INFO - step: 000047 - done (%): 9.4 - loss: 1.980 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.4 - avg_words_per_second: 2392.6 - ETA: >2024-05-26 01:35:02
+2024-05-25 22:08:26 (UTC) - 0:21:45 - train - INFO - step: 000048 - done (%): 9.6 - loss: 1.427 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 2421.3 - ETA: >2024-05-26 01:32:20
+2024-05-25 22:08:38 (UTC) - 0:21:57 - train - INFO - step: 000049 - done (%): 9.8 - loss: 1.911 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.6 - avg_words_per_second: 2449.3 - ETA: >2024-05-26 01:29:45
+2024-05-25 22:08:49 (UTC) - 0:22:09 - train - INFO - step: 000050 - done (%): 10.0 - loss: 1.665 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.2 - avg_words_per_second: 2477.0 - ETA: >2024-05-26 01:27:16
+2024-05-25 22:09:01 (UTC) - 0:22:21 - train - INFO - step: 000051 - done (%): 10.2 - loss: 1.698 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.1 - avg_words_per_second: 2504.1 - ETA: >2024-05-26 01:24:52
+2024-05-25 22:09:13 (UTC) - 0:22:33 - train - INFO - step: 000052 - done (%): 10.4 - loss: 1.842 - lr: 6.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.2 - avg_words_per_second: 2530.8 - ETA: >2024-05-26 01:22:34
+2024-05-25 22:09:25 (UTC) - 0:22:45 - train - INFO - step: 000053 - done (%): 10.6 - loss: 1.687 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.1 - avg_words_per_second: 2556.9 - ETA: >2024-05-26 01:20:22
+2024-05-25 22:09:37 (UTC) - 0:22:56 - train - INFO - step: 000054 - done (%): 10.8 - loss: 1.535 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.7 - avg_words_per_second: 2582.6 - ETA: >2024-05-26 01:18:14
+2024-05-25 22:09:49 (UTC) - 0:23:08 - train - INFO - step: 000055 - done (%): 11.0 - loss: 1.665 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 2607.9 - ETA: >2024-05-26 01:16:11
+2024-05-25 22:10:01 (UTC) - 0:23:20 - train - INFO - step: 000056 - done (%): 11.2 - loss: 1.546 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 2632.8 - ETA: >2024-05-26 01:14:13
+2024-05-25 22:10:12 (UTC) - 0:23:32 - train - INFO - step: 000057 - done (%): 11.4 - loss: 1.264 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.3 - avg_words_per_second: 2657.2 - ETA: >2024-05-26 01:12:19
+2024-05-25 22:10:24 (UTC) - 0:23:44 - train - INFO - step: 000058 - done (%): 11.6 - loss: 1.767 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 2681.2 - ETA: >2024-05-26 01:10:28
+2024-05-25 22:10:36 (UTC) - 0:23:56 - train - INFO - step: 000059 - done (%): 11.8 - loss: 1.575 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.5 - avg_words_per_second: 2704.8 - ETA: >2024-05-26 01:08:41
+2024-05-25 22:10:48 (UTC) - 0:24:07 - train - INFO - step: 000060 - done (%): 12.0 - loss: 1.494 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.6 - avg_words_per_second: 2728.0 - ETA: >2024-05-26 01:06:58
+2024-05-25 22:11:00 (UTC) - 0:24:19 - train - INFO - step: 000061 - done (%): 12.2 - loss: 1.311 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.3 - avg_words_per_second: 2750.9 - ETA: >2024-05-26 01:05:18
+2024-05-25 22:11:12 (UTC) - 0:24:31 - train - INFO - step: 000062 - done (%): 12.4 - loss: 1.547 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 2773.4 - ETA: >2024-05-26 01:03:42
+2024-05-25 22:11:24 (UTC) - 0:24:43 - train - INFO - step: 000063 - done (%): 12.6 - loss: 1.388 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.7 - avg_words_per_second: 2795.5 - ETA: >2024-05-26 01:02:08
+2024-05-25 22:11:35 (UTC) - 0:24:55 - train - INFO - step: 000064 - done (%): 12.8 - loss: 1.444 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 2817.3 - ETA: >2024-05-26 01:00:37
+2024-05-25 22:11:47 (UTC) - 0:25:07 - train - INFO - step: 000065 - done (%): 13.0 - loss: 1.568 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 2838.8 - ETA: >2024-05-26 00:59:10
+2024-05-25 22:11:59 (UTC) - 0:25:19 - train - INFO - step: 000066 - done (%): 13.2 - loss: 1.897 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.4 - avg_words_per_second: 2859.9 - ETA: >2024-05-26 00:57:44
+2024-05-25 22:12:11 (UTC) - 0:25:30 - train - INFO - step: 000067 - done (%): 13.4 - loss: 1.747 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 2880.7 - ETA: >2024-05-26 00:56:22
+2024-05-25 22:12:23 (UTC) - 0:25:42 - train - INFO - step: 000068 - done (%): 13.6 - loss: 1.768 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.4 - avg_words_per_second: 2901.1 - ETA: >2024-05-26 00:55:02
+2024-05-25 22:12:35 (UTC) - 0:25:54 - train - INFO - step: 000069 - done (%): 13.8 - loss: 1.864 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 2921.3 - ETA: >2024-05-26 00:53:44
+2024-05-25 22:12:46 (UTC) - 0:26:06 - train - INFO - step: 000070 - done (%): 14.0 - loss: 2.062 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 2941.1 - ETA: >2024-05-26 00:52:28
+2024-05-25 22:12:58 (UTC) - 0:26:18 - train - INFO - step: 000071 - done (%): 14.2 - loss: 1.725 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 2960.6 - ETA: >2024-05-26 00:51:15
+2024-05-25 22:13:10 (UTC) - 0:26:30 - train - INFO - step: 000072 - done (%): 14.4 - loss: 1.606 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 2979.9 - ETA: >2024-05-26 00:50:03
+2024-05-25 22:13:22 (UTC) - 0:26:41 - train - INFO - step: 000073 - done (%): 14.6 - loss: 1.569 - lr: 5.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 2998.8 - ETA: >2024-05-26 00:48:53
+2024-05-25 22:13:34 (UTC) - 0:26:53 - train - INFO - step: 000074 - done (%): 14.8 - loss: 1.465 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 3017.5 - ETA: >2024-05-26 00:47:46
+2024-05-25 22:13:46 (UTC) - 0:27:05 - train - INFO - step: 000075 - done (%): 15.0 - loss: 1.454 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.9 - avg_words_per_second: 3036.0 - ETA: >2024-05-26 00:46:40
+2024-05-25 22:13:57 (UTC) - 0:27:17 - train - INFO - step: 000076 - done (%): 15.2 - loss: 1.920 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.7 - avg_words_per_second: 3054.1 - ETA: >2024-05-26 00:45:36
+2024-05-25 22:14:09 (UTC) - 0:27:29 - train - INFO - step: 000077 - done (%): 15.4 - loss: 1.780 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 3072.0 - ETA: >2024-05-26 00:44:33
+2024-05-25 22:14:21 (UTC) - 0:27:41 - train - INFO - step: 000078 - done (%): 15.6 - loss: 1.528 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 3089.6 - ETA: >2024-05-26 00:43:32
+2024-05-25 22:14:33 (UTC) - 0:27:53 - train - INFO - step: 000079 - done (%): 15.8 - loss: 1.356 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.3 - avg_words_per_second: 3106.9 - ETA: >2024-05-26 00:42:33
+2024-05-25 22:14:45 (UTC) - 0:28:04 - train - INFO - step: 000080 - done (%): 16.0 - loss: 1.569 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.3 - avg_words_per_second: 3124.0 - ETA: >2024-05-26 00:41:36
+2024-05-25 22:14:57 (UTC) - 0:28:16 - train - INFO - step: 000081 - done (%): 16.2 - loss: 1.661 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 3140.9 - ETA: >2024-05-26 00:40:39
+2024-05-25 22:15:09 (UTC) - 0:28:28 - train - INFO - step: 000082 - done (%): 16.4 - loss: 1.819 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.2 - avg_words_per_second: 3157.5 - ETA: >2024-05-26 00:39:44
+2024-05-25 22:15:20 (UTC) - 0:28:40 - train - INFO - step: 000083 - done (%): 16.6 - loss: 1.794 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 3174.0 - ETA: >2024-05-26 00:38:51
+2024-05-25 22:15:32 (UTC) - 0:28:52 - train - INFO - step: 000084 - done (%): 16.8 - loss: 1.383 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.8 - avg_words_per_second: 3190.1 - ETA: >2024-05-26 00:37:58
+2024-05-25 22:15:44 (UTC) - 0:29:04 - train - INFO - step: 000085 - done (%): 17.0 - loss: 1.682 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.8 - avg_words_per_second: 3206.1 - ETA: >2024-05-26 00:37:07
+2024-05-25 22:15:56 (UTC) - 0:29:15 - train - INFO - step: 000086 - done (%): 17.2 - loss: 1.368 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.6 - avg_words_per_second: 3221.8 - ETA: >2024-05-26 00:36:17
+2024-05-25 22:16:08 (UTC) - 0:29:27 - train - INFO - step: 000087 - done (%): 17.4 - loss: 1.722 - lr: 5.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 3237.4 - ETA: >2024-05-26 00:35:28
+2024-05-25 22:16:20 (UTC) - 0:29:39 - train - INFO - step: 000088 - done (%): 17.6 - loss: 1.316 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.6 - avg_words_per_second: 3252.7 - ETA: >2024-05-26 00:34:41
+2024-05-25 22:16:32 (UTC) - 0:29:51 - train - INFO - step: 000089 - done (%): 17.8 - loss: 1.563 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 3267.8 - ETA: >2024-05-26 00:33:54
+2024-05-25 22:16:43 (UTC) - 0:30:03 - train - INFO - step: 000090 - done (%): 18.0 - loss: 1.668 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.6 - avg_words_per_second: 3282.7 - ETA: >2024-05-26 00:33:09
+2024-05-25 22:16:55 (UTC) - 0:30:15 - train - INFO - step: 000091 - done (%): 18.2 - loss: 1.548 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.2 - avg_words_per_second: 3297.5 - ETA: >2024-05-26 00:32:24
+2024-05-25 22:17:07 (UTC) - 0:30:27 - train - INFO - step: 000092 - done (%): 18.4 - loss: 1.400 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5499.0 - avg_words_per_second: 3311.9 - ETA: >2024-05-26 00:31:41
+2024-05-25 22:17:19 (UTC) - 0:30:39 - train - INFO - step: 000093 - done (%): 18.6 - loss: 1.345 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.6 - avg_words_per_second: 3326.2 - ETA: >2024-05-26 00:30:58
+2024-05-25 22:17:31 (UTC) - 0:30:50 - train - INFO - step: 000094 - done (%): 18.8 - loss: 1.508 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 3340.4 - ETA: >2024-05-26 00:30:16
+2024-05-25 22:17:43 (UTC) - 0:31:02 - train - INFO - step: 000095 - done (%): 19.0 - loss: 1.449 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 3354.4 - ETA: >2024-05-26 00:29:35
+2024-05-25 22:17:55 (UTC) - 0:31:14 - train - INFO - step: 000096 - done (%): 19.2 - loss: 1.544 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.6 - avg_words_per_second: 3368.2 - ETA: >2024-05-26 00:28:55
+2024-05-25 22:18:06 (UTC) - 0:31:26 - train - INFO - step: 000097 - done (%): 19.4 - loss: 1.485 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.8 - avg_words_per_second: 3381.8 - ETA: >2024-05-26 00:28:16
+2024-05-25 22:18:18 (UTC) - 0:31:38 - train - INFO - step: 000098 - done (%): 19.6 - loss: 1.486 - lr: 5.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 3395.3 - ETA: >2024-05-26 00:27:38
+2024-05-25 22:18:30 (UTC) - 0:31:50 - train - INFO - step: 000099 - done (%): 19.8 - loss: 1.477 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.5 - avg_words_per_second: 3408.5 - ETA: >2024-05-26 00:27:00
+2024-05-25 22:18:42 (UTC) - 0:32:01 - train - INFO - step: 000100 - done (%): 20.0 - loss: 1.588 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.2 - avg_words_per_second: 3421.7 - ETA: >2024-05-26 00:26:23
+2024-05-25 22:18:42 (UTC) - 0:32:01 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000100/consolidated using tmp name: tmp.consolidated
+2024-05-25 22:18:57 (UTC) - 0:32:16 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000100/consolidated for step: 100
+2024-05-25 22:18:57 (UTC) - 0:32:16 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 22:18:57 (UTC) - 0:32:16 - checkpointing - INFO - Done!
+2024-05-25 22:19:08 (UTC) - 0:32:28 - train - INFO - step: 000101 - done (%): 20.2 - loss: 1.442 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5599.0 - avg_words_per_second: 3434.9 - ETA: >2024-05-26 00:26:01
+2024-05-25 22:19:20 (UTC) - 0:32:40 - train - INFO - step: 000102 - done (%): 20.4 - loss: 1.662 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5550.8 - avg_words_per_second: 3447.8 - ETA: >2024-05-26 00:25:26
+2024-05-25 22:19:32 (UTC) - 0:32:52 - train - INFO - step: 000103 - done (%): 20.6 - loss: 1.788 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.2 - avg_words_per_second: 3460.5 - ETA: >2024-05-26 00:24:51
+2024-05-25 22:19:44 (UTC) - 0:33:03 - train - INFO - step: 000104 - done (%): 20.8 - loss: 1.665 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 3473.0 - ETA: >2024-05-26 00:24:16
+2024-05-25 22:19:56 (UTC) - 0:33:15 - train - INFO - step: 000105 - done (%): 21.0 - loss: 1.484 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.1 - avg_words_per_second: 3485.4 - ETA: >2024-05-26 00:23:43
+2024-05-25 22:20:08 (UTC) - 0:33:27 - train - INFO - step: 000106 - done (%): 21.2 - loss: 1.726 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5507.1 - avg_words_per_second: 3497.5 - ETA: >2024-05-26 00:23:10
+2024-05-25 22:20:29 (UTC) - 0:33:48 - train - INFO - step: 000107 - done (%): 21.4 - loss: 1.233 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 3116.6 - avg_words_per_second: 3493.5 - ETA: >2024-05-26 00:23:21
+2024-05-25 22:20:40 (UTC) - 0:34:00 - train - INFO - step: 000108 - done (%): 21.6 - loss: 1.670 - lr: 5.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5559.8 - avg_words_per_second: 3505.5 - ETA: >2024-05-26 00:22:49
+2024-05-25 22:20:52 (UTC) - 0:34:12 - train - INFO - step: 000109 - done (%): 21.8 - loss: 1.436 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.8 - avg_words_per_second: 3517.4 - ETA: >2024-05-26 00:22:17
+2024-05-25 22:21:04 (UTC) - 0:34:24 - train - INFO - step: 000110 - done (%): 22.0 - loss: 1.359 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 3529.0 - ETA: >2024-05-26 00:21:47
+2024-05-25 22:21:16 (UTC) - 0:34:35 - train - INFO - step: 000111 - done (%): 22.2 - loss: 1.491 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.2 - avg_words_per_second: 3540.6 - ETA: >2024-05-26 00:21:16
+2024-05-25 22:21:28 (UTC) - 0:34:47 - train - INFO - step: 000112 - done (%): 22.4 - loss: 1.686 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.4 - avg_words_per_second: 3552.0 - ETA: >2024-05-26 00:20:47
+2024-05-25 22:21:40 (UTC) - 0:34:59 - train - INFO - step: 000113 - done (%): 22.6 - loss: 1.728 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.8 - avg_words_per_second: 3563.3 - ETA: >2024-05-26 00:20:17
+2024-05-25 22:21:52 (UTC) - 0:35:11 - train - INFO - step: 000114 - done (%): 22.8 - loss: 1.405 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.2 - avg_words_per_second: 3574.5 - ETA: >2024-05-26 00:19:49
+2024-05-25 22:22:03 (UTC) - 0:35:23 - train - INFO - step: 000115 - done (%): 23.0 - loss: 1.556 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.3 - avg_words_per_second: 3585.6 - ETA: >2024-05-26 00:19:20
+2024-05-25 22:22:15 (UTC) - 0:35:35 - train - INFO - step: 000116 - done (%): 23.2 - loss: 1.701 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.0 - avg_words_per_second: 3596.5 - ETA: >2024-05-26 00:18:53
+2024-05-25 22:22:27 (UTC) - 0:35:47 - train - INFO - step: 000117 - done (%): 23.4 - loss: 1.831 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.0 - avg_words_per_second: 3607.3 - ETA: >2024-05-26 00:18:25
+2024-05-25 22:22:39 (UTC) - 0:35:58 - train - INFO - step: 000118 - done (%): 23.6 - loss: 1.781 - lr: 5.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.8 - avg_words_per_second: 3617.9 - ETA: >2024-05-26 00:17:59
+2024-05-25 22:22:51 (UTC) - 0:36:10 - train - INFO - step: 000119 - done (%): 23.8 - loss: 1.469 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.2 - avg_words_per_second: 3628.5 - ETA: >2024-05-26 00:17:32
+2024-05-25 22:23:03 (UTC) - 0:36:22 - train - INFO - step: 000120 - done (%): 24.0 - loss: 1.558 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 3638.9 - ETA: >2024-05-26 00:17:06
+2024-05-25 22:23:14 (UTC) - 0:36:34 - train - INFO - step: 000121 - done (%): 24.2 - loss: 1.552 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 3649.2 - ETA: >2024-05-26 00:16:41
+2024-05-25 22:23:26 (UTC) - 0:36:46 - train - INFO - step: 000122 - done (%): 24.4 - loss: 1.649 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 3659.4 - ETA: >2024-05-26 00:16:16
+2024-05-25 22:23:38 (UTC) - 0:36:58 - train - INFO - step: 000123 - done (%): 24.6 - loss: 1.553 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.2 - avg_words_per_second: 3669.5 - ETA: >2024-05-26 00:15:51
+2024-05-25 22:23:50 (UTC) - 0:37:10 - train - INFO - step: 000124 - done (%): 24.8 - loss: 1.558 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.5 - avg_words_per_second: 3679.5 - ETA: >2024-05-26 00:15:27
+2024-05-25 22:24:02 (UTC) - 0:37:21 - train - INFO - step: 000125 - done (%): 25.0 - loss: 1.484 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.5 - avg_words_per_second: 3689.4 - ETA: >2024-05-26 00:15:03
+2024-05-25 22:24:14 (UTC) - 0:37:33 - train - INFO - step: 000126 - done (%): 25.2 - loss: 1.549 - lr: 5.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.7 - avg_words_per_second: 3699.1 - ETA: >2024-05-26 00:14:40
+2024-05-25 22:24:26 (UTC) - 0:37:45 - train - INFO - step: 000127 - done (%): 25.4 - loss: 1.463 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.2 - avg_words_per_second: 3708.8 - ETA: >2024-05-26 00:14:17
+2024-05-25 22:24:37 (UTC) - 0:37:57 - train - INFO - step: 000128 - done (%): 25.6 - loss: 1.713 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 3718.4 - ETA: >2024-05-26 00:13:54
+2024-05-25 22:24:49 (UTC) - 0:38:09 - train - INFO - step: 000129 - done (%): 25.8 - loss: 1.561 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.6 - avg_words_per_second: 3727.8 - ETA: >2024-05-26 00:13:32
+2024-05-25 22:25:01 (UTC) - 0:38:21 - train - INFO - step: 000130 - done (%): 26.0 - loss: 1.553 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.5 - avg_words_per_second: 3737.2 - ETA: >2024-05-26 00:13:10
+2024-05-25 22:25:13 (UTC) - 0:38:33 - train - INFO - step: 000131 - done (%): 26.2 - loss: 1.657 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.3 - avg_words_per_second: 3746.4 - ETA: >2024-05-26 00:12:48
+2024-05-25 22:25:25 (UTC) - 0:38:44 - train - INFO - step: 000132 - done (%): 26.4 - loss: 1.358 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5516.8 - avg_words_per_second: 3755.6 - ETA: >2024-05-26 00:12:27
+2024-05-25 22:25:37 (UTC) - 0:38:56 - train - INFO - step: 000133 - done (%): 26.6 - loss: 1.431 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 3764.7 - ETA: >2024-05-26 00:12:06
+2024-05-25 22:25:49 (UTC) - 0:39:08 - train - INFO - step: 000134 - done (%): 26.8 - loss: 1.530 - lr: 5.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.8 - avg_words_per_second: 3773.6 - ETA: >2024-05-26 00:11:45
+2024-05-25 22:26:00 (UTC) - 0:39:20 - train - INFO - step: 000135 - done (%): 27.0 - loss: 1.812 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 3782.5 - ETA: >2024-05-26 00:11:24
+2024-05-25 22:26:12 (UTC) - 0:39:32 - train - INFO - step: 000136 - done (%): 27.2 - loss: 1.475 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5489.8 - avg_words_per_second: 3791.2 - ETA: >2024-05-26 00:11:05
+2024-05-25 22:26:24 (UTC) - 0:39:44 - train - INFO - step: 000137 - done (%): 27.4 - loss: 1.614 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.6 - avg_words_per_second: 3799.9 - ETA: >2024-05-26 00:10:45
+2024-05-25 22:26:36 (UTC) - 0:39:56 - train - INFO - step: 000138 - done (%): 27.6 - loss: 1.572 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.9 - avg_words_per_second: 3808.5 - ETA: >2024-05-26 00:10:25
+2024-05-25 22:26:48 (UTC) - 0:40:07 - train - INFO - step: 000139 - done (%): 27.8 - loss: 1.490 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.8 - avg_words_per_second: 3817.1 - ETA: >2024-05-26 00:10:06
+2024-05-25 22:27:00 (UTC) - 0:40:19 - train - INFO - step: 000140 - done (%): 28.0 - loss: 1.505 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 3825.6 - ETA: >2024-05-26 00:09:47
+2024-05-25 22:27:12 (UTC) - 0:40:31 - train - INFO - step: 000141 - done (%): 28.2 - loss: 1.820 - lr: 5.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.9 - avg_words_per_second: 3834.0 - ETA: >2024-05-26 00:09:28
+2024-05-25 22:27:23 (UTC) - 0:40:43 - train - INFO - step: 000142 - done (%): 28.4 - loss: 1.471 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.2 - avg_words_per_second: 3842.3 - ETA: >2024-05-26 00:09:10
+2024-05-25 22:27:35 (UTC) - 0:40:55 - train - INFO - step: 000143 - done (%): 28.6 - loss: 1.500 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.3 - avg_words_per_second: 3850.5 - ETA: >2024-05-26 00:08:52
+2024-05-25 22:27:47 (UTC) - 0:41:07 - train - INFO - step: 000144 - done (%): 28.8 - loss: 1.642 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.9 - avg_words_per_second: 3858.6 - ETA: >2024-05-26 00:08:34
+2024-05-25 22:27:59 (UTC) - 0:41:19 - train - INFO - step: 000145 - done (%): 29.0 - loss: 1.583 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.1 - avg_words_per_second: 3866.7 - ETA: >2024-05-26 00:08:16
+2024-05-25 22:28:11 (UTC) - 0:41:30 - train - INFO - step: 000146 - done (%): 29.2 - loss: 1.742 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 3874.7 - ETA: >2024-05-26 00:07:58
+2024-05-25 22:28:23 (UTC) - 0:41:42 - train - INFO - step: 000147 - done (%): 29.4 - loss: 1.363 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.7 - avg_words_per_second: 3882.6 - ETA: >2024-05-26 00:07:41
+2024-05-25 22:28:35 (UTC) - 0:41:54 - train - INFO - step: 000148 - done (%): 29.6 - loss: 1.411 - lr: 5.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 3890.4 - ETA: >2024-05-26 00:07:24
+2024-05-25 22:28:46 (UTC) - 0:42:06 - train - INFO - step: 000149 - done (%): 29.8 - loss: 1.933 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 3898.2 - ETA: >2024-05-26 00:07:07
+2024-05-25 22:28:58 (UTC) - 0:42:18 - train - INFO - step: 000150 - done (%): 30.0 - loss: 1.431 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.7 - avg_words_per_second: 3905.9 - ETA: >2024-05-26 00:06:51
+2024-05-25 22:29:10 (UTC) - 0:42:30 - train - INFO - step: 000151 - done (%): 30.2 - loss: 1.497 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.7 - avg_words_per_second: 3913.5 - ETA: >2024-05-26 00:06:35
+2024-05-25 22:29:22 (UTC) - 0:42:41 - train - INFO - step: 000152 - done (%): 30.4 - loss: 1.454 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.1 - avg_words_per_second: 3921.0 - ETA: >2024-05-26 00:06:18
+2024-05-25 22:29:34 (UTC) - 0:42:53 - train - INFO - step: 000153 - done (%): 30.6 - loss: 1.803 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.4 - avg_words_per_second: 3928.5 - ETA: >2024-05-26 00:06:02
+2024-05-25 22:29:46 (UTC) - 0:43:05 - train - INFO - step: 000154 - done (%): 30.8 - loss: 1.592 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 3936.0 - ETA: >2024-05-26 00:05:47
+2024-05-25 22:29:58 (UTC) - 0:43:17 - train - INFO - step: 000155 - done (%): 31.0 - loss: 1.214 - lr: 5.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.1 - avg_words_per_second: 3943.3 - ETA: >2024-05-26 00:05:31
+2024-05-25 22:30:09 (UTC) - 0:43:29 - train - INFO - step: 000156 - done (%): 31.2 - loss: 1.805 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.8 - avg_words_per_second: 3950.6 - ETA: >2024-05-26 00:05:16
+2024-05-25 22:30:21 (UTC) - 0:43:41 - train - INFO - step: 000157 - done (%): 31.4 - loss: 1.654 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.0 - avg_words_per_second: 3957.7 - ETA: >2024-05-26 00:05:01
+2024-05-25 22:30:33 (UTC) - 0:43:53 - train - INFO - step: 000158 - done (%): 31.6 - loss: 1.611 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.6 - avg_words_per_second: 3964.9 - ETA: >2024-05-26 00:04:46
+2024-05-25 22:30:45 (UTC) - 0:44:04 - train - INFO - step: 000159 - done (%): 31.8 - loss: 1.289 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 3972.0 - ETA: >2024-05-26 00:04:31
+2024-05-25 22:30:57 (UTC) - 0:44:16 - train - INFO - step: 000160 - done (%): 32.0 - loss: 1.586 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.7 - avg_words_per_second: 3979.0 - ETA: >2024-05-26 00:04:17
+2024-05-25 22:31:09 (UTC) - 0:44:28 - train - INFO - step: 000161 - done (%): 32.2 - loss: 1.071 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.4 - avg_words_per_second: 3985.9 - ETA: >2024-05-26 00:04:02
+2024-05-25 22:31:20 (UTC) - 0:44:40 - train - INFO - step: 000162 - done (%): 32.4 - loss: 1.221 - lr: 4.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.2 - avg_words_per_second: 3992.8 - ETA: >2024-05-26 00:03:48
+2024-05-25 22:31:32 (UTC) - 0:44:52 - train - INFO - step: 000163 - done (%): 32.6 - loss: 1.836 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 3999.7 - ETA: >2024-05-26 00:03:34
+2024-05-25 22:31:44 (UTC) - 0:45:04 - train - INFO - step: 000164 - done (%): 32.8 - loss: 1.346 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.9 - avg_words_per_second: 4006.4 - ETA: >2024-05-26 00:03:20
+2024-05-25 22:31:56 (UTC) - 0:45:15 - train - INFO - step: 000165 - done (%): 33.0 - loss: 1.512 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.4 - avg_words_per_second: 4013.2 - ETA: >2024-05-26 00:03:07
+2024-05-25 22:32:08 (UTC) - 0:45:27 - train - INFO - step: 000166 - done (%): 33.2 - loss: 1.333 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.4 - avg_words_per_second: 4019.9 - ETA: >2024-05-26 00:02:53
+2024-05-25 22:32:20 (UTC) - 0:45:39 - train - INFO - step: 000167 - done (%): 33.4 - loss: 1.385 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.1 - avg_words_per_second: 4026.5 - ETA: >2024-05-26 00:02:40
+2024-05-25 22:32:31 (UTC) - 0:45:51 - train - INFO - step: 000168 - done (%): 33.6 - loss: 1.322 - lr: 4.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 4033.1 - ETA: >2024-05-26 00:02:26
+2024-05-25 22:32:43 (UTC) - 0:46:03 - train - INFO - step: 000169 - done (%): 33.8 - loss: 1.431 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.8 - avg_words_per_second: 4039.6 - ETA: >2024-05-26 00:02:13
+2024-05-25 22:32:55 (UTC) - 0:46:15 - train - INFO - step: 000170 - done (%): 34.0 - loss: 1.323 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 4046.0 - ETA: >2024-05-26 00:02:00
+2024-05-25 22:33:07 (UTC) - 0:46:26 - train - INFO - step: 000171 - done (%): 34.2 - loss: 1.423 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 4052.3 - ETA: >2024-05-26 00:01:48
+2024-05-25 22:33:19 (UTC) - 0:46:38 - train - INFO - step: 000172 - done (%): 34.4 - loss: 1.501 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.7 - avg_words_per_second: 4058.7 - ETA: >2024-05-26 00:01:35
+2024-05-25 22:33:31 (UTC) - 0:46:50 - train - INFO - step: 000173 - done (%): 34.6 - loss: 1.224 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4064.9 - ETA: >2024-05-26 00:01:23
+2024-05-25 22:33:42 (UTC) - 0:47:02 - train - INFO - step: 000174 - done (%): 34.8 - loss: 1.043 - lr: 4.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4071.1 - ETA: >2024-05-26 00:01:10
+2024-05-25 22:33:54 (UTC) - 0:47:14 - train - INFO - step: 000175 - done (%): 35.0 - loss: 1.325 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 4077.3 - ETA: >2024-05-26 00:00:58
+2024-05-25 22:34:06 (UTC) - 0:47:26 - train - INFO - step: 000176 - done (%): 35.2 - loss: 1.284 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.9 - avg_words_per_second: 4083.4 - ETA: >2024-05-26 00:00:46
+2024-05-25 22:34:18 (UTC) - 0:47:38 - train - INFO - step: 000177 - done (%): 35.4 - loss: 1.670 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.7 - avg_words_per_second: 4089.4 - ETA: >2024-05-26 00:00:34
+2024-05-25 22:34:30 (UTC) - 0:47:49 - train - INFO - step: 000178 - done (%): 35.6 - loss: 1.206 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4095.4 - ETA: >2024-05-26 00:00:23
+2024-05-25 22:34:42 (UTC) - 0:48:01 - train - INFO - step: 000179 - done (%): 35.8 - loss: 1.472 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5499.3 - avg_words_per_second: 4101.3 - ETA: >2024-05-26 00:00:11
+2024-05-25 22:34:54 (UTC) - 0:48:13 - train - INFO - step: 000180 - done (%): 36.0 - loss: 1.396 - lr: 4.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4107.2 - ETA: >2024-05-26 00:00:00
+2024-05-25 22:35:06 (UTC) - 0:48:25 - train - INFO - step: 000181 - done (%): 36.2 - loss: 1.497 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 4113.1 - ETA: >2024-05-25 23:59:48
+2024-05-25 22:35:17 (UTC) - 0:48:37 - train - INFO - step: 000182 - done (%): 36.4 - loss: 1.233 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 4118.9 - ETA: >2024-05-25 23:59:37
+2024-05-25 22:35:29 (UTC) - 0:48:49 - train - INFO - step: 000183 - done (%): 36.6 - loss: 1.605 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.8 - avg_words_per_second: 4124.6 - ETA: >2024-05-25 23:59:26
+2024-05-25 22:35:41 (UTC) - 0:49:01 - train - INFO - step: 000184 - done (%): 36.8 - loss: 1.260 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 4130.3 - ETA: >2024-05-25 23:59:15
+2024-05-25 22:35:53 (UTC) - 0:49:12 - train - INFO - step: 000185 - done (%): 37.0 - loss: 1.598 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.9 - avg_words_per_second: 4136.0 - ETA: >2024-05-25 23:59:04
+2024-05-25 22:36:05 (UTC) - 0:49:24 - train - INFO - step: 000186 - done (%): 37.2 - loss: 1.588 - lr: 4.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.0 - avg_words_per_second: 4141.7 - ETA: >2024-05-25 23:58:53
+2024-05-25 22:36:17 (UTC) - 0:49:36 - train - INFO - step: 000187 - done (%): 37.4 - loss: 1.638 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 4147.3 - ETA: >2024-05-25 23:58:43
+2024-05-25 22:36:28 (UTC) - 0:49:48 - train - INFO - step: 000188 - done (%): 37.6 - loss: 1.880 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.7 - avg_words_per_second: 4152.8 - ETA: >2024-05-25 23:58:32
+2024-05-25 22:36:40 (UTC) - 0:50:00 - train - INFO - step: 000189 - done (%): 37.8 - loss: 1.373 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.0 - avg_words_per_second: 4158.3 - ETA: >2024-05-25 23:58:22
+2024-05-25 22:36:52 (UTC) - 0:50:12 - train - INFO - step: 000190 - done (%): 38.0 - loss: 1.554 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4163.7 - ETA: >2024-05-25 23:58:11
+2024-05-25 22:37:04 (UTC) - 0:50:23 - train - INFO - step: 000191 - done (%): 38.2 - loss: 1.684 - lr: 4.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.4 - avg_words_per_second: 4169.1 - ETA: >2024-05-25 23:58:01
+2024-05-25 22:37:16 (UTC) - 0:50:35 - train - INFO - step: 000192 - done (%): 38.4 - loss: 1.644 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.8 - avg_words_per_second: 4174.5 - ETA: >2024-05-25 23:57:51
+2024-05-25 22:37:28 (UTC) - 0:50:47 - train - INFO - step: 000193 - done (%): 38.6 - loss: 1.573 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.5 - avg_words_per_second: 4179.8 - ETA: >2024-05-25 23:57:41
+2024-05-25 22:37:39 (UTC) - 0:50:59 - train - INFO - step: 000194 - done (%): 38.8 - loss: 1.588 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 4185.1 - ETA: >2024-05-25 23:57:31
+2024-05-25 22:37:51 (UTC) - 0:51:11 - train - INFO - step: 000195 - done (%): 39.0 - loss: 1.573 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 4190.3 - ETA: >2024-05-25 23:57:21
+2024-05-25 22:38:03 (UTC) - 0:51:23 - train - INFO - step: 000196 - done (%): 39.2 - loss: 1.380 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.2 - avg_words_per_second: 4195.6 - ETA: >2024-05-25 23:57:12
+2024-05-25 22:38:15 (UTC) - 0:51:34 - train - INFO - step: 000197 - done (%): 39.4 - loss: 1.618 - lr: 4.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 4200.7 - ETA: >2024-05-25 23:57:02
+2024-05-25 22:38:27 (UTC) - 0:51:46 - train - INFO - step: 000198 - done (%): 39.6 - loss: 1.450 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5515.1 - avg_words_per_second: 4205.8 - ETA: >2024-05-25 23:56:53
+2024-05-25 22:38:39 (UTC) - 0:51:58 - train - INFO - step: 000199 - done (%): 39.8 - loss: 1.694 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.1 - avg_words_per_second: 4210.9 - ETA: >2024-05-25 23:56:43
+2024-05-25 22:38:51 (UTC) - 0:52:10 - train - INFO - step: 000200 - done (%): 40.0 - loss: 1.470 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.1 - avg_words_per_second: 4215.9 - ETA: >2024-05-25 23:56:34
+2024-05-25 22:38:51 (UTC) - 0:52:10 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000200/consolidated using tmp name: tmp.consolidated
+2024-05-25 22:39:05 (UTC) - 0:52:24 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000200/consolidated for step: 200
+2024-05-25 22:39:05 (UTC) - 0:52:24 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 22:39:05 (UTC) - 0:52:24 - checkpointing - INFO - Done!
+2024-05-25 22:39:17 (UTC) - 0:52:36 - train - INFO - step: 000201 - done (%): 40.2 - loss: 1.370 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5595.4 - avg_words_per_second: 4221.1 - ETA: >2024-05-25 23:56:39
+2024-05-25 22:39:28 (UTC) - 0:52:48 - train - INFO - step: 000202 - done (%): 40.4 - loss: 1.297 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5561.9 - avg_words_per_second: 4226.1 - ETA: >2024-05-25 23:56:30
+2024-05-25 22:39:40 (UTC) - 0:53:00 - train - INFO - step: 000203 - done (%): 40.6 - loss: 1.427 - lr: 4.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.3 - avg_words_per_second: 4231.1 - ETA: >2024-05-25 23:56:20
+2024-05-25 22:39:52 (UTC) - 0:53:12 - train - INFO - step: 000204 - done (%): 40.8 - loss: 1.444 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 4236.0 - ETA: >2024-05-25 23:56:12
+2024-05-25 22:40:04 (UTC) - 0:53:23 - train - INFO - step: 000205 - done (%): 41.0 - loss: 1.351 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.7 - avg_words_per_second: 4240.8 - ETA: >2024-05-25 23:56:03
+2024-05-25 22:40:16 (UTC) - 0:53:35 - train - INFO - step: 000206 - done (%): 41.2 - loss: 1.551 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 4245.7 - ETA: >2024-05-25 23:55:54
+2024-05-25 22:40:28 (UTC) - 0:53:47 - train - INFO - step: 000207 - done (%): 41.4 - loss: 1.254 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.1 - avg_words_per_second: 4250.4 - ETA: >2024-05-25 23:55:45
+2024-05-25 22:40:39 (UTC) - 0:53:59 - train - INFO - step: 000208 - done (%): 41.6 - loss: 1.583 - lr: 4.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4255.2 - ETA: >2024-05-25 23:55:37
+2024-05-25 22:40:51 (UTC) - 0:54:11 - train - INFO - step: 000209 - done (%): 41.8 - loss: 1.622 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.2 - avg_words_per_second: 4259.9 - ETA: >2024-05-25 23:55:28
+2024-05-25 22:41:03 (UTC) - 0:54:23 - train - INFO - step: 000210 - done (%): 42.0 - loss: 1.504 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.7 - avg_words_per_second: 4264.5 - ETA: >2024-05-25 23:55:20
+2024-05-25 22:41:15 (UTC) - 0:54:34 - train - INFO - step: 000211 - done (%): 42.2 - loss: 1.620 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 4269.2 - ETA: >2024-05-25 23:55:11
+2024-05-25 22:41:27 (UTC) - 0:54:46 - train - INFO - step: 000212 - done (%): 42.4 - loss: 1.549 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.9 - avg_words_per_second: 4273.8 - ETA: >2024-05-25 23:55:03
+2024-05-25 22:41:39 (UTC) - 0:54:58 - train - INFO - step: 000213 - done (%): 42.6 - loss: 1.008 - lr: 4.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4278.3 - ETA: >2024-05-25 23:54:55
+2024-05-25 22:41:51 (UTC) - 0:55:10 - train - INFO - step: 000214 - done (%): 42.8 - loss: 1.178 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4282.9 - ETA: >2024-05-25 23:54:47
+2024-05-25 22:42:02 (UTC) - 0:55:22 - train - INFO - step: 000215 - done (%): 43.0 - loss: 1.264 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.6 - avg_words_per_second: 4287.3 - ETA: >2024-05-25 23:54:39
+2024-05-25 22:42:14 (UTC) - 0:55:34 - train - INFO - step: 000216 - done (%): 43.2 - loss: 1.416 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.4 - avg_words_per_second: 4291.8 - ETA: >2024-05-25 23:54:31
+2024-05-25 22:42:26 (UTC) - 0:55:46 - train - INFO - step: 000217 - done (%): 43.4 - loss: 1.051 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.4 - avg_words_per_second: 4296.3 - ETA: >2024-05-25 23:54:23
+2024-05-25 22:42:38 (UTC) - 0:55:57 - train - INFO - step: 000218 - done (%): 43.6 - loss: 1.094 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5549.0 - avg_words_per_second: 4300.7 - ETA: >2024-05-25 23:54:15
+2024-05-25 22:42:50 (UTC) - 0:56:09 - train - INFO - step: 000219 - done (%): 43.8 - loss: 1.476 - lr: 3.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.6 - avg_words_per_second: 4305.1 - ETA: >2024-05-25 23:54:07
+2024-05-25 22:43:02 (UTC) - 0:56:21 - train - INFO - step: 000220 - done (%): 44.0 - loss: 1.279 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.8 - avg_words_per_second: 4309.5 - ETA: >2024-05-25 23:54:00
+2024-05-25 22:43:13 (UTC) - 0:56:33 - train - INFO - step: 000221 - done (%): 44.2 - loss: 1.369 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.8 - avg_words_per_second: 4313.8 - ETA: >2024-05-25 23:53:52
+2024-05-25 22:43:25 (UTC) - 0:56:45 - train - INFO - step: 000222 - done (%): 44.4 - loss: 1.681 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.8 - avg_words_per_second: 4318.1 - ETA: >2024-05-25 23:53:44
+2024-05-25 22:43:37 (UTC) - 0:56:57 - train - INFO - step: 000223 - done (%): 44.6 - loss: 1.636 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 4322.3 - ETA: >2024-05-25 23:53:37
+2024-05-25 22:43:49 (UTC) - 0:57:08 - train - INFO - step: 000224 - done (%): 44.8 - loss: 1.244 - lr: 3.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.7 - avg_words_per_second: 4326.6 - ETA: >2024-05-25 23:53:30
+2024-05-25 22:44:01 (UTC) - 0:57:20 - train - INFO - step: 000225 - done (%): 45.0 - loss: 1.737 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.7 - avg_words_per_second: 4330.8 - ETA: >2024-05-25 23:53:22
+2024-05-25 22:44:13 (UTC) - 0:57:32 - train - INFO - step: 000226 - done (%): 45.2 - loss: 1.352 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4334.9 - ETA: >2024-05-25 23:53:15
+2024-05-25 22:44:24 (UTC) - 0:57:44 - train - INFO - step: 000227 - done (%): 45.4 - loss: 1.543 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.9 - avg_words_per_second: 4339.1 - ETA: >2024-05-25 23:53:08
+2024-05-25 22:44:49 (UTC) - 0:58:09 - train - INFO - step: 000228 - done (%): 45.6 - loss: 1.417 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2669.9 - avg_words_per_second: 4327.2 - ETA: >2024-05-25 23:53:28
+2024-05-25 22:45:01 (UTC) - 0:58:20 - train - INFO - step: 000229 - done (%): 45.8 - loss: 1.203 - lr: 3.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.6 - avg_words_per_second: 4331.4 - ETA: >2024-05-25 23:53:21
+2024-05-25 22:45:13 (UTC) - 0:58:32 - train - INFO - step: 000230 - done (%): 46.0 - loss: 1.519 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.0 - avg_words_per_second: 4335.5 - ETA: >2024-05-25 23:53:14
+2024-05-25 22:45:24 (UTC) - 0:58:44 - train - INFO - step: 000231 - done (%): 46.2 - loss: 1.555 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.5 - avg_words_per_second: 4339.6 - ETA: >2024-05-25 23:53:07
+2024-05-25 22:45:36 (UTC) - 0:58:56 - train - INFO - step: 000232 - done (%): 46.4 - loss: 1.334 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.7 - avg_words_per_second: 4343.6 - ETA: >2024-05-25 23:53:00
+2024-05-25 22:45:48 (UTC) - 0:59:08 - train - INFO - step: 000233 - done (%): 46.6 - loss: 1.727 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 4347.6 - ETA: >2024-05-25 23:52:53
+2024-05-25 22:46:00 (UTC) - 0:59:20 - train - INFO - step: 000234 - done (%): 46.8 - loss: 1.612 - lr: 3.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4351.6 - ETA: >2024-05-25 23:52:46
+2024-05-25 22:46:12 (UTC) - 0:59:31 - train - INFO - step: 000235 - done (%): 47.0 - loss: 1.334 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 4355.6 - ETA: >2024-05-25 23:52:39
+2024-05-25 22:46:24 (UTC) - 0:59:43 - train - INFO - step: 000236 - done (%): 47.2 - loss: 1.165 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4359.5 - ETA: >2024-05-25 23:52:32
+2024-05-25 22:46:36 (UTC) - 0:59:55 - train - INFO - step: 000237 - done (%): 47.4 - loss: 1.778 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5514.8 - avg_words_per_second: 4363.3 - ETA: >2024-05-25 23:52:26
+2024-05-25 22:46:47 (UTC) - 1:00:07 - train - INFO - step: 000238 - done (%): 47.6 - loss: 1.407 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.4 - avg_words_per_second: 4367.2 - ETA: >2024-05-25 23:52:19
+2024-05-25 22:46:59 (UTC) - 1:00:19 - train - INFO - step: 000239 - done (%): 47.8 - loss: 1.241 - lr: 3.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4371.1 - ETA: >2024-05-25 23:52:13
+2024-05-25 22:47:11 (UTC) - 1:00:31 - train - INFO - step: 000240 - done (%): 48.0 - loss: 1.413 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 4374.9 - ETA: >2024-05-25 23:52:06
+2024-05-25 22:47:23 (UTC) - 1:00:43 - train - INFO - step: 000241 - done (%): 48.2 - loss: 1.469 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.7 - avg_words_per_second: 4378.7 - ETA: >2024-05-25 23:52:00
+2024-05-25 22:47:35 (UTC) - 1:00:54 - train - INFO - step: 000242 - done (%): 48.4 - loss: 1.335 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.3 - avg_words_per_second: 4382.5 - ETA: >2024-05-25 23:51:53
+2024-05-25 22:47:47 (UTC) - 1:01:06 - train - INFO - step: 000243 - done (%): 48.6 - loss: 1.268 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.5 - avg_words_per_second: 4386.2 - ETA: >2024-05-25 23:51:47
+2024-05-25 22:47:59 (UTC) - 1:01:18 - train - INFO - step: 000244 - done (%): 48.8 - loss: 1.309 - lr: 3.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4389.9 - ETA: >2024-05-25 23:51:40
+2024-05-25 22:48:10 (UTC) - 1:01:30 - train - INFO - step: 000245 - done (%): 49.0 - loss: 1.346 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.6 - avg_words_per_second: 4393.6 - ETA: >2024-05-25 23:51:34
+2024-05-25 22:48:22 (UTC) - 1:01:42 - train - INFO - step: 000246 - done (%): 49.2 - loss: 1.692 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.3 - avg_words_per_second: 4397.3 - ETA: >2024-05-25 23:51:28
+2024-05-25 22:48:34 (UTC) - 1:01:54 - train - INFO - step: 000247 - done (%): 49.4 - loss: 1.520 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.8 - avg_words_per_second: 4400.9 - ETA: >2024-05-25 23:51:22
+2024-05-25 22:48:46 (UTC) - 1:02:05 - train - INFO - step: 000248 - done (%): 49.6 - loss: 1.643 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 4404.6 - ETA: >2024-05-25 23:51:15
+2024-05-25 22:48:58 (UTC) - 1:02:17 - train - INFO - step: 000249 - done (%): 49.8 - loss: 1.054 - lr: 3.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.3 - avg_words_per_second: 4408.2 - ETA: >2024-05-25 23:51:09
+2024-05-25 22:49:10 (UTC) - 1:02:29 - train - INFO - step: 000250 - done (%): 50.0 - loss: 1.596 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 4411.8 - ETA: >2024-05-25 23:51:03
+2024-05-25 22:49:22 (UTC) - 1:02:41 - train - INFO - step: 000251 - done (%): 50.2 - loss: 1.676 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.3 - avg_words_per_second: 4415.3 - ETA: >2024-05-25 23:50:57
+2024-05-25 22:49:33 (UTC) - 1:02:53 - train - INFO - step: 000252 - done (%): 50.4 - loss: 1.171 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 4418.9 - ETA: >2024-05-25 23:50:51
+2024-05-25 22:49:45 (UTC) - 1:03:05 - train - INFO - step: 000253 - done (%): 50.6 - loss: 1.225 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.0 - avg_words_per_second: 4422.4 - ETA: >2024-05-25 23:50:45
+2024-05-25 22:49:57 (UTC) - 1:03:17 - train - INFO - step: 000254 - done (%): 50.8 - loss: 1.532 - lr: 3.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 4425.9 - ETA: >2024-05-25 23:50:40
+2024-05-25 22:50:09 (UTC) - 1:03:28 - train - INFO - step: 000255 - done (%): 51.0 - loss: 1.554 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.8 - avg_words_per_second: 4429.4 - ETA: >2024-05-25 23:50:34
+2024-05-25 22:50:21 (UTC) - 1:03:40 - train - INFO - step: 000256 - done (%): 51.2 - loss: 1.494 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.6 - avg_words_per_second: 4432.8 - ETA: >2024-05-25 23:50:28
+2024-05-25 22:50:33 (UTC) - 1:03:52 - train - INFO - step: 000257 - done (%): 51.4 - loss: 1.649 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.9 - avg_words_per_second: 4436.2 - ETA: >2024-05-25 23:50:22
+2024-05-25 22:50:44 (UTC) - 1:04:04 - train - INFO - step: 000258 - done (%): 51.6 - loss: 1.218 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.0 - avg_words_per_second: 4439.6 - ETA: >2024-05-25 23:50:17
+2024-05-25 22:50:56 (UTC) - 1:04:16 - train - INFO - step: 000259 - done (%): 51.8 - loss: 1.344 - lr: 3.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4443.0 - ETA: >2024-05-25 23:50:11
+2024-05-25 22:51:08 (UTC) - 1:04:28 - train - INFO - step: 000260 - done (%): 52.0 - loss: 1.194 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4446.4 - ETA: >2024-05-25 23:50:05
+2024-05-25 22:51:20 (UTC) - 1:04:39 - train - INFO - step: 000261 - done (%): 52.2 - loss: 1.567 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.2 - avg_words_per_second: 4449.8 - ETA: >2024-05-25 23:50:00
+2024-05-25 22:51:32 (UTC) - 1:04:51 - train - INFO - step: 000262 - done (%): 52.4 - loss: 1.233 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.5 - avg_words_per_second: 4453.1 - ETA: >2024-05-25 23:49:55
+2024-05-25 22:51:44 (UTC) - 1:05:03 - train - INFO - step: 000263 - done (%): 52.6 - loss: 1.752 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4456.4 - ETA: >2024-05-25 23:49:49
+2024-05-25 22:51:56 (UTC) - 1:05:15 - train - INFO - step: 000264 - done (%): 52.8 - loss: 1.538 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.9 - avg_words_per_second: 4459.6 - ETA: >2024-05-25 23:49:44
+2024-05-25 22:52:07 (UTC) - 1:05:27 - train - INFO - step: 000265 - done (%): 53.0 - loss: 1.257 - lr: 3.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.6 - avg_words_per_second: 4462.9 - ETA: >2024-05-25 23:49:38
+2024-05-25 22:52:19 (UTC) - 1:05:39 - train - INFO - step: 000266 - done (%): 53.2 - loss: 1.176 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5506.6 - avg_words_per_second: 4466.1 - ETA: >2024-05-25 23:49:33
+2024-05-25 22:52:31 (UTC) - 1:05:51 - train - INFO - step: 000267 - done (%): 53.4 - loss: 1.818 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.1 - avg_words_per_second: 4469.3 - ETA: >2024-05-25 23:49:28
+2024-05-25 22:52:43 (UTC) - 1:06:03 - train - INFO - step: 000268 - done (%): 53.6 - loss: 1.501 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5508.7 - avg_words_per_second: 4472.4 - ETA: >2024-05-25 23:49:23
+2024-05-25 22:52:55 (UTC) - 1:06:14 - train - INFO - step: 000269 - done (%): 53.8 - loss: 1.369 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.6 - avg_words_per_second: 4475.6 - ETA: >2024-05-25 23:49:17
+2024-05-25 22:53:07 (UTC) - 1:06:26 - train - INFO - step: 000270 - done (%): 54.0 - loss: 1.351 - lr: 2.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5519.4 - avg_words_per_second: 4478.7 - ETA: >2024-05-25 23:49:12
+2024-05-25 22:53:19 (UTC) - 1:06:38 - train - INFO - step: 000271 - done (%): 54.2 - loss: 1.298 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5517.0 - avg_words_per_second: 4481.8 - ETA: >2024-05-25 23:49:07
+2024-05-25 22:53:31 (UTC) - 1:06:50 - train - INFO - step: 000272 - done (%): 54.4 - loss: 1.147 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 4485.0 - ETA: >2024-05-25 23:49:02
+2024-05-25 22:53:42 (UTC) - 1:07:02 - train - INFO - step: 000273 - done (%): 54.6 - loss: 1.430 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.8 - avg_words_per_second: 4488.1 - ETA: >2024-05-25 23:48:57
+2024-05-25 22:53:54 (UTC) - 1:07:14 - train - INFO - step: 000274 - done (%): 54.8 - loss: 1.398 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.4 - avg_words_per_second: 4491.2 - ETA: >2024-05-25 23:48:52
+2024-05-25 22:54:06 (UTC) - 1:07:26 - train - INFO - step: 000275 - done (%): 55.0 - loss: 1.497 - lr: 2.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5516.2 - avg_words_per_second: 4494.2 - ETA: >2024-05-25 23:48:47
+2024-05-25 22:54:18 (UTC) - 1:07:38 - train - INFO - step: 000276 - done (%): 55.2 - loss: 1.304 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.6 - avg_words_per_second: 4497.3 - ETA: >2024-05-25 23:48:42
+2024-05-25 22:54:30 (UTC) - 1:07:49 - train - INFO - step: 000277 - done (%): 55.4 - loss: 1.488 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.1 - avg_words_per_second: 4500.3 - ETA: >2024-05-25 23:48:37
+2024-05-25 22:54:42 (UTC) - 1:08:01 - train - INFO - step: 000278 - done (%): 55.6 - loss: 1.497 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 4503.3 - ETA: >2024-05-25 23:48:32
+2024-05-25 22:54:54 (UTC) - 1:08:13 - train - INFO - step: 000279 - done (%): 55.8 - loss: 1.898 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.4 - avg_words_per_second: 4506.3 - ETA: >2024-05-25 23:48:28
+2024-05-25 22:55:05 (UTC) - 1:08:25 - train - INFO - step: 000280 - done (%): 56.0 - loss: 1.474 - lr: 2.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.7 - avg_words_per_second: 4509.3 - ETA: >2024-05-25 23:48:23
+2024-05-25 22:55:17 (UTC) - 1:08:37 - train - INFO - step: 000281 - done (%): 56.2 - loss: 1.401 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.0 - avg_words_per_second: 4512.2 - ETA: >2024-05-25 23:48:18
+2024-05-25 22:55:29 (UTC) - 1:08:49 - train - INFO - step: 000282 - done (%): 56.4 - loss: 1.512 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5514.9 - avg_words_per_second: 4515.1 - ETA: >2024-05-25 23:48:13
+2024-05-25 22:55:41 (UTC) - 1:09:01 - train - INFO - step: 000283 - done (%): 56.6 - loss: 1.403 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.5 - avg_words_per_second: 4518.1 - ETA: >2024-05-25 23:48:09
+2024-05-25 22:55:53 (UTC) - 1:09:12 - train - INFO - step: 000284 - done (%): 56.8 - loss: 1.500 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 4521.0 - ETA: >2024-05-25 23:48:04
+2024-05-25 22:56:05 (UTC) - 1:09:24 - train - INFO - step: 000285 - done (%): 57.0 - loss: 1.353 - lr: 2.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 4523.9 - ETA: >2024-05-25 23:47:59
+2024-05-25 22:56:17 (UTC) - 1:09:36 - train - INFO - step: 000286 - done (%): 57.2 - loss: 1.132 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.9 - avg_words_per_second: 4526.8 - ETA: >2024-05-25 23:47:55
+2024-05-25 22:56:28 (UTC) - 1:09:48 - train - INFO - step: 000287 - done (%): 57.4 - loss: 1.487 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.0 - avg_words_per_second: 4529.7 - ETA: >2024-05-25 23:47:50
+2024-05-25 22:56:40 (UTC) - 1:10:00 - train - INFO - step: 000288 - done (%): 57.6 - loss: 1.560 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.8 - avg_words_per_second: 4532.5 - ETA: >2024-05-25 23:47:46
+2024-05-25 22:56:52 (UTC) - 1:10:12 - train - INFO - step: 000289 - done (%): 57.8 - loss: 1.445 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 4535.4 - ETA: >2024-05-25 23:47:41
+2024-05-25 22:57:04 (UTC) - 1:10:23 - train - INFO - step: 000290 - done (%): 58.0 - loss: 1.385 - lr: 2.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.5 - avg_words_per_second: 4538.2 - ETA: >2024-05-25 23:47:37
+2024-05-25 22:57:16 (UTC) - 1:10:35 - train - INFO - step: 000291 - done (%): 58.2 - loss: 1.879 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.6 - avg_words_per_second: 4541.0 - ETA: >2024-05-25 23:47:32
+2024-05-25 22:57:28 (UTC) - 1:10:47 - train - INFO - step: 000292 - done (%): 58.4 - loss: 1.462 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5512.9 - avg_words_per_second: 4543.7 - ETA: >2024-05-25 23:47:28
+2024-05-25 22:57:40 (UTC) - 1:10:59 - train - INFO - step: 000293 - done (%): 58.6 - loss: 1.581 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.9 - avg_words_per_second: 4546.5 - ETA: >2024-05-25 23:47:23
+2024-05-25 22:57:51 (UTC) - 1:11:11 - train - INFO - step: 000294 - done (%): 58.8 - loss: 1.524 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.6 - avg_words_per_second: 4549.2 - ETA: >2024-05-25 23:47:19
+2024-05-25 22:58:03 (UTC) - 1:11:23 - train - INFO - step: 000295 - done (%): 59.0 - loss: 1.449 - lr: 2.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.5 - avg_words_per_second: 4552.0 - ETA: >2024-05-25 23:47:15
+2024-05-25 22:58:15 (UTC) - 1:11:35 - train - INFO - step: 000296 - done (%): 59.2 - loss: 1.366 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.3 - avg_words_per_second: 4554.7 - ETA: >2024-05-25 23:47:10
+2024-05-25 22:58:27 (UTC) - 1:11:46 - train - INFO - step: 000297 - done (%): 59.4 - loss: 1.130 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5518.6 - avg_words_per_second: 4557.4 - ETA: >2024-05-25 23:47:06
+2024-05-25 22:58:39 (UTC) - 1:11:58 - train - INFO - step: 000298 - done (%): 59.6 - loss: 1.586 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.3 - avg_words_per_second: 4560.1 - ETA: >2024-05-25 23:47:02
+2024-05-25 22:58:51 (UTC) - 1:12:10 - train - INFO - step: 000299 - done (%): 59.8 - loss: 1.351 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5517.8 - avg_words_per_second: 4562.7 - ETA: >2024-05-25 23:46:58
+2024-05-25 22:59:03 (UTC) - 1:12:22 - train - INFO - step: 000300 - done (%): 60.0 - loss: 1.279 - lr: 2.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.4 - avg_words_per_second: 4565.4 - ETA: >2024-05-25 23:46:54
+2024-05-25 22:59:03 (UTC) - 1:12:22 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000300/consolidated using tmp name: tmp.consolidated
+2024-05-25 22:59:17 (UTC) - 1:12:36 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000300/consolidated for step: 300
+2024-05-25 22:59:17 (UTC) - 1:12:36 - checkpointing - INFO - Done deleting checkpoints
+2024-05-25 22:59:17 (UTC) - 1:12:36 - checkpointing - INFO - Done!
+2024-05-25 22:59:29 (UTC) - 1:12:48 - train - INFO - step: 000301 - done (%): 60.2 - loss: 1.616 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5596.1 - avg_words_per_second: 4568.2 - ETA: >2024-05-25 23:47:03
+2024-05-25 22:59:40 (UTC) - 1:13:00 - train - INFO - step: 000302 - done (%): 60.4 - loss: 1.353 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5549.4 - avg_words_per_second: 4570.9 - ETA: >2024-05-25 23:46:59
+2024-05-25 22:59:52 (UTC) - 1:13:12 - train - INFO - step: 000303 - done (%): 60.6 - loss: 1.306 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.7 - avg_words_per_second: 4573.5 - ETA: >2024-05-25 23:46:55
+2024-05-25 23:00:04 (UTC) - 1:13:24 - train - INFO - step: 000304 - done (%): 60.8 - loss: 1.474 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.7 - avg_words_per_second: 4576.1 - ETA: >2024-05-25 23:46:51
+2024-05-25 23:00:16 (UTC) - 1:13:35 - train - INFO - step: 000305 - done (%): 61.0 - loss: 1.767 - lr: 2.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.9 - avg_words_per_second: 4578.7 - ETA: >2024-05-25 23:46:47
+2024-05-25 23:00:28 (UTC) - 1:13:47 - train - INFO - step: 000306 - done (%): 61.2 - loss: 1.460 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.6 - avg_words_per_second: 4581.3 - ETA: >2024-05-25 23:46:43
+2024-05-25 23:00:40 (UTC) - 1:13:59 - train - INFO - step: 000307 - done (%): 61.4 - loss: 1.585 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4583.9 - ETA: >2024-05-25 23:46:39
+2024-05-25 23:00:51 (UTC) - 1:14:11 - train - INFO - step: 000308 - done (%): 61.6 - loss: 1.692 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 4586.4 - ETA: >2024-05-25 23:46:35
+2024-05-25 23:01:03 (UTC) - 1:14:23 - train - INFO - step: 000309 - done (%): 61.8 - loss: 1.319 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.9 - avg_words_per_second: 4589.0 - ETA: >2024-05-25 23:46:31
+2024-05-25 23:01:15 (UTC) - 1:14:35 - train - INFO - step: 000310 - done (%): 62.0 - loss: 1.571 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5520.8 - avg_words_per_second: 4591.5 - ETA: >2024-05-25 23:46:27
+2024-05-25 23:01:27 (UTC) - 1:14:46 - train - INFO - step: 000311 - done (%): 62.2 - loss: 1.374 - lr: 2.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.5 - avg_words_per_second: 4594.0 - ETA: >2024-05-25 23:46:23
+2024-05-25 23:01:39 (UTC) - 1:14:58 - train - INFO - step: 000312 - done (%): 62.4 - loss: 1.531 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4596.5 - ETA: >2024-05-25 23:46:19
+2024-05-25 23:01:51 (UTC) - 1:15:10 - train - INFO - step: 000313 - done (%): 62.6 - loss: 1.690 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4599.0 - ETA: >2024-05-25 23:46:15
+2024-05-25 23:02:03 (UTC) - 1:15:22 - train - INFO - step: 000314 - done (%): 62.8 - loss: 1.492 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.2 - avg_words_per_second: 4601.4 - ETA: >2024-05-25 23:46:12
+2024-05-25 23:02:14 (UTC) - 1:15:34 - train - INFO - step: 000315 - done (%): 63.0 - loss: 1.363 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.6 - avg_words_per_second: 4603.9 - ETA: >2024-05-25 23:46:08
+2024-05-25 23:02:26 (UTC) - 1:15:46 - train - INFO - step: 000316 - done (%): 63.2 - loss: 1.536 - lr: 2.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.8 - avg_words_per_second: 4606.3 - ETA: >2024-05-25 23:46:04
+2024-05-25 23:02:38 (UTC) - 1:15:58 - train - INFO - step: 000317 - done (%): 63.4 - loss: 0.918 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 4608.8 - ETA: >2024-05-25 23:46:00
+2024-05-25 23:02:50 (UTC) - 1:16:09 - train - INFO - step: 000318 - done (%): 63.6 - loss: 1.602 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.6 - avg_words_per_second: 4611.2 - ETA: >2024-05-25 23:45:57
+2024-05-25 23:03:02 (UTC) - 1:16:21 - train - INFO - step: 000319 - done (%): 63.8 - loss: 1.502 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 4613.6 - ETA: >2024-05-25 23:45:53
+2024-05-25 23:03:14 (UTC) - 1:16:33 - train - INFO - step: 000320 - done (%): 64.0 - loss: 1.174 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.7 - avg_words_per_second: 4616.0 - ETA: >2024-05-25 23:45:49
+2024-05-25 23:03:25 (UTC) - 1:16:45 - train - INFO - step: 000321 - done (%): 64.2 - loss: 1.312 - lr: 1.9e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.1 - avg_words_per_second: 4618.4 - ETA: >2024-05-25 23:45:45
+2024-05-25 23:03:37 (UTC) - 1:16:57 - train - INFO - step: 000322 - done (%): 64.4 - loss: 1.556 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.7 - avg_words_per_second: 4620.8 - ETA: >2024-05-25 23:45:42
+2024-05-25 23:03:49 (UTC) - 1:17:09 - train - INFO - step: 000323 - done (%): 64.6 - loss: 1.376 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 4623.1 - ETA: >2024-05-25 23:45:38
+2024-05-25 23:04:01 (UTC) - 1:17:20 - train - INFO - step: 000324 - done (%): 64.8 - loss: 1.338 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.3 - avg_words_per_second: 4625.5 - ETA: >2024-05-25 23:45:35
+2024-05-25 23:04:13 (UTC) - 1:17:32 - train - INFO - step: 000325 - done (%): 65.0 - loss: 1.470 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 4627.8 - ETA: >2024-05-25 23:45:31
+2024-05-25 23:04:25 (UTC) - 1:17:44 - train - INFO - step: 000326 - done (%): 65.2 - loss: 1.063 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.6 - avg_words_per_second: 4630.2 - ETA: >2024-05-25 23:45:27
+2024-05-25 23:04:36 (UTC) - 1:17:56 - train - INFO - step: 000327 - done (%): 65.4 - loss: 1.150 - lr: 1.8e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.6 - avg_words_per_second: 4632.5 - ETA: >2024-05-25 23:45:24
+2024-05-25 23:04:48 (UTC) - 1:18:08 - train - INFO - step: 000328 - done (%): 65.6 - loss: 1.332 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.2 - avg_words_per_second: 4634.8 - ETA: >2024-05-25 23:45:20
+2024-05-25 23:05:00 (UTC) - 1:18:20 - train - INFO - step: 000329 - done (%): 65.8 - loss: 0.928 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.8 - avg_words_per_second: 4637.1 - ETA: >2024-05-25 23:45:17
+2024-05-25 23:05:12 (UTC) - 1:18:31 - train - INFO - step: 000330 - done (%): 66.0 - loss: 1.566 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.8 - avg_words_per_second: 4639.4 - ETA: >2024-05-25 23:45:13
+2024-05-25 23:05:24 (UTC) - 1:18:43 - train - INFO - step: 000331 - done (%): 66.2 - loss: 1.357 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.9 - avg_words_per_second: 4641.6 - ETA: >2024-05-25 23:45:10
+2024-05-25 23:05:36 (UTC) - 1:18:55 - train - INFO - step: 000332 - done (%): 66.4 - loss: 1.501 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.8 - avg_words_per_second: 4643.9 - ETA: >2024-05-25 23:45:07
+2024-05-25 23:05:48 (UTC) - 1:19:07 - train - INFO - step: 000333 - done (%): 66.6 - loss: 1.255 - lr: 1.7e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 4646.1 - ETA: >2024-05-25 23:45:03
+2024-05-25 23:05:59 (UTC) - 1:19:19 - train - INFO - step: 000334 - done (%): 66.8 - loss: 1.473 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.3 - avg_words_per_second: 4648.3 - ETA: >2024-05-25 23:45:00
+2024-05-25 23:06:11 (UTC) - 1:19:31 - train - INFO - step: 000335 - done (%): 67.0 - loss: 1.245 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.6 - avg_words_per_second: 4650.6 - ETA: >2024-05-25 23:44:56
+2024-05-25 23:06:23 (UTC) - 1:19:43 - train - INFO - step: 000336 - done (%): 67.2 - loss: 1.144 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.7 - avg_words_per_second: 4652.8 - ETA: >2024-05-25 23:44:53
+2024-05-25 23:06:35 (UTC) - 1:19:54 - train - INFO - step: 000337 - done (%): 67.4 - loss: 1.227 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.2 - avg_words_per_second: 4655.0 - ETA: >2024-05-25 23:44:50
+2024-05-25 23:06:47 (UTC) - 1:20:06 - train - INFO - step: 000338 - done (%): 67.6 - loss: 1.098 - lr: 1.6e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.4 - avg_words_per_second: 4657.1 - ETA: >2024-05-25 23:44:46
+2024-05-25 23:06:59 (UTC) - 1:20:18 - train - INFO - step: 000339 - done (%): 67.8 - loss: 1.598 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.5 - avg_words_per_second: 4659.3 - ETA: >2024-05-25 23:44:43
+2024-05-25 23:07:11 (UTC) - 1:20:30 - train - INFO - step: 000340 - done (%): 68.0 - loss: 1.365 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 4661.5 - ETA: >2024-05-25 23:44:40
+2024-05-25 23:07:22 (UTC) - 1:20:42 - train - INFO - step: 000341 - done (%): 68.2 - loss: 1.765 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.1 - avg_words_per_second: 4663.6 - ETA: >2024-05-25 23:44:37
+2024-05-25 23:07:34 (UTC) - 1:20:54 - train - INFO - step: 000342 - done (%): 68.4 - loss: 1.611 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 4665.8 - ETA: >2024-05-25 23:44:33
+2024-05-25 23:07:46 (UTC) - 1:21:06 - train - INFO - step: 000343 - done (%): 68.6 - loss: 1.263 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4667.9 - ETA: >2024-05-25 23:44:30
+2024-05-25 23:07:58 (UTC) - 1:21:17 - train - INFO - step: 000344 - done (%): 68.8 - loss: 1.222 - lr: 1.5e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 4670.0 - ETA: >2024-05-25 23:44:27
+2024-05-25 23:08:10 (UTC) - 1:21:29 - train - INFO - step: 000345 - done (%): 69.0 - loss: 1.333 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.8 - avg_words_per_second: 4672.2 - ETA: >2024-05-25 23:44:24
+2024-05-25 23:08:22 (UTC) - 1:21:41 - train - INFO - step: 000346 - done (%): 69.2 - loss: 1.656 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.3 - avg_words_per_second: 4674.3 - ETA: >2024-05-25 23:44:21
+2024-05-25 23:08:33 (UTC) - 1:21:53 - train - INFO - step: 000347 - done (%): 69.4 - loss: 1.091 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.0 - avg_words_per_second: 4676.3 - ETA: >2024-05-25 23:44:18
+2024-05-25 23:08:57 (UTC) - 1:22:17 - train - INFO - step: 000348 - done (%): 69.6 - loss: 1.215 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2773.9 - avg_words_per_second: 4667.2 - ETA: >2024-05-25 23:44:31
+2024-05-25 23:09:09 (UTC) - 1:22:28 - train - INFO - step: 000349 - done (%): 69.8 - loss: 1.466 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5554.7 - avg_words_per_second: 4669.3 - ETA: >2024-05-25 23:44:28
+2024-05-25 23:09:21 (UTC) - 1:22:40 - train - INFO - step: 000350 - done (%): 70.0 - loss: 1.327 - lr: 1.4e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.4 - avg_words_per_second: 4671.4 - ETA: >2024-05-25 23:44:25
+2024-05-25 23:09:33 (UTC) - 1:22:52 - train - INFO - step: 000351 - done (%): 70.2 - loss: 1.249 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.6 - avg_words_per_second: 4673.4 - ETA: >2024-05-25 23:44:22
+2024-05-25 23:09:44 (UTC) - 1:23:04 - train - INFO - step: 000352 - done (%): 70.4 - loss: 1.041 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5523.7 - avg_words_per_second: 4675.5 - ETA: >2024-05-25 23:44:19
+2024-05-25 23:09:56 (UTC) - 1:23:16 - train - INFO - step: 000353 - done (%): 70.6 - loss: 1.243 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.1 - avg_words_per_second: 4677.5 - ETA: >2024-05-25 23:44:16
+2024-05-25 23:10:08 (UTC) - 1:23:28 - train - INFO - step: 000354 - done (%): 70.8 - loss: 1.302 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4679.6 - ETA: >2024-05-25 23:44:13
+2024-05-25 23:10:20 (UTC) - 1:23:39 - train - INFO - step: 000355 - done (%): 71.0 - loss: 1.125 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 4681.6 - ETA: >2024-05-25 23:44:10
+2024-05-25 23:10:32 (UTC) - 1:23:51 - train - INFO - step: 000356 - done (%): 71.2 - loss: 1.213 - lr: 1.3e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.4 - avg_words_per_second: 4683.7 - ETA: >2024-05-25 23:44:07
+2024-05-25 23:10:44 (UTC) - 1:24:03 - train - INFO - step: 000357 - done (%): 71.4 - loss: 1.164 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.6 - avg_words_per_second: 4685.7 - ETA: >2024-05-25 23:44:04
+2024-05-25 23:10:55 (UTC) - 1:24:15 - train - INFO - step: 000358 - done (%): 71.6 - loss: 1.353 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.0 - avg_words_per_second: 4687.7 - ETA: >2024-05-25 23:44:01
+2024-05-25 23:11:07 (UTC) - 1:24:27 - train - INFO - step: 000359 - done (%): 71.8 - loss: 1.558 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.0 - avg_words_per_second: 4689.7 - ETA: >2024-05-25 23:43:58
+2024-05-25 23:11:19 (UTC) - 1:24:39 - train - INFO - step: 000360 - done (%): 72.0 - loss: 1.347 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4691.7 - ETA: >2024-05-25 23:43:55
+2024-05-25 23:11:31 (UTC) - 1:24:50 - train - INFO - step: 000361 - done (%): 72.2 - loss: 1.318 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.0 - avg_words_per_second: 4693.7 - ETA: >2024-05-25 23:43:52
+2024-05-25 23:11:43 (UTC) - 1:25:02 - train - INFO - step: 000362 - done (%): 72.4 - loss: 1.455 - lr: 1.2e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4695.6 - ETA: >2024-05-25 23:43:49
+2024-05-25 23:11:55 (UTC) - 1:25:14 - train - INFO - step: 000363 - done (%): 72.6 - loss: 1.327 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4697.6 - ETA: >2024-05-25 23:43:46
+2024-05-25 23:12:06 (UTC) - 1:25:26 - train - INFO - step: 000364 - done (%): 72.8 - loss: 1.119 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.7 - avg_words_per_second: 4699.5 - ETA: >2024-05-25 23:43:43
+2024-05-25 23:12:18 (UTC) - 1:25:38 - train - INFO - step: 000365 - done (%): 73.0 - loss: 1.480 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.2 - avg_words_per_second: 4701.5 - ETA: >2024-05-25 23:43:40
+2024-05-25 23:12:30 (UTC) - 1:25:50 - train - INFO - step: 000366 - done (%): 73.2 - loss: 1.575 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 4703.4 - ETA: >2024-05-25 23:43:37
+2024-05-25 23:12:42 (UTC) - 1:26:02 - train - INFO - step: 000367 - done (%): 73.4 - loss: 1.028 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4705.4 - ETA: >2024-05-25 23:43:34
+2024-05-25 23:12:54 (UTC) - 1:26:13 - train - INFO - step: 000368 - done (%): 73.6 - loss: 1.233 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.7 - avg_words_per_second: 4707.3 - ETA: >2024-05-25 23:43:32
+2024-05-25 23:13:06 (UTC) - 1:26:25 - train - INFO - step: 000369 - done (%): 73.8 - loss: 1.436 - lr: 1.1e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.9 - avg_words_per_second: 4709.2 - ETA: >2024-05-25 23:43:29
+2024-05-25 23:13:17 (UTC) - 1:26:37 - train - INFO - step: 000370 - done (%): 74.0 - loss: 1.319 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.4 - avg_words_per_second: 4711.1 - ETA: >2024-05-25 23:43:26
+2024-05-25 23:13:29 (UTC) - 1:26:49 - train - INFO - step: 000371 - done (%): 74.2 - loss: 1.388 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.9 - avg_words_per_second: 4713.0 - ETA: >2024-05-25 23:43:23
+2024-05-25 23:13:41 (UTC) - 1:27:01 - train - INFO - step: 000372 - done (%): 74.4 - loss: 1.307 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.8 - avg_words_per_second: 4714.9 - ETA: >2024-05-25 23:43:20
+2024-05-25 23:13:53 (UTC) - 1:27:13 - train - INFO - step: 000373 - done (%): 74.6 - loss: 1.504 - lr: 1.0e-05 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.1 - avg_words_per_second: 4716.8 - ETA: >2024-05-25 23:43:18
+2024-05-25 23:14:05 (UTC) - 1:27:24 - train - INFO - step: 000374 - done (%): 74.8 - loss: 1.137 - lr: 9.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.2 - avg_words_per_second: 4718.7 - ETA: >2024-05-25 23:43:15
+2024-05-25 23:14:17 (UTC) - 1:27:36 - train - INFO - step: 000375 - done (%): 75.0 - loss: 1.364 - lr: 9.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 4720.5 - ETA: >2024-05-25 23:43:12
+2024-05-25 23:14:29 (UTC) - 1:27:48 - train - INFO - step: 000376 - done (%): 75.2 - loss: 1.640 - lr: 9.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.0 - avg_words_per_second: 4722.4 - ETA: >2024-05-25 23:43:09
+2024-05-25 23:14:40 (UTC) - 1:28:00 - train - INFO - step: 000377 - done (%): 75.4 - loss: 1.579 - lr: 9.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5525.9 - avg_words_per_second: 4724.2 - ETA: >2024-05-25 23:43:07
+2024-05-25 23:14:52 (UTC) - 1:28:12 - train - INFO - step: 000378 - done (%): 75.6 - loss: 1.289 - lr: 9.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.4 - avg_words_per_second: 4726.0 - ETA: >2024-05-25 23:43:04
+2024-05-25 23:15:04 (UTC) - 1:28:24 - train - INFO - step: 000379 - done (%): 75.8 - loss: 1.053 - lr: 9.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.3 - avg_words_per_second: 4727.8 - ETA: >2024-05-25 23:43:01
+2024-05-25 23:15:16 (UTC) - 1:28:35 - train - INFO - step: 000380 - done (%): 76.0 - loss: 1.310 - lr: 9.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.7 - avg_words_per_second: 4729.7 - ETA: >2024-05-25 23:42:59
+2024-05-25 23:15:28 (UTC) - 1:28:47 - train - INFO - step: 000381 - done (%): 76.2 - loss: 0.957 - lr: 8.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5503.4 - avg_words_per_second: 4731.4 - ETA: >2024-05-25 23:42:56
+2024-05-25 23:15:40 (UTC) - 1:28:59 - train - INFO - step: 000382 - done (%): 76.4 - loss: 1.262 - lr: 8.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.8 - avg_words_per_second: 4733.2 - ETA: >2024-05-25 23:42:53
+2024-05-25 23:15:51 (UTC) - 1:29:11 - train - INFO - step: 000383 - done (%): 76.6 - loss: 1.507 - lr: 8.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 4735.0 - ETA: >2024-05-25 23:42:51
+2024-05-25 23:16:03 (UTC) - 1:29:23 - train - INFO - step: 000384 - done (%): 76.8 - loss: 1.251 - lr: 8.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.0 - avg_words_per_second: 4736.8 - ETA: >2024-05-25 23:42:48
+2024-05-25 23:16:15 (UTC) - 1:29:35 - train - INFO - step: 000385 - done (%): 77.0 - loss: 1.230 - lr: 8.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.2 - avg_words_per_second: 4738.6 - ETA: >2024-05-25 23:42:46
+2024-05-25 23:16:27 (UTC) - 1:29:46 - train - INFO - step: 000386 - done (%): 77.2 - loss: 1.359 - lr: 8.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.4 - avg_words_per_second: 4740.4 - ETA: >2024-05-25 23:42:43
+2024-05-25 23:16:39 (UTC) - 1:29:58 - train - INFO - step: 000387 - done (%): 77.4 - loss: 1.069 - lr: 8.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.5 - avg_words_per_second: 4742.1 - ETA: >2024-05-25 23:42:41
+2024-05-25 23:16:51 (UTC) - 1:30:10 - train - INFO - step: 000388 - done (%): 77.6 - loss: 1.511 - lr: 7.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.7 - avg_words_per_second: 4743.8 - ETA: >2024-05-25 23:42:38
+2024-05-25 23:17:03 (UTC) - 1:30:22 - train - INFO - step: 000389 - done (%): 77.8 - loss: 1.536 - lr: 7.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.6 - avg_words_per_second: 4745.6 - ETA: >2024-05-25 23:42:35
+2024-05-25 23:17:14 (UTC) - 1:30:34 - train - INFO - step: 000390 - done (%): 78.0 - loss: 1.264 - lr: 7.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.1 - avg_words_per_second: 4747.3 - ETA: >2024-05-25 23:42:33
+2024-05-25 23:17:26 (UTC) - 1:30:46 - train - INFO - step: 000391 - done (%): 78.2 - loss: 1.485 - lr: 7.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.6 - avg_words_per_second: 4749.0 - ETA: >2024-05-25 23:42:30
+2024-05-25 23:17:38 (UTC) - 1:30:58 - train - INFO - step: 000392 - done (%): 78.4 - loss: 1.789 - lr: 7.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.6 - avg_words_per_second: 4750.8 - ETA: >2024-05-25 23:42:28
+2024-05-25 23:17:50 (UTC) - 1:31:09 - train - INFO - step: 000393 - done (%): 78.6 - loss: 1.360 - lr: 7.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.7 - avg_words_per_second: 4752.5 - ETA: >2024-05-25 23:42:25
+2024-05-25 23:18:02 (UTC) - 1:31:21 - train - INFO - step: 000394 - done (%): 78.8 - loss: 1.210 - lr: 7.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.6 - avg_words_per_second: 4754.2 - ETA: >2024-05-25 23:42:23
+2024-05-25 23:18:14 (UTC) - 1:31:33 - train - INFO - step: 000395 - done (%): 79.0 - loss: 1.167 - lr: 6.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.0 - avg_words_per_second: 4755.9 - ETA: >2024-05-25 23:42:20
+2024-05-25 23:18:25 (UTC) - 1:31:45 - train - INFO - step: 000396 - done (%): 79.2 - loss: 1.363 - lr: 6.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.1 - avg_words_per_second: 4757.6 - ETA: >2024-05-25 23:42:18
+2024-05-25 23:18:37 (UTC) - 1:31:57 - train - INFO - step: 000397 - done (%): 79.4 - loss: 1.483 - lr: 6.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4759.3 - ETA: >2024-05-25 23:42:16
+2024-05-25 23:18:49 (UTC) - 1:32:09 - train - INFO - step: 000398 - done (%): 79.6 - loss: 1.338 - lr: 6.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.2 - avg_words_per_second: 4761.0 - ETA: >2024-05-25 23:42:13
+2024-05-25 23:19:01 (UTC) - 1:32:20 - train - INFO - step: 000399 - done (%): 79.8 - loss: 1.236 - lr: 6.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.8 - avg_words_per_second: 4762.6 - ETA: >2024-05-25 23:42:11
+2024-05-25 23:19:13 (UTC) - 1:32:32 - train - INFO - step: 000400 - done (%): 80.0 - loss: 1.424 - lr: 6.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4764.3 - ETA: >2024-05-25 23:42:08
+2024-05-25 23:19:13 (UTC) - 1:32:32 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000400/consolidated using tmp name: tmp.consolidated
+2024-05-25 23:19:27 (UTC) - 1:32:47 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000400/consolidated for step: 400
+2024-05-25 23:19:28 (UTC) - 1:32:47 - checkpointing - INFO - Deleted ckpt: /root/mistral-finetune/runseed5/checkpoints/checkpoint_000100
+2024-05-25 23:19:28 (UTC) - 1:32:47 - checkpointing - INFO - Done deleting checkpoints /root/mistral-finetune/runseed5/checkpoints/checkpoint_000100
+2024-05-25 23:19:28 (UTC) - 1:32:47 - checkpointing - INFO - Done!
+2024-05-25 23:19:40 (UTC) - 1:32:59 - train - INFO - step: 000401 - done (%): 80.2 - loss: 1.077 - lr: 6.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5606.8 - avg_words_per_second: 4766.1 - ETA: >2024-05-25 23:42:21
+2024-05-25 23:19:51 (UTC) - 1:33:11 - train - INFO - step: 000402 - done (%): 80.4 - loss: 1.377 - lr: 6.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5566.8 - avg_words_per_second: 4767.8 - ETA: >2024-05-25 23:42:18
+2024-05-25 23:20:03 (UTC) - 1:33:23 - train - INFO - step: 000403 - done (%): 80.6 - loss: 1.233 - lr: 6.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.7 - avg_words_per_second: 4769.4 - ETA: >2024-05-25 23:42:16
+2024-05-25 23:20:15 (UTC) - 1:33:35 - train - INFO - step: 000404 - done (%): 80.8 - loss: 1.095 - lr: 5.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4771.1 - ETA: >2024-05-25 23:42:14
+2024-05-25 23:20:27 (UTC) - 1:33:46 - train - INFO - step: 000405 - done (%): 81.0 - loss: 1.492 - lr: 5.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4772.7 - ETA: >2024-05-25 23:42:11
+2024-05-25 23:20:39 (UTC) - 1:33:58 - train - INFO - step: 000406 - done (%): 81.2 - loss: 1.291 - lr: 5.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5526.7 - avg_words_per_second: 4774.3 - ETA: >2024-05-25 23:42:09
+2024-05-25 23:20:51 (UTC) - 1:34:10 - train - INFO - step: 000407 - done (%): 81.4 - loss: 1.561 - lr: 5.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.1 - avg_words_per_second: 4775.9 - ETA: >2024-05-25 23:42:07
+2024-05-25 23:21:02 (UTC) - 1:34:22 - train - INFO - step: 000408 - done (%): 81.6 - loss: 1.230 - lr: 5.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.0 - avg_words_per_second: 4777.5 - ETA: >2024-05-25 23:42:04
+2024-05-25 23:21:14 (UTC) - 1:34:34 - train - INFO - step: 000409 - done (%): 81.8 - loss: 1.731 - lr: 5.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.6 - avg_words_per_second: 4779.1 - ETA: >2024-05-25 23:42:02
+2024-05-25 23:21:26 (UTC) - 1:34:46 - train - INFO - step: 000410 - done (%): 82.0 - loss: 1.481 - lr: 5.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.1 - avg_words_per_second: 4780.7 - ETA: >2024-05-25 23:42:00
+2024-05-25 23:21:38 (UTC) - 1:34:57 - train - INFO - step: 000411 - done (%): 82.2 - loss: 1.634 - lr: 5.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.6 - avg_words_per_second: 4782.3 - ETA: >2024-05-25 23:41:58
+2024-05-25 23:21:50 (UTC) - 1:35:09 - train - INFO - step: 000412 - done (%): 82.4 - loss: 1.352 - lr: 4.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4783.9 - ETA: >2024-05-25 23:41:55
+2024-05-25 23:22:02 (UTC) - 1:35:21 - train - INFO - step: 000413 - done (%): 82.6 - loss: 1.451 - lr: 4.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.1 - avg_words_per_second: 4785.5 - ETA: >2024-05-25 23:41:53
+2024-05-25 23:22:13 (UTC) - 1:35:33 - train - INFO - step: 000414 - done (%): 82.8 - loss: 1.380 - lr: 4.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.5 - avg_words_per_second: 4787.1 - ETA: >2024-05-25 23:41:51
+2024-05-25 23:22:25 (UTC) - 1:35:45 - train - INFO - step: 000415 - done (%): 83.0 - loss: 1.538 - lr: 4.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.9 - avg_words_per_second: 4788.6 - ETA: >2024-05-25 23:41:49
+2024-05-25 23:22:37 (UTC) - 1:35:57 - train - INFO - step: 000416 - done (%): 83.2 - loss: 1.893 - lr: 4.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 4790.2 - ETA: >2024-05-25 23:41:46
+2024-05-25 23:22:49 (UTC) - 1:36:08 - train - INFO - step: 000417 - done (%): 83.4 - loss: 1.469 - lr: 4.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.8 - avg_words_per_second: 4791.7 - ETA: >2024-05-25 23:41:44
+2024-05-25 23:23:01 (UTC) - 1:36:20 - train - INFO - step: 000418 - done (%): 83.6 - loss: 1.383 - lr: 4.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.4 - avg_words_per_second: 4793.2 - ETA: >2024-05-25 23:41:42
+2024-05-25 23:23:13 (UTC) - 1:36:32 - train - INFO - step: 000419 - done (%): 83.8 - loss: 1.206 - lr: 4.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5548.5 - avg_words_per_second: 4794.8 - ETA: >2024-05-25 23:41:40
+2024-05-25 23:23:24 (UTC) - 1:36:44 - train - INFO - step: 000420 - done (%): 84.0 - loss: 1.500 - lr: 4.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.8 - avg_words_per_second: 4796.4 - ETA: >2024-05-25 23:41:38
+2024-05-25 23:23:36 (UTC) - 1:36:56 - train - INFO - step: 000421 - done (%): 84.2 - loss: 1.674 - lr: 4.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5543.7 - avg_words_per_second: 4797.9 - ETA: >2024-05-25 23:41:35
+2024-05-25 23:23:48 (UTC) - 1:37:08 - train - INFO - step: 000422 - done (%): 84.4 - loss: 1.102 - lr: 3.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.2 - avg_words_per_second: 4799.4 - ETA: >2024-05-25 23:41:33
+2024-05-25 23:24:00 (UTC) - 1:37:19 - train - INFO - step: 000423 - done (%): 84.6 - loss: 1.357 - lr: 3.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 4800.9 - ETA: >2024-05-25 23:41:31
+2024-05-25 23:24:12 (UTC) - 1:37:31 - train - INFO - step: 000424 - done (%): 84.8 - loss: 1.255 - lr: 3.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.9 - avg_words_per_second: 4802.4 - ETA: >2024-05-25 23:41:29
+2024-05-25 23:24:24 (UTC) - 1:37:43 - train - INFO - step: 000425 - done (%): 85.0 - loss: 1.207 - lr: 3.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.4 - avg_words_per_second: 4803.9 - ETA: >2024-05-25 23:41:27
+2024-05-25 23:24:35 (UTC) - 1:37:55 - train - INFO - step: 000426 - done (%): 85.2 - loss: 1.114 - lr: 3.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.2 - avg_words_per_second: 4805.4 - ETA: >2024-05-25 23:41:25
+2024-05-25 23:24:47 (UTC) - 1:38:07 - train - INFO - step: 000427 - done (%): 85.4 - loss: 1.556 - lr: 3.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.6 - avg_words_per_second: 4806.9 - ETA: >2024-05-25 23:41:22
+2024-05-25 23:24:59 (UTC) - 1:38:19 - train - INFO - step: 000428 - done (%): 85.6 - loss: 1.464 - lr: 3.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.1 - avg_words_per_second: 4808.4 - ETA: >2024-05-25 23:41:20
+2024-05-25 23:25:11 (UTC) - 1:38:30 - train - INFO - step: 000429 - done (%): 85.8 - loss: 1.224 - lr: 3.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4809.9 - ETA: >2024-05-25 23:41:18
+2024-05-25 23:25:23 (UTC) - 1:38:42 - train - INFO - step: 000430 - done (%): 86.0 - loss: 1.508 - lr: 3.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5552.7 - avg_words_per_second: 4811.4 - ETA: >2024-05-25 23:41:16
+2024-05-25 23:25:35 (UTC) - 1:38:54 - train - INFO - step: 000431 - done (%): 86.2 - loss: 1.482 - lr: 3.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.8 - avg_words_per_second: 4812.8 - ETA: >2024-05-25 23:41:14
+2024-05-25 23:25:46 (UTC) - 1:39:06 - train - INFO - step: 000432 - done (%): 86.4 - loss: 1.239 - lr: 3.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.4 - avg_words_per_second: 4814.3 - ETA: >2024-05-25 23:41:12
+2024-05-25 23:25:58 (UTC) - 1:39:18 - train - INFO - step: 000433 - done (%): 86.6 - loss: 1.235 - lr: 2.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4815.7 - ETA: >2024-05-25 23:41:10
+2024-05-25 23:26:10 (UTC) - 1:39:30 - train - INFO - step: 000434 - done (%): 86.8 - loss: 1.342 - lr: 2.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5521.2 - avg_words_per_second: 4817.2 - ETA: >2024-05-25 23:41:08
+2024-05-25 23:26:22 (UTC) - 1:39:41 - train - INFO - step: 000435 - done (%): 87.0 - loss: 1.733 - lr: 2.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.9 - avg_words_per_second: 4818.6 - ETA: >2024-05-25 23:41:06
+2024-05-25 23:26:34 (UTC) - 1:39:53 - train - INFO - step: 000436 - done (%): 87.2 - loss: 1.642 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5547.3 - avg_words_per_second: 4820.0 - ETA: >2024-05-25 23:41:04
+2024-05-25 23:26:46 (UTC) - 1:40:05 - train - INFO - step: 000437 - done (%): 87.4 - loss: 1.226 - lr: 2.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5546.9 - avg_words_per_second: 4821.5 - ETA: >2024-05-25 23:41:02
+2024-05-25 23:26:57 (UTC) - 1:40:17 - train - INFO - step: 000438 - done (%): 87.6 - loss: 1.192 - lr: 2.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5545.1 - avg_words_per_second: 4822.9 - ETA: >2024-05-25 23:41:00
+2024-05-25 23:27:09 (UTC) - 1:40:29 - train - INFO - step: 000439 - done (%): 87.8 - loss: 1.534 - lr: 2.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.1 - avg_words_per_second: 4824.4 - ETA: >2024-05-25 23:40:58
+2024-05-25 23:27:21 (UTC) - 1:40:41 - train - INFO - step: 000440 - done (%): 88.0 - loss: 1.528 - lr: 2.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.1 - avg_words_per_second: 4825.8 - ETA: >2024-05-25 23:40:56
+2024-05-25 23:27:33 (UTC) - 1:40:52 - train - INFO - step: 000441 - done (%): 88.2 - loss: 1.444 - lr: 2.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.9 - avg_words_per_second: 4827.2 - ETA: >2024-05-25 23:40:54
+2024-05-25 23:27:45 (UTC) - 1:41:04 - train - INFO - step: 000442 - done (%): 88.4 - loss: 1.447 - lr: 2.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 4828.6 - ETA: >2024-05-25 23:40:52
+2024-05-25 23:27:57 (UTC) - 1:41:16 - train - INFO - step: 000443 - done (%): 88.6 - loss: 1.414 - lr: 2.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.2 - avg_words_per_second: 4830.0 - ETA: >2024-05-25 23:40:50
+2024-05-25 23:28:08 (UTC) - 1:41:28 - train - INFO - step: 000444 - done (%): 88.8 - loss: 1.568 - lr: 2.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4831.4 - ETA: >2024-05-25 23:40:48
+2024-05-25 23:28:20 (UTC) - 1:41:40 - train - INFO - step: 000445 - done (%): 89.0 - loss: 1.299 - lr: 2.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.4 - avg_words_per_second: 4832.7 - ETA: >2024-05-25 23:40:46
+2024-05-25 23:28:32 (UTC) - 1:41:52 - train - INFO - step: 000446 - done (%): 89.2 - loss: 1.262 - lr: 1.9e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.0 - avg_words_per_second: 4834.1 - ETA: >2024-05-25 23:40:44
+2024-05-25 23:28:44 (UTC) - 1:42:03 - train - INFO - step: 000447 - done (%): 89.4 - loss: 1.323 - lr: 1.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5544.4 - avg_words_per_second: 4835.5 - ETA: >2024-05-25 23:40:42
+2024-05-25 23:28:56 (UTC) - 1:42:15 - train - INFO - step: 000448 - done (%): 89.6 - loss: 1.818 - lr: 1.8e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.6 - avg_words_per_second: 4836.9 - ETA: >2024-05-25 23:40:40
+2024-05-25 23:29:08 (UTC) - 1:42:27 - train - INFO - step: 000449 - done (%): 89.8 - loss: 1.538 - lr: 1.7e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.0 - avg_words_per_second: 4838.2 - ETA: >2024-05-25 23:40:38
+2024-05-25 23:29:19 (UTC) - 1:42:39 - train - INFO - step: 000450 - done (%): 90.0 - loss: 1.573 - lr: 1.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.6 - avg_words_per_second: 4839.6 - ETA: >2024-05-25 23:40:37
+2024-05-25 23:29:31 (UTC) - 1:42:51 - train - INFO - step: 000451 - done (%): 90.2 - loss: 1.229 - lr: 1.6e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.3 - avg_words_per_second: 4840.9 - ETA: >2024-05-25 23:40:35
+2024-05-25 23:29:43 (UTC) - 1:43:03 - train - INFO - step: 000452 - done (%): 90.4 - loss: 1.313 - lr: 1.5e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.9 - avg_words_per_second: 4842.3 - ETA: >2024-05-25 23:40:33
+2024-05-25 23:29:55 (UTC) - 1:43:14 - train - INFO - step: 000453 - done (%): 90.6 - loss: 1.196 - lr: 1.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4843.6 - ETA: >2024-05-25 23:40:31
+2024-05-25 23:30:07 (UTC) - 1:43:26 - train - INFO - step: 000454 - done (%): 90.8 - loss: 1.496 - lr: 1.4e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.1 - avg_words_per_second: 4844.9 - ETA: >2024-05-25 23:40:29
+2024-05-25 23:30:19 (UTC) - 1:43:38 - train - INFO - step: 000455 - done (%): 91.0 - loss: 1.299 - lr: 1.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.5 - avg_words_per_second: 4846.3 - ETA: >2024-05-25 23:40:27
+2024-05-25 23:30:30 (UTC) - 1:43:50 - train - INFO - step: 000456 - done (%): 91.2 - loss: 1.780 - lr: 1.3e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.6 - avg_words_per_second: 4847.6 - ETA: >2024-05-25 23:40:25
+2024-05-25 23:30:42 (UTC) - 1:44:02 - train - INFO - step: 000457 - done (%): 91.4 - loss: 1.160 - lr: 1.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.6 - avg_words_per_second: 4848.9 - ETA: >2024-05-25 23:40:24
+2024-05-25 23:30:54 (UTC) - 1:44:14 - train - INFO - step: 000458 - done (%): 91.6 - loss: 1.724 - lr: 1.2e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.5 - avg_words_per_second: 4850.2 - ETA: >2024-05-25 23:40:22
+2024-05-25 23:31:06 (UTC) - 1:44:26 - train - INFO - step: 000459 - done (%): 91.8 - loss: 1.454 - lr: 1.1e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5538.1 - avg_words_per_second: 4851.5 - ETA: >2024-05-25 23:40:20
+2024-05-25 23:31:18 (UTC) - 1:44:37 - train - INFO - step: 000460 - done (%): 92.0 - loss: 1.251 - lr: 1.0e-06 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.4 - avg_words_per_second: 4852.8 - ETA: >2024-05-25 23:40:18
+2024-05-25 23:31:30 (UTC) - 1:44:49 - train - INFO - step: 000461 - done (%): 92.2 - loss: 1.350 - lr: 9.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4854.1 - ETA: >2024-05-25 23:40:16
+2024-05-25 23:31:42 (UTC) - 1:45:01 - train - INFO - step: 000462 - done (%): 92.4 - loss: 1.429 - lr: 9.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4855.4 - ETA: >2024-05-25 23:40:14
+2024-05-25 23:31:53 (UTC) - 1:45:13 - train - INFO - step: 000463 - done (%): 92.6 - loss: 1.163 - lr: 8.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.7 - avg_words_per_second: 4856.7 - ETA: >2024-05-25 23:40:13
+2024-05-25 23:32:05 (UTC) - 1:45:25 - train - INFO - step: 000464 - done (%): 92.8 - loss: 1.526 - lr: 8.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.9 - avg_words_per_second: 4858.0 - ETA: >2024-05-25 23:40:11
+2024-05-25 23:32:17 (UTC) - 1:45:37 - train - INFO - step: 000465 - done (%): 93.0 - loss: 1.675 - lr: 8.0e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.4 - avg_words_per_second: 4859.3 - ETA: >2024-05-25 23:40:09
+2024-05-25 23:32:29 (UTC) - 1:45:48 - train - INFO - step: 000466 - done (%): 93.2 - loss: 1.866 - lr: 7.6e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.4 - avg_words_per_second: 4860.6 - ETA: >2024-05-25 23:40:07
+2024-05-25 23:32:41 (UTC) - 1:46:00 - train - INFO - step: 000467 - done (%): 93.4 - loss: 1.326 - lr: 7.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5541.7 - avg_words_per_second: 4861.9 - ETA: >2024-05-25 23:40:05
+2024-05-25 23:32:53 (UTC) - 1:46:12 - train - INFO - step: 000468 - done (%): 93.6 - loss: 1.136 - lr: 6.7e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.1 - avg_words_per_second: 4863.1 - ETA: >2024-05-25 23:40:04
+2024-05-25 23:33:04 (UTC) - 1:46:24 - train - INFO - step: 000469 - done (%): 93.8 - loss: 1.483 - lr: 6.3e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.0 - avg_words_per_second: 4864.4 - ETA: >2024-05-25 23:40:02
+2024-05-25 23:33:28 (UTC) - 1:46:47 - train - INFO - step: 000470 - done (%): 94.0 - loss: 1.345 - lr: 5.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 2818.4 - avg_words_per_second: 4856.9 - ETA: >2024-05-25 23:40:12
+2024-05-25 23:33:39 (UTC) - 1:46:59 - train - INFO - step: 000471 - done (%): 94.2 - loss: 1.299 - lr: 5.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5565.8 - avg_words_per_second: 4858.2 - ETA: >2024-05-25 23:40:11
+2024-05-25 23:33:51 (UTC) - 1:47:11 - train - INFO - step: 000472 - done (%): 94.4 - loss: 1.494 - lr: 5.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5542.0 - avg_words_per_second: 4859.5 - ETA: >2024-05-25 23:40:09
+2024-05-25 23:34:03 (UTC) - 1:47:23 - train - INFO - step: 000473 - done (%): 94.6 - loss: 1.573 - lr: 4.8e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.6 - avg_words_per_second: 4860.7 - ETA: >2024-05-25 23:40:07
+2024-05-25 23:34:15 (UTC) - 1:47:34 - train - INFO - step: 000474 - done (%): 94.8 - loss: 1.278 - lr: 4.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.6 - avg_words_per_second: 4862.0 - ETA: >2024-05-25 23:40:05
+2024-05-25 23:34:27 (UTC) - 1:47:46 - train - INFO - step: 000475 - done (%): 95.0 - loss: 1.504 - lr: 4.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5534.5 - avg_words_per_second: 4863.2 - ETA: >2024-05-25 23:40:04
+2024-05-25 23:34:39 (UTC) - 1:47:58 - train - INFO - step: 000476 - done (%): 95.2 - loss: 1.486 - lr: 3.8e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.5 - avg_words_per_second: 4864.5 - ETA: >2024-05-25 23:40:02
+2024-05-25 23:34:50 (UTC) - 1:48:10 - train - INFO - step: 000477 - done (%): 95.4 - loss: 1.377 - lr: 3.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.3 - avg_words_per_second: 4865.7 - ETA: >2024-05-25 23:40:00
+2024-05-25 23:35:02 (UTC) - 1:48:22 - train - INFO - step: 000478 - done (%): 95.6 - loss: 1.727 - lr: 3.2e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.6 - avg_words_per_second: 4866.9 - ETA: >2024-05-25 23:39:59
+2024-05-25 23:35:14 (UTC) - 1:48:34 - train - INFO - step: 000479 - done (%): 95.8 - loss: 1.266 - lr: 2.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5522.3 - avg_words_per_second: 4868.1 - ETA: >2024-05-25 23:39:57
+2024-05-25 23:35:26 (UTC) - 1:48:46 - train - INFO - step: 000480 - done (%): 96.0 - loss: 1.332 - lr: 2.6e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5539.5 - avg_words_per_second: 4869.3 - ETA: >2024-05-25 23:39:55
+2024-05-25 23:35:38 (UTC) - 1:48:57 - train - INFO - step: 000481 - done (%): 96.2 - loss: 1.463 - lr: 2.4e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.1 - avg_words_per_second: 4870.6 - ETA: >2024-05-25 23:39:54
+2024-05-25 23:35:50 (UTC) - 1:49:09 - train - INFO - step: 000482 - done (%): 96.4 - loss: 1.158 - lr: 2.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.9 - avg_words_per_second: 4871.8 - ETA: >2024-05-25 23:39:52
+2024-05-25 23:36:02 (UTC) - 1:49:21 - train - INFO - step: 000483 - done (%): 96.6 - loss: 1.384 - lr: 1.9e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.4 - avg_words_per_second: 4873.0 - ETA: >2024-05-25 23:39:50
+2024-05-25 23:36:13 (UTC) - 1:49:33 - train - INFO - step: 000484 - done (%): 96.8 - loss: 1.282 - lr: 1.7e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.0 - avg_words_per_second: 4874.2 - ETA: >2024-05-25 23:39:49
+2024-05-25 23:36:25 (UTC) - 1:49:45 - train - INFO - step: 000485 - done (%): 97.0 - loss: 1.392 - lr: 1.5e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.2 - avg_words_per_second: 4875.4 - ETA: >2024-05-25 23:39:47
+2024-05-25 23:36:37 (UTC) - 1:49:57 - train - INFO - step: 000486 - done (%): 97.2 - loss: 1.775 - lr: 1.3e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5517.3 - avg_words_per_second: 4876.5 - ETA: >2024-05-25 23:39:45
+2024-05-25 23:36:49 (UTC) - 1:50:08 - train - INFO - step: 000487 - done (%): 97.4 - loss: 1.305 - lr: 1.1e-07 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.9 - avg_words_per_second: 4877.7 - ETA: >2024-05-25 23:39:44
+2024-05-25 23:37:01 (UTC) - 1:50:20 - train - INFO - step: 000488 - done (%): 97.6 - loss: 1.311 - lr: 9.5e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.2 - avg_words_per_second: 4878.9 - ETA: >2024-05-25 23:39:42
+2024-05-25 23:37:13 (UTC) - 1:50:32 - train - INFO - step: 000489 - done (%): 97.8 - loss: 1.443 - lr: 8.0e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5533.1 - avg_words_per_second: 4880.1 - ETA: >2024-05-25 23:39:40
+2024-05-25 23:37:24 (UTC) - 1:50:44 - train - INFO - step: 000490 - done (%): 98.0 - loss: 1.190 - lr: 6.6e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5536.8 - avg_words_per_second: 4881.3 - ETA: >2024-05-25 23:39:39
+2024-05-25 23:37:36 (UTC) - 1:50:56 - train - INFO - step: 000491 - done (%): 98.2 - loss: 1.498 - lr: 5.3e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5540.3 - avg_words_per_second: 4882.5 - ETA: >2024-05-25 23:39:37
+2024-05-25 23:37:48 (UTC) - 1:51:08 - train - INFO - step: 000492 - done (%): 98.4 - loss: 1.326 - lr: 4.2e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5531.8 - avg_words_per_second: 4883.6 - ETA: >2024-05-25 23:39:36
+2024-05-25 23:38:00 (UTC) - 1:51:20 - train - INFO - step: 000493 - done (%): 98.6 - loss: 1.438 - lr: 3.2e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5535.2 - avg_words_per_second: 4884.8 - ETA: >2024-05-25 23:39:34
+2024-05-25 23:38:12 (UTC) - 1:51:31 - train - INFO - step: 000494 - done (%): 98.8 - loss: 1.261 - lr: 2.4e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5537.0 - avg_words_per_second: 4886.0 - ETA: >2024-05-25 23:39:32
+2024-05-25 23:38:24 (UTC) - 1:51:43 - train - INFO - step: 000495 - done (%): 99.0 - loss: 1.314 - lr: 1.7e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5527.3 - avg_words_per_second: 4887.1 - ETA: >2024-05-25 23:39:31
+2024-05-25 23:38:36 (UTC) - 1:51:55 - train - INFO - step: 000496 - done (%): 99.2 - loss: 1.184 - lr: 1.1e-08 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5524.9 - avg_words_per_second: 4888.2 - ETA: >2024-05-25 23:39:29
+2024-05-25 23:38:47 (UTC) - 1:52:07 - train - INFO - step: 000497 - done (%): 99.4 - loss: 1.244 - lr: 6.1e-09 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5529.0 - avg_words_per_second: 4889.4 - ETA: >2024-05-25 23:39:28
+2024-05-25 23:38:59 (UTC) - 1:52:19 - train - INFO - step: 000498 - done (%): 99.6 - loss: 1.390 - lr: 2.9e-09 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5532.7 - avg_words_per_second: 4890.5 - ETA: >2024-05-25 23:39:26
+2024-05-25 23:39:11 (UTC) - 1:52:31 - train - INFO - step: 000499 - done (%): 99.8 - loss: 1.459 - lr: 9.0e-10 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5530.5 - avg_words_per_second: 4891.7 - ETA: >2024-05-25 23:39:25
+2024-05-25 23:39:23 (UTC) - 1:52:42 - train - INFO - step: 000500 - done (%): 100.0 - loss: 1.562 - lr: 2.4e-10 - peak_alloc_mem (GB): 64.9 - alloc_mem (GB): 24.1 - words_per_second: 5528.8 - avg_words_per_second: 4892.8 - ETA: >2024-05-25 23:39:23
+2024-05-25 23:39:23 (UTC) - 1:52:42 - checkpointing - INFO - Dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000500/consolidated using tmp name: tmp.consolidated
+2024-05-25 23:39:37 (UTC) - 1:52:57 - checkpointing - INFO - Done dumping checkpoint in /root/mistral-finetune/runseed5/checkpoints/checkpoint_000500/consolidated for step: 500
+2024-05-25 23:39:38 (UTC) - 1:52:58 - checkpointing - INFO - Deleted ckpt: /root/mistral-finetune/runseed5/checkpoints/checkpoint_000200
+2024-05-25 23:39:38 (UTC) - 1:52:58 - checkpointing - INFO - Done deleting checkpoints /root/mistral-finetune/runseed5/checkpoints/checkpoint_000200
+2024-05-25 23:39:38 (UTC) - 1:52:58 - checkpointing - INFO - Done!
+2024-05-25 23:39:38 (UTC) - 1:52:58 - train - INFO - done!
+2024-05-25 23:39:38 (UTC) - 1:52:58 - utils - INFO - Closing: eval_logger
\ No newline at end of file
diff --git a/runseed5/wandb/run-20240525_214643-cngfo6vp/files/requirements.txt b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f173be0be357b3fd62b7aba8d8c38a23b90cdc07
--- /dev/null
+++ b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/requirements.txt
@@ -0,0 +1,67 @@
+GitPython==3.1.43
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+platformdirs==4.2.2
+protobuf==4.25.3
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+referencing==0.35.1
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+rpds-py==0.18.1
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+termcolor==2.4.0
+torch==2.2.0
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+typing_extensions==4.12.0
+urllib3==2.2.1
+wandb==0.17.0
+wheel==0.43.0
+xformers==0.0.24
\ No newline at end of file
diff --git a/runseed5/wandb/run-20240525_214643-cngfo6vp/files/wandb-metadata.json b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..d053579ca0cc0201cf5a8ffca2f10611aee87c34
--- /dev/null
+++ b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/wandb-metadata.json
@@ -0,0 +1,169 @@
+{
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+ "startedAt": "2024-05-25T21:46:43.429708",
+ "docker": null,
+ "cuda": null,
+ "args": [
+ "example/7B.yaml"
+ ],
+ "state": "running",
+ "program": "-m train",
+ "codePathLocal": null,
+ "git": {
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+ "commit": "cb892f012ef940bc741dd3b043bc1d06f0cf6085"
+ },
+ "email": "clement.castellon@gmail.com",
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+ "host": "scw-tender-archimedes",
+ "username": "root",
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+ "disk": {
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+ "gpu": "NVIDIA H100 PCIe",
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+ "gpu_devices": [
+ {
+ "name": "NVIDIA H100 PCIe",
+ "memory_total": 85520809984
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+ "memory": {
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+}
diff --git a/runseed5/wandb/run-20240525_214643-cngfo6vp/files/wandb-summary.json b/runseed5/wandb/run-20240525_214643-cngfo6vp/files/wandb-summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..83ede74073252266a3b3cd84db537faabb9809e9
--- /dev/null
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diff --git a/runseed5/wandb/run-20240525_214643-cngfo6vp/logs/debug.log b/runseed5/wandb/run-20240525_214643-cngfo6vp/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..3bd98328ecd142325a3be8e820946229b1b99447
--- /dev/null
+++ b/runseed5/wandb/run-20240525_214643-cngfo6vp/logs/debug.log
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diff --git a/runseed99/wandb/run-20240526_014634-8idqp8iz/logs/debug.log b/runseed99/wandb/run-20240526_014634-8idqp8iz/logs/debug.log
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index 0000000000000000000000000000000000000000..1dfd30d06345b9f8ba9654d1ad30a29e8b26d138
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diff --git a/runseed99/wandb/run-20240526_014634-8idqp8iz/run-8idqp8iz.wandb b/runseed99/wandb/run-20240526_014634-8idqp8iz/run-8idqp8iz.wandb
new file mode 100644
index 0000000000000000000000000000000000000000..4439bad1be8ee886d6a212bd3d0e58282af25459
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diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/tests/fixtures b/tests/fixtures
new file mode 120000
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/tests/fixtures
@@ -0,0 +1 @@
+
diff --git a/tests/test_checkpointer.py b/tests/test_checkpointer.py
new file mode 100644
index 0000000000000000000000000000000000000000..f8eef34c2ce38fd002e7802563ad9545cda03a18
--- /dev/null
+++ b/tests/test_checkpointer.py
@@ -0,0 +1,212 @@
+from pathlib import Path
+
+import pytest
+import torch
+
+from finetune.args import LoraArgs
+from finetune.checkpointing import Checkpointer
+from finetune.utils import TrainState
+from finetune.wrapped_model import load_model
+from tests.test_utils import MODEL_PATH, is_float_equal, setup_mp_test_dist
+from utils.merge_lora import merge_checkpoints
+
+from .test_utils import spawn_for_all_world_sizes
+
+# fmt: off
+EXPECTED_NON_LORA_KEYS = sorted(['layers.0.attention.wk.weight', 'layers.0.attention.wo.weight', 'layers.0.attention.wq.weight', 'layers.0.attention.wv.weight', 'layers.0.attention_norm.weight', 'layers.0.feed_forward.w1.weight', 'layers.0.feed_forward.w2.weight', 'layers.0.feed_forward.w3.weight', 'layers.0.ffn_norm.weight', 'layers.1.attention.wk.weight', 'layers.1.attention.wo.weight', 'layers.1.attention.wq.weight', 'layers.1.attention.wv.weight', 'layers.1.attention_norm.weight', 'layers.1.feed_forward.w1.weight', 'layers.1.feed_forward.w2.weight', 'layers.1.feed_forward.w3.weight', 'layers.1.ffn_norm.weight', 'norm.weight', 'output.weight', 'tok_embeddings.weight'])
+EXPECTED_LORA_KEYS = sorted(['layers.0.attention.wq.lora_A.weight', 'layers.0.attention.wq.lora_B.weight', 'layers.0.attention.wk.lora_A.weight', 'layers.0.attention.wk.lora_B.weight', 'layers.0.attention.wv.lora_A.weight', 'layers.0.attention.wv.lora_B.weight', 'layers.0.attention.wo.lora_A.weight', 'layers.0.attention.wo.lora_B.weight', 'layers.0.feed_forward.w1.lora_A.weight', 'layers.0.feed_forward.w1.lora_B.weight', 'layers.0.feed_forward.w2.lora_A.weight', 'layers.0.feed_forward.w2.lora_B.weight', 'layers.0.feed_forward.w3.lora_A.weight', 'layers.0.feed_forward.w3.lora_B.weight', 'layers.1.attention.wq.lora_A.weight', 'layers.1.attention.wq.lora_B.weight', 'layers.1.attention.wk.lora_A.weight', 'layers.1.attention.wk.lora_B.weight', 'layers.1.attention.wv.lora_A.weight', 'layers.1.attention.wv.lora_B.weight', 'layers.1.attention.wo.lora_A.weight', 'layers.1.attention.wo.lora_B.weight', 'layers.1.feed_forward.w1.lora_A.weight', 'layers.1.feed_forward.w1.lora_B.weight', 'layers.1.feed_forward.w2.lora_A.weight', 'layers.1.feed_forward.w2.lora_B.weight', 'layers.1.feed_forward.w3.lora_A.weight', 'layers.1.feed_forward.w3.lora_B.weight'])
+# fmt: on
+
+
+@pytest.mark.parametrize(
+ ("world_size", "save_only_lora", "enable_lora"),
+ [
+ (1, False, False),
+ (2, False, False),
+ (1, False, True),
+ (2, False, True),
+ (1, True, True),
+ (2, True, True), # this is the most important test! - FSDP only LORA
+ ],
+)
+def test_states_retrieval(world_size, enable_lora, save_only_lora):
+ spawn_for_all_world_sizes(
+ _check_states_retrieval,
+ world_sizes=[world_size],
+ args=[enable_lora, save_only_lora],
+ deterministic=True,
+ )
+
+
+def _check_states_retrieval(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+ enable_lora: bool,
+ save_only_lora: bool,
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora),
+ checkpoint=True,
+ param_dtype=torch.bfloat16,
+ )
+
+ # mock a train state that has done three steps
+ step = 3
+ state = TrainState(max_steps=10, step=step) # 10 is just a dummy value here
+
+ # mock run_dir as we won't save anything in this test
+ run_dir = Path("dir")
+ use_sf = True
+
+ checkpointer = Checkpointer(model, state, run_dir=run_dir, num_ckpt_keep=None)
+ prefix = "lora" if enable_lora else "consolidated"
+
+ assert checkpointer.dst_dir == Path(
+ f"dir/checkpoints/checkpoint_00000{step}/consolidated"
+ ), checkpointer.dst_dir
+ assert checkpointer.consolidated_path(
+ checkpointer.dst_dir, use_sf, save_only_lora=enable_lora
+ ) == Path(
+ f"dir/checkpoints/checkpoint_00000{step}/consolidated/{prefix}.safetensors"
+ ), checkpointer.consolidated_path(
+ checkpointer.dst_dir, use_sf, save_only_lora=enable_lora
+ )
+
+ # increase step by one
+ state.start_step()
+
+ assert checkpointer.dst_dir == Path(
+ f"dir/checkpoints/checkpoint_00000{step + 1}/consolidated"
+ ), checkpointer.dst_dir
+ assert checkpointer.consolidated_path(
+ checkpointer.dst_dir, use_sf, save_only_lora=enable_lora
+ ) == Path(
+ f"dir/checkpoints/checkpoint_00000{step + 1}/consolidated/{prefix}.safetensors"
+ ), checkpointer.consolidated_path(
+ checkpointer.dst_dir, use_sf, save_only_lora=enable_lora
+ )
+
+ assert all("lora" in k for k in EXPECTED_LORA_KEYS), EXPECTED_LORA_KEYS
+
+ for save_dtype in [torch.float16, torch.bfloat16, torch.float32]:
+
+ save_dict = checkpointer.retrieve_save_states(
+ save_only_lora=save_only_lora, save_dtype=save_dtype
+ )
+
+ for k, v in save_dict.items():
+ assert v.dtype == save_dtype, f"{k}: v.dtype"
+
+ if save_only_lora:
+ assert sorted(save_dict.keys()) == EXPECTED_LORA_KEYS, save_dict.keys()
+ else:
+ assert sorted(save_dict.keys()) == EXPECTED_NON_LORA_KEYS, save_dict.keys()
+
+ EXPECTED_NON_LORA_VALUES = 34909.7500
+
+ EXPECTED_LORA_VALUES = 984.4179840087891
+
+ values_sum = sum(v.abs().float().sum().item() for v in save_dict.values())
+
+ if save_only_lora:
+ assert is_float_equal(
+ values_sum, EXPECTED_LORA_VALUES, 5e-1
+ ), f"{values_sum} for {save_dtype}"
+ else:
+ assert is_float_equal(
+ values_sum, EXPECTED_NON_LORA_VALUES, 1e-1
+ ), f"{values_sum} for {save_dtype}"
+
+
+@pytest.mark.parametrize("world_size", [1, 2])
+def test_lora_merge_equal(world_size):
+ spawn_for_all_world_sizes(
+ _check_lora_merge_equal,
+ world_sizes=[world_size],
+ deterministic=True,
+ )
+
+
+def _check_lora_merge_equal(
+ rank: int, world_size: int, filename: str, filename_rpc: str
+):
+ model_parallel = 1
+ enable_lora = True
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+
+ world_size // model_parallel
+
+ folder = Path(MODEL_PATH)
+
+ step = 3
+ state = TrainState(max_steps=10, step=step) # 10 is just a dummy value here
+ run_dir = Path("dir")
+
+ non_lora_model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=False),
+ checkpoint=True,
+ param_dtype=torch.bfloat16,
+ )
+
+ non_lora_checkpointer = Checkpointer(
+ non_lora_model, state, run_dir=run_dir, num_ckpt_keep=None
+ )
+ orig_model = non_lora_checkpointer.retrieve_save_states(
+ save_only_lora=False, save_dtype=torch.float32
+ )
+
+ scaling = 2.0
+
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora, scaling=scaling),
+ checkpoint=True,
+ param_dtype=torch.bfloat16,
+ )
+
+ state_dict = model.state_dict()
+ state_dict = {k: v + 0.01 if "lora" in k else v for k, v in state_dict.items()}
+ model.load_state_dict(state_dict)
+
+ # mock a train state that has done three steps
+ checkpointer = Checkpointer(model, state, run_dir=run_dir, num_ckpt_keep=None)
+
+ for save_dtype in [torch.float16, torch.bfloat16, torch.float32]:
+ model_dict = {
+ k: torch.empty_like(v).copy_(v).to(save_dtype)
+ for k, v in orig_model.items()
+ }
+ merged_save_dict = checkpointer.retrieve_save_states(
+ save_only_lora=False, save_dtype=save_dtype
+ )
+
+ lora_save_dict = checkpointer.retrieve_save_states(
+ save_only_lora=True, save_dtype=save_dtype
+ )
+
+ merge_checkpoints(
+ model_dict, lora_save_dict, scaling=scaling, save_dtype=save_dtype
+ )
+
+ for k in model_dict.keys():
+ torch.allclose(
+ model_dict[k].cpu(), merged_save_dict[k].cpu(), atol=1e-3, rtol=1e-3
+ )
+
+ for k in model_dict.keys():
+ # make sure that merged model differs from orig model
+ if "attention" in k or "feed_forward" in k:
+ not torch.allclose(
+ orig_model[k].to(save_dtype).cpu(),
+ merged_save_dict[k].cpu(),
+ atol=1e-3,
+ rtol=1e-3,
+ )
diff --git a/tests/test_data.py b/tests/test_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..e31b872bc3458afbff902ee61d14cac5c7461687
--- /dev/null
+++ b/tests/test_data.py
@@ -0,0 +1,729 @@
+import copy
+import json
+from pathlib import Path
+
+import numpy as np
+import pytest
+from mistral_common.protocol.instruct.messages import FinetuningAssistantMessage
+from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
+
+from finetune.data.args import DataArgs, InstructArgs
+from finetune.data.data_loader import build_data_loader
+from finetune.data.dataset import (
+ DataFile,
+ SampleType,
+ get_dataset_iterator,
+ get_rng,
+ lazy_load_and_yield,
+ maybe_chunk_lines,
+ parse_data_sources,
+ preload_and_yield,
+)
+from finetune.data.tokenize import build_instruct_sample, encode
+
+from .test_utils import spawn_for_all_world_sizes
+
+# fmt: off
+EXPECTED_X = [
+ [
+ # for pretrain
+ [
+ # for DP=1
+ [2051851, 1961139, 2000184, 2081307, 2341123, 1225437, 1739008, 724695, 570810, 632094]
+ ],
+ [
+ # for DP=2
+ [2020745, 1938377, 2244286, 2042079, 1824023],
+ [2103241, 2032118, 1868430, 1093072, 770996],
+ ]
+ ],
+ [
+ # for instruct
+ [
+ # for DP=1
+ [1379941, 1438894, 965536, 1019713, 889921, 999322, 1647173, 941080, 1281597, 1584884]
+ ],
+ [
+ # for DP=2
+ [1379941, 1438894, 889899, 1005451, 876854],
+ [1034325, 999322, 982295, 941080, 725946],
+ ]
+ ]
+]
+EXPECTED_Y = [
+ [
+ # for pretrain
+ [
+ # for DP=1
+ [2081367, 1961098, 1970714, 2110856, 2334822, 1251057, 1745267, 699854, 571600, 660015]
+ ],
+ [
+ # for DP=2
+ [2021840, 1966833, 2223275, 2063077, 1824011],
+ [2132793, 2002569, 1870876, 1122569, 757126],
+ ]
+ ],
+ [
+ # for instruct
+ [
+ # for DP=1
+ [1409448, 1430886, 937609, 1019339, 889921, 970976, 1660330, 942631, 1308399, 1583658]
+ ],
+ [
+ # for DP=2
+ [1409448, 1430886, 895531, 990091, 863522],
+ [1041462, 970976, 991091, 942631, 737311]
+ ]
+ ]
+]
+EXPECTED_MASKS = [
+ [
+ # for pretrain
+ [
+ # for DP=1
+ [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
+ ],
+ [
+ # for DP=2
+ [0, 0, 0, 0, 0],
+ [0, 0, 0, 0, 0],
+ ]
+ ],
+ [
+ # for instruct
+ [
+ # for DP=1
+ [47, 0, 34, 0, 0, 82, 0, 0, 0, 0]
+ ],
+ [
+ # for DP=2
+ [47, 0, 4, 0, 0],
+ [19, 82, 0, 0, 23],
+ ]
+ ]
+]
+
+EXPECTED_X_FUNC = [
+ [
+ # for DP=1
+ [1005531, 1551735, 1261711, 1531024, 1280259, 1069883, 858107, 1021583, 1203265, 1242999],
+ ],
+ [
+ # for DP=2
+ [985281, 1217766, 1442139, 1533790, 1253607],
+ [1005531, 1551735, 1261711, 1531024, 1280259],
+ ]
+]
+
+EXPECTED_Y_FUNC = [
+ [
+ # for DP=1
+ [977126, 1580120, 1233326, 1559463, 1280241, 1042456, 879031, 994127, 1196263, 1270581],
+ ],
+ [
+ # for DP=2
+ [957934, 1218899, 1441783, 1533011, 1224541],
+ [977126, 1580120, 1233326, 1559463, 1280241],
+ ]
+]
+
+EXPECTED_MASKS_FUNC = [
+ [
+ # for DP=1
+ [91, 0, 0, 0, 0, 77, 0, 0, 53, 0],
+ ],
+ [
+ # for DP=2
+ [16, 47, 0, 86, 98],
+ [91, 0, 0, 0, 0],
+ ]
+]
+# fmt: on
+
+
+class MockTokenizer:
+ def encode(self, content: str, *args, **kwargs) -> str:
+ return content
+
+
+class MockInstructTokenizerBaseBase:
+ def __init__(self):
+ self.tokenizer = MockTokenizer()
+
+ def encode_user_message(self, message, *args, **kwargs):
+ return message.content
+
+ def encode_assistant_message(self, message, *args, **kwargs):
+ return message.content
+
+ def start(self):
+ return []
+
+
+def stringify(samples):
+ lines = []
+ for sample in samples:
+ string_list = sample.tokens
+ lines.append("".join(string_list))
+
+ return lines
+
+
+@pytest.mark.parametrize(
+ ("world_size", "model_parallel", "is_instruct"),
+ [
+ (1, 1, False),
+ (2, 1, False),
+ (2, 2, False),
+ (1, 1, True),
+ (2, 1, True),
+ (2, 2, True),
+ ],
+)
+def test_data_loader_dist(world_size, model_parallel, is_instruct):
+ spawn_for_all_world_sizes(
+ _check_data_loader_dist,
+ world_sizes=[world_size],
+ args=[model_parallel, is_instruct],
+ deterministic=True,
+ )
+
+
+def _check_data_loader_dist(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+ model_parallel: int,
+ is_instruct: bool,
+):
+ dp_world_size = world_size // model_parallel
+ dp_rank = rank // model_parallel
+
+ seed = 0
+ seq_len = 100
+ batch_size = 1
+
+ instruct = InstructArgs(shuffle=False, dynamic_chunk_fn_call=False)
+
+ if is_instruct:
+ # at the moment we have to pass some instuction finetuning
+ data_args = DataArgs(
+ data="",
+ instruct_data="tests/fixtures/sample_instruct.jsonl:.1,tests/fixtures/sample_instruct_2.jsonl:.1,tests/fixtures/sample_instruct_3.jsonl:.1",
+ instruct=instruct,
+ )
+ else:
+ data_args = DataArgs(
+ data="tests/fixtures/sample_pretrain_1.jsonl:1.0,tests/fixtures/sample_pretrain_2.jsonl:1.0",
+ instruct_data="tests/fixtures/sample_instruct.jsonl:.01",
+ instruct=instruct,
+ )
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ data_loader = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=seed,
+ rank=dp_rank,
+ world_size=dp_world_size,
+ is_eval=False,
+ )
+
+ x_sums = []
+ y_sums = []
+ masks = []
+
+ num_samples = 10 // dp_world_size
+
+ for _ in range(num_samples):
+ batch = next(data_loader)
+ x_sums.append(batch.x.sum())
+ y_sums.append(batch.y.sum())
+ mask_sum = batch.y_mask.sum() if batch.y_mask is not None else 0
+ masks.append(mask_sum)
+
+ expected_x_sums = EXPECTED_X[is_instruct][dp_world_size - 1][dp_rank]
+ expected_y_sums = EXPECTED_Y[is_instruct][dp_world_size - 1][dp_rank]
+ expected_masks = EXPECTED_MASKS[is_instruct][dp_world_size - 1][dp_rank]
+
+ print(f"rank: {rank}, world_size: {world_size}, x: {x_sums}")
+ print(f"rank: {rank}, world_size: {world_size}, y: {y_sums}")
+ print(f"rank: {rank}, world_size: {world_size}, x shape: {masks}")
+
+ assert x_sums == expected_x_sums, x_sums
+ assert y_sums == expected_y_sums, y_sums
+ assert masks == expected_masks, masks
+
+
+@pytest.mark.parametrize("world_size", [1, 2])
+def test_data_loader_dist_fn_call(world_size):
+ spawn_for_all_world_sizes(
+ _check_data_loader_dist_fn_call,
+ world_sizes=[world_size],
+ deterministic=True,
+ )
+
+
+def _check_data_loader_dist_fn_call(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+):
+ dp_world_size = world_size
+ dp_rank = rank
+
+ seed = 0
+ seq_len = 100
+ batch_size = 1
+
+ data_args = DataArgs(
+ data="",
+ instruct_data="tests/fixtures/sample_instruct_fn_call_short.jsonl:.3",
+ instruct=InstructArgs(shuffle=True, dynamic_chunk_fn_call=True),
+ )
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ data_loader = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=seed,
+ rank=dp_rank,
+ world_size=dp_world_size,
+ is_eval=False,
+ )
+
+ x_sums = []
+ y_sums = []
+ masks = []
+
+ num_samples = 10 // dp_world_size
+
+ for _ in range(num_samples):
+ batch = next(data_loader)
+ x_sums.append(batch.x.sum())
+ y_sums.append(batch.y.sum())
+ mask_sum = batch.y_mask.sum() if batch.y_mask is not None else 0
+ masks.append(mask_sum)
+
+ expected_x_sums = EXPECTED_X_FUNC[dp_world_size - 1][dp_rank]
+ expected_y_sums = EXPECTED_Y_FUNC[dp_world_size - 1][dp_rank]
+ expected_masks = EXPECTED_MASKS_FUNC[dp_world_size - 1][dp_rank]
+
+ assert x_sums == expected_x_sums, x_sums
+ assert y_sums == expected_y_sums, y_sums
+ assert masks == expected_masks, masks
+
+
+def test_data_loader_equal_fsdp():
+ spawn_for_all_world_sizes(
+ _check_data_loader_equal_fsdp,
+ world_sizes=[2],
+ deterministic=True,
+ )
+
+
+def _check_data_loader_equal_fsdp(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+):
+ model_parallel = 2
+ world_size // model_parallel
+ rank // model_parallel
+
+ seed = 0
+ seq_len = 100
+ batch_size = 1
+
+ instruct = InstructArgs(shuffle=False, dynamic_chunk_fn_call=False)
+
+ data_args = DataArgs(
+ data="",
+ instruct_data="tests/fixtures/sample_instruct.jsonl:.1,tests/fixtures/sample_instruct_2.jsonl:.1,tests/fixtures/sample_instruct_3.jsonl:.1",
+ instruct=instruct,
+ )
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ data_loader_0 = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=seed,
+ rank=0,
+ world_size=world_size,
+ is_eval=False,
+ )
+
+ data_loader_1 = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=seed,
+ rank=1,
+ world_size=world_size,
+ is_eval=False,
+ )
+
+ x_sums = []
+ y_sums = []
+
+ num_samples = 10 // 2 # run 5 * 2 training steps
+
+ for _ in range(num_samples):
+ batch = next(data_loader_0)
+ x_sums.append(batch.x.sum())
+ y_sums.append(batch.y.sum())
+
+ batch = next(data_loader_1)
+ x_sums.append(batch.x.sum())
+ y_sums.append(batch.y.sum())
+
+ # check that mp can match ddp for both ranks
+ expected_x_sums = [
+ y for x in zip(EXPECTED_X[1][1][0], EXPECTED_X[1][1][1]) for y in x
+ ]
+ expected_y_sums = [
+ y for x in zip(EXPECTED_Y[1][1][0], EXPECTED_Y[1][1][1]) for y in x
+ ]
+
+ assert x_sums == expected_x_sums, x_sums
+ assert y_sums == expected_y_sums, y_sums
+
+
+def test_dynamic_fn_call_chunk():
+ jsonl_file = Path("tests/fixtures/sample_instruct_fn_call_short.jsonl")
+
+ non_chunked_samples = []
+ with jsonl_file.open() as file_handle:
+ for line in file_handle:
+ non_chunked_samples.append(build_instruct_sample(json.loads(line)))
+
+ num_expected_chunks = 0
+ for sample in non_chunked_samples:
+ if sample.only_last:
+ num_expected_chunks += (
+ sum(isinstance(m, FinetuningAssistantMessage) for m in sample.messages)
+ - 1
+ )
+
+ chunked_samples = []
+ with jsonl_file.open() as file_handle:
+ lines = file_handle.readlines()
+ extra_lines = maybe_chunk_lines(lines)
+
+ for line in extra_lines:
+ chunked_samples.append(build_instruct_sample(json.loads(line)))
+
+ assert num_expected_chunks == len(chunked_samples)
+
+
+def test_dynamic_fn_call_chunk_integration():
+ jsonl_file = Path("tests/fixtures/sample_instruct_fn_call_multi.jsonl")
+
+ multi_samples = []
+ with jsonl_file.open() as file_handle:
+ for line in file_handle:
+ multi_samples.append(build_instruct_sample(json.loads(line)))
+
+ jsonl_file = Path("tests/fixtures/sample_instruct_fn_call_single.jsonl")
+
+ chunked_samples = []
+ with jsonl_file.open() as file_handle:
+ for line in file_handle:
+ chunked_samples.append(build_instruct_sample(json.loads(line)))
+
+ with jsonl_file.open() as file_handle:
+ lines = file_handle.readlines()
+ extra_lines = maybe_chunk_lines(lines)
+
+ for line in extra_lines:
+ chunked_samples.append(build_instruct_sample(json.loads(line)))
+
+ assert list(reversed(multi_samples)) == chunked_samples
+
+
+def test_fn_call():
+ batch_size = 1
+ data_args = DataArgs(
+ data="",
+ instruct_data="",
+ eval_instruct_data="tests/fixtures/sample_instruct_fn_call.jsonl",
+ )
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ seq_len = 10000
+
+ data_loader = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=None,
+ rank=0,
+ world_size=1,
+ is_eval=True,
+ )
+
+ all_loss_strings = []
+ for batch in data_loader:
+ y_mask = (
+ np.asarray(batch.y_mask, int)
+ if batch.y_mask is not None
+ else np.ones_like(batch.x)
+ )
+
+ start_index = end_index = 0
+ for size in batch.sizes:
+ end_index += size
+ tokens = batch.y[start_index:end_index]
+ mask = y_mask[start_index:end_index]
+
+ tokens_for_loss = [int(y) for i, y in enumerate(tokens) if mask[i] == 1]
+ start_index += size
+
+ decoded = instruct_tokenizer.tokenizer.decode(tokens_for_loss)
+ if len(decoded) > 0:
+ all_loss_strings.append(decoded)
+
+ # Verify that the loss is always only computed over the
+ expected_loss_strings = []
+ with open(data_args.eval_instruct_data, "r") as f:
+ for line in f:
+ data = json.loads(line)
+ last_message = data["interactions"][-1]
+ if "content" in last_message:
+ expected_loss_strings.append(last_message["content"])
+ elif "tool_calls" in last_message:
+ tool_calls = last_message["tool_calls"]
+ arguments = tool_calls[0]["function"]["arguments"]
+ string = [
+ {
+ "name": call["function"]["name"],
+ "arguments": json.loads(arguments),
+ }
+ for call in tool_calls
+ ]
+ expected_loss_strings.append(json.dumps(string))
+
+ assert expected_loss_strings == all_loss_strings
+
+
+def test_data_weighting():
+ data_args = DataArgs(
+ data="",
+ instruct_data="",
+ eval_instruct_data="tests/fixtures/sample_instruct.jsonl",
+ )
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ jsonl_file = Path(data_args.eval_instruct_data)
+
+ with jsonl_file.open() as file_handle:
+ data = json.loads(next(file_handle))
+
+ token_sample = encode(data, instruct_tokenizer, SampleType.INSTRUCT)
+
+ data_weight_0 = copy.deepcopy(data)
+ data_weight_0["interactions"][-1]["weight"] = 0
+
+ token_sample_weight_0 = encode(
+ data_weight_0, instruct_tokenizer, SampleType.INSTRUCT
+ )
+
+ data_weight_1 = copy.deepcopy(data)
+ data_weight_1["interactions"][-1]["weight"] = 1
+
+ token_sample_weight_1 = encode(
+ data_weight_1, instruct_tokenizer, SampleType.INSTRUCT
+ )
+
+ assert (
+ token_sample.tokens
+ == token_sample_weight_0.tokens
+ == token_sample_weight_1.tokens
+ )
+ assert token_sample.masks == token_sample_weight_1.masks
+ assert token_sample.masks != token_sample_weight_0.masks
+ assert not any(token_sample_weight_0.masks)
+
+
+def test_eval_dataloader():
+ batch_size = 1
+
+ data_args = DataArgs(
+ data="",
+ instruct_data="",
+ eval_instruct_data="tests/fixtures/sample_instruct.jsonl,tests/fixtures/sample_instruct_2.jsonl,tests/fixtures/sample_instruct_3.jsonl",
+ )
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ # make sure that for every seq len the same data is seen
+ for world_size in [1, 2, 8]:
+ for seq_len in [10, 100, 1000, 10000]:
+ x_sums = []
+ y_sums = []
+ y_masks = []
+
+ data_loaders = []
+ for rank in range(world_size):
+ data_loaders.append(
+ build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=None,
+ rank=rank,
+ world_size=world_size,
+ is_eval=True,
+ )
+ )
+
+ for data_loader in data_loaders:
+ for batch in data_loader:
+ mask = (
+ np.asarray(batch.y_mask, int)
+ if batch.y_mask is not None
+ else np.ones_like(batch.x)
+ )
+ x_sums.append((batch.x * mask).sum())
+ y_sums.append((batch.y * mask).sum())
+ y_masks.append(mask.sum())
+
+ assert len(batch.x) == len(mask) == len(batch.y) == seq_len
+
+ assert sum(x_sums) == 71404835
+ assert sum(y_sums) == 71404795
+ assert sum(y_masks) == 5538
+
+
+def test_shuffle_data():
+ instruct_tokenizer = MockInstructTokenizerBaseBase()
+
+ data_args = DataArgs(data="", instruct_data="", eval_instruct_data="")
+
+ data_file = Path("tests/fixtures/sample_instruct_long_1.jsonl")
+
+ dataset_iterator = get_dataset_iterator(
+ source=DataFile(path=data_file, sample_type=SampleType.INSTRUCT),
+ instruct_args=data_args.instruct,
+ instruct_tokenizer=instruct_tokenizer,
+ rank=0,
+ world_size=1,
+ is_finite=False,
+ seed=0,
+ shuffle_at_epoch=True,
+ )
+
+ with data_file.open() as f:
+ lines = f.readlines()
+ lines = [
+ encode(
+ json.loads(line),
+ instruct_tokenizer=instruct_tokenizer,
+ as_type=SampleType.INSTRUCT,
+ )
+ for line in lines
+ ]
+ prev_lines = stringify(lines)
+
+ num_lines = len(prev_lines)
+
+ samples = []
+ # run 4 epochs
+ for i in range(4 * num_lines):
+ samples.append(next(dataset_iterator))
+
+ if (i + 1) % num_lines == 0:
+ # epoch finished!
+ # check that order is different but all lines have the same hash
+ lines = stringify(samples)
+ assert lines != prev_lines, "No shuffling - make sure dataset is shuffled!"
+ assert sorted(lines) == sorted(
+ prev_lines
+ ), "datasets need to match at every epoch"
+
+ prev_lines = lines
+ samples = []
+
+
+@pytest.mark.parametrize("world_size", [1, 2])
+def test_shuffle_data_same_as_no_shuffle(world_size):
+ spawn_for_all_world_sizes(
+ _check_shuffle_data_same_as_no_shuffle,
+ world_sizes=[world_size],
+ deterministic=True,
+ )
+
+
+def _check_shuffle_data_same_as_no_shuffle(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+):
+ instruct_tokenizer = MockInstructTokenizerBaseBase()
+
+ instruct = InstructArgs(shuffle=False, dynamic_chunk_fn_call=False)
+
+ data_args = DataArgs(
+ data="tests/fixtures/sample_pretrain_1.jsonl:1.0,tests/fixtures/sample_pretrain_2.jsonl:1.0",
+ instruct_data="tests/fixtures/sample_instruct.jsonl:.1,tests/fixtures/sample_instruct_2.jsonl:.1,tests/fixtures/sample_instruct_3.jsonl:.1",
+ instruct=instruct,
+ )
+
+ sources, _ = parse_data_sources(
+ pretrain_data=data_args.data, instruct_data=data_args.instruct_data
+ )
+
+ seed = 0
+ rng = get_rng(seed, rank)
+
+ for source in sources:
+ jsonl_files = source.jsonl_files
+ chunk_dataset = source.sample_type == SampleType.INSTRUCT
+
+ for jsonl_file in jsonl_files:
+ samples = [[], []]
+ for shuffle in [True, False]:
+ print(jsonl_file)
+ if shuffle:
+ iterator = preload_and_yield(
+ jsonl_file,
+ chunk_dataset=chunk_dataset,
+ rank=rank,
+ world_size=world_size,
+ rng=rng,
+ instruct_tokenizer=instruct_tokenizer,
+ sample_type=source.sample_type,
+ )
+ else:
+ iterator = lazy_load_and_yield(
+ jsonl_file,
+ rank=rank,
+ world_size=world_size,
+ instruct_tokenizer=instruct_tokenizer,
+ sample_type=source.sample_type,
+ )
+
+ for tokens in iterator:
+ samples[shuffle].append(tokens)
+
+ strings_0 = sorted(stringify(samples[0]))
+ strings_1 = sorted(stringify(samples[1]))
+
+ assert strings_0 == strings_1
diff --git a/tests/test_mixed_precision.py b/tests/test_mixed_precision.py
new file mode 100644
index 0000000000000000000000000000000000000000..c00c33577106cbaeaef5b3bcbf526d632d557aba
--- /dev/null
+++ b/tests/test_mixed_precision.py
@@ -0,0 +1,136 @@
+from pathlib import Path
+
+import pytest
+import torch
+
+from finetune.args import LoraArgs
+from finetune.loss import compute_loss_with_mask
+from finetune.mixed_precision import (
+ downcast_mixed_precision,
+ prepare_mixed_precision,
+ upcast_mixed_precision,
+)
+from finetune.wrapped_model import load_model
+from tests.test_utils import MODEL_PATH, get_dataloader, setup_mp_test_dist
+
+from .test_utils import spawn_for_all_world_sizes
+
+
+@pytest.mark.parametrize(
+ ("world_size", "enable_lora"), [(1, False), (1, True), (2, False), (2, True)]
+)
+def test_mixed_precision(world_size, enable_lora):
+ spawn_for_all_world_sizes(
+ _check_mixed_precision,
+ world_sizes=[world_size],
+ args=[enable_lora],
+ deterministic=True,
+ )
+
+
+def _check_mixed_precision(
+ rank: int, world_size: int, filename: str, filename_rpc: str, enable_lora: bool
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 100
+
+ folder = Path(MODEL_PATH)
+ # mixed precision
+ param_dtype = torch.bfloat16
+ optim_dtype = torch.float32
+
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora),
+ checkpoint=True,
+ param_dtype=param_dtype,
+ )
+
+ optimizer = torch.optim.AdamW(model.parameters())
+
+ # initialize mixed precision training for TP
+ prepare_mixed_precision(
+ model.parameters(), param_dtype=param_dtype, optim_dtype=optim_dtype
+ )
+
+ data_loader = get_dataloader(seq_len=seq_len)
+
+ # ensure every parameter that requires a grad has a _mp_param of optim_dtype precision
+ for param in model.parameters():
+ assert param.dtype == param_dtype
+ if param.requires_grad:
+ assert param._mp_param.dtype == optim_dtype
+ assert (
+ param._mp_param.tolist() == param.data.to(optim_dtype).tolist()
+ ), "mp param has to match param in optim dtype precision"
+ else:
+ assert not hasattr(param, "_mp_param")
+
+ # test three train steps
+ for _ in range(3):
+
+ optimizer.zero_grad()
+
+ # micro-batching
+ for _ in range(2):
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = (
+ torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+ if batch.y_mask is not None
+ else None
+ )
+
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+ mb_loss.backward()
+
+ upcast_mixed_precision(model.parameters(), optim_dtype=optim_dtype)
+
+ # ensure all params are upcasted correctly and mp param equals param
+ param_sum = 0
+ for param in model.parameters():
+ if param.requires_grad:
+ assert param.dtype == optim_dtype, param.dtype
+ assert (
+ param._mp_param.tolist() == param.data.tolist()
+ ), "mp param and param should point to the same data"
+ assert param.grad.dtype == optim_dtype
+ assert param._temp.dtype == param_dtype
+ param_sum += param.data.float().abs().sum()
+ else:
+ assert param.dtype == param_dtype
+
+ optimizer.step()
+
+ # ensure that after optimizer step params are still in optim dtype precision
+ new_param_sum = 0
+ for param in model.parameters():
+ if param.requires_grad:
+ assert param.dtype == optim_dtype
+ assert param._mp_param.dtype == optim_dtype
+ assert param.grad.dtype == optim_dtype
+ new_param_sum += param.data.float().abs().sum()
+ else:
+ assert param.dtype == param_dtype
+
+ assert new_param_sum != param_sum, "Make sure parameters are updated"
+
+ downcast_mixed_precision(model.parameters(), param_dtype=param_dtype)
+
+ # ensure that before new forward pass params are downcasted to param dtype
+ for param in model.parameters():
+ assert param.dtype == param_dtype
+ if param.requires_grad:
+ assert param._mp_param.dtype == optim_dtype
+ assert param.grad.dtype == param_dtype
+ assert (
+ param._mp_param.to(param_dtype).tolist() == param.data.tolist()
+ ), "mp param has to match param in optim dtype precision"
diff --git a/tests/test_model.py b/tests/test_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..ee6af5ba029ae0fbc21109af8e8aeaaa406270ab
--- /dev/null
+++ b/tests/test_model.py
@@ -0,0 +1,550 @@
+import tempfile
+from pathlib import Path
+from typing import Dict
+
+import pytest
+import torch
+
+from finetune.args import LoraArgs
+from finetune.checkpointing import Checkpointer
+from finetune.loss import compute_loss_with_mask
+from finetune.mixed_precision import (
+ downcast_mixed_precision,
+ prepare_mixed_precision,
+ upcast_mixed_precision,
+)
+from finetune.utils import TrainState
+from finetune.wrapped_model import load_model
+from model.transformer import (
+ LoRALinear,
+)
+from tests.test_utils import (
+ MODEL_PATH,
+ get_dataloader,
+ is_float_equal,
+ setup_mp_test_dist,
+)
+
+from .test_utils import spawn_for_all_world_sizes
+
+torch.backends.cudnn.deterministic = True # use deterministic algorithms
+torch.backends.cudnn.benchmark = False # disable cuDNN benchmark
+
+
+@pytest.mark.parametrize(
+ ("world_size", "enable_lora", "dtype"),
+ [
+ (1, False, torch.float32),
+ (1, True, torch.float32),
+ (2, False, torch.float32),
+ (2, True, torch.float32),
+ (1, False, torch.bfloat16),
+ (1, True, torch.bfloat16),
+ (2, False, torch.bfloat16),
+ (2, True, torch.bfloat16),
+ ],
+)
+def test_weights_loading(world_size, enable_lora, dtype):
+ spawn_for_all_world_sizes(
+ _check_weights_loading,
+ world_sizes=[world_size],
+ args=[enable_lora, dtype],
+ deterministic=True,
+ )
+
+
+def _check_weights_loading(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+ enable_lora: bool,
+ dtype: torch.dtype,
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora),
+ checkpoint=True,
+ param_dtype=dtype,
+ )
+
+ # add hook so that LoRA weights are automatically merged:
+ def register_merge_lora_hook(m: torch.nn.Module):
+ def merge_lora(
+ m: torch.nn.Module, destination: Dict[str, torch.Tensor], prefix: str, *args
+ ):
+ weight = m.merge_weight()
+ destination[prefix + "weight"] = weight
+
+ if isinstance(m, LoRALinear):
+ m._merge_lora_handle = m._register_state_dict_hook(merge_lora)
+
+ model.apply(register_merge_lora_hook)
+
+ if world_size > 1:
+ with model.summon_full_params(model, writeback=True):
+ states = {
+ k: v
+ for k, v in model.state_dict().items()
+ if "lora" not in k and "frozen" not in k
+ }
+ else:
+ states = {
+ k: v
+ for k, v in model.state_dict().items()
+ if "lora" not in k and "frozen" not in k
+ }
+
+ EXP_PARAM_SUM = 308.9932 if dtype == torch.float32 else 308.0
+ params = sum([v.sum() for v in states.values()]).item()
+
+ # LoRA is equal to no LoRA as LoRA weights should be init to 0
+ assert is_float_equal(params, EXP_PARAM_SUM), params
+
+ if enable_lora:
+ lora_B_params = [
+ v.float().abs().sum() for k, v in model.named_parameters() if "lora_B" in k
+ ]
+
+ assert len(lora_B_params) > 0
+ assert sum(lora_B_params) == 0, "Lora_B should always be zero init"
+
+ lora_A_params = [
+ v.float().abs().sum() for k, v in model.named_parameters() if "lora_A" in k
+ ]
+
+ assert len(lora_A_params) > 0
+ assert sum(lora_A_params) > 0, "Lora_A should init to non-zero values"
+
+
+@pytest.mark.parametrize(
+ ("world_size", "enable_lora"), [(1, False), (1, True), (2, False), (2, True)]
+)
+def test_fsdp_logits_and_loss(world_size, enable_lora):
+ spawn_for_all_world_sizes(
+ _check_fsdp_logits_and_loss,
+ world_sizes=[world_size],
+ args=[enable_lora],
+ deterministic=True,
+ )
+
+
+def _check_fsdp_logits_and_loss(
+ rank: int, world_size: int, filename: str, filename_rpc: str, enable_lora: bool
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 100
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora),
+ checkpoint=True,
+ param_dtype=torch.bfloat16,
+ )
+ # By seting equal rank and world_size we can assure that both ranks see the same data and hence the average
+ data_loader = get_dataloader(seq_len=seq_len, rank=0, world_size=2)
+
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ # check logits
+ # logits should be the same for LoRA and non-LoRA
+ assert output.shape == (seq_len, model.args.vocab_size)
+ output_sum = output.abs().float().sum().item()
+
+ EXP_OUTPUT_WORLD_1 = 162617.625
+
+ assert is_float_equal(output_sum, EXP_OUTPUT_WORLD_1, precision=1e1), output_sum
+
+ # check loss is the same for all
+ # loss should be the same for LoRA and non-LoRA
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+
+ EXPECTED_LOSS = 10.408413887023926
+
+ assert is_float_equal(mb_loss.item(), EXPECTED_LOSS), mb_loss.item()
+
+
+@pytest.mark.parametrize(
+ ("world_size", "dtype"),
+ [(1, torch.bfloat16), (2, torch.bfloat16), (1, torch.float32), (2, torch.float32)],
+)
+def test_fsdp_grads_non_lora(world_size, dtype):
+ spawn_for_all_world_sizes(
+ _check_fsdp_grads_non_lora,
+ world_sizes=[world_size],
+ deterministic=True,
+ args=[dtype],
+ )
+
+
+def _check_fsdp_grads_non_lora(
+ rank: int, world_size: int, filename: str, filename_rpc: str, dtype: torch.dtype
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 2048
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=False),
+ checkpoint=True,
+ param_dtype=dtype,
+ )
+ # same world_size to check for equality
+ data_loader = get_dataloader(seq_len=seq_len, rank=0, world_size=2)
+
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+ mb_loss.backward()
+
+ num_grad_params = sum([p.grad.numel() for p in model.parameters()])
+
+ assert (4301120 // world_size) == num_grad_params, num_grad_params
+
+ torch.distributed.barrier()
+
+ sharded_flat_grads = sum(
+ [p.grad.float().abs().sum().item() for p in model.parameters()]
+ )
+
+ print(f"{rank}: {world_size}: {dtype} = {sharded_flat_grads}")
+
+ EXP_GRAD_WORLD_2_RANK_0 = 95.45827150344849
+ EXP_GRAD_WORLD_2_RANK_1 = 86.09188461303711
+ EXP_GRAD_WORLD_1 = EXP_GRAD_WORLD_2_RANK_0 + EXP_GRAD_WORLD_2_RANK_1
+
+ if world_size == 1:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_1, 2.0e-1
+ ), sharded_flat_grads
+ elif world_size == 2 and rank == 0:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_2_RANK_0, 2.0e-1
+ ), sharded_flat_grads
+ elif world_size == 2 and rank == 1:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_2_RANK_1, 2.0e-1
+ ), sharded_flat_grads
+
+
+@pytest.mark.parametrize(
+ ("world_size", "dtype"),
+ [(1, torch.bfloat16), (2, torch.bfloat16), (1, torch.float32), (2, torch.float32)],
+)
+def test_fsdp_grads_lora(world_size, dtype):
+ spawn_for_all_world_sizes(
+ _check_fsdp_grads_lora,
+ world_sizes=[world_size],
+ deterministic=True,
+ args=[dtype],
+ )
+
+
+def _check_fsdp_grads_lora(
+ rank: int, world_size: int, filename: str, filename_rpc: str, dtype: torch.dtype
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 2048
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=True),
+ checkpoint=True,
+ param_dtype=dtype,
+ )
+ # same world_size to check for equality
+ data_loader = get_dataloader(seq_len=seq_len, rank=0, world_size=2)
+
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+ mb_loss.backward()
+
+ num_grad_params = sum(
+ [p.grad.numel() for p in model.parameters() if p.grad is not None]
+ )
+
+ assert (40960 // world_size) == num_grad_params, num_grad_params
+
+ torch.distributed.barrier()
+
+ sharded_flat_grads = sum(
+ [
+ p.grad.float().abs().sum().item()
+ for p in model.parameters()
+ if p.grad is not None
+ ]
+ )
+
+ print(f"{rank}: {world_size}: {dtype} = {sharded_flat_grads}")
+
+ EXP_GRAD_WORLD_2_RANK_0 = 3.0742580661177635
+ EXP_GRAD_WORLD_2_RANK_1 = 3.074301045779139
+ EXP_GRAD_WORLD_1 = EXP_GRAD_WORLD_2_RANK_0 + EXP_GRAD_WORLD_2_RANK_1
+
+ if world_size == 1:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_1, 2.0e-1
+ ), sharded_flat_grads
+ elif world_size == 2 and rank == 0:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_2_RANK_0, 2.0e-1
+ ), sharded_flat_grads
+ elif world_size == 2 and rank == 1:
+ assert is_float_equal(
+ sharded_flat_grads, EXP_GRAD_WORLD_2_RANK_1, 2.0e-1
+ ), sharded_flat_grads
+
+
+@pytest.mark.parametrize(
+ ("world_size", "dtype"),
+ [(1, torch.bfloat16), (2, torch.bfloat16), (1, torch.float32), (2, torch.float32)],
+)
+def test_grad_update_lora(world_size, dtype):
+ spawn_for_all_world_sizes(
+ _check_grad_update_lora,
+ world_sizes=[world_size],
+ args=[dtype],
+ deterministic=True,
+ )
+
+
+def _check_grad_update_lora(
+ rank: int, world_size: int, filename: str, filename_rpc: str, dtype: torch.dtype
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 1000
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=True),
+ checkpoint=True,
+ param_dtype=dtype,
+ )
+ optimizer = torch.optim.AdamW(model.parameters())
+
+ data_loader = get_dataloader(seq_len=seq_len)
+
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = (
+ torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+ if batch.y_mask is not None
+ else None
+ )
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+ mb_loss.backward()
+
+ lora_weight_sum = 0
+ non_lora_weight_sum = 0
+ for name, param in model.named_parameters():
+ if "lora" in name or "norm" in name:
+ assert param.grad is not None, name
+ lora_weight_sum += param.data.float().abs().sum()
+ else:
+ assert param.grad is None, name
+ non_lora_weight_sum += param.data.float().abs().sum()
+
+ # update weights
+ optimizer.step()
+
+ new_lora_weight_sum = 0
+ new_non_lora_weight_sum = 0
+ for name, param in model.named_parameters():
+ if "lora" in name or "norm" in name:
+ assert param.grad is not None, name
+ new_lora_weight_sum += param.data.float().abs().sum()
+ else:
+ assert param.grad is None, name
+ new_non_lora_weight_sum += param.data.float().abs().sum()
+
+ # make sure that LoRA weights changed, but non-LoRA weights stayed the same
+ assert not is_float_equal(
+ new_lora_weight_sum, lora_weight_sum, 1e-4
+ ), f"New: {new_lora_weight_sum}, Old: {lora_weight_sum}"
+ assert is_float_equal(
+ new_non_lora_weight_sum, non_lora_weight_sum, 1e-4
+ ), f"New: {new_non_lora_weight_sum}, Old: {non_lora_weight_sum}"
+
+
+@pytest.mark.parametrize(
+ ("enable_lora", "param_dtype"),
+ [
+ (False, torch.float32),
+ (True, torch.float32),
+ (False, torch.bfloat16),
+ (True, torch.bfloat16),
+ ],
+)
+def test_grads_fsdp_mp(enable_lora, param_dtype):
+ with tempfile.TemporaryDirectory() as tmpdirname:
+ for world_size in [1, 2]:
+ spawn_for_all_world_sizes(
+ _check_grads_fsdp_mp,
+ world_sizes=[world_size],
+ deterministic=True,
+ args=[tmpdirname, enable_lora, param_dtype],
+ )
+
+ w1_sd = torch.load(Path(tmpdirname) / Path("params_w1.pt"), map_location="cpu")
+ w2_sd = torch.load(Path(tmpdirname) / Path("params_w2.pt"), map_location="cpu")
+
+ for k in w1_sd.keys():
+ assert w1_sd[k].shape == w2_sd[k].shape, k
+ atol = 10 if param_dtype == torch.float32 else 100
+ assert (w1_sd[k] - w2_sd[k]).sum().abs().item() < atol
+
+
+def _check_grads_fsdp_mp(
+ rank: int,
+ world_size: int,
+ filename: str,
+ filename_rpc: str,
+ tmpdirname: str,
+ enable_lora: bool,
+ param_dtype: torch.dtype,
+):
+ model_parallel = 1
+ setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0)
+ seq_len = 4096
+
+ optim_dtype = torch.float32
+
+ folder = Path(MODEL_PATH)
+ model = load_model(
+ folder=folder,
+ lora=LoraArgs(enable=enable_lora),
+ checkpoint=True,
+ param_dtype=param_dtype,
+ )
+
+ # high learning rate to show differences
+ optimizer = torch.optim.AdamW(model.parameters(), lr=0.1)
+
+ # mock a train state that has done three steps
+ steps = 4
+ state = TrainState(max_steps=steps)
+
+ # mock run_dir as we won't save anything in this test
+ run_dir = Path(tmpdirname)
+
+ checkpointer = Checkpointer(model, state, run_dir=run_dir, num_ckpt_keep=None)
+
+ # make sure the same data is seen
+ dataloaders = [
+ get_dataloader(seq_len=seq_len, rank=rank + i, world_size=2)
+ for i in range(2 - world_size + 1)
+ ]
+
+ prepare_mixed_precision(
+ model.parameters(), param_dtype=param_dtype, optim_dtype=optim_dtype
+ )
+
+ for _ in range(steps):
+ state.start_step()
+ optimizer.zero_grad()
+
+ for data_loader in dataloaders:
+ torch.manual_seed(0)
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda()
+ y = torch.from_numpy(batch.y).cuda()
+ y_mask = (
+ torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+ if batch.y_mask is not None
+ else None
+ )
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+ mb_loss.backward()
+
+ assert model.params[0].dtype == param_dtype
+
+ print(f"rank: {rank}, world_size: {world_size}, x: {x.abs().sum()}")
+ print(f"rank: {rank}, world_size: {world_size}, y: {y.abs().sum()}")
+ print(f"rank: {rank}, world_size: {world_size}, x shape: {x.shape}")
+
+ if y_mask is not None:
+ print(
+ f"rank: {rank}, world_size: {world_size}, y_mask: {y_mask.abs().sum()}"
+ )
+ print(f"rank: {rank}, world_size: {world_size}, loss: {mb_loss}")
+
+ for p in model.parameters():
+ if p.requires_grad:
+ assert p.grad is not None
+ p.grad.div_(len(dataloaders))
+
+ max_norm = 1.0
+ model.clip_grad_norm_(max_norm=max_norm)
+
+ upcast_mixed_precision(model.parameters(), optim_dtype=optim_dtype)
+
+ optimizer.step()
+
+ downcast_mixed_precision(model.parameters(), param_dtype=param_dtype)
+
+ save_dict = checkpointer.retrieve_save_states(
+ save_only_lora=enable_lora, save_dtype=torch.float32
+ )
+
+ path = "params_w1.pt" if world_size == 1 else "params_w2.pt"
+ torch.save(save_dict, Path(tmpdirname) / Path(path))
diff --git a/tests/test_train_loop.py b/tests/test_train_loop.py
new file mode 100644
index 0000000000000000000000000000000000000000..5505b4f9d88a270b6807735e14c2aae8dfbf53b3
--- /dev/null
+++ b/tests/test_train_loop.py
@@ -0,0 +1,93 @@
+import os
+import tempfile
+from contextlib import ExitStack
+from pathlib import Path
+
+import pytest
+import safetensors
+import torch
+
+from finetune.args import LoraArgs, OptimArgs, TrainArgs
+from finetune.data.args import DataArgs, InstructArgs
+from tests.test_utils import DATA_PATH, EVAL_DATA_PATH, MODEL_PATH, setup_mp_test_dist
+from train import _train
+
+from .test_utils import spawn_for_all_world_sizes
+
+
+def file_size_and_md5(file_path):
+ # Check if the file exists
+ if not os.path.isfile(file_path):
+ return "Error: File not found"
+
+ # Get the size of the file
+ file_size = os.path.getsize(file_path)
+
+ # Open the file in binary mode
+ state_dict = safetensors.torch.load_file(file_path)
+ md5_sum = sum(v.abs().sum().item() for v in state_dict.values())
+
+ return file_size, md5_sum
+
+
+@pytest.mark.parametrize("enable_lora", [False, True])
+def test_integration(enable_lora):
+ torch.backends.cudnn.deterministic = True # use deterministic algorithms
+ torch.backends.cudnn.benchmark = False # disable cuDNN benchmark
+
+ instruct = InstructArgs(shuffle=False, dynamic_chunk_fn_call=False)
+
+ data_args = DataArgs(
+ data="",
+ instruct_data=DATA_PATH,
+ eval_instruct_data=EVAL_DATA_PATH,
+ instruct=instruct,
+ )
+
+ model_path = MODEL_PATH
+ optim_args = OptimArgs(lr=0.01, weight_decay=0.1, pct_start=0.0)
+
+ with tempfile.TemporaryDirectory() as tmpdirname:
+ args = TrainArgs(
+ data=data_args,
+ model_id_or_path=model_path,
+ run_dir=tmpdirname,
+ seed=0,
+ optim=optim_args,
+ max_steps=4,
+ num_microbatches=1,
+ lora=LoraArgs(enable=enable_lora),
+ ckpt_only_lora=enable_lora,
+ checkpoint=True,
+ no_eval=False,
+ )
+ spawn_for_all_world_sizes(
+ _run_dummy_train,
+ world_sizes=[2],
+ deterministic=True,
+ args=[args],
+ )
+
+ prefix = "lora" if enable_lora else "consolidated"
+ ckpt_path = Path(tmpdirname) / Path(
+ f"checkpoints/checkpoint_00000{args.max_steps}/consolidated/{prefix}.safetensors"
+ )
+ assert ckpt_path.exists()
+
+ file_size, hash = file_size_and_md5(ckpt_path)
+
+ EXPECTED_FILE_SIZE = [8604200, 84760]
+
+ EXPECTED_HASH = [50515.5, 1296.875]
+
+ assert file_size == EXPECTED_FILE_SIZE[enable_lora], file_size
+ assert abs(hash - EXPECTED_HASH[enable_lora]) < 1e-2, hash
+
+
+def _run_dummy_train(
+ rank: int, world_size: int, filename: str, filename_rpc: str, args: TrainArgs
+):
+ setup_mp_test_dist(rank, world_size, filename, 1, seed=0)
+
+ with ExitStack() as exit_stack:
+ _train(args, exit_stack)
diff --git a/tests/test_utils.py b/tests/test_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..b434757df1136642f2f63339e27b425f35722d89
--- /dev/null
+++ b/tests/test_utils.py
@@ -0,0 +1,227 @@
+import os
+import tempfile
+from datetime import timedelta
+from typing import Any, Callable, Dict, List, Optional
+
+import torch
+import torch.distributed as dist
+from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
+
+from finetune.data.args import DataArgs, InstructArgs
+from finetune.data.data_loader import build_data_loader
+from finetune.distributed import get_rank, get_world_size
+from finetune.utils import set_random_seed
+
+
+def is_float_equal(a, b, precision=5e-3):
+ return abs(a - b) < precision
+
+
+MODEL_PATH = os.getenv("DUMMY_MODEL")
+assert MODEL_PATH != "", "Provide a path to a dummy model"
+DATA_PATH = "tests/fixtures/sample_instruct.jsonl:.1,tests/fixtures/sample_instruct_2.jsonl:.1,tests/fixtures/sample_instruct_3.jsonl:.1"
+EVAL_DATA_PATH = "tests/fixtures/sample_instruct.jsonl,tests/fixtures/sample_instruct_2.jsonl,tests/fixtures/sample_instruct_3.jsonl"
+
+
+# Model parallel group that the current rank belongs to.
+_MODEL_PARALLEL_GROUP = None
+# Data parallel group that the current rank belongs to.
+_DATA_PARALLEL_GROUP = None
+# Pipeline parallel group that the current rank belongs to.
+_PIPELINE_PARALLEL_GROUP = None
+
+_PIPELINE_PARALLEL_RANKS = None
+
+
+def rmf(filename: str) -> None:
+ """Remove a file like rm -f."""
+ try:
+ os.remove(filename)
+ except FileNotFoundError:
+ pass
+
+
+def test_runner(
+ rank: int, test_func: Callable, deterministic: bool = False, *args: List[Any], **kwargs: Dict[str, Any]
+) -> None:
+ # At this point we're in a new process, torch options need to be set again
+ if deterministic:
+ torch.backends.cudnn.deterministic = True
+ torch.backends.cudnn.benchmark = False
+ torch.manual_seed(1357)
+
+ test_func(rank, *args, **kwargs)
+
+
+def spawn_for_all_world_sizes(
+ test_func: Callable, world_sizes: List[int] = [], args: Any = [], deterministic: bool = False
+) -> None:
+ for world_size in world_sizes:
+ _, filename = tempfile.mkstemp()
+ _, filename_rpc = tempfile.mkstemp()
+
+ try:
+ torch.multiprocessing.spawn(
+ test_runner,
+ args=(test_func, deterministic, world_size, filename, filename_rpc, *args),
+ nprocs=world_size,
+ join=True,
+ )
+ finally:
+ rmf(filename)
+ rmf(filename_rpc)
+
+def initialize_model_parallel(
+ model_parallel_size_: int,
+ pipeline_length: int = 1,
+ *,
+ model_parallel_backend: Optional[str] = None,
+ pipeline_backend: Optional[str] = None,
+ ddp_backend: Optional[str] = None
+) -> None:
+ """
+ Initialize model data parallel groups.
+
+ Arguments:
+ model_parallel_size: number of GPUs used to parallelize model.
+
+ Let's say we have a total of 8 GPUs denoted by g0 ... g7 and we
+ use 2 GPUs to parallelize the model. The present function will
+ create 4 model parallel groups and 2 data parallel groups as:
+ 4 model parallel groups:
+ [g0, g1], [g2, g3], [g4, g5], [g6, g7]
+ 2 data parallel groups:
+ [g0, g2, g4, g6], [g1, g3, g5, g7]
+ Note that for efficiency, the caller should make sure adjacent ranks
+ are on the same DGX box. For example if we are using 2 DGX-1 boxes
+ with a total of 16 GPUs, rank 0 to 7 belong to the first box and
+ ranks 8 to 15 belong to the second box.
+ """
+ # Get world size and rank. Ensure some consistencies.
+ assert torch.distributed.is_initialized()
+ world_size = torch.distributed.get_world_size()
+ model_parallel_size = int(min(model_parallel_size_, world_size))
+ rank = torch.distributed.get_rank()
+
+ data_parallel_size = int(world_size / (model_parallel_size * pipeline_length))
+
+ if torch.distributed.get_rank() == 0:
+ print("> initializing model parallel with size {}".format(model_parallel_size_))
+ print("> initializing ddp with size {}".format(data_parallel_size))
+ print("> initializing pipeline with size {}".format(pipeline_length))
+
+ groups = torch.LongTensor(range(world_size)).reshape(data_parallel_size, pipeline_length, model_parallel_size)
+
+ found = torch.where(groups == rank)
+ assert all(len(x) == 1 for x in found)
+ found = [x[0] for x in found]
+
+ # Build the data parallel groups.
+ global _DATA_PARALLEL_GROUP
+ assert _DATA_PARALLEL_GROUP is None, "data parallel group is already initialized"
+ for j in range(pipeline_length):
+ for k in range(model_parallel_size):
+ group = torch.distributed.new_group(groups[:, j, k].tolist(), backend=ddp_backend)
+ if j == found[1] and k == found[2]:
+ _DATA_PARALLEL_GROUP = group
+
+ # Build the model parallel groups.
+ global _MODEL_PARALLEL_GROUP
+ assert _MODEL_PARALLEL_GROUP is None, "model parallel group is already initialized"
+ for i in range(data_parallel_size):
+ for j in range(pipeline_length):
+ group = torch.distributed.new_group(groups[i, j, :].tolist(), backend=model_parallel_backend)
+ if i == found[0] and j == found[1]:
+ _MODEL_PARALLEL_GROUP = group
+
+ global _PIPELINE_PARALLEL_GROUP
+ assert _PIPELINE_PARALLEL_GROUP is None, "model parallel group is already initialized"
+ global _PIPELINE_PARALLEL_RANKS
+ assert _PIPELINE_PARALLEL_RANKS is None, "model parallel group is already initialized"
+ for i in range(data_parallel_size):
+ for k in range(model_parallel_size):
+ ranks = groups[i, :, k].tolist()
+ group = torch.distributed.new_group(ranks, backend=pipeline_backend)
+ if i == found[0] and k == found[2]:
+ _PIPELINE_PARALLEL_GROUP = group
+ _PIPELINE_PARALLEL_RANKS = ranks
+
+
+def setup_mp_test_dist(rank, world_size, filename, model_parallel, seed=0):
+ dist_init_for_testing(rank, world_size, filename)
+ torch.cuda.set_device(rank)
+
+ # Init NCCL
+ backend = "nccl"
+ initialize_model_parallel(
+ model_parallel,
+ model_parallel_backend=backend,
+ pipeline_backend=backend,
+ ddp_backend=backend,
+ )
+
+ set_random_seed(seed)
+
+ if torch.cuda.is_available():
+ torch.set_default_tensor_type(torch.cuda.FloatTensor) # type: ignore
+
+
+def dist_init_for_testing(
+ rank: int, world_size: int, filename: str, filename_rpc: str = "", timeout: int = 30
+):
+ """
+ Same than fairscale testing.dist_init but without rpc
+
+ filename_rpc is here to keep same signature than fairscale init
+ """
+
+ os.environ["WORLD_SIZE"] = str(world_size)
+ os.environ["RANK"] = str(rank)
+ url = "file://" + filename
+
+ backend = "nccl" if torch.cuda.is_available() else "gloo"
+
+ if backend == "nccl" and torch.cuda.device_count() < world_size:
+ raise RuntimeError(
+ f"Requested world size {world_size} cannot be reached on this machine, not enough GPUs {torch.cuda.device_count()}"
+ )
+
+ dist.init_process_group(
+ backend=backend,
+ rank=rank,
+ world_size=world_size,
+ init_method=url,
+ timeout=timedelta(seconds=timeout),
+ )
+
+
+def get_dataloader(
+ seed: int = 0,
+ seq_len: int = 10000,
+ rank: Optional[int] = None,
+ world_size: Optional[int] = None,
+):
+ batch_size = 1
+ rank = rank if rank is not None else get_rank()
+ world_size = world_size if world_size is not None else get_world_size()
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ instruct = InstructArgs(shuffle=False, dynamic_chunk_fn_call=False)
+
+ data_args = DataArgs(
+ data="",
+ instruct_data="tests/fixtures/sample_instruct.jsonl:.1,tests/fixtures/sample_instruct_2.jsonl:.1,tests/fixtures/sample_instruct_3.jsonl:.1",
+ instruct=instruct,
+ )
+ data_loader = build_data_loader(
+ instruct_tokenizer,
+ data_args,
+ batch_size,
+ seq_len,
+ seed=seed,
+ rank=rank,
+ world_size=world_size,
+ is_eval=False,
+ )
+ return data_loader
diff --git a/train.py b/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..425b1804ffc206bd7761a7c37694e0fe5e23bdd3
--- /dev/null
+++ b/train.py
@@ -0,0 +1,329 @@
+import dataclasses
+import logging
+import os
+import pprint
+from contextlib import ExitStack
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import fire
+import torch.cuda
+import torch.distributed as dist
+from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
+from torch.optim import AdamW, lr_scheduler
+
+from finetune.args import TrainArgs
+from finetune.checkpointing import Checkpointer
+from finetune.data.data_loader import build_data_loader
+from finetune.distributed import (
+ BACKEND,
+ avg_aggregate,
+ get_rank,
+ get_world_size,
+ is_torchrun,
+ set_device,
+)
+from finetune.eval import evaluate
+from finetune.loss import compute_loss_with_mask
+from finetune.mixed_precision import (
+ downcast_mixed_precision,
+ prepare_mixed_precision,
+ upcast_mixed_precision,
+)
+from finetune.monitoring.metrics_logger import (
+ MetricsLogger,
+ eval_log_msg,
+ get_eval_logs,
+ get_train_logs,
+ train_log_msg,
+)
+from finetune.monitoring.utils import set_logger
+from finetune.utils import (
+ TrainState,
+ logged_closing,
+ set_random_seed,
+)
+from finetune.wrapped_model import load_model
+
+if TYPE_CHECKING:
+ from mistral_common.tokens.tokenizers.sentencepiece import InstructTokenizerBase
+
+logger = logging.getLogger("train")
+
+
+def main_logger_info(message: str) -> None:
+ if get_rank() == 0:
+ logger.info(message)
+ #wandb.log({"info": message})
+
+
+def train(config: str):
+ args: TrainArgs = TrainArgs.load(config, drop_extra_fields=False)
+ print(f"args: {args}")
+ set_logger(logging.INFO)
+
+ #if get_rank() == 0:
+ # wandb.init(project="CHEMISTral7b-ft",entity = "oops")
+ # wandb.config.update(dataclasses.asdict(args))
+
+
+ with ExitStack() as exit_stack:
+ _train(args, exit_stack)
+ logger.info("Closed everything!")
+
+
+def _train(
+ args: TrainArgs,
+ exit_stack: ExitStack,
+):
+ # 1. Initial setup and checks
+ set_random_seed(args.seed)
+
+ # Init NCCL
+ if "LOCAL_RANK" in os.environ:
+ set_device()
+ logger.info("Going to init comms...")
+
+ dist.init_process_group(backend=BACKEND)
+ else:
+ logger.error(
+ "PyTorch environment is not correctly initialized. This message should only be displayed when testing."
+ )
+
+ # 2. Init run dir
+ main_logger_info(f"Run dir: {args.run_dir}")
+ run_dir = Path(args.run_dir)
+
+ if is_torchrun():
+ if run_dir.exists():
+ raise RuntimeError(
+ f"Run dir {run_dir} already exists. Make sure to either rename `run_dir` or remove {run_dir}."
+ )
+
+ dist.barrier()
+ run_dir.mkdir(exist_ok=True, parents=True)
+
+ args_path = run_dir / "args.yaml"
+ if not args_path.exists():
+ args.save(args_path)
+
+ main_logger_info(f"TrainArgs: {pprint.pformat(dataclasses.asdict(args))}")
+
+ # 3. Get loggers
+ metrics_logger: MetricsLogger = MetricsLogger(
+ run_dir,
+ tag="train",
+ is_master=get_rank() == 0,
+ wandb_args=args.wandb,
+ mlflow_args=args.mlflow,
+ config=dataclasses.asdict(args),
+ )
+ exit_stack.enter_context(logged_closing(metrics_logger, "metrics_logger"))
+
+ eval_logger: MetricsLogger = MetricsLogger(
+ run_dir,
+ tag="eval",
+ is_master=get_rank() == 0,
+ wandb_args=args.wandb,
+ mlflow_args=args.mlflow,
+ config=dataclasses.asdict(args),
+ )
+ exit_stack.enter_context(logged_closing(eval_logger, "eval_logger"))
+
+ # 5. Potentially download model
+ if Path(args.model_id_or_path).is_dir():
+ model_folder = Path(args.model_id_or_path)
+ else:
+ raise ValueError(
+ "Invalid folder path. Please set `args.initial_model` to a valid folder path."
+ )
+
+ # 6. Load function calling instruct tokenizer
+ instruct_tokenizer: InstructTokenizerBase = MistralTokenizer.v3().instruct_tokenizer # type: ignore
+
+ # 7. Load data loaders
+ data_loader = build_data_loader(
+ instruct_tokenizer=instruct_tokenizer,
+ args=args.data,
+ seq_len=args.seq_len,
+ batch_size=args.batch_size,
+ seed=args.seed,
+ rank=get_rank(), # DDP rank
+ world_size=get_world_size(), # DDP world_size
+ is_eval=False,
+ )
+
+ if not args.no_eval:
+ assert (
+ args.data.eval_instruct_data != ""
+ ), "Either set `no_eval` to True or provide evaluation samples under `data.eval_instruct_data`"
+
+ eval_data_loader = build_data_loader(
+ instruct_tokenizer=instruct_tokenizer,
+ args=args.data,
+ seq_len=args.seq_len,
+ batch_size=args.batch_size,
+ seed=None,
+ rank=get_rank(), # DDP rank
+ world_size=get_world_size(), # DDP world_size
+ is_eval=True,
+ )
+ # pre-load all eval tokens
+ eval_batches = list(eval_data_loader)
+
+ # 8. Load model
+ # Define mixed precision
+ param_dtype = torch.bfloat16
+ optim_dtype = torch.float32
+
+ assert args.lora is not None, "`args.lora` should be set to a valid value."
+
+ model = load_model(
+ folder=model_folder,
+ lora=args.lora,
+ checkpoint=args.checkpoint,
+ param_dtype=param_dtype,
+ )
+
+ # 9. Load optimizer
+ optimizer = AdamW(
+ model.parameters(),
+ lr=args.optim.lr,
+ betas=(0.9, 0.95),
+ eps=1e-08,
+ weight_decay=args.optim.weight_decay,
+ )
+
+ scheduler = lr_scheduler.OneCycleLR(
+ optimizer,
+ max_lr=args.optim.lr,
+ total_steps=args.max_steps,
+ pct_start=args.optim.pct_start,
+ )
+
+ state = TrainState(args.max_steps)
+
+ # 10. Initialize checkpointer
+ checkpointer = Checkpointer(
+ model=model,
+ state=state,
+ run_dir=run_dir,
+ optimizer=optimizer,
+ num_ckpt_keep=args.num_ckpt_keep,
+ )
+ # 11. Prepare mixed precision
+ prepare_mixed_precision(
+ model.parameters(), param_dtype=param_dtype, optim_dtype=optim_dtype
+ )
+
+ # 12. train!
+ model.train()
+ torch.cuda.empty_cache()
+
+ while state.step < args.max_steps:
+ state.start_step()
+ is_last_step = state.step == args.max_steps
+
+ optimizer.zero_grad()
+
+ loss = torch.tensor([0.0], device="cuda")
+ n_batch_tokens: int = 0
+
+ for i in range(args.num_microbatches):
+ # batch
+ batch = next(data_loader)
+
+ x = torch.from_numpy(batch.x).cuda(non_blocking=True)
+ y = torch.from_numpy(batch.y).cuda(non_blocking=True)
+ y_mask = (
+ torch.from_numpy(batch.y_mask).cuda(non_blocking=True)
+ if batch.y_mask is not None
+ else None
+ )
+
+ # forward / backward
+ output = model(
+ input_ids=x,
+ seqlens=batch.sizes,
+ )
+ mb_loss = compute_loss_with_mask(output, y, y_mask)
+
+ mb_loss.backward()
+
+ loss += mb_loss.detach()
+ n_batch_tokens += x.numel()
+
+ if i < args.num_microbatches - 1:
+ # synchronize CUDA to re-run backward
+ assert args.num_microbatches > 1 # should not happen
+ torch.cuda.synchronize()
+
+ if args.num_microbatches > 1:
+ loss /= args.num_microbatches
+ for p in model.parameters():
+ if p.requires_grad:
+ assert p.grad is not None
+ p.grad.div_(args.num_microbatches)
+
+ # upcast params for optimizer update
+ upcast_mixed_precision(model.parameters(), optim_dtype=optim_dtype)
+
+ # clip gra d norm
+ model.clip_grad_norm_(max_norm=args.max_norm)
+
+ # optimizer step
+ optimizer.step()
+
+ # downcast params for forward & backward
+ downcast_mixed_precision(model.parameters(), param_dtype=param_dtype)
+
+ last_lr = scheduler.get_last_lr()[0]
+ scheduler.step()
+
+ # Host sync
+ loss_item = loss.item()
+ avg_loss = avg_aggregate(loss_item)
+
+ if not args.no_eval and (
+ (args.eval_freq > 0 and state.step % args.eval_freq == 0) or is_last_step
+ ):
+ # write perplexity to state
+ evaluate(model, eval_batches, state)
+
+ eval_logs = get_eval_logs(
+ state.step, avg_loss, state.this_eval_perplexity, state.this_eval_loss
+ )
+
+ main_logger_info(eval_log_msg(eval_logs))
+ eval_logger.log(eval_logs, step=state.step)
+
+ # Timing
+ state.end_step(n_batch_tokens)
+
+ if state.step % args.log_freq == 0:
+ train_logs = get_train_logs(
+ state,
+ avg_loss,
+ last_lr,
+ torch.cuda.max_memory_allocated(),
+ torch.cuda.memory_allocated(),
+ args,
+ )
+ main_logger_info(train_log_msg(state, logs=train_logs, loss=avg_loss))
+ metrics_logger.log(train_logs, step=state.step)
+
+ if not args.no_ckpt and (
+ (args.ckpt_freq > 0 and state.step % args.ckpt_freq == 0) or is_last_step
+ ):
+ checkpointer.save_checkpoint(
+ save_only_lora=args.ckpt_only_lora,
+ dtype=param_dtype,
+ instruct_tokenizer=instruct_tokenizer,
+ )
+
+ main_logger_info("done!")
+
+
+if __name__ == "__main__":
+ """See README.md for usage."""
+ fire.Fire(train)
diff --git a/tutorials/mistral_finetune_7b.ipynb b/tutorials/mistral_finetune_7b.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..4426cd39c6a218e35c5e035b55bdcae37db7dafe
--- /dev/null
+++ b/tutorials/mistral_finetune_7b.ipynb
@@ -0,0 +1,3244 @@
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+ "model_module": "@jupyter-widgets/controls",
+ "model_name": "ProgressStyleModel",
+ "model_module_version": "1.5.0",
+ "state": {
+ "_model_module": "@jupyter-widgets/controls",
+ "_model_module_version": "1.5.0",
+ "_model_name": "ProgressStyleModel",
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+ "_view_module_version": "1.2.0",
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+ "model_module": "@jupyter-widgets/base",
+ "model_name": "LayoutModel",
+ "model_module_version": "1.2.0",
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+ "_model_module_version": "1.2.0",
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+ "cbf620ae5196446c84528feaed64ae6a": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_name": "DescriptionStyleModel",
+ "model_module_version": "1.5.0",
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+ "_model_module_version": "1.5.0",
+ "_model_name": "DescriptionStyleModel",
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+ }
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Getting starting fine-tuning Mistral 7B\n",
+ "\n",
+ "This notebook shows you a simple example of how to LoRA finetune Mistral 7B. You can can run this notebook in Google Colab with Pro + account with A100 and 40GB RAM.\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "\n",
+ "Check out `mistral-finetune` Github repo to learn more: https://github.com/mistralai/mistral-finetune/"
+ ],
+ "metadata": {
+ "id": "RyuOCYM92LJb"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Installation\n",
+ "\n",
+ "Clone the `mistral-finetune` repo:\n"
+ ],
+ "metadata": {
+ "id": "yxr8mv-17GfB"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "%cd /content/\n",
+ "!git clone https://github.com/mistralai/mistral-finetune.git"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "TIj3IlIeVDIb",
+ "outputId": "6ffd6946-26a2-4e3d-e6db-3336cc2c7444"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "/content\n",
+ "Cloning into 'mistral-finetune'...\n",
+ "remote: Enumerating objects: 62, done.\u001b[K\n",
+ "remote: Counting objects: 100% (62/62), done.\u001b[K\n",
+ "remote: Compressing objects: 100% (55/55), done.\u001b[K\n",
+ "remote: Total 62 (delta 6), reused 59 (delta 4), pack-reused 0\u001b[K\n",
+ "Receiving objects: 100% (62/62), 90.16 KiB | 3.00 MiB/s, done.\n",
+ "Resolving deltas: 100% (6/6), done.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Install all required dependencies:"
+ ],
+ "metadata": {
+ "id": "mQPd_pGT7WiY"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install -r /content/mistral-finetune/requirements.txt"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "KuTOGipl7BS7",
+ "outputId": "0d332b99-54b1-431b-eb41-4b929087040c"
+ },
+ "execution_count": 4,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Requirement already satisfied: fire in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 1)) (0.6.0)\n",
+ "Requirement already satisfied: simple-parsing in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 2)) (0.1.5)\n",
+ "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 3)) (6.0.1)\n",
+ "Requirement already satisfied: mistral-common>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 4)) (1.1.0)\n",
+ "Requirement already satisfied: safetensors in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 5)) (0.4.3)\n",
+ "Requirement already satisfied: tensorboard in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 6)) (2.15.2)\n",
+ "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 7)) (4.66.4)\n",
+ "Requirement already satisfied: torch==2.2 in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 9)) (2.2.0)\n",
+ "Requirement already satisfied: triton==2.2 in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 10)) (2.2.0)\n",
+ "Requirement already satisfied: xformers==0.0.24 in /usr/local/lib/python3.10/dist-packages (from -r /content/mistral-finetune/requirements.txt (line 11)) (0.0.24)\n",
+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (3.14.0)\n",
+ "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (4.11.0)\n",
+ "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (1.12)\n",
+ "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (3.3)\n",
+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (3.1.4)\n",
+ "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (2023.6.0)\n",
+ "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (8.9.2.26)\n",
+ "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.3.1)\n",
+ "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (11.0.2.54)\n",
+ "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (10.3.2.106)\n",
+ "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (11.4.5.107)\n",
+ "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.0.106)\n",
+ "Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (2.19.3)\n",
+ "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.1.105)\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from xformers==0.0.24->-r /content/mistral-finetune/requirements.txt (line 11)) (1.25.2)\n",
+ "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (12.5.40)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from fire->-r /content/mistral-finetune/requirements.txt (line 1)) (1.16.0)\n",
+ "Requirement already satisfied: termcolor in /usr/local/lib/python3.10/dist-packages (from fire->-r /content/mistral-finetune/requirements.txt (line 1)) (2.4.0)\n",
+ "Requirement already satisfied: docstring-parser~=0.15 in /usr/local/lib/python3.10/dist-packages (from simple-parsing->-r /content/mistral-finetune/requirements.txt (line 2)) (0.16)\n",
+ "Requirement already satisfied: jsonschema==4.21.1 in /usr/local/lib/python3.10/dist-packages (from mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (4.21.1)\n",
+ "Requirement already satisfied: pydantic==2.6.1 in /usr/local/lib/python3.10/dist-packages (from mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (2.6.1)\n",
+ "Requirement already satisfied: sentencepiece==0.1.99 in /usr/local/lib/python3.10/dist-packages (from mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (0.1.99)\n",
+ "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (23.2.0)\n",
+ "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (2023.12.1)\n",
+ "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (0.35.1)\n",
+ "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (0.18.1)\n",
+ "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic==2.6.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (0.7.0)\n",
+ "Requirement already satisfied: pydantic-core==2.16.2 in /usr/local/lib/python3.10/dist-packages (from pydantic==2.6.1->mistral-common>=1.1.0->-r /content/mistral-finetune/requirements.txt (line 4)) (2.16.2)\n",
+ "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (1.4.0)\n",
+ "Requirement already satisfied: grpcio>=1.48.2 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (1.64.0)\n",
+ "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (2.27.0)\n",
+ "Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (1.2.0)\n",
+ "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.6)\n",
+ "Requirement already satisfied: protobuf!=4.24.0,>=3.19.6 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.20.3)\n",
+ "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (2.31.0)\n",
+ "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (67.7.2)\n",
+ "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (0.7.2)\n",
+ "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.0.3)\n",
+ "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (5.3.3)\n",
+ "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (0.4.0)\n",
+ "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (4.9)\n",
+ "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (1.3.1)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.3.2)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.7)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (2.0.7)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (2024.2.2)\n",
+ "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (2.1.5)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.2->-r /content/mistral-finetune/requirements.txt (line 9)) (1.3.0)\n",
+ "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (0.6.0)\n",
+ "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard->-r /content/mistral-finetune/requirements.txt (line 6)) (3.2.2)\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Model download"
+ ],
+ "metadata": {
+ "id": "LgdIAi257jLo"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!wget https://models.mistralcdn.com/mistral-7b-v0-3/mistral-7B-v0.3.tar"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "cdl_R5baUyha",
+ "outputId": "8ddcc9d2-5088-47a8-b5f7-d73c89063246"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "--2024-05-24 18:50:25-- https://models.mistralcdn.com/mistral-7b-v0-3/mistral-7B-v0.3.tar\n",
+ "Resolving models.mistralcdn.com (models.mistralcdn.com)... 104.26.6.117, 104.26.7.117, 172.67.70.68, ...\n",
+ "Connecting to models.mistralcdn.com (models.mistralcdn.com)|104.26.6.117|:443... connected.\n",
+ "HTTP request sent, awaiting response... 200 OK\n",
+ "Length: 14496675840 (14G) [application/x-tar]\n",
+ "Saving to: ‘mistral-7B-v0.3.tar’\n",
+ "\n",
+ "mistral-7B-v0.3.tar 100%[===================>] 13.50G 40.5MB/s in 6m 3s \n",
+ "\n",
+ "2024-05-24 18:56:29 (38.1 MB/s) - ‘mistral-7B-v0.3.tar’ saved [14496675840/14496675840]\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!DIR=/content/mistral_models && mkdir -p $DIR && tar -xf mistral-7B-v0.3.tar -C $DIR"
+ ],
+ "metadata": {
+ "id": "IgJWR-fReilz"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Alternatively, you can download the model from Hugging Face\n",
+ "\n",
+ "# !pip install huggingface_hub\n",
+ "# from huggingface_hub import snapshot_download\n",
+ "# from pathlib import Path\n",
+ "\n",
+ "# mistral_models_path = Path.home().joinpath('mistral_models', '7B-v0.3')\n",
+ "# mistral_models_path.mkdir(parents=True, exist_ok=True)\n",
+ "\n",
+ "# snapshot_download(repo_id=\"mistralai/Mistral-7B-v0.3\", allow_patterns=[\"params.json\", \"consolidated.safetensors\", \"tokenizer.model.v3\"], local_dir=mistral_models_path)\n",
+ "\n",
+ "#! cp -r /root/mistral_models/7B-v0.3 /content/mistral_models\n",
+ "#! rm -r /root/mistral_models/7B-v0.3"
+ ],
+ "metadata": {
+ "colab": {
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+ "outputId": "6dd98910-36fd-4dc1-c5b8-77bb4c104e05"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Fetching 3 files: 0%| | 0/3 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "c06bbba05e10462d993f3e7e6f932cf1"
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+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "tokenizer.model.v3: 0%| | 0.00/587k [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
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+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "params.json: 0%| | 0.00/202 [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "b1aab1a3b5914048962a6d7d63401425"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "consolidated.safetensors: 0%| | 0.00/14.5G [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "1442445cdf89487784d4a39919fec6bf"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "'/root/mistral_models/7B-v0.3'"
+ ],
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "string"
+ }
+ },
+ "metadata": {},
+ "execution_count": 7
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!ls /content/mistral_models"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "3PxYGmcy4gu0",
+ "outputId": "71912866-1a50-4407-ac34-42e23927afd9"
+ },
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "consolidated.safetensors params.json tokenizer.model.v3\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Prepare dataset\n",
+ "\n",
+ "To ensure effective training, mistral-finetune has strict requirements for how the training data has to be formatted. Check out the required data formatting [here](https://github.com/mistralai/mistral-finetune/tree/main?tab=readme-ov-file#prepare-dataset).\n",
+ "\n",
+ "In this example, let’s use the ultrachat_200k dataset. We load a chunk of the data into Pandas Dataframes, split the data into training and validation, and save the data into the required `jsonl` format for fine-tuning."
+ ],
+ "metadata": {
+ "id": "ams-19wF8zgY"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "%cd /content/"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "T33N2SwCIhEl",
+ "outputId": "08482351-d462-436f-81d2-9b9489b78265"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "/content\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# make a new directory called data\n",
+ "!mkdir -p data"
+ ],
+ "metadata": {
+ "id": "i7bmgXvG1vUq"
+ },
+ "execution_count": 10,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# navigate to this data directory\n",
+ "%cd /content/data"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Br2czKwwFLE8",
+ "outputId": "0dd1a5fd-1285-48b7-8961-a640eec81d7d"
+ },
+ "execution_count": 11,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "/content/data\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# read data into a pandas dataframe\n",
+ "import pandas as pd\n",
+ "\n",
+ "df = pd.read_parquet('https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k/resolve/main/data/test_gen-00000-of-00001-3d4cd8309148a71f.parquet')"
+ ],
+ "metadata": {
+ "id": "RVF8VqU110sB"
+ },
+ "execution_count": 12,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# split data into training and evaluation\n",
+ "df_train=df.sample(frac=0.95,random_state=200)\n",
+ "df_eval=df.drop(df_train.index)"
+ ],
+ "metadata": {
+ "id": "Qog1ZEUn12KQ"
+ },
+ "execution_count": 13,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# save data into .jsonl files\n",
+ "df_train.to_json(\"ultrachat_chunk_train.jsonl\", orient=\"records\", lines=True)\n",
+ "df_eval.to_json(\"ultrachat_chunk_eval.jsonl\", orient=\"records\", lines=True)"
+ ],
+ "metadata": {
+ "id": "I4Yb3NJp13sG"
+ },
+ "execution_count": 14,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!ls /content/data"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Rc9q_g7EFQLf",
+ "outputId": "a4d6e26a-557d-46ac-dca4-7739dddc5513"
+ },
+ "execution_count": 15,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "ultrachat_chunk_eval.jsonl ultrachat_chunk_train.jsonl\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# navigate to the mistral-finetune directory\n",
+ "%cd /content/mistral-finetune/"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "YIK0VFXHIn8r",
+ "outputId": "ac4d292a-6870-440a-c8fe-3a5c9e5b8d2b"
+ },
+ "execution_count": 16,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "/content/mistral-finetune\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# some of the training data doesn't have the right format,\n",
+ "# so we need to reformat the data into the correct format and skip the cases that doesn't have the right format:\n",
+ "\n",
+ "!python -m utils.reformat_data /content/data/ultrachat_chunk_train.jsonl"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "vLHNxpN4GS3i",
+ "outputId": "8a4a0b11-238c-4bc7-beed-f7bb28b05536"
+ },
+ "execution_count": 17,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Skip 3674th sample\n",
+ "Skip 9176th sample\n",
+ "Skip 10559th sample\n",
+ "Skip 13293th sample\n",
+ "Skip 13973th sample\n",
+ "Skip 15219th sample\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# eval data looks all good\n",
+ "!python -m utils.reformat_data /content/data/ultrachat_chunk_eval.jsonl"
+ ],
+ "metadata": {
+ "id": "RscZFo7tGvzS"
+ },
+ "execution_count": 18,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Now you can verify your training yaml to make sure the data is correctly formatted and to get an estimate of your training time.\n",
+ "\n",
+ "!python -m utils.validate_data --train_yaml example/7B.yaml\n"
+ ],
+ "metadata": {
+ "id": "fqhyigF8XVUE",
+ "outputId": "e2159431-ce27-482e-aa75-a7723f1cdb8b",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ }
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "0it [00:00, ?it/s]Validating /content/data/ultrachat_chunk_train.jsonl ...\n",
+ "\n",
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+ " 13% 3601/26883 [00:11<01:12, 323.21it/s]\u001b[A\n",
+ " 14% 3634/26883 [00:11<01:13, 316.89it/s]\u001b[A\n",
+ " 14% 3669/26883 [00:11<01:11, 325.47it/s]\u001b[A\n",
+ " 14% 3702/26883 [00:11<01:16, 303.00it/s]\u001b[A\n",
+ " 14% 3734/26883 [00:11<01:15, 307.01it/s]\u001b[A\n",
+ " 14% 3765/26883 [00:11<01:16, 301.42it/s]\u001b[A\n",
+ " 14% 3796/26883 [00:11<01:16, 300.43it/s]\u001b[A\n",
+ " 14% 3832/26883 [00:11<01:13, 315.38it/s]\u001b[A\n",
+ " 14% 3864/26883 [00:12<01:13, 311.60it/s]\u001b[A\n",
+ " 14% 3898/26883 [00:12<01:11, 319.56it/s]\u001b[A\n",
+ " 15% 3931/26883 [00:12<01:15, 305.31it/s]\u001b[A\n",
+ " 15% 3964/26883 [00:12<01:14, 307.61it/s]\u001b[A\n",
+ " 15% 3996/26883 [00:12<01:14, 306.32it/s]\u001b[A\n",
+ " 15% 4031/26883 [00:12<01:12, 315.21it/s]\u001b[A\n",
+ " 15% 4073/26883 [00:12<01:06, 341.23it/s]\u001b[A\n",
+ " 15% 4108/26883 [00:12<01:08, 334.70it/s]\u001b[A\n",
+ " 15% 4142/26883 [00:12<01:07, 334.88it/s]\u001b[A\n",
+ " 16% 4176/26883 [00:12<01:07, 336.04it/s]\u001b[A\n",
+ " 16% 4210/26883 [00:13<01:07, 333.58it/s]\u001b[A\n",
+ " 16% 4244/26883 [00:13<01:09, 326.07it/s]\u001b[A\n",
+ " 16% 4282/26883 [00:13<01:06, 340.48it/s]\u001b[A\n",
+ " 16% 4321/26883 [00:13<01:03, 353.97it/s]\u001b[A\n",
+ " 16% 4357/26883 [00:13<01:06, 337.27it/s]\u001b[A\n",
+ " 16% 4398/26883 [00:13<01:03, 353.38it/s]\u001b[A\n",
+ " 16% 4434/26883 [00:13<01:06, 335.61it/s]\u001b[A\n",
+ " 17% 4468/26883 [00:13<01:09, 321.06it/s]\u001b[A\n",
+ " 17% 4501/26883 [00:13<01:14, 299.11it/s]\u001b[A\n",
+ " 17% 4534/26883 [00:14<01:13, 304.38it/s]\u001b[A\n",
+ " 17% 4565/26883 [00:14<01:14, 300.28it/s]\u001b[A\n",
+ " 17% 4596/26883 [00:14<01:13, 301.34it/s]\u001b[A\n",
+ " 17% 4632/26883 [00:14<01:10, 315.77it/s]\u001b[A\n",
+ " 17% 4669/26883 [00:14<01:07, 330.44it/s]\u001b[A\n",
+ " 17% 4703/26883 [00:14<01:07, 327.26it/s]\u001b[A\n",
+ " 18% 4736/26883 [00:14<01:10, 315.88it/s]\u001b[A\n",
+ " 18% 4768/26883 [00:14<01:12, 303.10it/s]\u001b[A\n",
+ " 18% 4803/26883 [00:14<01:10, 314.43it/s]\u001b[A\n",
+ " 18% 4835/26883 [00:15<01:10, 312.97it/s]\u001b[A\n",
+ " 18% 4867/26883 [00:15<01:10, 310.50it/s]\u001b[A\n",
+ " 18% 4899/26883 [00:15<01:12, 305.31it/s]\u001b[A\n",
+ " 18% 4935/26883 [00:15<01:09, 317.82it/s]\u001b[A\n",
+ " 19% 4976/26883 [00:15<01:04, 342.15it/s]\u001b[A\n",
+ " 19% 5011/26883 [00:15<01:06, 327.41it/s]\u001b[A\n",
+ " 19% 5045/26883 [00:15<01:06, 330.32it/s]\u001b[A\n",
+ " 19% 5081/26883 [00:15<01:04, 336.37it/s]\u001b[A\n",
+ " 19% 5115/26883 [00:15<01:06, 325.00it/s]\u001b[A\n",
+ " 19% 5148/26883 [00:15<01:08, 316.16it/s]\u001b[A\n",
+ " 19% 5180/26883 [00:16<01:08, 315.15it/s]\u001b[A\n",
+ " 19% 5212/26883 [00:16<01:09, 311.37it/s]\u001b[A\n",
+ " 20% 5248/26883 [00:16<01:06, 323.69it/s]\u001b[A\n",
+ " 20% 5286/26883 [00:16<01:03, 339.08it/s]\u001b[A\n",
+ " 20% 5321/26883 [00:16<01:03, 339.58it/s]\u001b[A\n",
+ " 20% 5356/26883 [00:16<01:05, 330.35it/s]\u001b[A\n",
+ " 20% 5390/26883 [00:16<01:06, 322.99it/s]\u001b[A\n",
+ " 20% 5423/26883 [00:16<01:06, 323.51it/s]\u001b[A\n",
+ " 20% 5456/26883 [00:16<01:08, 312.06it/s]\u001b[A\n",
+ " 20% 5488/26883 [00:17<01:10, 301.38it/s]\u001b[A\n",
+ " 21% 5521/26883 [00:17<01:09, 308.66it/s]\u001b[A\n",
+ " 21% 5557/26883 [00:17<01:06, 322.34it/s]\u001b[A\n",
+ " 21% 5594/26883 [00:17<01:03, 334.05it/s]\u001b[A\n",
+ " 21% 5628/26883 [00:17<01:05, 325.70it/s]\u001b[A\n",
+ " 21% 5661/26883 [00:17<01:05, 325.01it/s]\u001b[A\n",
+ " 21% 5694/26883 [00:17<01:07, 311.95it/s]\u001b[A\n",
+ " 21% 5726/26883 [00:17<01:08, 309.97it/s]\u001b[A\n",
+ " 21% 5764/26883 [00:17<01:04, 328.15it/s]\u001b[A\n",
+ " 22% 5797/26883 [00:18<01:06, 316.94it/s]\u001b[A\n",
+ " 22% 5832/26883 [00:18<01:04, 324.73it/s]\u001b[A\n",
+ " 22% 5872/26883 [00:18<01:01, 344.43it/s]\u001b[A\n",
+ " 22% 5907/26883 [00:18<01:01, 343.68it/s]\u001b[A\n",
+ " 22% 5942/26883 [00:18<01:02, 334.66it/s]\u001b[A\n",
+ " 22% 5976/26883 [00:18<01:05, 317.74it/s]\u001b[A\n",
+ " 22% 6010/26883 [00:18<01:04, 323.80it/s]\u001b[A\n",
+ " 22% 6043/26883 [00:18<01:07, 308.01it/s]\u001b[A\n",
+ " 23% 6082/26883 [00:18<01:03, 329.60it/s]\u001b[A\n",
+ " 23% 6116/26883 [00:18<01:05, 315.89it/s]\u001b[A\n",
+ " 23% 6151/26883 [00:19<01:03, 324.55it/s]\u001b[A\n",
+ " 23% 6184/26883 [00:19<01:04, 321.70it/s]\u001b[A\n",
+ " 23% 6217/26883 [00:19<01:05, 316.90it/s]\u001b[A\n",
+ " 23% 6252/26883 [00:19<01:03, 323.66it/s]\u001b[A\n",
+ " 23% 6287/26883 [00:19<01:02, 330.27it/s]\u001b[A\n",
+ " 24% 6321/26883 [00:19<01:02, 331.09it/s]\u001b[A\n",
+ " 24% 6355/26883 [00:19<01:02, 328.63it/s]\u001b[A\n",
+ " 24% 6388/26883 [00:19<01:02, 326.79it/s]\u001b[A\n",
+ " 24% 6422/26883 [00:19<01:02, 327.85it/s]\u001b[A\n",
+ " 24% 6455/26883 [00:20<01:03, 323.26it/s]\u001b[A\n",
+ " 24% 6488/26883 [00:20<01:07, 304.24it/s]\u001b[A\n",
+ " 24% 6521/26883 [00:20<01:05, 309.51it/s]\u001b[A\n",
+ " 24% 6553/26883 [00:20<01:05, 308.42it/s]\u001b[A\n",
+ " 25% 6587/26883 [00:20<01:04, 315.72it/s]\u001b[A\n",
+ " 25% 6619/26883 [00:20<01:07, 299.16it/s]\u001b[A\n",
+ " 25% 6652/26883 [00:20<01:05, 307.48it/s]\u001b[A\n",
+ " 25% 6685/26883 [00:20<01:04, 311.50it/s]\u001b[A\n",
+ " 25% 6717/26883 [00:20<01:06, 304.57it/s]\u001b[A\n",
+ " 25% 6748/26883 [00:20<01:07, 298.22it/s]\u001b[A\n",
+ " 25% 6779/26883 [00:21<01:07, 297.52it/s]\u001b[A\n",
+ " 25% 6809/26883 [00:21<01:08, 291.53it/s]\u001b[A\n",
+ " 25% 6845/26883 [00:21<01:04, 310.19it/s]\u001b[A\n",
+ " 26% 6883/26883 [00:21<01:00, 329.46it/s]\u001b[A\n",
+ " 26% 6917/26883 [00:21<01:01, 325.58it/s]\u001b[A\n",
+ " 26% 6952/26883 [00:21<01:00, 329.47it/s]\u001b[A\n",
+ " 26% 6989/26883 [00:21<00:58, 340.01it/s]\u001b[A\n",
+ " 26% 7024/26883 [00:21<01:03, 313.38it/s]\u001b[A\n",
+ " 26% 7056/26883 [00:21<01:03, 313.91it/s]\u001b[A\n",
+ " 26% 7092/26883 [00:22<01:00, 325.04it/s]\u001b[A\n",
+ " 27% 7125/26883 [00:22<01:03, 312.55it/s]\u001b[A\n",
+ " 27% 7158/26883 [00:22<01:02, 317.35it/s]\u001b[A\n",
+ " 27% 7193/26883 [00:22<01:00, 324.99it/s]\u001b[A\n",
+ " 27% 7226/26883 [00:22<01:01, 318.46it/s]\u001b[A\n",
+ " 27% 7258/26883 [00:22<01:02, 313.22it/s]\u001b[A\n",
+ " 27% 7295/26883 [00:22<00:59, 329.11it/s]\u001b[A\n",
+ " 27% 7329/26883 [00:22<00:59, 326.00it/s]\u001b[A\n",
+ " 27% 7362/26883 [00:22<01:01, 319.96it/s]\u001b[A\n",
+ " 28% 7395/26883 [00:23<01:02, 310.49it/s]\u001b[A\n",
+ " 28% 7428/26883 [00:23<01:01, 315.95it/s]\u001b[A\n",
+ " 28% 7462/26883 [00:23<01:00, 322.61it/s]\u001b[A\n",
+ " 28% 7495/26883 [00:23<01:01, 317.39it/s]\u001b[A\n",
+ " 28% 7528/26883 [00:23<01:00, 319.02it/s]\u001b[A\n",
+ " 28% 7560/26883 [00:23<01:02, 309.52it/s]\u001b[A\n",
+ " 28% 7597/26883 [00:23<00:59, 324.11it/s]\u001b[A\n",
+ " 28% 7633/26883 [00:23<00:58, 331.50it/s]\u001b[A\n",
+ " 29% 7667/26883 [00:23<00:57, 331.86it/s]\u001b[A\n",
+ " 29% 7706/26883 [00:23<00:55, 347.24it/s]\u001b[A\n",
+ " 29% 7744/26883 [00:24<00:53, 355.50it/s]\u001b[A\n",
+ " 29% 7780/26883 [00:24<00:56, 339.69it/s]\u001b[A\n",
+ " 29% 7815/26883 [00:24<00:58, 328.49it/s]\u001b[A\n",
+ " 29% 7849/26883 [00:24<00:58, 325.07it/s]\u001b[A\n",
+ " 29% 7884/26883 [00:24<00:57, 331.34it/s]\u001b[A\n",
+ " 29% 7921/26883 [00:24<00:55, 342.38it/s]\u001b[A\n",
+ " 30% 7956/26883 [00:24<00:57, 329.29it/s]\u001b[A\n",
+ " 30% 7990/26883 [00:24<00:57, 329.35it/s]\u001b[A\n",
+ " 30% 8024/26883 [00:24<00:58, 323.68it/s]\u001b[A\n",
+ " 30% 8060/26883 [00:25<00:56, 331.85it/s]\u001b[A\n",
+ " 30% 8094/26883 [00:25<00:57, 326.25it/s]\u001b[A\n",
+ " 30% 8128/26883 [00:25<00:56, 329.43it/s]\u001b[A\n",
+ " 30% 8162/26883 [00:25<00:58, 320.76it/s]\u001b[A\n",
+ " 30% 8197/26883 [00:25<00:57, 327.77it/s]\u001b[A\n",
+ " 31% 8230/26883 [00:25<00:57, 323.53it/s]\u001b[A\n",
+ " 31% 8265/26883 [00:25<00:56, 329.40it/s]\u001b[A\n",
+ " 31% 8299/26883 [00:25<00:56, 331.57it/s]\u001b[A\n",
+ " 31% 8333/26883 [00:25<00:59, 314.06it/s]\u001b[A\n",
+ " 31% 8365/26883 [00:25<01:01, 302.21it/s]\u001b[A\n",
+ " 31% 8400/26883 [00:26<00:58, 313.70it/s]\u001b[A\n",
+ " 31% 8439/26883 [00:26<00:55, 334.94it/s]\u001b[A\n",
+ " 32% 8473/26883 [00:26<00:56, 324.10it/s]\u001b[A\n",
+ " 32% 8509/26883 [00:26<00:55, 333.76it/s]\u001b[A\n",
+ " 32% 8543/26883 [00:26<00:57, 318.33it/s]\u001b[A\n",
+ " 32% 8578/26883 [00:26<00:56, 325.60it/s]\u001b[A\n",
+ " 32% 8613/26883 [00:26<00:54, 332.23it/s]\u001b[A\n",
+ " 32% 8647/26883 [00:26<00:54, 332.70it/s]\u001b[A\n",
+ " 32% 8681/26883 [00:26<00:57, 317.87it/s]\u001b[A\n",
+ " 32% 8720/26883 [00:27<00:54, 335.86it/s]\u001b[A\n",
+ " 33% 8754/26883 [00:27<00:57, 316.21it/s]\u001b[A\n",
+ " 33% 8787/26883 [00:27<00:57, 315.55it/s]\u001b[A\n",
+ " 33% 8821/26883 [00:27<00:56, 320.86it/s]\u001b[A\n",
+ " 33% 8854/26883 [00:27<00:58, 307.50it/s]\u001b[A\n",
+ " 33% 8893/26883 [00:27<00:54, 329.38it/s]\u001b[A\n",
+ " 33% 8927/26883 [00:27<00:56, 318.28it/s]\u001b[A\n",
+ " 33% 8960/26883 [00:27<00:56, 315.88it/s]\u001b[A\n",
+ " 33% 8995/26883 [00:27<00:55, 324.09it/s]\u001b[A\n",
+ " 34% 9034/26883 [00:28<00:52, 337.78it/s]\u001b[A\n",
+ " 34% 9068/26883 [00:28<00:53, 331.85it/s]\u001b[A\n",
+ " 34% 9102/26883 [00:28<00:54, 328.47it/s]\u001b[A\n",
+ " 34% 9144/26883 [00:28<00:50, 353.95it/s]\u001b[A\n",
+ " 34% 9180/26883 [00:28<00:50, 349.66it/s]\u001b[A\n",
+ " 34% 9216/26883 [00:28<00:54, 326.86it/s]\u001b[A\n",
+ " 34% 9251/26883 [00:28<00:52, 332.87it/s]\u001b[A\n",
+ " 35% 9285/26883 [00:28<00:58, 303.33it/s]\u001b[A\n",
+ " 35% 9316/26883 [00:28<00:58, 300.15it/s]\u001b[A\n",
+ " 35% 9347/26883 [00:29<00:58, 298.17it/s]\u001b[A\n",
+ " 35% 9379/26883 [00:29<00:57, 303.69it/s]\u001b[A\n",
+ " 35% 9410/26883 [00:29<00:57, 304.09it/s]\u001b[A\n",
+ " 35% 9444/26883 [00:29<00:55, 313.66it/s]\u001b[A\n",
+ " 35% 9476/26883 [00:29<00:55, 313.24it/s]\u001b[A\n",
+ " 35% 9511/26883 [00:29<00:54, 320.79it/s]\u001b[A\n",
+ " 36% 9552/26883 [00:29<00:50, 344.99it/s]\u001b[A\n",
+ " 36% 9587/26883 [00:29<00:50, 343.96it/s]\u001b[A\n",
+ " 36% 9622/26883 [00:29<00:50, 343.39it/s]\u001b[A\n",
+ " 36% 9657/26883 [00:29<00:51, 333.19it/s]\u001b[A\n",
+ " 36% 9691/26883 [00:30<00:51, 334.95it/s]\u001b[A\n",
+ " 36% 9725/26883 [00:30<00:51, 330.25it/s]\u001b[A\n",
+ " 36% 9759/26883 [00:30<00:54, 314.57it/s]\u001b[A\n",
+ " 36% 9791/26883 [00:30<00:54, 311.99it/s]\u001b[A\n",
+ " 37% 9823/26883 [00:30<00:54, 313.09it/s]\u001b[A\n",
+ " 37% 9858/26883 [00:30<00:52, 323.46it/s]\u001b[A\n",
+ " 37% 9891/26883 [00:30<00:53, 316.75it/s]\u001b[A\n",
+ " 37% 9927/26883 [00:30<00:52, 325.87it/s]\u001b[A\n",
+ " 37% 9965/26883 [00:30<00:50, 338.00it/s]\u001b[A\n",
+ " 37% 10000/26883 [00:31<00:49, 339.22it/s]\u001b[A\n",
+ " 37% 10036/26883 [00:31<00:49, 342.84it/s]\u001b[A\n",
+ " 37% 10071/26883 [00:31<00:51, 329.01it/s]\u001b[A\n",
+ " 38% 10108/26883 [00:31<00:49, 335.54it/s]\u001b[A\n",
+ " 38% 10142/26883 [00:31<00:49, 336.03it/s]\u001b[A\n",
+ " 38% 10179/26883 [00:31<00:48, 342.78it/s]\u001b[A\n",
+ " 38% 10214/26883 [00:31<00:48, 344.74it/s]\u001b[A\n",
+ " 38% 10249/26883 [00:31<00:50, 332.13it/s]\u001b[A\n",
+ " 38% 10283/26883 [00:31<00:51, 324.73it/s]\u001b[A\n",
+ " 38% 10317/26883 [00:31<00:50, 327.38it/s]\u001b[A\n",
+ " 39% 10350/26883 [00:32<00:51, 323.86it/s]\u001b[A\n",
+ " 39% 10387/26883 [00:32<00:48, 336.72it/s]\u001b[A\n",
+ " 39% 10421/26883 [00:32<00:49, 333.93it/s]\u001b[A\n",
+ " 39% 10455/26883 [00:32<00:49, 333.39it/s]\u001b[A\n",
+ " 39% 10494/26883 [00:32<00:46, 349.75it/s]\u001b[A\n",
+ " 39% 10535/26883 [00:32<00:44, 365.54it/s]\u001b[A\n",
+ " 39% 10572/26883 [00:32<00:49, 330.96it/s]\u001b[A\n",
+ " 39% 10606/26883 [00:32<00:49, 327.88it/s]\u001b[A\n",
+ " 40% 10640/26883 [00:32<00:49, 328.60it/s]\u001b[A\n",
+ " 40% 10674/26883 [00:33<00:50, 320.75it/s]\u001b[A\n",
+ " 40% 10707/26883 [00:33<00:51, 314.26it/s]\u001b[A\n",
+ " 40% 10739/26883 [00:33<00:52, 304.61it/s]\u001b[A\n",
+ " 40% 10774/26883 [00:33<00:50, 316.86it/s]\u001b[A\n",
+ " 40% 10806/26883 [00:33<00:51, 311.64it/s]\u001b[A\n",
+ " 40% 10840/26883 [00:33<00:50, 315.45it/s]\u001b[A\n",
+ " 40% 10873/26883 [00:33<00:50, 316.88it/s]\u001b[A\n",
+ " 41% 10908/26883 [00:33<00:49, 323.33it/s]\u001b[A\n",
+ " 41% 10944/26883 [00:33<00:47, 332.63it/s]\u001b[A\n",
+ " 41% 10979/26883 [00:33<00:47, 335.27it/s]\u001b[A\n",
+ " 41% 11016/26883 [00:34<00:46, 340.66it/s]\u001b[A\n",
+ " 41% 11052/26883 [00:34<00:46, 342.60it/s]\u001b[A\n",
+ " 41% 11089/26883 [00:34<00:45, 347.38it/s]\u001b[A\n",
+ " 41% 11124/26883 [00:34<00:46, 338.79it/s]\u001b[A\n",
+ " 42% 11158/26883 [00:34<00:47, 331.51it/s]\u001b[A\n",
+ " 42% 11193/26883 [00:34<00:46, 336.81it/s]\u001b[A\n",
+ " 42% 11227/26883 [00:34<00:46, 334.23it/s]\u001b[A\n",
+ " 42% 11263/26883 [00:34<00:46, 335.33it/s]\u001b[A\n",
+ " 42% 11297/26883 [00:34<00:47, 325.74it/s]\u001b[A\n",
+ " 42% 11330/26883 [00:35<00:48, 320.89it/s]\u001b[A\n",
+ " 42% 11363/26883 [00:35<00:48, 321.33it/s]\u001b[A\n",
+ " 42% 11400/26883 [00:35<00:46, 333.61it/s]\u001b[A\n",
+ " 43% 11434/26883 [00:35<00:47, 322.11it/s]\u001b[A\n",
+ " 43% 11467/26883 [00:35<00:50, 307.87it/s]\u001b[A\n",
+ " 43% 11500/26883 [00:35<00:49, 312.54it/s]\u001b[A\n",
+ " 43% 11532/26883 [00:35<00:49, 312.66it/s]\u001b[A\n",
+ " 43% 11564/26883 [00:35<00:50, 300.46it/s]\u001b[A\n",
+ " 43% 11597/26883 [00:35<00:49, 307.62it/s]\u001b[A\n",
+ " 43% 11630/26883 [00:35<00:48, 312.48it/s]\u001b[A\n",
+ " 43% 11662/26883 [00:36<00:48, 311.70it/s]\u001b[A\n",
+ " 43% 11694/26883 [00:36<00:50, 302.33it/s]\u001b[A\n",
+ " 44% 11728/26883 [00:36<00:49, 307.35it/s]\u001b[A\n",
+ " 44% 11759/26883 [00:36<00:50, 301.68it/s]\u001b[A\n",
+ " 44% 11796/26883 [00:36<00:46, 321.17it/s]\u001b[A\n",
+ " 44% 11829/26883 [00:36<00:47, 316.63it/s]\u001b[A\n",
+ " 44% 11861/26883 [00:36<00:48, 312.58it/s]\u001b[A\n",
+ " 44% 11895/26883 [00:36<00:46, 319.63it/s]\u001b[A\n",
+ " 44% 11928/26883 [00:36<00:47, 315.44it/s]\u001b[A\n",
+ " 45% 11963/26883 [00:37<00:45, 325.14it/s]\u001b[A\n",
+ " 45% 12000/26883 [00:37<00:44, 336.07it/s]\u001b[A\n",
+ " 45% 12034/26883 [00:37<00:44, 335.37it/s]\u001b[A\n",
+ " 45% 12068/26883 [00:37<00:44, 332.19it/s]\u001b[A\n",
+ " 45% 12105/26883 [00:37<00:43, 336.26it/s]\u001b[A\n",
+ " 45% 12139/26883 [00:37<00:44, 330.99it/s]\u001b[A\n",
+ " 45% 12176/26883 [00:37<00:43, 339.83it/s]\u001b[A\n",
+ " 45% 12211/26883 [00:37<00:43, 340.53it/s]\u001b[A\n",
+ " 46% 12248/26883 [00:37<00:42, 346.49it/s]\u001b[A\n",
+ " 46% 12283/26883 [00:37<00:42, 345.43it/s]\u001b[A\n",
+ " 46% 12318/26883 [00:38<00:45, 323.09it/s]\u001b[A\n",
+ " 46% 12353/26883 [00:38<00:44, 330.01it/s]\u001b[A\n",
+ " 46% 12390/26883 [00:38<00:42, 339.20it/s]\u001b[A\n",
+ " 46% 12426/26883 [00:38<00:42, 343.70it/s]\u001b[A\n",
+ " 46% 12461/26883 [00:38<00:43, 328.13it/s]\u001b[A\n",
+ " 47% 12501/26883 [00:38<00:41, 346.21it/s]\u001b[A\n",
+ " 47% 12536/26883 [00:38<00:43, 329.22it/s]\u001b[A\n",
+ " 47% 12570/26883 [00:38<00:43, 330.47it/s]\u001b[A\n",
+ " 47% 12604/26883 [00:38<00:44, 324.42it/s]\u001b[A\n",
+ " 47% 12637/26883 [00:39<00:46, 304.36it/s]\u001b[A\n",
+ " 47% 12668/26883 [00:39<00:47, 300.59it/s]\u001b[A\n",
+ " 47% 12703/26883 [00:39<00:45, 313.86it/s]\u001b[A\n",
+ " 47% 12735/26883 [00:39<00:46, 304.68it/s]\u001b[A\n",
+ " 47% 12766/26883 [00:39<00:46, 302.40it/s]\u001b[A\n",
+ " 48% 12801/26883 [00:39<00:44, 315.38it/s]\u001b[A\n",
+ " 48% 12836/26883 [00:39<00:43, 324.08it/s]\u001b[A\n",
+ " 48% 12869/26883 [00:39<00:44, 316.91it/s]\u001b[A\n",
+ " 48% 12902/26883 [00:39<00:43, 317.78it/s]\u001b[A\n",
+ " 48% 12934/26883 [00:40<00:43, 318.38it/s]\u001b[A\n",
+ " 48% 12968/26883 [00:40<00:43, 323.57it/s]\u001b[A\n",
+ " 48% 13001/26883 [00:40<00:42, 323.72it/s]\u001b[A\n",
+ " 48% 13034/26883 [00:40<00:43, 319.22it/s]\u001b[A\n",
+ " 49% 13068/26883 [00:40<00:42, 322.58it/s]\u001b[A\n",
+ " 49% 13104/26883 [00:40<00:41, 333.33it/s]\u001b[A\n",
+ " 49% 13138/26883 [00:40<00:42, 324.57it/s]\u001b[A\n",
+ " 49% 13171/26883 [00:40<00:42, 319.10it/s]\u001b[A\n",
+ " 49% 13206/26883 [00:40<00:41, 327.93it/s]\u001b[A\n",
+ " 49% 13243/26883 [00:40<00:40, 337.39it/s]\u001b[A\n",
+ " 49% 13277/26883 [00:41<00:42, 323.66it/s]\u001b[A\n",
+ " 50% 13310/26883 [00:41<00:42, 319.77it/s]\u001b[A\n",
+ " 50% 13345/26883 [00:41<00:41, 326.87it/s]\u001b[A\n",
+ " 50% 13378/26883 [00:41<00:41, 325.45it/s]\u001b[A\n",
+ " 50% 13411/26883 [00:41<00:41, 323.91it/s]\u001b[A\n",
+ " 50% 13444/26883 [00:41<00:42, 312.96it/s]\u001b[A\n",
+ " 50% 13476/26883 [00:41<00:42, 312.68it/s]\u001b[A\n",
+ " 50% 13510/26883 [00:41<00:42, 317.67it/s]\u001b[A\n",
+ " 50% 13547/26883 [00:41<00:40, 331.59it/s]\u001b[A\n",
+ " 51% 13583/26883 [00:42<00:39, 338.88it/s]\u001b[A\n",
+ " 51% 13617/26883 [00:42<00:39, 332.43it/s]\u001b[A\n",
+ " 51% 13655/26883 [00:42<00:38, 341.70it/s]\u001b[A\n",
+ " 51% 13690/26883 [00:42<00:41, 321.45it/s]\u001b[A\n",
+ " 51% 13724/26883 [00:42<00:40, 325.35it/s]\u001b[A\n",
+ " 51% 13759/26883 [00:42<00:40, 327.60it/s]\u001b[A\n",
+ " 51% 13792/26883 [00:42<00:40, 320.10it/s]\u001b[A\n",
+ " 51% 13825/26883 [00:42<00:40, 319.17it/s]\u001b[A\n",
+ " 52% 13860/26883 [00:42<00:39, 326.53it/s]\u001b[A\n",
+ " 52% 13899/26883 [00:42<00:37, 343.99it/s]\u001b[A\n",
+ " 52% 13934/26883 [00:43<00:38, 340.50it/s]\u001b[A\n",
+ " 52% 13969/26883 [00:43<00:40, 322.59it/s]\u001b[A\n",
+ " 52% 14004/26883 [00:43<00:39, 328.75it/s]\u001b[A\n",
+ " 52% 14038/26883 [00:43<00:39, 329.30it/s]\u001b[A\n",
+ " 52% 14072/26883 [00:43<00:39, 323.82it/s]\u001b[A\n",
+ " 52% 14109/26883 [00:43<00:38, 334.96it/s]\u001b[A\n",
+ " 53% 14143/26883 [00:43<00:38, 331.65it/s]\u001b[A\n",
+ " 53% 14177/26883 [00:43<00:38, 332.13it/s]\u001b[A\n",
+ " 53% 14211/26883 [00:43<00:38, 332.93it/s]\u001b[A\n",
+ " 53% 14246/26883 [00:44<00:37, 337.65it/s]\u001b[A\n",
+ " 53% 14280/26883 [00:44<00:37, 333.26it/s]\u001b[A\n",
+ " 53% 14315/26883 [00:44<00:37, 338.00it/s]\u001b[A\n",
+ " 53% 14351/26883 [00:44<00:36, 341.95it/s]\u001b[A\n",
+ " 54% 14386/26883 [00:44<00:39, 317.34it/s]\u001b[A\n",
+ " 54% 14421/26883 [00:44<00:38, 324.77it/s]\u001b[A\n",
+ " 54% 14454/26883 [00:44<00:38, 323.64it/s]\u001b[A\n",
+ " 54% 14487/26883 [00:44<00:38, 323.00it/s]\u001b[A\n",
+ " 54% 14520/26883 [00:44<00:39, 313.53it/s]\u001b[A\n",
+ " 54% 14557/26883 [00:44<00:37, 325.18it/s]\u001b[A\n",
+ " 54% 14590/26883 [00:45<00:37, 324.28it/s]\u001b[A\n",
+ " 54% 14625/26883 [00:45<00:37, 330.10it/s]\u001b[A\n",
+ " 55% 14660/26883 [00:45<00:36, 335.39it/s]\u001b[A\n",
+ " 55% 14694/26883 [00:45<00:37, 324.57it/s]\u001b[A\n",
+ " 55% 14729/26883 [00:45<00:36, 330.90it/s]\u001b[A\n",
+ " 55% 14765/26883 [00:45<00:35, 337.48it/s]\u001b[A\n",
+ " 55% 14799/26883 [00:45<00:36, 331.82it/s]\u001b[A\n",
+ " 55% 14837/26883 [00:45<00:34, 345.78it/s]\u001b[A\n",
+ " 55% 14872/26883 [00:45<00:35, 337.07it/s]\u001b[A\n",
+ " 55% 14906/26883 [00:46<00:36, 332.25it/s]\u001b[A\n",
+ " 56% 14940/26883 [00:46<00:38, 310.27it/s]\u001b[A\n",
+ " 56% 14972/26883 [00:46<00:38, 309.50it/s]\u001b[A\n",
+ " 56% 15005/26883 [00:46<00:37, 314.05it/s]\u001b[A\n",
+ " 56% 15040/26883 [00:46<00:36, 321.33it/s]\u001b[A\n",
+ " 56% 15073/26883 [00:46<00:38, 310.10it/s]\u001b[A\n",
+ " 56% 15110/26883 [00:46<00:36, 324.04it/s]\u001b[A\n",
+ " 56% 15143/26883 [00:46<00:36, 324.08it/s]\u001b[A\n",
+ " 56% 15176/26883 [00:46<00:36, 318.05it/s]\u001b[A\n",
+ " 57% 15211/26883 [00:46<00:35, 326.87it/s]\u001b[A\n",
+ " 57% 15244/26883 [00:47<00:35, 325.47it/s]\u001b[A\n",
+ " 57% 15277/26883 [00:47<00:36, 316.12it/s]\u001b[A\n",
+ " 57% 15312/26883 [00:47<00:35, 323.09it/s]\u001b[A\n",
+ " 57% 15346/26883 [00:47<00:35, 326.37it/s]\u001b[A\n",
+ " 57% 15381/26883 [00:47<00:34, 332.69it/s]\u001b[A\n",
+ " 57% 15415/26883 [00:47<00:34, 329.80it/s]\u001b[A\n",
+ " 57% 15449/26883 [00:47<00:34, 329.61it/s]\u001b[A\n",
+ " 58% 15484/26883 [00:47<00:34, 334.79it/s]\u001b[A\n",
+ " 58% 15518/26883 [00:47<00:34, 325.27it/s]\u001b[A\n",
+ " 58% 15551/26883 [00:48<00:35, 319.22it/s]\u001b[A\n",
+ " 58% 15587/26883 [00:48<00:34, 328.79it/s]\u001b[A\n",
+ " 58% 15620/26883 [00:48<00:34, 322.63it/s]\u001b[A\n",
+ " 58% 15653/26883 [00:48<00:34, 320.89it/s]\u001b[A\n",
+ " 58% 15687/26883 [00:48<00:34, 326.09it/s]\u001b[A\n",
+ " 58% 15720/26883 [00:48<00:35, 315.80it/s]\u001b[A\n",
+ " 59% 15753/26883 [00:48<00:35, 317.12it/s]\u001b[A\n",
+ " 59% 15785/26883 [00:48<00:36, 300.20it/s]\u001b[A\n",
+ " 59% 15820/26883 [00:48<00:35, 313.14it/s]\u001b[A\n",
+ " 59% 15853/26883 [00:48<00:34, 316.45it/s]\u001b[A\n",
+ " 59% 15886/26883 [00:49<00:34, 320.23it/s]\u001b[A\n",
+ " 59% 15919/26883 [00:49<00:34, 321.16it/s]\u001b[A\n",
+ " 59% 15952/26883 [00:49<00:34, 316.06it/s]\u001b[A\n",
+ " 59% 15986/26883 [00:49<00:34, 320.10it/s]\u001b[A\n",
+ " 60% 16022/26883 [00:49<00:32, 330.86it/s]\u001b[A\n",
+ " 60% 16056/26883 [00:49<00:33, 322.20it/s]\u001b[A\n",
+ " 60% 16093/26883 [00:49<00:32, 331.77it/s]\u001b[A\n",
+ " 60% 16127/26883 [00:49<00:33, 324.86it/s]\u001b[A\n",
+ " 60% 16160/26883 [00:49<00:33, 324.85it/s]\u001b[A\n",
+ " 60% 16193/26883 [00:50<00:32, 324.04it/s]\u001b[A\n",
+ " 60% 16228/26883 [00:50<00:32, 329.75it/s]\u001b[A\n",
+ " 60% 16262/26883 [00:50<00:31, 332.30it/s]\u001b[A\n",
+ " 61% 16300/26883 [00:50<00:30, 345.80it/s]\u001b[A\n",
+ " 61% 16335/26883 [00:50<00:31, 332.28it/s]\u001b[A\n",
+ " 61% 16369/26883 [00:50<00:32, 324.25it/s]\u001b[A\n",
+ " 61% 16402/26883 [00:50<00:32, 324.44it/s]\u001b[A\n",
+ " 61% 16435/26883 [00:50<00:32, 322.27it/s]\u001b[A\n",
+ " 61% 16470/26883 [00:50<00:31, 327.07it/s]\u001b[A\n",
+ " 61% 16503/26883 [00:50<00:32, 319.24it/s]\u001b[A\n",
+ " 62% 16538/26883 [00:51<00:31, 327.77it/s]\u001b[A\n",
+ " 62% 16578/26883 [00:51<00:29, 344.06it/s]\u001b[A\n",
+ " 62% 16613/26883 [00:51<00:30, 340.61it/s]\u001b[A\n",
+ " 62% 16648/26883 [00:51<00:30, 335.18it/s]\u001b[A\n",
+ " 62% 16687/26883 [00:51<00:29, 347.81it/s]\u001b[A\n",
+ " 62% 16724/26883 [00:51<00:28, 352.99it/s]\u001b[A\n",
+ " 62% 16760/26883 [00:51<00:30, 328.41it/s]\u001b[A\n",
+ " 62% 16797/26883 [00:51<00:29, 336.67it/s]\u001b[A\n",
+ " 63% 16831/26883 [00:51<00:30, 327.09it/s]\u001b[A\n",
+ " 63% 16864/26883 [00:52<00:31, 320.78it/s]\u001b[A\n",
+ " 63% 16900/26883 [00:52<00:30, 331.24it/s]\u001b[A\n",
+ " 63% 16939/26883 [00:52<00:28, 345.30it/s]\u001b[A\n",
+ " 63% 16974/26883 [00:52<00:29, 333.61it/s]\u001b[A\n",
+ " 63% 17008/26883 [00:52<00:30, 319.64it/s]\u001b[A\n",
+ " 63% 17041/26883 [00:52<00:31, 313.80it/s]\u001b[A\n",
+ " 64% 17076/26883 [00:52<00:30, 319.42it/s]\u001b[A\n",
+ " 64% 17109/26883 [00:52<00:30, 316.28it/s]\u001b[A\n",
+ " 64% 17144/26883 [00:52<00:29, 325.43it/s]\u001b[A\n",
+ " 64% 17181/26883 [00:53<00:28, 336.88it/s]\u001b[A\n",
+ " 64% 17215/26883 [00:53<00:28, 335.58it/s]\u001b[A\n",
+ " 64% 17249/26883 [00:53<00:28, 333.72it/s]\u001b[A\n",
+ " 64% 17283/26883 [00:53<00:29, 328.16it/s]\u001b[A\n",
+ " 64% 17316/26883 [00:53<00:31, 308.41it/s]\u001b[A\n",
+ " 65% 17349/26883 [00:53<00:30, 313.27it/s]\u001b[A\n",
+ " 65% 17381/26883 [00:53<00:30, 312.33it/s]\u001b[A\n",
+ " 65% 17414/26883 [00:53<00:30, 314.62it/s]\u001b[A\n",
+ " 65% 17446/26883 [00:53<00:30, 314.12it/s]\u001b[A\n",
+ " 65% 17482/26883 [00:53<00:28, 326.95it/s]\u001b[A\n",
+ " 65% 17515/26883 [00:54<00:29, 320.30it/s]\u001b[A\n",
+ " 65% 17550/26883 [00:54<00:28, 328.30it/s]\u001b[A\n",
+ " 65% 17590/26883 [00:54<00:26, 347.65it/s]\u001b[A\n",
+ " 66% 17625/26883 [00:54<00:27, 337.59it/s]\u001b[A\n",
+ " 66% 17659/26883 [00:54<00:28, 321.81it/s]\u001b[A\n",
+ " 66% 17696/26883 [00:54<00:27, 331.96it/s]\u001b[A\n",
+ " 66% 17734/26883 [00:54<00:26, 342.11it/s]\u001b[A\n",
+ " 66% 17769/26883 [00:54<00:26, 342.61it/s]\u001b[A\n",
+ " 66% 17804/26883 [00:54<00:26, 338.57it/s]\u001b[A\n",
+ " 66% 17839/26883 [00:55<00:26, 341.00it/s]\u001b[A\n",
+ " 66% 17874/26883 [00:55<00:26, 338.83it/s]\u001b[A\n",
+ " 67% 17908/26883 [00:55<00:26, 336.05it/s]\u001b[A\n",
+ " 67% 17942/26883 [00:55<00:27, 330.88it/s]\u001b[A\n",
+ " 67% 17976/26883 [00:55<00:26, 330.59it/s]\u001b[A\n",
+ " 67% 18010/26883 [00:55<00:26, 330.89it/s]\u001b[A\n",
+ " 67% 18047/26883 [00:55<00:25, 341.53it/s]\u001b[A\n",
+ " 67% 18082/26883 [00:55<00:26, 335.14it/s]\u001b[A\n",
+ " 67% 18118/26883 [00:55<00:25, 340.24it/s]\u001b[A\n",
+ " 68% 18156/26883 [00:55<00:24, 351.10it/s]\u001b[A\n",
+ " 68% 18192/26883 [00:56<00:24, 349.71it/s]\u001b[A\n",
+ " 68% 18228/26883 [00:56<00:25, 340.17it/s]\u001b[A\n",
+ " 68% 18263/26883 [00:56<00:26, 326.38it/s]\u001b[A\n",
+ " 68% 18296/26883 [00:56<00:26, 319.79it/s]\u001b[A\n",
+ " 68% 18329/26883 [00:56<00:27, 313.99it/s]\u001b[A\n",
+ " 68% 18361/26883 [00:56<00:27, 308.21it/s]\u001b[A\n",
+ " 68% 18392/26883 [00:56<00:28, 298.69it/s]\u001b[A\n",
+ " 69% 18425/26883 [00:56<00:27, 307.18it/s]\u001b[A\n",
+ " 69% 18456/26883 [00:56<00:27, 304.09it/s]\u001b[A\n",
+ " 69% 18488/26883 [00:57<00:27, 306.64it/s]\u001b[A\n",
+ " 69% 18523/26883 [00:57<00:26, 316.33it/s]\u001b[A\n",
+ " 69% 18562/26883 [00:57<00:24, 337.51it/s]\u001b[A\n",
+ " 69% 18598/26883 [00:57<00:24, 341.90it/s]\u001b[A\n",
+ " 69% 18633/26883 [00:57<00:24, 331.86it/s]\u001b[A\n",
+ " 69% 18670/26883 [00:57<00:23, 342.49it/s]\u001b[A\n",
+ " 70% 18705/26883 [00:57<00:24, 327.20it/s]\u001b[A\n",
+ " 70% 18745/26883 [00:57<00:23, 344.95it/s]\u001b[A\n",
+ " 70% 18780/26883 [00:57<00:24, 335.93it/s]\u001b[A\n",
+ " 70% 18815/26883 [00:57<00:23, 339.39it/s]\u001b[A\n",
+ " 70% 18853/26883 [00:58<00:22, 349.88it/s]\u001b[A\n",
+ " 70% 18889/26883 [00:58<00:22, 349.04it/s]\u001b[A\n",
+ " 70% 18925/26883 [00:58<00:22, 347.17it/s]\u001b[A\n",
+ " 71% 18963/26883 [00:58<00:22, 356.65it/s]\u001b[A\n",
+ " 71% 18999/26883 [00:58<00:23, 330.86it/s]\u001b[A\n",
+ " 71% 19037/26883 [00:58<00:22, 344.31it/s]\u001b[A\n",
+ " 71% 19072/26883 [00:58<00:22, 341.07it/s]\u001b[A\n",
+ " 71% 19107/26883 [00:58<00:24, 318.75it/s]\u001b[A\n",
+ " 71% 19140/26883 [00:58<00:24, 310.42it/s]\u001b[A\n",
+ " 71% 19180/26883 [00:59<00:23, 334.30it/s]\u001b[A\n",
+ " 71% 19215/26883 [00:59<00:22, 337.44it/s]\u001b[A\n",
+ " 72% 19250/26883 [00:59<00:24, 315.08it/s]\u001b[A\n",
+ " 72% 19288/26883 [00:59<00:22, 330.94it/s]\u001b[A\n",
+ " 72% 19322/26883 [00:59<00:22, 329.45it/s]\u001b[A\n",
+ " 72% 19356/26883 [00:59<00:23, 317.12it/s]\u001b[A\n",
+ " 72% 19390/26883 [00:59<00:23, 322.47it/s]\u001b[A\n",
+ " 72% 19424/26883 [00:59<00:22, 326.88it/s]\u001b[A\n",
+ " 72% 19457/26883 [00:59<00:23, 322.12it/s]\u001b[A\n",
+ " 73% 19491/26883 [01:00<00:22, 325.27it/s]\u001b[A\n",
+ " 73% 19530/26883 [01:00<00:21, 341.56it/s]\u001b[A\n",
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+ "100% 26883/26883 [01:23<00:00, 323.78it/s]\n",
+ "1it [01:23, 83.20s/it]\n",
+ "No errors! Data is correctly formated!\n",
+ "Stats for /content/data/ultrachat_chunk_train.jsonl \n",
+ " -------------------- \n",
+ " {\n",
+ " \"expected\": {\n",
+ " \"eta\": \"00:05:57\",\n",
+ " \"data_tokens\": 25169147,\n",
+ " \"train_tokens\": 2621440,\n",
+ " \"epochs\": \"0.10\",\n",
+ " \"max_steps\": 10,\n",
+ " \"data_tokens_per_dataset\": {\n",
+ " \"/content/data/ultrachat_chunk_train.jsonl\": \"25169147.0\"\n",
+ " },\n",
+ " \"train_tokens_per_dataset\": {\n",
+ " \"/content/data/ultrachat_chunk_train.jsonl\": \"2621440.0\"\n",
+ " },\n",
+ " \"epochs_per_dataset\": {\n",
+ " \"/content/data/ultrachat_chunk_train.jsonl\": \"0.1\"\n",
+ " }\n",
+ " }\n",
+ "}\n",
+ "0it [00:00, ?it/s]Validating /content/data/ultrachat_chunk_eval.jsonl ...\n",
+ "\n",
+ " 0% 0/1415 [00:00, ?it/s]\u001b[A\n",
+ " 2% 32/1415 [00:00<00:04, 309.61it/s]\u001b[A\n",
+ " 5% 65/1415 [00:00<00:04, 320.17it/s]\u001b[A\n",
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+ " 13% 185/1415 [00:00<00:03, 345.18it/s]\u001b[A\n",
+ " 16% 221/1415 [00:00<00:03, 349.78it/s]\u001b[A\n",
+ " 19% 263/1415 [00:00<00:03, 369.34it/s]\u001b[A\n",
+ " 21% 301/1415 [00:00<00:03, 362.98it/s]\u001b[A\n",
+ " 24% 340/1415 [00:00<00:02, 370.27it/s]\u001b[A\n",
+ " 27% 378/1415 [00:01<00:02, 353.03it/s]\u001b[A\n",
+ " 29% 417/1415 [00:01<00:02, 361.98it/s]\u001b[A\n",
+ " 32% 454/1415 [00:01<00:02, 353.81it/s]\u001b[A\n",
+ " 35% 490/1415 [00:01<00:02, 355.04it/s]\u001b[A\n",
+ " 37% 529/1415 [00:01<00:02, 360.85it/s]\u001b[A\n",
+ " 40% 566/1415 [00:01<00:02, 356.66it/s]\u001b[A\n",
+ " 43% 602/1415 [00:01<00:02, 350.36it/s]\u001b[A\n",
+ " 45% 639/1415 [00:01<00:02, 355.64it/s]\u001b[A\n",
+ " 48% 675/1415 [00:01<00:02, 340.10it/s]\u001b[A\n",
+ " 50% 712/1415 [00:02<00:02, 346.88it/s]\u001b[A\n",
+ " 53% 751/1415 [00:02<00:01, 355.95it/s]\u001b[A\n",
+ " 56% 787/1415 [00:02<00:01, 351.18it/s]\u001b[A\n",
+ " 58% 823/1415 [00:02<00:01, 348.88it/s]\u001b[A\n",
+ " 61% 863/1415 [00:02<00:01, 358.90it/s]\u001b[A\n",
+ " 64% 899/1415 [00:02<00:01, 345.68it/s]\u001b[A\n",
+ " 66% 938/1415 [00:02<00:01, 355.23it/s]\u001b[A\n",
+ " 69% 978/1415 [00:02<00:01, 366.70it/s]\u001b[A\n",
+ " 72% 1015/1415 [00:02<00:01, 366.14it/s]\u001b[A\n",
+ " 74% 1052/1415 [00:02<00:01, 362.09it/s]\u001b[A\n",
+ " 77% 1089/1415 [00:03<00:00, 363.22it/s]\u001b[A\n",
+ " 80% 1126/1415 [00:03<00:00, 350.60it/s]\u001b[A\n",
+ " 82% 1163/1415 [00:03<00:00, 352.81it/s]\u001b[A\n",
+ " 85% 1205/1415 [00:03<00:00, 371.19it/s]\u001b[A\n",
+ " 88% 1243/1415 [00:03<00:00, 364.90it/s]\u001b[A\n",
+ " 90% 1280/1415 [00:03<00:00, 365.75it/s]\u001b[A\n",
+ " 93% 1318/1415 [00:03<00:00, 368.56it/s]\u001b[A\n",
+ " 96% 1355/1415 [00:03<00:00, 368.03it/s]\u001b[A\n",
+ "100% 1415/1415 [00:03<00:00, 356.35it/s]\n",
+ "1it [00:03, 3.98s/it]\n",
+ "No errors! Data is correctly formated!\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Start training"
+ ],
+ "metadata": {
+ "id": "Hia7n0T1_mHZ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# these info is needed for training\n",
+ "import os\n",
+ "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"\n",
+ "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\""
+ ],
+ "metadata": {
+ "id": "ZtcLerooWFeB"
+ },
+ "execution_count": 19,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# define training configuration\n",
+ "# for your own use cases, you might want to change the data paths, model path, run_dir, and other hyperparameters\n",
+ "\n",
+ "config = \"\"\"\n",
+ "# data\n",
+ "data:\n",
+ " instruct_data: \"/content/data/ultrachat_chunk_train.jsonl\" # Fill\n",
+ " data: \"\" # Optionally fill with pretraining data\n",
+ " eval_instruct_data: \"/content/data/ultrachat_chunk_eval.jsonl\" # Optionally fill\n",
+ "\n",
+ "# model\n",
+ "model_id_or_path: \"/content/mistral_models\" # Change to downloaded path\n",
+ "lora:\n",
+ " rank: 64\n",
+ "\n",
+ "# optim\n",
+ "# tokens per training steps = batch_size x num_GPUs x seq_len\n",
+ "# we recommend sequence lentgh of 32768\n",
+ "# If you run into memory error, you can try reduce the sequence length\n",
+ "seq_len: 8192\n",
+ "batch_size: 1\n",
+ "num_microbatches: 8\n",
+ "max_steps: 100\n",
+ "optim:\n",
+ " lr: 1.e-4\n",
+ " weight_decay: 0.1\n",
+ " pct_start: 0.05\n",
+ "\n",
+ "# other\n",
+ "seed: 0\n",
+ "log_freq: 1\n",
+ "eval_freq: 100\n",
+ "no_eval: False\n",
+ "ckpt_freq: 100\n",
+ "\n",
+ "ckpt_only_lora: True # save only trained LoRA adapters. Set to `False` to merge LoRA adapter into the base model and save full fine-tuned model\n",
+ "\n",
+ "run_dir: \"/content/test_ultra\" # Fill\n",
+ "\"\"\"\n",
+ "\n",
+ "# save the same file locally into the example.yaml file\n",
+ "import yaml\n",
+ "with open('example.yaml', 'w') as file:\n",
+ " yaml.dump(yaml.safe_load(config), file)\n"
+ ],
+ "metadata": {
+ "id": "5dxTlIQMaJGv"
+ },
+ "execution_count": 20,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# make sure the run_dir has not been created before\n",
+ "# only run this when you ran torchrun previously and created the /content/test_ultra file\n",
+ "# ! rm -r /content/test_ultra"
+ ],
+ "metadata": {
+ "id": "ErD1ktQUMyPZ"
+ },
+ "execution_count": 21,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# start training\n",
+ "\n",
+ "!torchrun --nproc-per-node 1 -m train example.yaml"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "e4wFgmwIUTtg",
+ "outputId": "8fe22185-6e12-4987-c4f6-3768952cec7c"
+ },
+ "execution_count": 22,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "2024-05-24 18:58:16.690967: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
+ "2024-05-24 18:58:17.292359: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+ "2024-05-24 18:58:17.292438: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+ "2024-05-24 18:58:17.418671: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+ "2024-05-24 18:58:17.481373: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
+ "To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
+ "2024-05-24 18:58:18.646197: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
+ "args: TrainArgs(data=DataArgs(data='', shuffle=False, instruct_data='/content/data/ultrachat_chunk_train.jsonl', eval_instruct_data='/content/data/ultrachat_chunk_eval.jsonl', instruct=InstructArgs(shuffle=True, dynamic_chunk_fn_call=True)), model_id_or_path='/content/mistral_models', run_dir='/content/test_ultra', optim=OptimArgs(lr=0.0001, weight_decay=0.1, pct_start=0.05), seed=0, num_microbatches=8, seq_len=8192, batch_size=1, max_norm=1.0, max_steps=100, log_freq=1, ckpt_freq=100, ckpt_only_lora=True, no_ckpt=False, num_ckpt_keep=3, eval_freq=100, no_eval=False, checkpoint=True, world_size=1, wandb=WandbArgs(project=None, offline=False, key=None, run_name=None), mlflow=MLFlowArgs(tracking_uri=None, experiment_name=None), lora=LoraArgs(enable=True, rank=64, dropout=0.0, scaling=2.0))\n",
+ "2024-05-24 18:58:19 (UTC) - 0:00:08 - distributed - INFO - torch.cuda.device_count: 1\n",
+ "2024-05-24 18:58:19 (UTC) - 0:00:08 - distributed - INFO - CUDA_VISIBLE_DEVICES: 0\n",
+ "2024-05-24 18:58:19 (UTC) - 0:00:08 - distributed - INFO - local rank: 0\n",
+ "2024-05-24 18:58:19 (UTC) - 0:00:08 - train - INFO - Going to init comms...\n",
+ "2024-05-24 18:58:19 (UTC) - 0:00:08 - train - INFO - Run dir: /content/test_ultra\n",
+ "2024-05-24 18:58:20 (UTC) - 0:00:09 - train - INFO - TrainArgs: {'batch_size': 1,\n",
+ " 'checkpoint': True,\n",
+ " 'ckpt_freq': 100,\n",
+ " 'ckpt_only_lora': True,\n",
+ " 'data': {'data': '',\n",
+ " 'eval_instruct_data': '/content/data/ultrachat_chunk_eval.jsonl',\n",
+ " 'instruct': {'dynamic_chunk_fn_call': True, 'shuffle': True},\n",
+ " 'instruct_data': '/content/data/ultrachat_chunk_train.jsonl',\n",
+ " 'shuffle': False},\n",
+ " 'eval_freq': 100,\n",
+ " 'log_freq': 1,\n",
+ " 'lora': {'dropout': 0.0, 'enable': True, 'rank': 64, 'scaling': 2.0},\n",
+ " 'max_norm': 1.0,\n",
+ " 'max_steps': 100,\n",
+ " 'mlflow': {'experiment_name': None, 'tracking_uri': None},\n",
+ " 'model_id_or_path': '/content/mistral_models',\n",
+ " 'no_ckpt': False,\n",
+ " 'no_eval': False,\n",
+ " 'num_ckpt_keep': 3,\n",
+ " 'num_microbatches': 8,\n",
+ " 'optim': {'lr': 0.0001, 'pct_start': 0.05, 'weight_decay': 0.1},\n",
+ " 'run_dir': '/content/test_ultra',\n",
+ " 'seed': 0,\n",
+ " 'seq_len': 8192,\n",
+ " 'wandb': {'key': None, 'offline': False, 'project': None, 'run_name': None},\n",
+ " 'world_size': 1}\n",
+ "2024-05-24 18:58:25 (UTC) - 0:00:13 - finetune.wrapped_model - INFO - Reloading model from /content/mistral_models/consolidated.safetensors ...\n",
+ "2024-05-24 18:58:25 (UTC) - 0:00:13 - finetune.wrapped_model - INFO - Converting model to dtype torch.bfloat16 ...\n",
+ "2024-05-24 18:58:25 (UTC) - 0:00:13 - finetune.wrapped_model - INFO - Loaded model on cpu!\n",
+ "2024-05-24 18:58:25 (UTC) - 0:00:13 - finetune.wrapped_model - INFO - Initializing lora layers ...\n",
+ "2024-05-24 18:58:26 (UTC) - 0:00:14 - finetune.wrapped_model - INFO - Finished initialization!\n",
+ "2024-05-24 18:58:26 (UTC) - 0:00:14 - finetune.wrapped_model - INFO - Sharding model over 1 GPUs ...\n",
+ "2024-05-24 18:58:30 (UTC) - 0:00:19 - finetune.wrapped_model - INFO - Model sharded!\n",
+ "2024-05-24 18:58:30 (UTC) - 0:00:19 - finetune.wrapped_model - INFO - 167,772,160 out of 7,415,795,712 parameter are finetuned (2.26%).\n",
+ "2024-05-24 18:58:31 (UTC) - 0:00:20 - dataset - INFO - Loading /content/data/ultrachat_chunk_train.jsonl ...\n",
+ "2024-05-24 19:00:03 (UTC) - 0:01:51 - dataset - INFO - /content/data/ultrachat_chunk_train.jsonl loaded and tokenized.\n",
+ "2024-05-24 19:00:03 (UTC) - 0:01:51 - dataset - INFO - Shuffling /content/data/ultrachat_chunk_train.jsonl ...\n",
+ "2024-05-24 19:00:23 (UTC) - 0:02:11 - train - INFO - step: 000001 - done (%): 1.0 - loss: 0.874 - lr: 4.0e-06 - peak_alloc_mem (GB): 21.0 - alloc_mem (GB): 17.1 - words_per_second: 585.7 - avg_words_per_second: 585.7 - ETA: >2024-05-24 22:05:01\n",
+ "2024-05-24 19:00:41 (UTC) - 0:02:30 - train - INFO - step: 000002 - done (%): 2.0 - loss: 0.905 - lr: 1.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3624.4 - avg_words_per_second: 1008.4 - ETA: >2024-05-24 20:46:50\n",
+ "2024-05-24 19:00:59 (UTC) - 0:02:47 - train - INFO - step: 000003 - done (%): 3.0 - loss: 0.912 - lr: 5.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3706.1 - avg_words_per_second: 1331.5 - ETA: >2024-05-24 20:20:33\n",
+ "2024-05-24 19:01:17 (UTC) - 0:03:05 - train - INFO - step: 000004 - done (%): 4.0 - loss: 0.884 - lr: 8.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3591.8 - avg_words_per_second: 1580.0 - ETA: >2024-05-24 20:07:39\n",
+ "2024-05-24 19:01:35 (UTC) - 0:03:24 - train - INFO - step: 000005 - done (%): 5.0 - loss: 0.835 - lr: 1.0e-04 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3567.3 - avg_words_per_second: 1778.2 - ETA: >2024-05-24 19:59:57\n",
+ "2024-05-24 19:01:53 (UTC) - 0:03:42 - train - INFO - step: 000006 - done (%): 6.0 - loss: 0.858 - lr: 1.0e-04 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3710.8 - avg_words_per_second: 1947.2 - ETA: >2024-05-24 19:54:37\n",
+ "2024-05-24 19:02:11 (UTC) - 0:04:00 - train - INFO - step: 000007 - done (%): 7.0 - loss: 0.868 - lr: 1.0e-04 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3606.2 - avg_words_per_second: 2084.1 - ETA: >2024-05-24 19:50:55\n",
+ "2024-05-24 19:02:29 (UTC) - 0:04:18 - train - INFO - step: 000008 - done (%): 8.0 - loss: 0.868 - lr: 1.0e-04 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3622.3 - avg_words_per_second: 2201.0 - ETA: >2024-05-24 19:48:09\n",
+ "2024-05-24 19:02:47 (UTC) - 0:04:36 - train - INFO - step: 000009 - done (%): 9.0 - loss: 0.804 - lr: 1.0e-04 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3690.9 - avg_words_per_second: 2304.3 - ETA: >2024-05-24 19:45:55\n",
+ "2024-05-24 19:03:05 (UTC) - 0:04:54 - train - INFO - step: 000010 - done (%): 10.0 - loss: 0.898 - lr: 9.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3584.2 - avg_words_per_second: 2389.7 - ETA: >2024-05-24 19:44:13\n",
+ "2024-05-24 19:03:23 (UTC) - 0:05:12 - train - INFO - step: 000011 - done (%): 11.0 - loss: 0.744 - lr: 9.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3695.7 - avg_words_per_second: 2469.0 - ETA: >2024-05-24 19:42:45\n",
+ "2024-05-24 19:03:41 (UTC) - 0:05:30 - train - INFO - step: 000012 - done (%): 12.0 - loss: 0.837 - lr: 9.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3575.5 - avg_words_per_second: 2534.3 - ETA: >2024-05-24 19:41:37\n",
+ "2024-05-24 19:04:00 (UTC) - 0:05:48 - train - INFO - step: 000013 - done (%): 13.0 - loss: 0.846 - lr: 9.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3561.0 - avg_words_per_second: 2591.8 - ETA: >2024-05-24 19:40:40\n",
+ "2024-05-24 19:04:17 (UTC) - 0:06:06 - train - INFO - step: 000014 - done (%): 14.0 - loss: 0.854 - lr: 9.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3694.8 - avg_words_per_second: 2648.3 - ETA: >2024-05-24 19:39:46\n",
+ "2024-05-24 19:04:36 (UTC) - 0:06:24 - train - INFO - step: 000015 - done (%): 15.0 - loss: 0.911 - lr: 9.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3579.8 - avg_words_per_second: 2695.0 - ETA: >2024-05-24 19:39:03\n",
+ "2024-05-24 19:04:54 (UTC) - 0:06:42 - train - INFO - step: 000016 - done (%): 16.0 - loss: 0.815 - lr: 9.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3686.7 - avg_words_per_second: 2741.1 - ETA: >2024-05-24 19:38:22\n",
+ "2024-05-24 19:05:12 (UTC) - 0:07:00 - train - INFO - step: 000017 - done (%): 17.0 - loss: 0.821 - lr: 9.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3605.0 - avg_words_per_second: 2780.3 - ETA: >2024-05-24 19:37:48\n",
+ "2024-05-24 19:05:30 (UTC) - 0:07:19 - train - INFO - step: 000018 - done (%): 18.0 - loss: 0.842 - lr: 9.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3601.2 - avg_words_per_second: 2816.0 - ETA: >2024-05-24 19:37:18\n",
+ "2024-05-24 19:05:48 (UTC) - 0:07:36 - train - INFO - step: 000019 - done (%): 19.0 - loss: 0.802 - lr: 9.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3700.0 - avg_words_per_second: 2851.8 - ETA: >2024-05-24 19:36:49\n",
+ "2024-05-24 19:06:06 (UTC) - 0:07:54 - train - INFO - step: 000020 - done (%): 20.0 - loss: 0.867 - lr: 9.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3599.4 - avg_words_per_second: 2881.8 - ETA: >2024-05-24 19:36:25\n",
+ "2024-05-24 19:06:24 (UTC) - 0:08:13 - train - INFO - step: 000021 - done (%): 21.0 - loss: 0.826 - lr: 9.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3602.7 - avg_words_per_second: 2909.5 - ETA: >2024-05-24 19:36:03\n",
+ "2024-05-24 19:06:42 (UTC) - 0:08:30 - train - INFO - step: 000022 - done (%): 22.0 - loss: 0.809 - lr: 9.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3696.9 - avg_words_per_second: 2937.9 - ETA: >2024-05-24 19:35:42\n",
+ "2024-05-24 19:07:00 (UTC) - 0:08:49 - train - INFO - step: 000023 - done (%): 23.0 - loss: 0.837 - lr: 9.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3608.7 - avg_words_per_second: 2961.9 - ETA: >2024-05-24 19:35:24\n",
+ "2024-05-24 19:07:18 (UTC) - 0:09:06 - train - INFO - step: 000024 - done (%): 24.0 - loss: 0.851 - lr: 9.0e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3690.6 - avg_words_per_second: 2986.4 - ETA: >2024-05-24 19:35:05\n",
+ "2024-05-24 19:07:36 (UTC) - 0:09:24 - train - INFO - step: 000025 - done (%): 25.0 - loss: 0.856 - lr: 8.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3596.4 - avg_words_per_second: 3006.8 - ETA: >2024-05-24 19:34:51\n",
+ "2024-05-24 19:07:54 (UTC) - 0:09:43 - train - INFO - step: 000026 - done (%): 26.0 - loss: 0.781 - lr: 8.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3576.7 - avg_words_per_second: 3025.4 - ETA: >2024-05-24 19:34:37\n",
+ "2024-05-24 19:08:12 (UTC) - 0:10:01 - train - INFO - step: 000027 - done (%): 27.0 - loss: 0.845 - lr: 8.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3695.0 - avg_words_per_second: 3045.8 - ETA: >2024-05-24 19:34:23\n",
+ "2024-05-24 19:08:30 (UTC) - 0:10:19 - train - INFO - step: 000028 - done (%): 28.0 - loss: 0.831 - lr: 8.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3603.0 - avg_words_per_second: 3062.7 - ETA: >2024-05-24 19:34:11\n",
+ "2024-05-24 19:08:48 (UTC) - 0:10:37 - train - INFO - step: 000029 - done (%): 29.0 - loss: 0.806 - lr: 8.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3612.2 - avg_words_per_second: 3078.9 - ETA: >2024-05-24 19:34:00\n",
+ "2024-05-24 19:09:06 (UTC) - 0:10:55 - train - INFO - step: 000030 - done (%): 30.0 - loss: 0.898 - lr: 8.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3697.6 - avg_words_per_second: 3096.2 - ETA: >2024-05-24 19:33:48\n",
+ "2024-05-24 19:09:24 (UTC) - 0:11:13 - train - INFO - step: 000031 - done (%): 31.0 - loss: 0.817 - lr: 8.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3588.0 - avg_words_per_second: 3109.9 - ETA: >2024-05-24 19:33:38\n",
+ "2024-05-24 19:09:42 (UTC) - 0:11:31 - train - INFO - step: 000032 - done (%): 32.0 - loss: 0.825 - lr: 8.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3687.5 - avg_words_per_second: 3125.2 - ETA: >2024-05-24 19:33:28\n",
+ "2024-05-24 19:10:00 (UTC) - 0:11:49 - train - INFO - step: 000033 - done (%): 33.0 - loss: 0.845 - lr: 8.0e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3593.7 - avg_words_per_second: 3137.6 - ETA: >2024-05-24 19:33:20\n",
+ "2024-05-24 19:10:19 (UTC) - 0:12:07 - train - INFO - step: 000034 - done (%): 34.0 - loss: 0.808 - lr: 7.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3558.8 - avg_words_per_second: 3148.6 - ETA: >2024-05-24 19:33:12\n",
+ "2024-05-24 19:10:36 (UTC) - 0:12:25 - train - INFO - step: 000035 - done (%): 35.0 - loss: 0.853 - lr: 7.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3694.1 - avg_words_per_second: 3161.9 - ETA: >2024-05-24 19:33:04\n",
+ "2024-05-24 19:10:55 (UTC) - 0:12:43 - train - INFO - step: 000036 - done (%): 36.0 - loss: 0.813 - lr: 7.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3585.6 - avg_words_per_second: 3172.3 - ETA: >2024-05-24 19:32:57\n",
+ "2024-05-24 19:11:12 (UTC) - 0:13:01 - train - INFO - step: 000037 - done (%): 37.0 - loss: 0.801 - lr: 7.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3694.8 - avg_words_per_second: 3184.5 - ETA: >2024-05-24 19:32:49\n",
+ "2024-05-24 19:11:31 (UTC) - 0:13:19 - train - INFO - step: 000038 - done (%): 38.0 - loss: 0.744 - lr: 7.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3595.3 - avg_words_per_second: 3194.1 - ETA: >2024-05-24 19:32:43\n",
+ "2024-05-24 19:11:49 (UTC) - 0:13:37 - train - INFO - step: 000039 - done (%): 39.0 - loss: 0.816 - lr: 7.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3607.8 - avg_words_per_second: 3203.5 - ETA: >2024-05-24 19:32:37\n",
+ "2024-05-24 19:12:07 (UTC) - 0:13:55 - train - INFO - step: 000040 - done (%): 40.0 - loss: 0.786 - lr: 7.0e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3691.9 - avg_words_per_second: 3214.1 - ETA: >2024-05-24 19:32:30\n",
+ "2024-05-24 19:12:25 (UTC) - 0:14:13 - train - INFO - step: 000041 - done (%): 41.0 - loss: 0.804 - lr: 6.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3600.7 - avg_words_per_second: 3222.6 - ETA: >2024-05-24 19:32:25\n",
+ "2024-05-24 19:12:43 (UTC) - 0:14:32 - train - INFO - step: 000042 - done (%): 42.0 - loss: 0.845 - lr: 6.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3616.1 - avg_words_per_second: 3230.9 - ETA: >2024-05-24 19:32:19\n",
+ "2024-05-24 19:13:01 (UTC) - 0:14:49 - train - INFO - step: 000043 - done (%): 43.0 - loss: 0.864 - lr: 6.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3688.4 - avg_words_per_second: 3240.3 - ETA: >2024-05-24 19:32:14\n",
+ "2024-05-24 19:13:19 (UTC) - 0:15:07 - train - INFO - step: 000044 - done (%): 44.0 - loss: 0.862 - lr: 6.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3616.8 - avg_words_per_second: 3248.0 - ETA: >2024-05-24 19:32:09\n",
+ "2024-05-24 19:13:37 (UTC) - 0:15:25 - train - INFO - step: 000045 - done (%): 45.0 - loss: 0.862 - lr: 6.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3690.6 - avg_words_per_second: 3256.7 - ETA: >2024-05-24 19:32:03\n",
+ "2024-05-24 19:13:55 (UTC) - 0:15:43 - train - INFO - step: 000046 - done (%): 46.0 - loss: 0.829 - lr: 6.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3601.5 - avg_words_per_second: 3263.5 - ETA: >2024-05-24 19:31:59\n",
+ "2024-05-24 19:14:13 (UTC) - 0:16:02 - train - INFO - step: 000047 - done (%): 47.0 - loss: 0.812 - lr: 5.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3590.5 - avg_words_per_second: 3269.8 - ETA: >2024-05-24 19:31:55\n",
+ "2024-05-24 19:14:31 (UTC) - 0:16:19 - train - INFO - step: 000048 - done (%): 48.0 - loss: 0.818 - lr: 5.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3704.5 - avg_words_per_second: 3277.8 - ETA: >2024-05-24 19:31:50\n",
+ "2024-05-24 19:14:49 (UTC) - 0:16:38 - train - INFO - step: 000049 - done (%): 49.0 - loss: 0.817 - lr: 5.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3608.4 - avg_words_per_second: 3283.9 - ETA: >2024-05-24 19:31:47\n",
+ "2024-05-24 19:15:07 (UTC) - 0:16:56 - train - INFO - step: 000050 - done (%): 50.0 - loss: 0.888 - lr: 5.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3619.2 - avg_words_per_second: 3290.0 - ETA: >2024-05-24 19:31:43\n",
+ "2024-05-24 19:15:25 (UTC) - 0:17:13 - train - INFO - step: 000051 - done (%): 51.0 - loss: 0.777 - lr: 5.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3690.4 - avg_words_per_second: 3297.0 - ETA: >2024-05-24 19:31:39\n",
+ "2024-05-24 19:15:43 (UTC) - 0:17:32 - train - INFO - step: 000052 - done (%): 52.0 - loss: 0.804 - lr: 5.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3589.4 - avg_words_per_second: 3302.2 - ETA: >2024-05-24 19:31:36\n",
+ "2024-05-24 19:16:01 (UTC) - 0:17:49 - train - INFO - step: 000053 - done (%): 53.0 - loss: 0.800 - lr: 4.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3692.1 - avg_words_per_second: 3308.8 - ETA: >2024-05-24 19:31:32\n",
+ "2024-05-24 19:16:19 (UTC) - 0:18:08 - train - INFO - step: 000054 - done (%): 54.0 - loss: 0.804 - lr: 4.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3588.5 - avg_words_per_second: 3313.6 - ETA: >2024-05-24 19:31:29\n",
+ "2024-05-24 19:16:37 (UTC) - 0:18:26 - train - INFO - step: 000055 - done (%): 55.0 - loss: 0.854 - lr: 4.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3571.2 - avg_words_per_second: 3317.9 - ETA: >2024-05-24 19:31:26\n",
+ "2024-05-24 19:16:55 (UTC) - 0:18:44 - train - INFO - step: 000056 - done (%): 56.0 - loss: 0.819 - lr: 4.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3696.4 - avg_words_per_second: 3324.0 - ETA: >2024-05-24 19:31:23\n",
+ "2024-05-24 19:17:13 (UTC) - 0:19:02 - train - INFO - step: 000057 - done (%): 57.0 - loss: 0.844 - lr: 4.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3606.8 - avg_words_per_second: 3328.6 - ETA: >2024-05-24 19:31:20\n",
+ "2024-05-24 19:17:31 (UTC) - 0:19:20 - train - INFO - step: 000058 - done (%): 58.0 - loss: 0.840 - lr: 4.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3706.0 - avg_words_per_second: 3334.5 - ETA: >2024-05-24 19:31:16\n",
+ "2024-05-24 19:17:49 (UTC) - 0:19:38 - train - INFO - step: 000059 - done (%): 59.0 - loss: 0.836 - lr: 3.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3616.5 - avg_words_per_second: 3338.9 - ETA: >2024-05-24 19:31:14\n",
+ "2024-05-24 19:18:07 (UTC) - 0:19:56 - train - INFO - step: 000060 - done (%): 60.0 - loss: 0.852 - lr: 3.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3610.4 - avg_words_per_second: 3343.1 - ETA: >2024-05-24 19:31:11\n",
+ "2024-05-24 19:18:25 (UTC) - 0:20:14 - train - INFO - step: 000061 - done (%): 61.0 - loss: 0.837 - lr: 3.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3704.4 - avg_words_per_second: 3348.4 - ETA: >2024-05-24 19:31:08\n",
+ "2024-05-24 19:18:43 (UTC) - 0:20:32 - train - INFO - step: 000062 - done (%): 62.0 - loss: 0.839 - lr: 3.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3607.6 - avg_words_per_second: 3352.3 - ETA: >2024-05-24 19:31:06\n",
+ "2024-05-24 19:19:01 (UTC) - 0:20:50 - train - INFO - step: 000063 - done (%): 63.0 - loss: 0.813 - lr: 3.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3604.6 - avg_words_per_second: 3356.0 - ETA: >2024-05-24 19:31:04\n",
+ "2024-05-24 19:19:19 (UTC) - 0:21:08 - train - INFO - step: 000064 - done (%): 64.0 - loss: 0.784 - lr: 3.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3689.6 - avg_words_per_second: 3360.8 - ETA: >2024-05-24 19:31:01\n",
+ "2024-05-24 19:19:37 (UTC) - 0:21:26 - train - INFO - step: 000065 - done (%): 65.0 - loss: 0.797 - lr: 3.0e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3604.0 - avg_words_per_second: 3364.3 - ETA: >2024-05-24 19:30:59\n",
+ "2024-05-24 19:19:55 (UTC) - 0:21:44 - train - INFO - step: 000066 - done (%): 66.0 - loss: 0.788 - lr: 2.8e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3697.6 - avg_words_per_second: 3368.9 - ETA: >2024-05-24 19:30:56\n",
+ "2024-05-24 19:20:13 (UTC) - 0:22:02 - train - INFO - step: 000067 - done (%): 67.0 - loss: 0.902 - lr: 2.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3588.6 - avg_words_per_second: 3372.0 - ETA: >2024-05-24 19:30:55\n",
+ "2024-05-24 19:20:32 (UTC) - 0:22:20 - train - INFO - step: 000068 - done (%): 68.0 - loss: 0.783 - lr: 2.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3565.3 - avg_words_per_second: 3374.6 - ETA: >2024-05-24 19:30:53\n",
+ "2024-05-24 19:20:49 (UTC) - 0:22:38 - train - INFO - step: 000069 - done (%): 69.0 - loss: 0.889 - lr: 2.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3689.3 - avg_words_per_second: 3378.8 - ETA: >2024-05-24 19:30:51\n",
+ "2024-05-24 19:21:08 (UTC) - 0:22:56 - train - INFO - step: 000070 - done (%): 70.0 - loss: 0.810 - lr: 2.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3601.3 - avg_words_per_second: 3381.8 - ETA: >2024-05-24 19:30:49\n",
+ "2024-05-24 19:21:26 (UTC) - 0:23:14 - train - INFO - step: 000071 - done (%): 71.0 - loss: 0.796 - lr: 2.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3621.7 - avg_words_per_second: 3385.0 - ETA: >2024-05-24 19:30:47\n",
+ "2024-05-24 19:21:43 (UTC) - 0:23:32 - train - INFO - step: 000072 - done (%): 72.0 - loss: 0.927 - lr: 2.0e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3681.6 - avg_words_per_second: 3388.8 - ETA: >2024-05-24 19:30:45\n",
+ "2024-05-24 19:22:02 (UTC) - 0:23:50 - train - INFO - step: 000073 - done (%): 73.0 - loss: 0.811 - lr: 1.9e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3585.4 - avg_words_per_second: 3391.3 - ETA: >2024-05-24 19:30:44\n",
+ "2024-05-24 19:22:20 (UTC) - 0:24:08 - train - INFO - step: 000074 - done (%): 74.0 - loss: 0.828 - lr: 1.7e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3678.2 - avg_words_per_second: 3394.9 - ETA: >2024-05-24 19:30:42\n",
+ "2024-05-24 19:22:38 (UTC) - 0:24:26 - train - INFO - step: 000075 - done (%): 75.0 - loss: 0.908 - lr: 1.6e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3584.0 - avg_words_per_second: 3397.3 - ETA: >2024-05-24 19:30:40\n",
+ "2024-05-24 19:22:56 (UTC) - 0:24:45 - train - INFO - step: 000076 - done (%): 76.0 - loss: 0.881 - lr: 1.5e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3575.5 - avg_words_per_second: 3399.5 - ETA: >2024-05-24 19:30:39\n",
+ "2024-05-24 19:23:14 (UTC) - 0:25:03 - train - INFO - step: 000077 - done (%): 77.0 - loss: 0.819 - lr: 1.4e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3706.5 - avg_words_per_second: 3403.2 - ETA: >2024-05-24 19:30:37\n",
+ "2024-05-24 19:23:32 (UTC) - 0:25:21 - train - INFO - step: 000078 - done (%): 78.0 - loss: 0.867 - lr: 1.3e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3600.9 - avg_words_per_second: 3405.6 - ETA: >2024-05-24 19:30:35\n",
+ "2024-05-24 19:23:50 (UTC) - 0:25:38 - train - INFO - step: 000079 - done (%): 79.0 - loss: 0.913 - lr: 1.2e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3694.4 - avg_words_per_second: 3408.9 - ETA: >2024-05-24 19:30:34\n",
+ "2024-05-24 19:24:08 (UTC) - 0:25:57 - train - INFO - step: 000080 - done (%): 80.0 - loss: 0.826 - lr: 1.1e-05 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3603.8 - avg_words_per_second: 3411.2 - ETA: >2024-05-24 19:30:32\n",
+ "2024-05-24 19:24:26 (UTC) - 0:26:15 - train - INFO - step: 000081 - done (%): 81.0 - loss: 0.835 - lr: 9.5e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3611.0 - avg_words_per_second: 3413.6 - ETA: >2024-05-24 19:30:31\n",
+ "2024-05-24 19:24:44 (UTC) - 0:26:33 - train - INFO - step: 000082 - done (%): 82.0 - loss: 0.854 - lr: 8.6e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3686.5 - avg_words_per_second: 3416.7 - ETA: >2024-05-24 19:30:29\n",
+ "2024-05-24 19:25:02 (UTC) - 0:26:51 - train - INFO - step: 000083 - done (%): 83.0 - loss: 0.772 - lr: 7.7e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3596.4 - avg_words_per_second: 3418.7 - ETA: >2024-05-24 19:30:28\n",
+ "2024-05-24 19:25:20 (UTC) - 0:27:09 - train - INFO - step: 000084 - done (%): 84.0 - loss: 0.813 - lr: 6.8e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3607.9 - avg_words_per_second: 3420.9 - ETA: >2024-05-24 19:30:27\n",
+ "2024-05-24 19:25:38 (UTC) - 0:27:27 - train - INFO - step: 000085 - done (%): 85.0 - loss: 0.836 - lr: 6.0e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3690.1 - avg_words_per_second: 3423.8 - ETA: >2024-05-24 19:30:25\n",
+ "2024-05-24 19:25:56 (UTC) - 0:27:45 - train - INFO - step: 000086 - done (%): 86.0 - loss: 0.866 - lr: 5.3e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3607.4 - avg_words_per_second: 3425.8 - ETA: >2024-05-24 19:30:24\n",
+ "2024-05-24 19:26:14 (UTC) - 0:28:03 - train - INFO - step: 000087 - done (%): 87.0 - loss: 0.845 - lr: 4.6e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3706.4 - avg_words_per_second: 3428.8 - ETA: >2024-05-24 19:30:22\n",
+ "2024-05-24 19:26:32 (UTC) - 0:28:21 - train - INFO - step: 000088 - done (%): 88.0 - loss: 0.777 - lr: 3.9e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3591.4 - avg_words_per_second: 3430.6 - ETA: >2024-05-24 19:30:21\n",
+ "2024-05-24 19:26:51 (UTC) - 0:28:39 - train - INFO - step: 000089 - done (%): 89.0 - loss: 0.813 - lr: 3.3e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3569.4 - avg_words_per_second: 3432.1 - ETA: >2024-05-24 19:30:21\n",
+ "2024-05-24 19:27:08 (UTC) - 0:28:57 - train - INFO - step: 000090 - done (%): 90.0 - loss: 0.841 - lr: 2.7e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3697.1 - avg_words_per_second: 3434.8 - ETA: >2024-05-24 19:30:19\n",
+ "2024-05-24 19:27:26 (UTC) - 0:29:15 - train - INFO - step: 000091 - done (%): 91.0 - loss: 0.807 - lr: 2.2e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3611.5 - avg_words_per_second: 3436.6 - ETA: >2024-05-24 19:30:18\n",
+ "2024-05-24 19:27:45 (UTC) - 0:29:33 - train - INFO - step: 000092 - done (%): 92.0 - loss: 0.807 - lr: 1.7e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3607.2 - avg_words_per_second: 3438.4 - ETA: >2024-05-24 19:30:17\n",
+ "2024-05-24 19:28:02 (UTC) - 0:29:51 - train - INFO - step: 000093 - done (%): 93.0 - loss: 0.827 - lr: 1.3e-06 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3696.3 - avg_words_per_second: 3441.0 - ETA: >2024-05-24 19:30:16\n",
+ "2024-05-24 19:28:21 (UTC) - 0:30:09 - train - INFO - step: 000094 - done (%): 94.0 - loss: 0.816 - lr: 9.8e-07 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3583.1 - avg_words_per_second: 3442.5 - ETA: >2024-05-24 19:30:15\n",
+ "2024-05-24 19:28:38 (UTC) - 0:30:27 - train - INFO - step: 000095 - done (%): 95.0 - loss: 0.825 - lr: 6.8e-07 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3695.6 - avg_words_per_second: 3444.9 - ETA: >2024-05-24 19:30:13\n",
+ "2024-05-24 19:28:57 (UTC) - 0:30:45 - train - INFO - step: 000096 - done (%): 96.0 - loss: 0.794 - lr: 4.4e-07 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3580.1 - avg_words_per_second: 3446.3 - ETA: >2024-05-24 19:30:13\n",
+ "2024-05-24 19:29:15 (UTC) - 0:31:04 - train - INFO - step: 000097 - done (%): 97.0 - loss: 0.884 - lr: 2.5e-07 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3574.7 - avg_words_per_second: 3447.6 - ETA: >2024-05-24 19:30:12\n",
+ "2024-05-24 19:29:33 (UTC) - 0:31:21 - train - INFO - step: 000098 - done (%): 98.0 - loss: 0.826 - lr: 1.1e-07 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3698.8 - avg_words_per_second: 3450.0 - ETA: >2024-05-24 19:30:11\n",
+ "2024-05-24 19:29:51 (UTC) - 0:31:40 - train - INFO - step: 000099 - done (%): 99.0 - loss: 0.771 - lr: 2.8e-08 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 3604.2 - avg_words_per_second: 3451.5 - ETA: >2024-05-24 19:30:10\n",
+ "2024-05-24 19:30:09 (UTC) - 0:31:57 - eval - INFO - Start eval...\n",
+ "2024-05-24 19:32:04 (UTC) - 0:33:53 - eval - INFO - Eval finished!\n",
+ "2024-05-24 19:32:04 (UTC) - 0:33:53 - train - INFO - step: 000100 - eval_perplexity: 1.779 - eval_loss: 0.831 - train_loss: 0.762\n",
+ "2024-05-24 19:32:04 (UTC) - 0:33:53 - train - INFO - step: 000100 - done (%): 100.0 - loss: 0.762 - lr: 4.0e-10 - peak_alloc_mem (GB): 22.2 - alloc_mem (GB): 17.1 - words_per_second: 492.8 - avg_words_per_second: 3256.0 - ETA: >2024-05-24 19:32:04\n",
+ "2024-05-24 19:32:04 (UTC) - 0:33:53 - checkpointing - INFO - Dumping checkpoint in /content/test_ultra/checkpoints/checkpoint_000100/consolidated using tmp name: tmp.consolidated\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - checkpointing - INFO - Done dumping checkpoint in /content/test_ultra/checkpoints/checkpoint_000100/consolidated for step: 100\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - checkpointing - INFO - Done deleting checkpoints \n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - checkpointing - INFO - Done!\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - train - INFO - done!\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - utils - INFO - Closing: eval_logger\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - utils - INFO - Closed: eval_logger\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - utils - INFO - Closing: metrics_logger\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - utils - INFO - Closed: metrics_logger\n",
+ "2024-05-24 19:32:05 (UTC) - 0:33:53 - train - INFO - Closed everything!\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Inference"
+ ],
+ "metadata": {
+ "id": "ruJ29JFn98zE"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!pip install mistral_inference"
+ ],
+ "metadata": {
+ "id": "7BWNGKt9-Kxz",
+ "outputId": "61479b03-c608-455b-e99b-32d96ada9ca6",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ }
+ },
+ "execution_count": 24,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting mistral_inference\n",
+ " Downloading mistral_inference-1.1.0-py3-none-any.whl (21 kB)\n",
+ "Requirement already satisfied: fire>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from mistral_inference) (0.6.0)\n",
+ "Requirement already satisfied: mistral_common<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from mistral_inference) (1.1.0)\n",
+ "Requirement already satisfied: safetensors>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from mistral_inference) (0.4.3)\n",
+ "Requirement already satisfied: simple-parsing>=0.1.5 in /usr/local/lib/python3.10/dist-packages (from mistral_inference) (0.1.5)\n",
+ "Requirement already satisfied: xformers>=0.0.24 in /usr/local/lib/python3.10/dist-packages (from mistral_inference) (0.0.24)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from fire>=0.6.0->mistral_inference) (1.16.0)\n",
+ "Requirement already satisfied: termcolor in /usr/local/lib/python3.10/dist-packages (from fire>=0.6.0->mistral_inference) (2.4.0)\n",
+ "Requirement already satisfied: jsonschema==4.21.1 in /usr/local/lib/python3.10/dist-packages (from mistral_common<2.0.0,>=1.0.0->mistral_inference) (4.21.1)\n",
+ "Requirement already satisfied: pydantic==2.6.1 in /usr/local/lib/python3.10/dist-packages (from mistral_common<2.0.0,>=1.0.0->mistral_inference) (2.6.1)\n",
+ "Requirement already satisfied: sentencepiece==0.1.99 in /usr/local/lib/python3.10/dist-packages (from mistral_common<2.0.0,>=1.0.0->mistral_inference) (0.1.99)\n",
+ "Requirement already satisfied: typing-extensions<5.0.0,>=4.11.0 in /usr/local/lib/python3.10/dist-packages (from mistral_common<2.0.0,>=1.0.0->mistral_inference) (4.11.0)\n",
+ "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (23.2.0)\n",
+ "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (2023.12.1)\n",
+ "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (0.35.1)\n",
+ "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema==4.21.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (0.18.1)\n",
+ "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic==2.6.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (0.7.0)\n",
+ "Requirement already satisfied: pydantic-core==2.16.2 in /usr/local/lib/python3.10/dist-packages (from pydantic==2.6.1->mistral_common<2.0.0,>=1.0.0->mistral_inference) (2.16.2)\n",
+ "Requirement already satisfied: docstring-parser~=0.15 in /usr/local/lib/python3.10/dist-packages (from simple-parsing>=0.1.5->mistral_inference) (0.16)\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from xformers>=0.0.24->mistral_inference) (1.25.2)\n",
+ "Requirement already satisfied: torch==2.2.0 in /usr/local/lib/python3.10/dist-packages (from xformers>=0.0.24->mistral_inference) (2.2.0)\n",
+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (3.14.0)\n",
+ "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (1.12)\n",
+ "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (3.3)\n",
+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (3.1.4)\n",
+ "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (2023.6.0)\n",
+ "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.105)\n",
+ "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (8.9.2.26)\n",
+ "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.3.1)\n",
+ "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (11.0.2.54)\n",
+ "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (10.3.2.106)\n",
+ "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (11.4.5.107)\n",
+ "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.0.106)\n",
+ "Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (2.19.3)\n",
+ "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.1.105)\n",
+ "Requirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.0->xformers>=0.0.24->mistral_inference) (2.2.0)\n",
+ "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch==2.2.0->xformers>=0.0.24->mistral_inference) (12.5.40)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch==2.2.0->xformers>=0.0.24->mistral_inference) (2.1.5)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.2.0->xformers>=0.0.24->mistral_inference) (1.3.0)\n",
+ "Installing collected packages: mistral_inference\n",
+ "Successfully installed mistral_inference-1.1.0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from mistral_inference.model import Transformer\n",
+ "from mistral_inference.generate import generate\n",
+ "\n",
+ "from mistral_common.tokens.tokenizers.mistral import MistralTokenizer\n",
+ "from mistral_common.protocol.instruct.messages import UserMessage\n",
+ "from mistral_common.protocol.instruct.request import ChatCompletionRequest\n",
+ "\n",
+ "\n",
+ "tokenizer = MistralTokenizer.from_file(\"/content/mistral_models/tokenizer.model.v3\") # change to extracted tokenizer file\n",
+ "model = Transformer.from_folder(\"/content/mistral_models\") # change to extracted model dir\n",
+ "model.load_lora(\"/content/test_ultra/checkpoints/checkpoint_000100/consolidated/lora.safetensors\")\n",
+ "\n",
+ "completion_request = ChatCompletionRequest(messages=[UserMessage(content=\"Explain Machine Learning to me in a nutshell.\")])\n",
+ "\n",
+ "tokens = tokenizer.encode_chat_completion(completion_request).tokens\n",
+ "\n",
+ "out_tokens, _ = generate([tokens], model, max_tokens=64, temperature=0.0, eos_id=tokenizer.instruct_tokenizer.tokenizer.eos_id)\n",
+ "result = tokenizer.instruct_tokenizer.tokenizer.decode(out_tokens[0])\n",
+ "\n",
+ "print(result)"
+ ],
+ "metadata": {
+ "id": "F-xLs2Ot9-il",
+ "outputId": "f0c6f171-b14c-4d0c-d5e9-cb24a7f07653",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ }
+ },
+ "execution_count": 25,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Machine learning is a subset of artificial intelligence that involves the use of algorithms to learn from data and make predictions or decisions without being explicitly programmed. It is a type of computer science that enables machines to learn and improve from experience without being explicitly programmed. Machine learning algorithms can learn from data and make predictions or decisions based\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "Vd8A8JP4Fx3C"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file
diff --git a/utils/__init__.py b/utils/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/utils/__pycache__/__init__.cpython-38.pyc b/utils/__pycache__/__init__.cpython-38.pyc
new file mode 100644
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diff --git a/utils/__pycache__/validate_data.cpython-38.pyc b/utils/__pycache__/validate_data.cpython-38.pyc
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diff --git a/utils/extend_model_vocab.py b/utils/extend_model_vocab.py
new file mode 100644
index 0000000000000000000000000000000000000000..b22caf97fcc56ce2c922745830cb0e3e6f79f70e
--- /dev/null
+++ b/utils/extend_model_vocab.py
@@ -0,0 +1,144 @@
+import argparse
+import json
+import math
+import os
+from pathlib import Path
+
+import torch
+from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
+from mistral_common.tokens.tokenizers.sentencepiece import SentencePieceTokenizer
+
+from model.args import ModelArgs
+
+FIRST_PIECE_ID = 3
+OLD_VOCAB_SIZE = 32000
+NEW_VOCAB_SIZE = 32768
+
+
+def extend_model(original_model: Path, extended_model: Path):
+ original_ckpt = torch.load(str(original_model / "consolidated.00.pth"), mmap=True)
+ model_args = ModelArgs.load(str(original_model / "params.json"))
+
+ original_vocab_size = model_args.vocab_size
+ assert (
+ original_vocab_size == OLD_VOCAB_SIZE
+ ), f"Original vocab size {original_vocab_size} is not equal to 32000. Can only extend models with vocab_size of 32000"
+
+ if not extended_model.exists():
+ os.makedirs(extended_model, exist_ok=True)
+ print(f"Created empty directory {extended_model}.")
+
+ assert not list(
+ extended_model.iterdir()
+ ), f"Make sure {extended_model} is empty"
+
+ # Load and check tokenizers
+ mistral_tokenizer = MistralTokenizer.v3()
+ tokenizer: SentencePieceTokenizer = mistral_tokenizer.instruct_tokenizer.tokenizer
+
+ new_vocab_size = tokenizer.n_words
+ assert (
+ new_vocab_size == 32768
+ ), f"New Tokenzier has vocab_size: {new_vocab_size} but has to be equal to 32768. Make sure to pass a v2 or v3 tokenizer file"
+
+ vocabulary_delta = new_vocab_size - original_vocab_size
+
+ # Check that 0...FIRST_PIECE_ID-1 are UNK + control characters and FIRST_PIECE_ID is the first piece
+ assert tokenizer._model.id_to_piece(vocabulary_delta + FIRST_PIECE_ID) == "<0x00>"
+ assert tokenizer._model.id_to_piece(FIRST_PIECE_ID - 1) == ""
+
+ assert isinstance(tokenizer, SentencePieceTokenizer)
+
+ original_embeddings = original_ckpt["tok_embeddings.weight"]
+
+ assert (
+ original_vocab_size == original_embeddings.shape[0]
+ ), f"Original vocab size {original_vocab_size} is not equal to original embeddings shape {original_embeddings.shape[0]}."
+
+ dim = original_embeddings.shape[1]
+
+ # Extend embeddings
+ extended_embeddings = torch.zeros(
+ tokenizer.n_words, dim, dtype=original_embeddings.dtype
+ )
+ extended_embeddings[:original_vocab_size] = original_embeddings
+ extended_embeddings[:FIRST_PIECE_ID] = original_embeddings[:FIRST_PIECE_ID]
+ extended_embeddings[FIRST_PIECE_ID + vocabulary_delta :] = original_embeddings[
+ FIRST_PIECE_ID:
+ ]
+
+ # randomly initialize new tokens
+ extended_tokens = torch.empty(
+ vocabulary_delta, dim, dtype=original_embeddings.dtype
+ )
+ torch.nn.init.normal_(extended_tokens, std=1 / math.sqrt(dim))
+
+ extended_embeddings[FIRST_PIECE_ID : FIRST_PIECE_ID + vocabulary_delta] = (
+ extended_tokens
+ )
+
+ # Extend output
+ original_output = original_ckpt["output.weight"]
+ assert (
+ original_output.shape[0] == original_vocab_size
+ ), f"Original output shape {original_output.shape[0]} is not equal to {original_vocab_size}."
+ assert (
+ original_output.shape[1] == dim
+ ), f"Original output dim {original_output.shape[1]} is not equal to embedding dim {dim}."
+
+ assert (
+ original_output.dtype == original_embeddings.dtype
+ ), f"Original output and embeddings have different dtypes: {original_output.dtype} vs {original_embeddings.dtype}."
+
+ extended_output = torch.zeros(tokenizer.n_words, dim, dtype=original_output.dtype)
+ extended_output[:FIRST_PIECE_ID] = original_output[:FIRST_PIECE_ID]
+ extended_output[FIRST_PIECE_ID + vocabulary_delta :] = original_output[
+ FIRST_PIECE_ID:
+ ]
+
+ # randomly initialize new tokens
+ extended_tokens = torch.empty(vocabulary_delta, dim, dtype=original_output.dtype)
+ torch.nn.init.normal_(extended_tokens, std=1 / math.sqrt(dim))
+
+ extended_output[FIRST_PIECE_ID : FIRST_PIECE_ID + vocabulary_delta] = (
+ extended_tokens
+ )
+
+ original_ckpt["tok_embeddings.weight"] = extended_embeddings
+ original_ckpt["output.weight"] = extended_output
+
+ new_ckpt_path = extended_model / "consolidated.00.pth"
+ print(f"Exporting extended model to {extended_model} ...")
+ torch.save(original_ckpt, new_ckpt_path)
+
+ params_path = extended_model / "params.json"
+ with open(params_path, "w") as f:
+ model_dict = model_args.to_dict()
+ del model_dict["lora"]
+ if model_dict["moe"] is None:
+ del model_dict["moe"]
+ model_dict["vocab_size"] = new_vocab_size
+
+ f.write(json.dumps(model_dict, indent=4))
+
+
+def main():
+ parser = argparse.ArgumentParser(
+ description="Extend a model using the specified original model, extended model, and tokenizer paths."
+ )
+ parser.add_argument(
+ "--original_model_ckpt", type=Path, help="Path to the original model folder."
+ )
+ parser.add_argument(
+ "--extended_model_ckpt", type=Path, help="Path to the extended model file."
+ )
+ args = parser.parse_args()
+
+ extend_model(
+ original_model=args.original_model_ckpt,
+ extended_model=args.extended_model_ckpt,
+ )
+
+
+if __name__ == "__main__":
+ main()
diff --git a/utils/merge_lora.py b/utils/merge_lora.py
new file mode 100644
index 0000000000000000000000000000000000000000..4fce6909904320f031bdf8720483a589ff3897b2
--- /dev/null
+++ b/utils/merge_lora.py
@@ -0,0 +1,90 @@
+import argparse
+from typing import Dict, Optional
+
+import safetensors.torch
+import torch
+import tqdm
+
+
+def merge_checkpoints(
+ model_checkpoint: Dict[str, torch.Tensor],
+ lora_checkpoint: Dict[str, torch.Tensor],
+ scaling: float,
+ save_dtype: Optional[torch.dtype] = None,
+):
+ save_dtype = save_dtype or next(iter(lora_checkpoint.values())).dtype
+ print(f"Merging to {save_dtype} precision...")
+
+ keys_to_update = [
+ key for key in lora_checkpoint.keys() if "norm" in key or "lora_A" in key
+ ]
+ assert any(
+ "lora_A" in k or "lora_B" in k for k in keys_to_update
+ ), "No `lora` keys found in your checkpoint. Check that `lora_ckpt` is correct."
+
+ for key in tqdm.tqdm(keys_to_update):
+ if "norm" in key:
+ model_checkpoint[key] = lora_checkpoint[key].to("cpu")
+ else:
+ weight_name = key.replace("lora_A.weight", "weight")
+
+ lora_A_weight = lora_checkpoint[key].to("cuda")
+ lora_B_weight = lora_checkpoint[key.replace("lora_A", "lora_B")].to("cuda")
+
+ weight = lora_B_weight.mm(lora_A_weight) * scaling
+ weight += model_checkpoint[weight_name].to("cuda")
+ weight = weight.to(save_dtype)
+
+ model_checkpoint[weight_name] = weight.to("cpu")
+
+ # cast all tensors to save dtype
+ for key in tqdm.tqdm(model_checkpoint.keys()):
+ model_checkpoint[key] = model_checkpoint[key].to(save_dtype)
+
+
+def load(filename: str):
+ if filename.endswith(".safetensors"):
+ return safetensors.torch.load_file(filename)
+ else:
+ return torch.load(filename)
+
+
+def main(args):
+ model_checkpoint = load(args.initial_model_ckpt)
+ lora_checkpoint = load(args.lora_ckpt)
+
+ merge_checkpoints(model_checkpoint, lora_checkpoint, args.scaling)
+
+ safetensors.torch.save_file(model_checkpoint, args.dump_ckpt)
+
+ print(f"Merged checkpoint saved to {args.dump_ckpt}")
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(
+ description="Merge a LoRA checkpoint into a model checkpoint."
+ )
+ parser.add_argument(
+ "--initial_model_ckpt",
+ type=str,
+ required=True,
+ help="Path to the model checkpoint.",
+ )
+ parser.add_argument(
+ "--lora_ckpt", type=str, required=True, help="Path to the LoRA checkpoint."
+ )
+ parser.add_argument(
+ "--dump_ckpt",
+ type=str,
+ required=True,
+ help="Path to save the merged checkpoint.",
+ )
+ parser.add_argument(
+ "--scaling",
+ type=float,
+ default=2.0,
+ help="Scaling factor for the LoRA checkpoint. Default is 2.0.",
+ )
+
+ args = parser.parse_args()
+ main(args)
diff --git a/utils/reformat_data.py b/utils/reformat_data.py
new file mode 100755
index 0000000000000000000000000000000000000000..465abfabce65cff3af78a1d80d533bd5f46c1700
--- /dev/null
+++ b/utils/reformat_data.py
@@ -0,0 +1,88 @@
+#!/usr/bin/env python3
+import argparse
+import json
+import os
+import random
+import string
+
+
+def reformat_jsonl(input_file):
+ output_file = input_file + ".tmp"
+
+ content_keys = ["content", "text"]
+ with open(input_file, "r") as infile, open(output_file, "w") as outfile:
+ for idx, line in enumerate(infile):
+ data = json.loads(line)
+ if "functions" in data:
+ data["tools"] = [{"function": func} for func in data["functions"]]
+ del data["functions"]
+
+ skip_sample = False
+ if "messages" in data:
+ for i, msg in enumerate(data["messages"]):
+ if "function_call" in msg:
+ if "content" in msg:
+ assert msg["content"] == ""
+ del msg["content"]
+
+ arguments = json.loads(msg["function_call"]["arguments"])
+ msg["function_call"]["arguments"] = json.dumps(arguments)
+
+ msg["tool_calls"] = [{"function": msg.pop("function_call")}]
+
+ for key in content_keys:
+ if key in msg and msg[key] == "":
+ if "tool_calls" in msg:
+ del msg[key]
+ print(
+ f"Delete empty '{key}' field in tool call message in line {idx}"
+ )
+
+ if all(msg.get(key) in ["", None] for key in content_keys):
+ # conversation is incorrect
+ skip_sample = True
+
+ if msg["role"] in ["function", "tool"]:
+ msg["role"] = "tool"
+ if "tool_call_id" not in msg:
+ msg["tool_call_id"] = "".join(
+ random.choices(
+ string.ascii_letters + string.digits, k=9
+ )
+ )
+
+ # make sure prev
+ if data["messages"][i - 1]["role"] == "assistant":
+ prev_msg = data["messages"][i - 1]
+ if "tool_calls" in prev_msg:
+ tool_name = prev_msg["tool_calls"][0]["function"][
+ "name"
+ ]
+
+ assert tool_name == msg["name"]
+ prev_msg["tool_calls"][0]["id"] = msg["tool_call_id"]
+
+ # make sure last message is an assistant message
+ while (
+ len(data["messages"]) > 0
+ and data["messages"][-1]["role"] != "assistant"
+ ):
+ data["messages"].pop()
+
+ if len(data["messages"]) == 0:
+ skip_sample = True
+
+ if not skip_sample:
+ outfile.write(json.dumps(data) + "\n")
+ else:
+ print(f"Skip {idx}th sample")
+
+ os.rename(output_file, input_file)
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(description="Reformat a JSONL file.")
+ parser.add_argument("file", type=str, help="The input JSONL file")
+
+ args = parser.parse_args()
+ reformat_jsonl(args.file)
diff --git a/utils/reformat_data_glaive.py b/utils/reformat_data_glaive.py
new file mode 100644
index 0000000000000000000000000000000000000000..0f908b64d03e2584dd18f62c94b34f4aaae9a293
--- /dev/null
+++ b/utils/reformat_data_glaive.py
@@ -0,0 +1,127 @@
+#!/usr/bin/env python3
+import argparse
+import json
+import os
+import random
+import string
+
+
+def reformat_jsonl(input_file): # noqa: C901
+ output_file = os.path.splitext(input_file)[0] + "_reformatted.jsonl"
+ skipped_samples = []
+
+ with open(input_file, "r") as infile, open(output_file, "w") as outfile:
+ for i, line in enumerate(infile):
+ reformat_data = True
+ data = json.loads(line)
+
+ # Extract function description
+ try:
+ function_desc = json.loads(data["function_description"])
+ except json.decoder.JSONDecodeError:
+ function_desc = (
+ data["function_description"].replace("\n", "").replace("}{", "},{").replace("\\t", "")
+ )
+ function_desc = "[{" + function_desc[1:-1] + "}]"
+ function_desc = json.loads(function_desc)
+
+ function_desc = function_desc if isinstance(function_desc, list) else [function_desc]
+
+ # Reformat tools section
+ if len(function_desc) == 1 and function_desc[0] == {}:
+ tools = None
+ else:
+ tools = []
+ for f in function_desc:
+ if f["parameters"] is None:
+ f["parameters"] = {}
+ tools.append({"type": "function", "function": f})
+
+ messages = []
+
+ # Process conversations
+ for idx, msg in enumerate(data["conversations"]):
+ role = msg["from"]
+ content = msg["value"]
+
+ if role == "system":
+ messages.append(
+ {"role": "system", "content": content.split(" -")[0]}
+ )
+ elif role == "human":
+ messages.append({"role": "user", "content": content})
+ elif role == "function-call":
+ try:
+ function_call = json.loads(content)
+ except json.decoder.JSONDecodeError:
+ content = content.replace("'", "").replace("\\", "'")
+ try:
+ function_call = json.loads(content)
+ except: # noqa: E722
+ skipped_samples.append(str(i))
+ reformat_data = False
+ break
+
+ if not isinstance(function_call, list):
+ function_calls = [function_call]
+ else:
+ function_calls = function_call
+
+ tool_calls = []
+ for function_call in function_calls:
+ assert not isinstance(function_call, list)
+ tool_call_id = "".join(
+ random.choices(string.ascii_letters + string.digits, k=9)
+ )
+
+ if "arguments" in function_call and not isinstance(function_call["arguments"], str):
+ function_call["arguments"] = str(function_call["arguments"])
+ elif "arguments" not in function_call:
+ function_call["arguments"] = ""
+
+ tool_calls.append({"id": tool_call_id, "type": "function", "function": function_call})
+
+ messages.append(
+ {
+ "role": "assistant",
+ "tool_calls": tool_calls
+ }
+ )
+ elif role == "function-response":
+ if "tool_calls" not in messages[-1]:
+ skipped_samples.append(str(i))
+ reformat_data = False
+ break
+
+ assert len(messages[-1]["tool_calls"]) == 1
+ tool_call_id = messages[-1]["tool_calls"][0]["id"]
+ messages.append(
+ {
+ "role": "tool",
+ "content": content,
+ "tool_call_id": tool_call_id,
+ }
+ )
+ elif role == "gpt":
+ messages.append({"role": "assistant", "content": content})
+
+ output_data = {"messages": messages}
+
+ if tools is not None:
+ output_data["tools"] = tools
+
+ if reformat_data:
+ outfile.write(json.dumps(output_data) + "\n")
+
+ os.rename(output_file, input_file)
+ print(
+ f"Skipped {len(skipped_samples)} samples ({len(skipped_samples) / i:.2%}). The following samples are incorrectly formated: \n\n {', '.join(skipped_samples)}"
+ )
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(description="Reformat a JSONL file.")
+ parser.add_argument("file", type=str, help="The input JSONL file")
+
+ args = parser.parse_args()
+ reformat_jsonl(args.file)
diff --git a/utils/validate_data.py b/utils/validate_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..8d8b686b240a63e08d8b3be053c0d7f47bb0e5dd
--- /dev/null
+++ b/utils/validate_data.py
@@ -0,0 +1,366 @@
+import argparse
+import json
+from pathlib import Path
+from typing import Dict
+
+from mistral_common.exceptions import (
+ InvalidAssistantMessageException,
+ InvalidFunctionCallException,
+ InvalidMessageStructureException,
+ InvalidToolSchemaException,
+ TokenizerException,
+)
+from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
+from tqdm import tqdm
+
+from finetune.args import TrainArgs
+from finetune.data.dataset import parse_data_sources
+from finetune.data.tokenize import (
+ ConversationFormatError,
+ FunctionFormatError,
+ MessageFormatError,
+ SampleType,
+ ToolCallFormatError,
+ UnrecognizedRoleError,
+ build_instruct_sample,
+ get_pretrain_sample,
+ tokenize,
+)
+
+NUM_GPUS = 8
+
+# EXPECTED WPS for batch_size = 32768 per GPU on H100
+EXPECTED_WPS = {
+ "open-mistral-7b": 5720,
+ "open-mixtral-8x7b": 2966,
+ "open-mixtral-8x22b": 1007,
+}
+
+MIN_NUM_JSONL_LINES = 10
+MAX_NUM_JSONL_LINES = 10_000_000
+
+MIN_BYTES = 1_000
+MAX_BYTES = 10_000_000_000 # rougly 10 GB
+
+
+def convert_seconds_to_hms(seconds: float) -> str:
+ hours = int(seconds // 3600)
+ seconds %= 3600
+ minutes = int(seconds // 60)
+ seconds %= 60
+
+ seconds = int(seconds)
+ return f"{hours:02d}:{minutes:02d}:{seconds:02d}"
+
+
+def verify_size(jsonl_file: Path):
+ print(f"Verifying {jsonl_file} ...")
+ with jsonl_file.open() as f:
+ num_lines = 0
+ num_bytes = 0
+ for line in f:
+ num_lines += 1
+ num_bytes += len(line)
+
+ if num_lines < MIN_NUM_JSONL_LINES:
+ raise ValueError(
+ f"{jsonl_file} has only {num_lines} conversation which is less than the minimum amount of conversations required per dataset file: {MIN_NUM_JSONL_LINES}. Please make sure that each dataset has at least {MIN_NUM_JSONL_LINES} conversations."
+ )
+ elif num_bytes < MIN_BYTES:
+ raise ValueError(
+ f"{jsonl_file} has only {num_bytes} bytes which is less than the minimum amount of bytes required per dataset file: {MIN_BYTES}. Please make sure that each dataset has at least {MIN_BYTES} bytes."
+ )
+ elif num_lines > MAX_NUM_JSONL_LINES:
+ raise ValueError(
+ f"{jsonl_file} has {num_lines} conversation which is more than the maximum amount of allowed per dataset file: {MAX_NUM_JSONL_LINES}. Please make sure that each dataset has no more than {MAX_NUM_JSONL_LINES} conversations."
+ )
+ elif num_bytes > MAX_BYTES:
+ raise ValueError(
+ f"{jsonl_file} has {num_bytes} bytes which is more than the maximum amount of bytes allowed per dataset file: {MAX_BYTES}. Please make sure that each dataset has no more than {MAX_BYTES} bytes."
+ )
+
+ print(
+ f"Dataset {jsonl_file} is valid. Dataset has {num_lines} conversations amounting to a total of {num_bytes} bytes."
+ )
+
+
+def get_train_stats(
+ num_tokens: Dict[str, int],
+ datasets_proportion: Dict[str, float],
+ train_args: TrainArgs,
+ return_type: str,
+):
+ dataset_tokens = sum(num_tokens.values())
+ batch_size = train_args.batch_size * train_args.seq_len * NUM_GPUS
+
+ if Path(train_args.model_id_or_path).is_dir():
+ params_config = json.load(
+ (Path(train_args.model_id_or_path) / "params.json").open()
+ )
+
+ if params_config["dim"] == 4096 and params_config.get("moe") is None:
+ model_id = "open-mistral-7b"
+ elif params_config["dim"] == 4096 and params_config.get("moe") is not None:
+ model_id = "open-mixtral-8x7b"
+ elif params_config["dim"] == 6144:
+ model_id = "open-mixtral-8x22b"
+ else:
+ raise ValueError("Provided model folder seems incorrect.")
+ else:
+ model_id = train_args.model_id_or_path
+
+ wps = EXPECTED_WPS[model_id]
+
+ if return_type == "expected":
+ train_tokens = train_args.max_steps * batch_size
+ max_steps = train_args.max_steps
+ num_epochs = train_tokens / dataset_tokens
+ elif return_type == "recommended":
+ num_epochs = 3
+ max_steps = int(sum(num_tokens.values()) / batch_size * num_epochs)
+ train_tokens = max_steps * batch_size
+ else:
+ raise ValueError(
+ f"`return_type` is {return_type}, but has to be one of ['expected', 'recommended']"
+ )
+
+ expected_time_in_sec = train_tokens / NUM_GPUS / wps
+
+ # Add 5min buffer for loading/init/ckpt/eval
+ expected_time_in_sec += 300
+
+ train_tokens_per_dataset = {
+ k: (train_tokens * v) for k, v in datasets_proportion.items()
+ }
+
+ return {
+ "eta": convert_seconds_to_hms(expected_time_in_sec),
+ "data_tokens": dataset_tokens,
+ "train_tokens": train_tokens,
+ "epochs": f"{num_epochs:.2f}",
+ "max_steps": max_steps,
+ "data_tokens_per_dataset": {k: f"{v:.1f}" for k, v in num_tokens.items()},
+ "train_tokens_per_dataset": {
+ k: f"{v:.1f}" for k, v in train_tokens_per_dataset.items()
+ },
+ "epochs_per_dataset": {
+ k: f"{(train_tokens_per_dataset[k] / num_tokens[k]):.1f}"
+ for k in num_tokens.keys()
+ },
+ }
+
+
+def main(args):
+ train_args = TrainArgs.load(args.train_yaml)
+
+ yaml_data_errors = []
+ conversation_format_errors = []
+ message_format_errors = []
+ tokenization_errors = []
+
+ # Check if pretrain can be loaded
+ # train_pretrain_data = train_args.data.data
+ data = [("train", train_args.data.data, train_args.data.instruct_data)]
+
+ if train_args.data.eval_instruct_data != "":
+ data.append(("eval", "", train_args.data.eval_instruct_data))
+
+ EXPECTED_WPS.keys()
+
+ instruct_tokenizer = MistralTokenizer.v3().instruct_tokenizer
+
+ for name, pretrain_file, instruct_file in data:
+ datasets, weights = parse_data_sources(pretrain_file, instruct_file)
+ data_types = [d.sample_type for d in datasets]
+ datasets = [str(d.path) for d in datasets]
+
+ datasets_proportion = dict(zip(datasets, weights))
+ num_tokens = {k: 0 for k in datasets_proportion}
+
+ for data_type, dataset in tqdm(zip(data_types, datasets)):
+ # verify_size(Path(dataset))
+ print(f"Validating {dataset} ...")
+
+ corrected_dataset = dataset + ".corrected"
+ correct_lines = []
+
+ sub_yaml_data_errors = []
+ sub_conversation_format_errors = []
+ sub_message_format_errors = []
+ sub_tokenization_errors = []
+
+ # Load the dataset
+ with open(dataset, "r", encoding="utf-8") as f:
+ lines = f.readlines()
+ for idx, line in tqdm(enumerate(lines), total=len(lines)):
+ try:
+ data = json.loads(line)
+ except ValueError as e:
+ prefix = f"The data in line {idx + 1} of dataset {dataset} is incorrectly formated."
+ sub_yaml_data_errors.append(prefix + str(e))
+ continue
+
+ if data_type == SampleType.PRETRAIN:
+ # TODO(Patrick) - Get good error message
+ sample = get_pretrain_sample(data)
+ else:
+ try:
+ sample = build_instruct_sample(data)
+
+ except (
+ ConversationFormatError,
+ UnrecognizedRoleError,
+ MessageFormatError,
+ ToolCallFormatError,
+ FunctionFormatError,
+ InvalidAssistantMessageException,
+ InvalidFunctionCallException,
+ InvalidMessageStructureException,
+ InvalidToolSchemaException,
+ ) as e:
+ prefix = f"The data in line {idx + 1} of dataset {dataset} is incorrectly formated."
+ if isinstance(
+ e, (ConversationFormatError, FunctionFormatError)
+ ):
+ sub_conversation_format_errors.append(prefix + str(e))
+ elif isinstance(
+ e,
+ (
+ MessageFormatError,
+ UnrecognizedRoleError,
+ ToolCallFormatError,
+ ),
+ ):
+ sub_message_format_errors.append(prefix + str(e))
+ if isinstance(
+ e,
+ (
+ InvalidFunctionCallException,
+ InvalidMessageStructureException,
+ InvalidAssistantMessageException,
+ InvalidToolSchemaException,
+ ),
+ ):
+ sub_conversation_format_errors.append(prefix + str(e))
+
+ continue
+ try:
+ tokens = tokenize(sample, instruct_tokenizer).tokens
+ except TokenizerException as e:
+ error_message = (
+ f"The data in line {idx + 1} of dataset {dataset} could not be tokenized. "
+ + str(e)
+ )
+ sub_tokenization_errors.append(error_message)
+
+ correct_lines.append(line)
+ num_tokens[dataset] += len(tokens)
+
+ is_sub_error = (
+ len(
+ sub_yaml_data_errors
+ + sub_conversation_format_errors
+ + sub_message_format_errors
+ + sub_tokenization_errors
+ )
+ > 0
+ )
+ if is_sub_error and args.create_corrected:
+ with open(corrected_dataset, "w", encoding="utf-8") as f:
+ for line in correct_lines:
+ f.write(line)
+
+ print(f"Saved {corrected_dataset}.")
+ elif args.create_corrected:
+ print(f"No error in {dataset} - no need to create a corrected version.")
+
+ yaml_data_errors.extend(sub_yaml_data_errors)
+ conversation_format_errors.extend(sub_conversation_format_errors)
+ message_format_errors.extend(sub_message_format_errors)
+ tokenization_errors.extend(sub_tokenization_errors)
+
+ is_error = (
+ len(
+ yaml_data_errors
+ + conversation_format_errors
+ + message_format_errors
+ + tokenization_errors
+ )
+ > 0
+ )
+ if is_error:
+ all_yaml_data_errors = "\n".join(yaml_data_errors)
+ all_conversation_format_errors = "\n".join(conversation_format_errors)
+ all_message_format_errors = "\n".join(message_format_errors)
+ all_tokenization_errors = "\n".join(tokenization_errors)
+ error_report = f"""
+ Data error report
+ ----------------------- \n
+ The passed datasets contains some errors as listed below. Please make sure to fix these errors in order to start training.
+
+ YAML data load errors: \n\n {all_yaml_data_errors} \n\n
+ Conversation format errors: \n\n {all_conversation_format_errors} \n\n
+ Message format errors: \n\n {all_message_format_errors} \n\n
+ Tokenization errors: \n\n {all_tokenization_errors} \n\n
+ """
+ if args.save_reports:
+ with open(args.error_report_txt, "w") as f:
+ f.write(error_report)
+
+ print(error_report)
+ else:
+ print("No errors! Data is correctly formated!")
+
+ if name == "train" and not is_error:
+ expected_stats = get_train_stats(
+ num_tokens, datasets_proportion, train_args, return_type="expected"
+ )
+ stats = {
+ "expected": expected_stats,
+ }
+
+ filenames = (
+ f"{instruct_file}"
+ if pretrain_file == ""
+ else f"{instruct_file} and {pretrain_file}"
+ )
+
+ print(
+ f"Stats for {filenames} \n {20 * '-'} \n {json.dumps(stats, indent=4)}"
+ )
+
+ if args.save_reports:
+ if name == "train":
+ with open(args.train_stats_json, "w") as file:
+ json.dump(stats, file, indent=4)
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser(description="Validate jsonl.")
+ parser.add_argument(
+ "--train_yaml",
+ type=str,
+ help="Path to the data file",
+ )
+ parser.add_argument(
+ "--error_report_txt",
+ type=str,
+ default="data_errors.txt",
+ help="Path to the error report.",
+ )
+ parser.add_argument(
+ "--train_stats_json",
+ type=str,
+ default="train_stats.json",
+ help="Path to training statistics json file.",
+ )
+ parser.add_argument(
+ "--save_reports", action="store_true", help="Save reports to disk"
+ )
+ parser.add_argument(
+ "--create_corrected",
+ action="store_true",
+ help="Skip faulty lines and append all correct lines to `.corrected` datasets.",
+ )
+ args = parser.parse_args()
+ main(args)