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README.md

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+---
+license: apache-2.0
+datasets:
+- cerebras/SlimPajama-627B
+- bigcode/starcoderdata
+language:
+- en
+---
+<div align="center">
+
+# TinyLlama-1.1B
+</div>
+
+The TinyLlama project aims to **pretrain** a **1.1B Llama model on 3 trillion tokens**. With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. The training has started on 2023-09-01. 
+
+<div align="center">
+  <img src="./TinyLlama_logo.png" width="300"/>
+</div>
+
+We adopted exactly the same architecture and tokenizer as Llama 2. This means TinyLlama can be plugged and played in many open-source projects built upon Llama. Besides, TinyLlama is compact with only 1.1B parameters. This compactness allows it to cater to a multitude of applications demanding a restricted computation and memory footprint.
+
+
+#### Releases Schedule
+We will be rolling out intermediate checkpoints following the below schedule. We also include some baseline models for comparison.
+
+| Date       | HF Checkpoint                                   | Tokens | Step | HellaSwag Acc_norm |
+|------------|-------------------------------------------------|--------|------|---------------------|
+| Baseline   | [StableLM-Alpha-3B](https://huggingface.co/stabilityai/stablelm-base-alpha-3b)| 800B   | --   |  38.31            |
+| Baseline   | [Pythia-1B-intermediate-step-50k-105b](https://huggingface.co/EleutherAI/pythia-1b/tree/step50000)             | 105B   | 50k   |  42.04            |
+| Baseline   | [Pythia-1B](https://huggingface.co/EleutherAI/pythia-1b)             | 300B   | 143k   |  47.16            |
+| 2023-09-04 | [TinyLlama-1.1B-intermediate-step-50k-105b](https://huggingface.co/PY007/TinyLlama-1.1B-step-50K-105b) | 105B   | 50k   |  43.50               |
+| 2023-09-16 | --                                             | 500B   | --   |  --               |
+| 2023-10-01 | --                                             | 1T     | --   |  --               |
+| 2023-10-16 | --                                             | 1.5T   | --   |  --               |
+| 2023-10-31 | --                                             | 2T     | --   |  --               |
+| 2023-11-15 | --                                             | 2.5T   | --   |  --               |
+| 2023-12-01 | --                                             | 3T     | --   |  --               |
+
+<!-- | Baseline   | [Pythia-1B-intermediate-52b](https://huggingface.co/EleutherAI/pythia-1b/tree/step25000)             | 52B   | 25k   |  38.81            | -->
+<!-- | Baseline   | [Pythia-1.4B-intermediate-52b](https://huggingface.co/EleutherAI/pythia-1.4b/tree/step25000)             | 52B   | 25k   |  42.49            | -->
+<!-- | Baseline   | [Pythia-1.4B-intermediate-105b](https://huggingface.co/EleutherAI/pythia-1.4b/tree/step50000)             | 105B   | 50k   |  46.14            | -->
+<!-- | 2023-09-04 | [TinyLlama-1.1B-intermediate-52b](https://huggingface.co/PY007/TinyLlama-1.1B-52b)   | 52B    | 25k  |  40.85            |
+| 2023-09-04 | [TinyLlama-1.1B-intermediate-84b](https://huggingface.co/PY007/TinyLlama-1.1B-84b)   | 84B    | 40k  |  42.65            |  -->
+
+It can be observed that TinyLlama has so far progressed well 🎉🎉. 
+
+Meanwhile, you can track the live cross entropy loss [here](https://wandb.ai/lance777/lightning_logs/reports/metric-train_loss-23-09-02-15-26-17---Vmlldzo1MjkzNzMw?accessToken=9843chbl7rfi1w03hxttpcnbo9z8t6088pw3ddn4h8teunaq0cy7j8hw9c5i02ve).
+
+## Training Details
+Below are some details of our training setup:
+
+| Setting                         | Description                                                    |
+|---------------------------------|----------------------------------------------------------------|
+| Parameters                      | 1.1B                                                           |
+| Attention Variant               | Grouped Query Attention                                        |
+| Model Size                      | Layers: 22, Heads: 32, Query Groups: 4, Embedding Size: 2048, Intermediate Size (Swiglu): 5632|
+| Sequence Length                 | 2048                                                           |
+| Batch Size                      | 2 million tokens (2048 * 1024)                                             |
+| Learning Rate                   | 4e-4                                                           |
+| Learning Rate Schedule          | Cosine with 2000 warmup steps                                  |
+| Training Data                   | [Slimpajama](https://huggingface.co/datasets/cerebras/slimpajama-627b) & [Starcoderdata](https://huggingface.co/datasets/bigcode/starcoderdata) |
+| Data Preprocessing              | Excluded GitHub subset of Slimpajama; Sampled all code from Starcoderdata |
+| Combined Dataset Size           | 1 trillion tokens                                              |
+| Total Tokens During Training    | 3 trillion (3 epochs/1430k steps)                                          |
+| Natural Language to Code Ratio  | 7:3                                                            |
+| Hardware                        | 16 A100-40G GPUs                                               |

config.json

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+{
+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "layer_norm_epsilon": 1e-05,
+  "unk_token": "<unk>"
+}

model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d8659344eb1c35228da5cdfd9c81ab663f36601ac9d1806dbc0e3f61647a3a8a
+size 1102178787

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "clean_up_tokenization_spaces": false,
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "legacy": false,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}