Model save

README.md

@@ -0,0 +1,90 @@
+---
+license: apache-2.0
+base_model: hZzy/qwen2.5-0.5b-sft-news-IFT
+tags:
+- trl
+- expo
+- generated_from_trainer
+model-index:
+- name: qwen2.5-0.5b-expo-L2EXPO-EXPERIMENT-50-5e6
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/zhiyuzha-university-of-florida/huggingface/runs/a6pnerr5)
+# qwen2.5-0.5b-expo-L2EXPO-EXPERIMENT-50-5e6
+
+This model is a fine-tuned version of [hZzy/qwen2.5-0.5b-sft-news-IFT](https://huggingface.co/hZzy/qwen2.5-0.5b-sft-news-IFT) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 223.1902
+- Logps: -81.8524
+- Logits: -0.6522
+- Objective: 224.4282
+- Dpo Loss: 114.2867
+- Regularize: 224.4282
+- Ranking Simple: 0.5083
+- Ranking Idealized: 0.5093
+- Ranking Idealized Expo: 0.5093
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-06
+- train_batch_size: 4
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 6
+- gradient_accumulation_steps: 12
+- total_train_batch_size: 288
+- total_eval_batch_size: 24
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Logps    | Logits  | Objective | Dpo Loss | Regularize | Ranking Simple | Ranking Idealized | Ranking Idealized Expo |
+|:-------------:|:------:|:----:|:---------------:|:--------:|:-------:|:---------:|:--------:|:----------:|:--------------:|:-----------------:|:----------------------:|
+| 72.7249       | 0.2834 | 50   | 49.7663         | -92.8163 | -1.3016 | 48.7266   | 25.8845  | 48.7266    | 0.5083         | 0.5093            | 0.5093                 |
+| 152.2211      | 0.5668 | 100  | 146.6511        | -80.6726 | -1.2458 | 149.0543  | 74.5413  | 149.0543   | 0.5124         | 0.5093            | 0.5093                 |
+| 149.0411      | 0.8503 | 150  | 179.0229        | -81.4258 | -0.9511 | 179.4755  | 89.5257  | 179.4755   | 0.5124         | 0.5093            | 0.5093                 |
+| 135.6758      | 1.1337 | 200  | 190.7774        | -83.1371 | -0.8760 | 195.4946  | 98.7297  | 195.4946   | 0.5083         | 0.5093            | 0.5093                 |
+| 122.9397      | 1.4171 | 250  | 204.8156        | -81.1880 | -0.8410 | 206.5414  | 104.7900 | 206.5414   | 0.4990         | 0.5093            | 0.5093                 |
+| 109.8686      | 1.7005 | 300  | 216.4334        | -82.2344 | -0.6658 | 216.9471  | 109.1882 | 216.9471   | 0.5083         | 0.5093            | 0.5093                 |
+| 97.6956       | 1.9839 | 350  | 218.2887        | -81.0804 | -0.6323 | 217.4291  | 109.8084 | 217.4291   | 0.5072         | 0.5093            | 0.5093                 |
+| 86.0309       | 2.2674 | 400  | 221.7113        | -83.6082 | -0.5904 | 225.3389  | 115.8749 | 225.3389   | 0.5052         | 0.5093            | 0.5093                 |
+| 78.4362       | 2.5508 | 450  | 221.3732        | -82.0743 | -0.6173 | 224.4839  | 116.2117 | 224.4839   | 0.5114         | 0.5093            | 0.5093                 |
+| 65.179        | 2.8342 | 500  | 223.8012        | -82.3425 | -0.6892 | 227.1755  | 114.9871 | 227.1755   | 0.5083         | 0.5093            | 0.5093                 |
+| 52.3116       | 3.1176 | 550  | 223.6770        | -81.8433 | -0.6290 | 226.7591  | 114.9252 | 226.7591   | 0.5103         | 0.5093            | 0.5093                 |
+| 45.9426       | 3.4010 | 600  | 222.4720        | -81.3168 | -0.6183 | 223.1873  | 113.6331 | 223.1873   | 0.5072         | 0.5093            | 0.5093                 |
+| 37.3789       | 3.6845 | 650  | 223.4119        | -81.7013 | -0.6355 | 225.2157  | 114.6103 | 225.2157   | 0.5072         | 0.5093            | 0.5093                 |
+| 32.7043       | 3.9679 | 700  | 223.5499        | -81.8343 | -0.6585 | 224.4542  | 114.2602 | 224.4542   | 0.5062         | 0.5093            | 0.5093                 |
+| 22.8627       | 4.2513 | 750  | 223.7742        | -81.7547 | -0.6564 | 224.6748  | 114.4499 | 224.6748   | 0.5072         | 0.5093            | 0.5093                 |
+| 19.3618       | 4.5347 | 800  | 223.2886        | -81.8898 | -0.6540 | 224.4371  | 114.3485 | 224.4371   | 0.5083         | 0.5093            | 0.5093                 |
+| 18.3796       | 4.8181 | 850  | 223.1902        | -81.8524 | -0.6522 | 224.4282  | 114.2867 | 224.4282   | 0.5083         | 0.5093            | 0.5093                 |
+
+
+### Framework versions
+
+- Transformers 4.42.0
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

added_tokens.json

@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

all_results.json

@@ -0,0 +1,9 @@
+{
+    "epoch": 4.988190836088805,
+    "total_flos": 0.0,
+    "train_loss": 74.13437041504817,
+    "train_runtime": 35293.9194,
+    "train_samples": 50802,
+    "train_samples_per_second": 7.197,
+    "train_steps_per_second": 0.025
+}

config.json

@@ -0,0 +1,30 @@
+{
+  "_name_or_path": "hZzy/qwen2.5-0.5b-sft-news-IFT",
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151644,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 896,
+  "initializer_range": 0.02,
+  "intermediate_size": 4864,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 24,
+  "model_type": "qwen2",
+  "num_attention_heads": 14,
+  "num_hidden_layers": 24,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151645,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 1000000.0,
+  "sliding_window": 32768,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.42.0",
+  "use_cache": false,
+  "use_mrope": false,
+  "use_sliding_window": false,
+  "vocab_size": 151665
+}

generation_config.json

@@ -0,0 +1,7 @@
+{
+  "bos_token_id": 151644,
+  "eos_token_id": 151645,
+  "max_new_tokens": 2048,
+  "pad_token_id": 151645,
+  "transformers_version": "4.42.0"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:363aaff98ba6f00a229198ffc6438bb7cedf1733bb88e02ced88e64c3d4306f8
+size 1975192208

special_tokens_map.json

@@ -0,0 +1,27 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,196 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": "<|im_start|>",
+  "chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "model_max_length": 2048,
+  "pad_token": "<|im_end|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

train_results.json

@@ -0,0 +1,9 @@
+{
+    "epoch": 4.988190836088805,
+    "total_flos": 0.0,
+    "train_loss": 74.13437041504817,
+    "train_runtime": 35293.9194,
+    "train_samples": 50802,
+    "train_samples_per_second": 7.197,
+    "train_steps_per_second": 0.025
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a127aa0786aa2787c9c7d7c65339a0e7ba3ecc4f660aedd21665e92485a80f87
+size 8184