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README.md

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+---
+library_name: transformers
+license: other
+base_model: Qwen2.5-14B-Instruct
+tags:
+- llama-factory
+- full
+- generated_from_trainer
+model-index:
+- name: Qwen2.5-14B-Instruct-critic_lean_mix_48k
+  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. -->
+
+# Qwen2.5-14B-Instruct-critic_lean_mix_48k
+
+This model is a fine-tuned version of [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen2.5-14B-Instruct) on the critic_lean_mix_48k dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.2970
+
+## 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: 2
+- eval_batch_size: 1
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 16
+- total_train_batch_size: 32
+- total_eval_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 3.0
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| 0.348         | 1.0   | 1485 | 0.2822          |
+| 0.2655        | 2.0   | 2970 | 0.2750          |
+| 0.1382        | 3.0   | 4455 | 0.2970          |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.2.1+cu121
+- Datasets 2.21.0
+- Tokenizers 0.19.1

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all_results.json

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+{
+    "epoch": 3.0,
+    "eval_loss": 0.29699257016181946,
+    "eval_runtime": 15.9659,
+    "eval_samples_per_second": 30.064,
+    "eval_steps_per_second": 1.879,
+    "tflops": 0.07104939945192446,
+    "token/s": 964.1313936883596,
+    "total_flos": 940586567729152.0,
+    "train_loss": 0.23212839591115145,
+    "train_runtime": 12724.6535,
+    "train_samples_per_second": 11.203,
+    "train_steps_per_second": 0.35
+}

config.json

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+{
+  "_name_or_path": "Qwen2.5-14B-Instruct",
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 13824,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 70,
+  "model_type": "qwen2",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.44.2",
+  "use_cache": false,
+  "use_sliding_window": false,
+  "vocab_size": 152064
+}

eval_results.json

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+{
+    "epoch": 3.0,
+    "eval_loss": 0.29699257016181946,
+    "eval_runtime": 15.9659,
+    "eval_samples_per_second": 30.064,
+    "eval_steps_per_second": 1.879
+}

generation_config.json

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+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.44.2"
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+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,208 @@
+{
+  "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|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n    {%- else %}\n        {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\n        {%- endif %}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n            {{- '\\n<tool_call>\\n{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "model_max_length": 2048,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

train_results.json

@@ -0,0 +1,10 @@
+{
+    "epoch": 3.0,
+    "tflops": 0.07104939945192446,
+    "token/s": 964.1313936883596,
+    "total_flos": 940586567729152.0,
+    "train_loss": 0.23212839591115145,
+    "train_runtime": 12724.6535,
+    "train_samples_per_second": 11.203,
+    "train_steps_per_second": 0.35
+}

trainer_log.jsonl

@@ -0,0 +1,8 @@
+{"current_steps": 1000, "total_steps": 4455, "loss": 0.348, "lr": 4.768086838764333e-06, "epoch": 0.6734006734006734, "percentage": 22.45, "elapsed_time": "0:45:57", "remaining_time": "2:38:48"}
+{"current_steps": 1485, "total_steps": 4455, "eval_loss": 0.282153457403183, "epoch": 1.0, "percentage": 33.33, "elapsed_time": "1:07:57", "remaining_time": "2:15:55"}
+{"current_steps": 2000, "total_steps": 4455, "loss": 0.2655, "lr": 3.3643505985087776e-06, "epoch": 1.3468013468013469, "percentage": 44.89, "elapsed_time": "1:33:44", "remaining_time": "1:55:04"}
+{"current_steps": 2970, "total_steps": 4455, "eval_loss": 0.2749512493610382, "epoch": 2.0, "percentage": 66.67, "elapsed_time": "2:17:33", "remaining_time": "1:08:46"}
+{"current_steps": 3000, "total_steps": 4455, "loss": 0.2184, "lr": 1.456442867057975e-06, "epoch": 2.0202020202020203, "percentage": 67.34, "elapsed_time": "2:21:36", "remaining_time": "1:08:40"}
+{"current_steps": 4000, "total_steps": 4455, "loss": 0.1382, "lr": 1.5723692487014912e-07, "epoch": 2.6936026936026938, "percentage": 89.79, "elapsed_time": "3:06:19", "remaining_time": "0:21:11"}
+{"current_steps": 4455, "total_steps": 4455, "eval_loss": 0.29699257016181946, "epoch": 3.0, "percentage": 100.0, "elapsed_time": "3:29:30", "remaining_time": "0:00:00"}
+{"current_steps": 4455, "total_steps": 4455, "epoch": 3.0, "percentage": 100.0, "elapsed_time": "3:32:03", "remaining_time": "0:00:00"}

trainer_state.json

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+{
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 3.0,
+  "eval_steps": 2228,
+  "global_step": 4455,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
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+      "learning_rate": 4.768086838764333e-06,
+      "loss": 0.348,
+      "step": 1000
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+    {
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+      "eval_loss": 0.282153457403183,
+      "eval_runtime": 16.9042,
+      "eval_samples_per_second": 28.395,
+      "eval_steps_per_second": 1.775,
+      "step": 1485
+    },
+    {
+      "epoch": 1.3468013468013469,
+      "grad_norm": 0.9716987928802957,
+      "learning_rate": 3.3643505985087776e-06,
+      "loss": 0.2655,
+      "step": 2000
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+    {
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+      "eval_loss": 0.2749512493610382,
+      "eval_runtime": 16.2016,
+      "eval_samples_per_second": 29.627,
+      "eval_steps_per_second": 1.852,
+      "step": 2970
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+    {
+      "epoch": 2.0202020202020203,
+      "grad_norm": 0.9125202085812286,
+      "learning_rate": 1.456442867057975e-06,
+      "loss": 0.2184,
+      "step": 3000
+    },
+    {
+      "epoch": 2.6936026936026938,
+      "grad_norm": 0.9699172328121177,
+      "learning_rate": 1.5723692487014912e-07,
+      "loss": 0.1382,
+      "step": 4000
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+      "eval_loss": 0.29699257016181946,
+      "eval_runtime": 16.1778,
+      "eval_samples_per_second": 29.67,
+      "eval_steps_per_second": 1.854,
+      "step": 4455
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+    {
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+      "tflops": 0.07104939945192446,
+      "token/s": 964.1313936883596,
+      "total_flos": 940586567729152.0,
+      "train_loss": 0.23212839591115145,
+      "train_runtime": 12724.6535,
+      "train_samples_per_second": 11.203,
+      "train_steps_per_second": 0.35
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+  ],
+  "log_save_evaluate_time": 684.3207356929779,
+  "logging_steps": 1000,
+  "max_steps": 4455,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 3,
+  "save_steps": 1,
+  "stateful_callbacks": {
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 940586567729152.0,
+  "total_tokens": 11608464.0,
+  "train_batch_size": 2,
+  "trial_name": null,
+  "trial_params": null
+}

training_args.bin

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+size 7480