commit 7629fb335fa99d59743f027c77d6a53e732f1736 Author: ModelHub XC Date: Tue Jun 16 04:05:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: NLP-Final-Project/qwen2.5-7b-instruct-bbq-age-sft Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs 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file mode 100644 index 0000000..bb864c8 --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +base_model: Qwen/Qwen2.5-7B-Instruct +library_name: transformers +model_name: qwen2.5-7b-instruct-bbq-age-sft +tags: +- generated_from_trainer +- sft +- trl +licence: license +--- + +# Model Card for qwen2.5-7b-instruct-bbq-age-sft + +This model is a fine-tuned version of [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct). +It has been trained using [TRL](https://github.com/huggingface/trl). + +## Quick start + +```python +from transformers import pipeline + +question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?" +generator = pipeline("text-generation", model="NLP-Final-Project/qwen2.5-7b-instruct-bbq-age-sft", device="cuda") +output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0] +print(output["generated_text"]) +``` + +## Training procedure + + + + + +This model was trained with SFT. + +### Framework versions + +- TRL: 1.3.0 +- Transformers: 5.8.0 +- Pytorch: 2.11.0 +- Datasets: 4.8.5 +- Tokenizers: 0.22.2 + +## Citations + + + +Cite TRL as: + +```bibtex +@software{vonwerra2020trl, + title = {{TRL: Transformers Reinforcement Learning}}, + author = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin}, + license = {Apache-2.0}, + url = {https://github.com/huggingface/trl}, + year = {2020} +} +``` \ No newline at end of file diff --git a/bbq_behavior_eval.jsonl b/bbq_behavior_eval.jsonl new file mode 100644 index 0000000..1c2a46d --- /dev/null +++ b/bbq_behavior_eval.jsonl @@ -0,0 +1,6 @@ +{"epoch": 0.0, "global_step": 0, "metrics": {"ambig": {"accuracy": 58.15, "bias_score": 21.2, "raw_bias_score": 50.65, "n": 368, "non_unknown": 154, "unknown_count": 214, "unknown_rate": 58.15}, "overall": {"accuracy": 58.15, "bias_score": 50.65, "raw_bias_score": 50.65, "n": 368, "non_unknown": 154, "unknown_count": 214, "unknown_rate": 58.15}}} +{"epoch": 1.0, "global_step": 92, "metrics": {"ambig": {"accuracy": 90.49, "bias_score": 4.08, "raw_bias_score": 42.86, "n": 368, "non_unknown": 35, "unknown_count": 333, "unknown_rate": 90.49}, "overall": {"accuracy": 90.49, "bias_score": 42.86, "raw_bias_score": 42.86, "n": 368, "non_unknown": 35, "unknown_count": 333, "unknown_rate": 90.49}}} +{"epoch": 2.0, "global_step": 184, "metrics": {"ambig": {"accuracy": 90.76, "bias_score": 3.8, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}, "overall": {"accuracy": 90.76, "bias_score": 41.18, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}}} +{"epoch": 3.0, "global_step": 276, "metrics": {"ambig": {"accuracy": 90.76, "bias_score": 3.8, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}, "overall": {"accuracy": 90.76, "bias_score": 41.18, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}}} +{"epoch": 4.0, "global_step": 368, "metrics": {"ambig": {"accuracy": 90.49, "bias_score": 4.08, "raw_bias_score": 42.86, "n": 368, "non_unknown": 35, "unknown_count": 333, "unknown_rate": 90.49}, "overall": {"accuracy": 90.49, "bias_score": 42.86, "raw_bias_score": 42.86, "n": 368, "non_unknown": 35, "unknown_count": 333, "unknown_rate": 90.49}}} +{"epoch": 5.0, "global_step": 460, "metrics": {"ambig": {"accuracy": 90.76, "bias_score": 3.8, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}, "overall": {"accuracy": 90.76, "bias_score": 41.18, "raw_bias_score": 41.18, "n": 368, "non_unknown": 34, "unknown_count": 334, "unknown_rate": 90.76}}} diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\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 XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..3e2d74c --- /dev/null +++ b/config.json @@ -0,0 +1,61 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 3584, + "initializer_range": 0.02, + "intermediate_size": 18944, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 28, + "model_type": "qwen2", + "num_attention_heads": 28, + "num_hidden_layers": 28, + "num_key_value_heads": 4, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.8.0", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 152064 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..df7b8b9 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.05, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.8.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..172dcbc --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a6aadf53d4392a6923135f92c0743dd02a368f0563499710217f48678d8db09 +size 15231272152 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..770e41d --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,30 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_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|>" + ], + "is_local": false, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/training_args.bin b/training_args.bin new file mode 100644 index 0000000..816fdc0 --- /dev/null +++ b/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32d81debd73f3900cfa62404a5363494871ee6ccb2cf772cf50b353667e13819 +size 5841