From be952e94ab6d6dca1ecdd9f7c03ccafce84fe78b Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 25 Jun 2026 19:32:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: aaranda233/k8s-rca-orpo Source: Original Platform --- .gitattributes | 38 +++++++++++++++++++++ README.md | 71 +++++++++++++++++++++++++++++++++++++++ adapter_config.json | 48 ++++++++++++++++++++++++++ adapter_model.safetensors | 3 ++ chat_template.jinja | 54 +++++++++++++++++++++++++++++ k8s-rca-orpo-Q4_K_M.gguf | 3 ++ k8s-rca-orpo-Q8_0.gguf | 3 ++ tokenizer.json | 3 ++ tokenizer_config.json | 29 ++++++++++++++++ training_summary.json | 10 ++++++ 10 files changed, 262 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 adapter_config.json create mode 100644 adapter_model.safetensors create mode 100644 chat_template.jinja create mode 100644 k8s-rca-orpo-Q4_K_M.gguf create mode 100644 k8s-rca-orpo-Q8_0.gguf create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 training_summary.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..296ecdd --- /dev/null +++ b/.gitattributes @@ -0,0 +1,38 @@ +*.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 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filter=lfs diff=lfs merge=lfs -text +k8s-rca-orpo-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +k8s-rca-orpo-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..500dbc7 --- /dev/null +++ b/README.md @@ -0,0 +1,71 @@ +--- +base_model: Qwen/Qwen2.5-1.5B-Instruct +library_name: peft +model_name: k8s-rca-orpo +tags: +- base_model:adapter:Qwen/Qwen2.5-1.5B-Instruct +- lora +- orpo +- transformers +- trl +licence: license +pipeline_tag: text-generation +--- + +# Model Card for k8s-rca-orpo + +This model is a fine-tuned version of [Qwen/Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-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="None", 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 ORPO, a method introduced in [ORPO: Monolithic Preference Optimization without Reference Model](https://huggingface.co/papers/2403.07691). + +### Framework versions + +- PEFT 0.19.1 +- TRL: 0.24.0 +- Transformers: 5.5.0 +- Pytorch: 2.10.0 +- Datasets: 4.3.0 +- Tokenizers: 0.22.2 + +## Citations + +Cite ORPO as: + +```bibtex +@article{hong2024orpo, + title = {{ORPO: Monolithic Preference Optimization without Reference Model}}, + author = {Jiwoo Hong and Noah Lee and James Thorne}, + year = 2024, + eprint = {arXiv:2403.07691} +} +``` + +Cite TRL as: + +```bibtex +@misc{vonwerra2022trl, + title = {{TRL: Transformer Reinforcement Learning}}, + author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec}, + year = 2020, + journal = {GitHub repository}, + publisher = {GitHub}, + howpublished = {\url{https://github.com/huggingface/trl}} +} +``` \ No newline at end of file diff --git a/adapter_config.json b/adapter_config.json new file mode 100644 index 0000000..0fae991 --- /dev/null +++ b/adapter_config.json @@ -0,0 +1,48 @@ +{ + "alora_invocation_tokens": null, + "alpha_pattern": {}, + "arrow_config": null, + "auto_mapping": null, + "base_model_name_or_path": "Qwen/Qwen2.5-1.5B-Instruct", + "bias": "none", + "corda_config": null, + "ensure_weight_tying": false, + "eva_config": null, + "exclude_modules": null, + "fan_in_fan_out": false, + "inference_mode": true, + "init_lora_weights": true, + "layer_replication": null, + "layers_pattern": null, + "layers_to_transform": null, + "loftq_config": {}, + "lora_alpha": 32, + "lora_bias": false, + "lora_dropout": 0.05, + "lora_ga_config": null, + "megatron_config": null, + "megatron_core": "megatron.core", + "modules_to_save": null, + "peft_type": "LORA", + "peft_version": "0.19.1", + "qalora_group_size": 16, + "r": 16, + "rank_pattern": {}, + "revision": null, + "target_modules": [ + "gate_proj", + "up_proj", + "q_proj", + "k_proj", + "o_proj", + "v_proj", + "down_proj" + ], + "target_parameters": null, + "task_type": "CAUSAL_LM", + "trainable_token_indices": null, + "use_bdlora": null, + "use_dora": false, + "use_qalora": false, + "use_rslora": false +} \ No newline at end of file diff --git a/adapter_model.safetensors b/adapter_model.safetensors new file mode 100644 index 0000000..4d8d356 --- /dev/null +++ b/adapter_model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb6de07778ec07f5804492fb5adeddd15e0021b940f07fa44306a25a800a1401 +size 73911112 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/k8s-rca-orpo-Q4_K_M.gguf b/k8s-rca-orpo-Q4_K_M.gguf new file mode 100644 index 0000000..6ccc934 --- /dev/null +++ b/k8s-rca-orpo-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe8f959e7acd82ed766965b29da57b570f820242dec841504e8573f563dc6c46 +size 986045472 diff --git a/k8s-rca-orpo-Q8_0.gguf b/k8s-rca-orpo-Q8_0.gguf new file mode 100644 index 0000000..5f762e2 --- /dev/null +++ b/k8s-rca-orpo-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b751d1eaa408600020db4100b07cfb202246e0b85dddebe77c52d1b5f9c17efb +size 1646570016 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..7d75d3b --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,29 @@ +{ + "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, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/training_summary.json b/training_summary.json new file mode 100644 index 0000000..4fe27ae --- /dev/null +++ b/training_summary.json @@ -0,0 +1,10 @@ +{ + "method": "ORPO", + "base_model": "Qwen/Qwen2.5-1.5B-Instruct", + "dataset": "/workspace/dataset/dpo_dataset_v2.jsonl", + "lambda_orpo": 0.1, + "lr": 8e-06, + "epochs": 3, + "train_loss": 0.5324908440029071, + "runtime_min": 50.051775 +} \ No newline at end of file