commit a821d7531f0e6b832f10c9682c1749c5f682c450 Author: ModelHub XC Date: Sat Sep 26 06:29:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: anime-sh/qwen3-8b-rmu-igm-10b-rebuttal 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 merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..01be9b3 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,89 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# 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' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- 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' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..746f56e --- /dev/null +++ b/config.json @@ -0,0 +1,71 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 12288, + "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", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 36, + "model_type": "qwen3", + "num_attention_heads": 32, + "num_hidden_layers": 36, + "num_key_value_heads": 8, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/config.yaml b/config.yaml new file mode 100644 index 0000000..8f3a3fc --- /dev/null +++ b/config.yaml @@ -0,0 +1,35 @@ +model_name: Qwen/Qwen3-8B +forget_path: unlearning-cleanslate/fsid-curated-qwen3-8b:forget:igm_10B +retain_path: unlearning-cleanslate/fsid-curated-qwen3-8b:retain:igm_10B +output_dir: results/rebuttal/train/qwen3-8b-rmu-igm-10b +objective: rmu +num_epochs: 2 +batch_size: 8 +gradient_accum_steps: 4 +lr: 1.0e-05 +weight_decay: 0.0 +warmup_steps: 20 +max_grad_norm: 1.0 +forget_weight: 1.0 +retain_weight: 1.0 +retain_loss_type: embed_diff +npo_beta: 0.1 +simnpo_delta: 0.0 +rmu_steering_coeff: 2.0 +rmu_module_regex: model\.layers\.7 +rmu_control_vec_seed: 0 +undial_beta: 10.0 +save_every: 0 +fsdp_sharding_strategy: full_shard +dtype: bfloat16 +seed: 42 +num_workers: 0 +log_every: 10 +gradient_checkpointing: false +torch_compile: false +push_to_hub: false +hub_repo_id: null +hub_private: false +optim: adamw_torch +_run_name: rmu_Qwen3-8B_20260724_022112 +_run_dir: results/rebuttal/train/qwen3-8b-rmu-igm-10b/rmu_Qwen3-8B_20260724_022112 diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..cf5bf49 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,12 @@ +{ + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "temperature": 0.6, + "top_k": 20, + "top_p": 0.95, + "transformers_version": "5.6.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..8039336 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc56afc18b84d9f307b8971ae186b79c5941a5a5231ff623e7be2d968dc9361b +size 16381517208 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..c7afbed --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506 +size 11422650 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/train.log b/train.log new file mode 100644 index 0000000..cc6f008 --- /dev/null +++ b/train.log @@ -0,0 +1,6 @@ +2026-07-24 02:21:24,422 INFO cleanslate.fsid.training.trainer: [RANK 0] FSID train: model=Qwen/Qwen3-8B objective=rmu run_dir=results/rebuttal/train/qwen3-8b-rmu-igm-10b/rmu_Qwen3-8B_20260724_022112 +2026-07-24 02:21:24,422 INFO cleanslate.fsid.training.trainer: [RANK 0] Creating frozen reference model for rmu (dtype=torch.bfloat16) +2026-07-24 02:21:29,601 INFO cleanslate.fsid.training.trainer: [RANK 0] Starting training: objective=rmu epochs=2 +2026-07-24 02:21:30,060 INFO cleanslate.fsid.training.trainer: [RANK 0] RMU control_vec init: dim=4096 seed=0 rank=0 world_size=1 per_rank_norm=2.000000 +2026-07-24 02:28:47,312 INFO cleanslate.fsid.training.trainer: [RANK 0] Saved checkpoint to results/rebuttal/train/qwen3-8b-rmu-igm-10b/rmu_Qwen3-8B_20260724_022112 +2026-07-24 02:28:47,315 INFO cleanslate.fsid.training.trainer: [RANK 0] Training complete (398.8s) diff --git a/train_summary.json b/train_summary.json new file mode 100644 index 0000000..9a76133 --- /dev/null +++ b/train_summary.json @@ -0,0 +1,48 @@ +{ + "run_name": "rmu_Qwen3-8B_20260724_022112", + "run_dir": "results/rebuttal/train/qwen3-8b-rmu-igm-10b/rmu_Qwen3-8B_20260724_022112", + "config": { + "model_name": "Qwen/Qwen3-8B", + "forget_path": "unlearning-cleanslate/fsid-curated-qwen3-8b:forget:igm_10B", + "retain_path": "unlearning-cleanslate/fsid-curated-qwen3-8b:retain:igm_10B", + "output_dir": "results/rebuttal/train/qwen3-8b-rmu-igm-10b", + "objective": "rmu", + "num_epochs": 2, + "batch_size": 8, + "gradient_accum_steps": 4, + "lr": 1e-05, + "weight_decay": 0.0, + "warmup_steps": 20, + "max_grad_norm": 1.0, + "forget_weight": 1.0, + "retain_weight": 1.0, + "retain_loss_type": "embed_diff", + "npo_beta": 0.1, + "simnpo_delta": 0.0, + "rmu_steering_coeff": 2.0, + "rmu_module_regex": "model\\.layers\\.7", + "rmu_control_vec_seed": 0, + "undial_beta": 10.0, + "save_every": 0, + "fsdp_sharding_strategy": "full_shard", + "dtype": "bfloat16", + "seed": 42, + "num_workers": 0, + "log_every": 10, + "gradient_checkpointing": false, + "torch_compile": false, + "push_to_hub": false, + "hub_repo_id": null, + "hub_private": false, + "optim": "adamw_torch" + }, + "num_forget_rows": 5960, + "num_forget_pairs": 5960, + "num_retain_rows": 1646, + "num_retain_sequences": 1646, + "num_trainable_params": 8190735360, + "num_total_params": 8190735360, + "run_seconds": 398.80741572380066, + "checkpoint_dir": "results/rebuttal/train/qwen3-8b-rmu-igm-10b/rmu_Qwen3-8B_20260724_022112", + "is_main_process": true +} \ No newline at end of file diff --git a/training_args.bin b/training_args.bin new file mode 100644 index 0000000..61dfd46 --- /dev/null +++ b/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fc50131535aedfae1894cf08f9c5689e8fd36c69c53b857849c3057622081dd2 +size 5329