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Model: anime-sh/qwen3-8b-rmu-bm25-10b-rebuttal
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-09-26 10:33:16 +08:00
commit c98cee00ac
11 changed files with 336 additions and 0 deletions

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{%- 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 <tools></tools> XML tags:\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\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" }}
{%- 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('<tool_response>') and message.content.endswith('</tool_response>')) %}
{%- 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 '</think>' in content %}
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
{%- set content = content.split('</think>')[-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<think>\n' + reasoning_content.strip('\n') + '\n</think>\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 %}
{{- '<tool_call>\n{"name": "' }}
{{- tool_call.name }}
{{- '", "arguments": ' }}
{%- if tool_call.arguments is string %}
{{- tool_call.arguments }}
{%- else %}
{{- tool_call.arguments | tojson }}
{%- endif %}
{{- '}\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- elif message.role == "tool" %}
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
{{- '<|im_start|>user' }}
{%- endif %}
{{- '\n<tool_response>\n' }}
{{- content }}
{{- '\n</tool_response>' }}
{%- 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 %}
{{- '<think>\n\n</think>\n\n' }}
{%- endif %}
{%- endif %}

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config.json Normal file
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{
"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",
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"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
}

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config.yaml Normal file
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model_name: Qwen/Qwen3-8B
forget_path: unlearning-cleanslate/fsid-curated-qwen3-8b:forget:bm25_10B
retain_path: unlearning-cleanslate/fsid-curated-qwen3-8b:retain:bm25_10B
output_dir: results/rebuttal/train/qwen3-8b-rmu-bm25-10b
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_021302
_run_dir: results/rebuttal/train/qwen3-8b-rmu-bm25-10b/rmu_Qwen3-8B_20260724_021302

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generation_config.json Normal file
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{
"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"
}

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tokenizer.json Normal file
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tokenizer_config.json Normal file
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{
"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
}

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2026-07-24 02:13:14,694 INFO cleanslate.fsid.training.trainer: [RANK 0] FSID train: model=Qwen/Qwen3-8B objective=rmu run_dir=results/rebuttal/train/qwen3-8b-rmu-bm25-10b/rmu_Qwen3-8B_20260724_021302
2026-07-24 02:13:14,694 INFO cleanslate.fsid.training.trainer: [RANK 0] Creating frozen reference model for rmu (dtype=torch.bfloat16)
2026-07-24 02:13:20,360 INFO cleanslate.fsid.training.trainer: [RANK 0] Starting training: objective=rmu epochs=2
2026-07-24 02:13:20,775 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 02:21:03,076 INFO cleanslate.fsid.training.trainer: [RANK 0] Saved checkpoint to results/rebuttal/train/qwen3-8b-rmu-bm25-10b/rmu_Qwen3-8B_20260724_021302
2026-07-24 02:21:03,080 INFO cleanslate.fsid.training.trainer: [RANK 0] Training complete (426.1s)

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{
"run_name": "rmu_Qwen3-8B_20260724_021302",
"run_dir": "results/rebuttal/train/qwen3-8b-rmu-bm25-10b/rmu_Qwen3-8B_20260724_021302",
"config": {
"model_name": "Qwen/Qwen3-8B",
"forget_path": "unlearning-cleanslate/fsid-curated-qwen3-8b:forget:bm25_10B",
"retain_path": "unlearning-cleanslate/fsid-curated-qwen3-8b:retain:bm25_10B",
"output_dir": "results/rebuttal/train/qwen3-8b-rmu-bm25-10b",
"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": 6326,
"num_forget_pairs": 6326,
"num_retain_rows": 1646,
"num_retain_sequences": 1646,
"num_trainable_params": 8190735360,
"num_total_params": 8190735360,
"run_seconds": 426.0725100040436,
"checkpoint_dir": "results/rebuttal/train/qwen3-8b-rmu-bm25-10b/rmu_Qwen3-8B_20260724_021302",
"is_main_process": true
}

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