commit 588a2b45a2f35a074801d7a57ae13cc3c8d63cca Author: ModelHub XC Date: Thu Jun 4 14:57:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: cs-552-2026-claude-bots/group_model 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/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md new file mode 100644 index 0000000..cfd14b0 --- /dev/null +++ b/.ipynb_checkpoints/README-checkpoint.md @@ -0,0 +1,45 @@ +--- +base_model: +- cs-552-2026-claude-bots/general_knowledge_model +- cs-552-2026-claude-bots/safety_model +- cs-552-2026-claude-bots/math_model +library_name: transformers +tags: +- mergekit +- merge + +--- +# Untitled Model (1) + +This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). + +## Merge Details +### Merge Method + +This model was merged using the [Linear](https://arxiv.org/abs/2203.05482) merge method. + +### Models Merged + +The following models were included in the merge: +* [cs-552-2026-claude-bots/general_knowledge_model](https://huggingface.co/cs-552-2026-claude-bots/general_knowledge_model) +* [cs-552-2026-claude-bots/safety_model](https://huggingface.co/cs-552-2026-claude-bots/safety_model) +* [cs-552-2026-claude-bots/math_model](https://huggingface.co/cs-552-2026-claude-bots/math_model) + +### Configuration + +The following YAML configuration was used to produce this model: + +```yaml +models: + - model: cs-552-2026-claude-bots/math_model + parameters: + weight: 1.0 + - model: cs-552-2026-claude-bots/general_knowledge_model + parameters: + weight: 1.0 + - model: cs-552-2026-claude-bots/safety_model + parameters: + weight: 1.0 +merge_method: linear +dtype: float16 +``` diff --git a/.ipynb_checkpoints/mergekit_config-checkpoint.yml b/.ipynb_checkpoints/mergekit_config-checkpoint.yml new file mode 100644 index 0000000..634dbdf --- /dev/null +++ b/.ipynb_checkpoints/mergekit_config-checkpoint.yml @@ -0,0 +1,12 @@ +models: + - model: cs-552-2026-claude-bots/math_model + parameters: + weight: 1.0 + - model: cs-552-2026-claude-bots/general_knowledge_model + parameters: + weight: 1.0 + - model: cs-552-2026-claude-bots/safety_model + parameters: + weight: 1.0 +merge_method: linear +dtype: float16 \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..cc1bedf --- /dev/null +++ b/README.md @@ -0,0 +1,149 @@ +--- +base_model: +- cs-552-2026-claude-bots/general_knowledge_model +- cs-552-2026-claude-bots/safety_model +- Qwen/Qwen3-1.7B +- cs-552-2026-claude-bots/math_model +- cs-552-2026-claude-bots/multilingual_model +library_name: transformers +tags: +- mergekit +- merge + +--- +# Group Model + +This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). + +## Merge Details +### Merge Method + +This model was merged using the [TIES](https://arxiv.org/abs/2306.01708) merge method using [Qwen/Qwen3-1.7B](https://huggingface.co/Qwen/Qwen3-1.7B) as a base. + +### Models Merged + +The following models were included in the merge: +* [cs-552-2026-claude-bots/general_knowledge_model](https://huggingface.co/cs-552-2026-claude-bots/general_knowledge_model) +* [cs-552-2026-claude-bots/safety_model](https://huggingface.co/cs-552-2026-claude-bots/safety_model) +* [cs-552-2026-claude-bots/math_model](https://huggingface.co/cs-552-2026-claude-bots/math_model) +* [cs-552-2026-claude-bots/multilingual_model](https://huggingface.co/cs-552-2026-claude-bots/multilingual_model) + +### Configuration + +The following YAML configuration was used to produce this model: + +```yaml +# TIES merge configuration for 4 specialized Qwen fine-tunes +# Goal: +# - Preserve strong domain expertise from each model +# - Reduce destructive interference between skills +# - Keep general reasoning stability from the base model +# +# Recommended for: +# - Qwen2 / Qwen2.5 instruction-tuned variants +# - Same architecture + same parameter count +# - Same tokenizer + same base checkpoint lineage + +models: + # --------------------------- + # Math specialist + # --------------------------- + - model: cs-552-2026-claude-bots/math_model + parameters: + # High density because math capabilities are usually sparse + # and easily lost during merging + density: + - filter: self_attn + value: 0.72 + - filter: mlp + value: 0.82 + + # Strong contribution in reasoning-heavy blocks + weight: + - filter: self_attn + value: 1.25 + - filter: mlp + value: 1.15 + - value: 1.10 + + # --------------------------- + # Knowledge / factual model + # --------------------------- + - model: cs-552-2026-claude-bots/general_knowledge_model + parameters: + # Moderate density: + # factual tuning tends to be more distributed + density: 0.58 + + # Slightly lower than math to avoid overwriting reasoning + weight: + - filter: self_attn + value: 1.00 + - filter: mlp + value: 0.95 + - value: 0.95 + + # --------------------------- + # Multilingual specialist + # --------------------------- + - model: cs-552-2026-claude-bots/multilingual_model + parameters: + # Language capabilities are often spread broadly, + # so use reasonably high density + density: + - filter: embed_tokens + value: 0.90 + - filter: self_attn + value: 0.68 + - filter: mlp + value: 0.62 + + # Stronger influence on embeddings and attention + weight: + - filter: embed_tokens + value: 1.30 + - filter: self_attn + value: 1.10 + - value: 1.00 + + # --------------------------- + # Safety / alignment model + # --------------------------- + - model: cs-552-2026-claude-bots/safety_model + parameters: + # Lower density prevents excessive refusals + # while still preserving alignment behavior + density: 0.34 + + # Important but intentionally constrained + weight: + - filter: self_attn + value: 0.82 + - filter: mlp + value: 0.72 + - value: 0.75 + +merge_method: ties + +# IMPORTANT: +# Use the ORIGINAL shared pretrained base model +# from which all four fine-tunes were derived. +base_model: Qwen/Qwen3-1.7B + +parameters: + # Critical for TIES stability + normalize: true + + # Helps reduce memory usage and improves masking behavior + int8_mask: true + + # Trim very small parameter deltas + # Good default for 4-way merges + prune_threshold: 0.015 + +dtype: bfloat16 + +# Optional: +# tokenizer_source: base +# chat_template: auto +``` diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..3351794 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,90 @@ +{%- set enable_thinking = true %} +{%- 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..fc136f7 --- /dev/null +++ b/config.json @@ -0,0 +1,63 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 6144, + "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": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.9.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..20a8a91 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "temperature": 0.6, + "top_k": 20, + "top_p": 0.95, + "transformers_version": "4.51.0" +} \ No newline at end of file diff --git a/mergekit_config.yml b/mergekit_config.yml new file mode 100644 index 0000000..fee05d0 --- /dev/null +++ b/mergekit_config.yml @@ -0,0 +1,113 @@ +# TIES merge configuration for 4 specialized Qwen fine-tunes +# Goal: +# - Preserve strong domain expertise from each model +# - Reduce destructive interference between skills +# - Keep general reasoning stability from the base model +# +# Recommended for: +# - Qwen2 / Qwen2.5 instruction-tuned variants +# - Same architecture + same parameter count +# - Same tokenizer + same base checkpoint lineage + +models: + # --------------------------- + # Math specialist + # --------------------------- + - model: cs-552-2026-claude-bots/math_model + parameters: + # High density because math capabilities are usually sparse + # and easily lost during merging + density: + - filter: self_attn + value: 0.72 + - filter: mlp + value: 0.82 + + # Strong contribution in reasoning-heavy blocks + weight: + - filter: self_attn + value: 1.25 + - filter: mlp + value: 1.15 + - value: 1.10 + + # --------------------------- + # Knowledge / factual model + # --------------------------- + - model: cs-552-2026-claude-bots/general_knowledge_model + parameters: + # Moderate density: + # factual tuning tends to be more distributed + density: 0.58 + + # Slightly lower than math to avoid overwriting reasoning + weight: + - filter: self_attn + value: 1.00 + - filter: mlp + value: 0.95 + - value: 0.95 + + # --------------------------- + # Multilingual specialist + # --------------------------- + - model: cs-552-2026-claude-bots/multilingual_model + parameters: + # Language capabilities are often spread broadly, + # so use reasonably high density + density: + - filter: embed_tokens + value: 0.90 + - filter: self_attn + value: 0.68 + - filter: mlp + value: 0.62 + + # Stronger influence on embeddings and attention + weight: + - filter: embed_tokens + value: 1.30 + - filter: self_attn + value: 1.10 + - value: 1.00 + + # --------------------------- + # Safety / alignment model + # --------------------------- + - model: cs-552-2026-claude-bots/safety_model + parameters: + # Lower density prevents excessive refusals + # while still preserving alignment behavior + density: 0.34 + + # Important but intentionally constrained + weight: + - filter: self_attn + value: 0.82 + - filter: mlp + value: 0.72 + - value: 0.75 + +merge_method: ties + +# IMPORTANT: +# Use the ORIGINAL shared pretrained base model +# from which all four fine-tunes were derived. +base_model: Qwen/Qwen3-1.7B + +parameters: + # Critical for TIES stability + normalize: true + + # Helps reduce memory usage and improves masking behavior + int8_mask: true + + # Trim very small parameter deltas + # Good default for 4-way merges + prune_threshold: 0.015 + +dtype: bfloat16 + +# Optional: +# tokenizer_source: base +# chat_template: auto \ No newline at end of file diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..170cbd1 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:417536711e095c42836913ebd0b4128231ab80364450c2e2175382dd280dba80 +size 4063515640 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..cd71f61 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4 +size 11422654 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..417d038 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,239 @@ +{ + "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": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151658": { + "content": "", + "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 + }, + "151665": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151666": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151667": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151668": { + "content": "", + "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\\n' }}\n {%- endif %}\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\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\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\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '' in content %}\n {%- set reasoning_content = content.split('')[0].rstrip('\\n').split('')[-1].lstrip('\\n') %}\n {%- set content = content.split('')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n\\n' + reasoning_content.strip('\\n') + '\\n\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- content }}\n {{- '\\n' }}\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 {%- if enable_thinking is defined and enable_thinking is false %}\n {{- '\\n\\n\\n\\n' }}\n {%- endif %}\n{%- endif %}", + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}