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README.md DELETED
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- ---
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- base_model:
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- - Qwen/Qwen3.5-9B
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- license: mit
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- ---
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-
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- The Expert Agent of Distillation-Style MAS in the paper: Recursive Multi-Agent Systems. (base model: Qwen/Qwen3.5-9B)
 
 
 
 
 
 
 
 
adapter(code).pt DELETED
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adapter_config.json DELETED
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- {
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- "adapter_type": "ln_res_adapter"
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- }
 
 
 
 
chat_template.jinja DELETED
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- {%- set image_count = namespace(value=0) %}
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- {%- set video_count = namespace(value=0) %}
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- {%- macro render_content(content, do_vision_count, is_system_content=false) %}
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- {%- if content is string %}
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- {{- content }}
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- {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
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- {%- if is_system_content %}
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- {{- raise_exception('System message cannot contain images.') }}
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- {%- endif %}
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- {%- if do_vision_count %}
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- {%- set image_count.value = image_count.value + 1 %}
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- {%- endif %}
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- {%- if add_vision_id %}
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- {{- 'Picture ' ~ image_count.value ~ ': ' }}
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- {%- endif %}
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- {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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- {%- elif 'video' in item or item.type == 'video' %}
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- {%- if is_system_content %}
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- {{- raise_exception('System message cannot contain videos.') }}
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- {%- endif %}
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- {%- if do_vision_count %}
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- {%- set video_count.value = video_count.value + 1 %}
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- {%- endif %}
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- {%- if add_vision_id %}
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- {{- 'Video ' ~ video_count.value ~ ': ' }}
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- {%- endif %}
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- {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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- {%- elif 'text' in item %}
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- {{- item.text }}
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- {%- else %}
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- {{- raise_exception('Unexpected item type in content.') }}
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- {%- endfor %}
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- {%- elif content is none or content is undefined %}
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- {{- '' }}
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- {%- else %}
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- {{- raise_exception('Unexpected content type.') }}
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- {%- endmacro %}
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- {%- if not messages %}
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- {{- raise_exception('No messages provided.') }}
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- {%- endif %}
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- {{- '<|im_start|>system\n' }}
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- {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
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- {%- for tool in tools %}
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- {{- "\n" }}
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- {{- tool | tojson }}
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- {%- endfor %}
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- {{- "\n</tools>" }}
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- {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
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- {%- if messages[0].role == 'system' %}
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- {%- set content = render_content(messages[0].content, false, true)|trim %}
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- {%- if content %}
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- {{- '\n\n' + content }}
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- {%- endif %}
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- {%- endif %}
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- {{- '<|im_end|>\n' }}
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- {%- else %}
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- {%- if messages[0].role == 'system' %}
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- {%- set content = render_content(messages[0].content, false, true)|trim %}
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- {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
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- {%- endif %}
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- {%- endif %}
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- {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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- {%- for message in messages[::-1] %}
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- {%- set index = (messages|length - 1) - loop.index0 %}
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- {%- if ns.multi_step_tool and message.role == "user" %}
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- {%- set content = render_content(message.content, false)|trim %}
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- {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
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- {%- set ns.multi_step_tool = false %}
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- {%- set ns.last_query_index = index %}
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- {%- endif %}
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- {%- endif %}
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- {%- endfor %}
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- {%- if ns.multi_step_tool %}
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- {{- raise_exception('No user query found in messages.') }}
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- {%- endif %}
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- {%- for message in messages %}
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- {%- set content = render_content(message.content, true)|trim %}
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- {%- if message.role == "system" %}
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- {%- if not loop.first %}
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- {{- raise_exception('System message must be at the beginning.') }}
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- {%- endif %}
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- {%- elif message.role == "user" %}
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- {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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- {%- elif message.role == "assistant" %}
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- {%- set reasoning_content = '' %}
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- {%- if message.reasoning_content is string %}
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- {%- set reasoning_content = message.reasoning_content %}
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- {%- else %}
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- {%- if '</think>' in content %}
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- {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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- {%- set content = content.split('</think>')[-1].lstrip('\n') %}
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- {%- endif %}
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- {%- set reasoning_content = reasoning_content|trim %}
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- {%- if loop.index0 > ns.last_query_index %}
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- {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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- {%- else %}
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- {{- '<|im_start|>' + message.role + '\n' + content }}
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- {%- endif %}
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- {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
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- {%- for tool_call in message.tool_calls %}
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- {%- if tool_call.function is defined %}
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- {%- set tool_call = tool_call.function %}
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- {%- endif %}
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- {%- if loop.first %}
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- {%- if content|trim %}
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- {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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- {%- else %}
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- {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
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- {%- endif %}
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- {%- else %}
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- {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
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- {%- endif %}
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- {%- if tool_call.arguments is defined %}
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- {%- for args_name, args_value in tool_call.arguments|items %}
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- {{- '<parameter=' + args_name + '>\n' }}
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- {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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- {{- args_value }}
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- {{- '\n</parameter>\n' }}
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- {%- endfor %}
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- {%- endif %}
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- {{- '</function>\n</tool_call>' }}
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- {%- endfor %}
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- {%- endif %}
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- {{- '<|im_end|>\n' }}
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- {%- elif message.role == "tool" %}
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- {%- if loop.previtem and loop.previtem.role != "tool" %}
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- {{- '<|im_start|>user' }}
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- {%- endif %}
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- {{- '\n<tool_response>\n' }}
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- {{- content }}
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- {{- '\n</tool_response>' }}
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- {%- if not loop.last and loop.nextitem.role != "tool" %}
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- {{- '<|im_end|>\n' }}
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- {%- elif loop.last %}
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- {{- '<|im_end|>\n' }}
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- {%- endif %}
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- {%- else %}
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- {{- raise_exception('Unexpected message role.') }}
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- {%- endif %}
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- {%- endfor %}
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- {%- if add_generation_prompt %}
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- {{- '<|im_start|>assistant\n' }}
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- {%- if enable_thinking is defined and enable_thinking is false %}
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- {{- '<think>\n\n</think>\n\n' }}
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- {%- else %}
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- {{- '<think>\n' }}
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- {%- endif %}
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- {%- endif %}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
config.json DELETED
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- {
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- "linear_num_key_heads": 16,
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- "linear_num_value_heads": 32,
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- "mamba_ssm_dtype": "float32",
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- "max_position_embeddings": 262144,
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- "mlp_only_layers": [],
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- "model_type": "qwen3_5_text",
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- "partial_rotary_factor": 0.25,
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- "rms_norm_eps": 1e-06,
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- "rope_parameters": {
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- "tie_word_embeddings": false,
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- "transformers_version": "5.3.0",
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- "vocab_size": 248320
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