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Model: bibocat/qwen3-ner-grpo-v2-merged Source: Original Platform
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36
.gitattributes
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23
README.md
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README.md
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---
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base_model: bibocat/qwen3-ner-sft-4epochs-100k-merged
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library_name: transformers
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pipeline_tag: text-generation
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language:
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- vi
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tags:
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- qwen3
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- grpo
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- medical
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- named-entity-recognition
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- vietnamese
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---
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# Qwen3 Vietnamese Medical NER — GRPO v2
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BF16 merged checkpoint from the Qwen3 Vietnamese medical SFT model and the
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`models/qwen3-ner-grpo-v2` GRPO v2 LoRA adapter. The adapter was trained for
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one epoch on `data_train/grpo_v2/full_train.jsonl` with the span-aware v2
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reward.
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Use the bundled tokenizer and Qwen3 chat template. The output is a JSON array
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with `entity`, `type`, `position`, `assertions`, and `candidates` fields.
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144
chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system
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' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '
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' }}
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{%- endif %}
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{{- "# Tools
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You may call one or more functions to assist with the user query.
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You are provided with function signatures within <tools></tools> XML tags:
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<tools>" }}
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{%- for tool in tools %}
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{{- "
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" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "
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</tools>
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For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
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<tool_call>
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{\"name\": <function-name>, \"arguments\": <args-json-object>}
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</tool_call><|im_end|>
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" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system
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' + messages[0].content + '<|im_end|>
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' }}
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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 forward_message in messages %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- set message = messages[index] %}
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{%- set current_content = message.content if message.content is not none else '' %}
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{%- set tool_start = '<tool_response>' %}
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{%- set tool_start_length = tool_start|length %}
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{%- set start_of_message = current_content[:tool_start_length] %}
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{%- set tool_end = '</tool_response>' %}
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{%- set tool_end_length = tool_end|length %}
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{%- set start_pos = (current_content|length) - tool_end_length %}
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{%- if start_pos < 0 %}
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{%- set start_pos = 0 %}
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{%- endif %}
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{%- set end_of_message = current_content[start_pos:] %}
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{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
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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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{%- endfor %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '
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' + message.content + '<|im_end|>' + '
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' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in message.content %}
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{%- set content = (message.content.split('</think>')|last).lstrip('
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') %}
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{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('
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') %}
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{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('
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') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '
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<think>
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' + reasoning_content.strip('
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') + '
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</think>
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' + content.lstrip('
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') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '
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' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>
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{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}
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</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>
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' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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||||
{%- endif %}
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||||
{{- '
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<tool_response>
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' }}
|
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{{- message.content }}
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{{- '
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</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>
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' }}
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{%- endif %}
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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
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' }}
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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>
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</think>
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' }}
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{%- endif %}
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{%- endif %}
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71
config.json
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71
config.json
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{
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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||||
"attention_dropout": 0.0,
|
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
|
||||
"hidden_size": 4096,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 12288,
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||||
"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",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"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": null,
|
||||
"rms_norm_eps": 1e-06,
|
||||
"rope_parameters": {
|
||||
"rope_theta": 1000000,
|
||||
"rope_type": "default"
|
||||
},
|
||||
"sliding_window": null,
|
||||
"tie_word_embeddings": false,
|
||||
"transformers_version": "5.12.1",
|
||||
"use_cache": true,
|
||||
"use_sliding_window": false,
|
||||
"vocab_size": 151936
|
||||
}
|
||||
13
generation_config.json
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generation_config.json
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{
|
||||
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|
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"do_sample": true,
|
||||
"eos_token_id": [
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||||
151645,
|
||||
151643
|
||||
],
|
||||
"pad_token_id": 151643,
|
||||
"temperature": 0.6,
|
||||
"top_k": 20,
|
||||
"top_p": 0.95,
|
||||
"transformers_version": "5.12.1"
|
||||
}
|
||||
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3
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31
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Reference in New Issue
Block a user