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analogbox
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Qwopus3.6-27B-Coder-mlx-5Bit

Text Generation
Transformers
Safetensors
MLX
qwen3_5
image-text-to-text
text-generation-inference
unsloth
qwen3_6
reasoning
chain-of-thought
lora
sft
agent
tool-use
function-calling
coder
mlx-my-repo
conversational
5-bit
Model card Files
xet
 Community
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Files changed (12) hide show
  1. .gitattributes +1 -0
  2. README.md +56 -0
  3. chat_template.jinja +144 -0
  4. config.json +143 -0
  5. generation_config.json +13 -0
  6. model-00001-of-00004.safetensors +3 -0
  7. model-00002-of-00004.safetensors +3 -0
  8. model-00003-of-00004.safetensors +3 -0
  9. model-00004-of-00004.safetensors +3 -0
  10. model.safetensors.index.json +0 -0
  11. tokenizer.json +3 -0
  12. tokenizer_config.json +34 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: Jackrong/Qwopus3.6-27B-Coder
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+ tags:
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+ - text-generation-inference
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+ - transformers
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+ - unsloth
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+ - qwen3_6
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+ - reasoning
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+ - chain-of-thought
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+ - lora
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+ - sft
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+ - agent
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+ - tool-use
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+ - function-calling
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+ - coder
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+ - mlx
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+ - mlx-my-repo
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+ license: apache-2.0
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+ language:
20
+ - en
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+ - zh
22
+ - es
23
+ - ru
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+ - ja
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+ pipeline_tag: text-generation
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+ datasets:
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+ - Jackrong/Claude-opus-4.6-TraceInversion-9000x
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+ - Jackrong/Claude-opus-4.7-TraceInversion-5000x
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+ - lambda/hermes-agent-reasoning-traces
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+ ---
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+
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+ # analogbox/Qwopus3.6-27B-Coder-mlx-5Bit
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+
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+ The Model [analogbox/Qwopus3.6-27B-Coder-mlx-5Bit](https://huggingface.co/analogbox/Qwopus3.6-27B-Coder-mlx-5Bit) was converted to MLX format from [Jackrong/Qwopus3.6-27B-Coder](https://huggingface.co/Jackrong/Qwopus3.6-27B-Coder) using mlx-lm version **0.31.2**.
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+
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+ ## Use with mlx
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+
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+ ```bash
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+ pip install mlx-lm
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+ ```
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+
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+ ```python
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+ from mlx_lm import load, generate
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+
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+ model, tokenizer = load("analogbox/Qwopus3.6-27B-Coder-mlx-5Bit")
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+
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+ prompt="hello"
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+
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+ if hasattr(tokenizer, "apply_chat_template") and tokenizer.chat_template is not None:
50
+ messages = [{"role": "user", "content": prompt}]
51
+ prompt = tokenizer.apply_chat_template(
52
+ messages, tokenize=False, add_generation_prompt=True
53
+ )
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+
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+ response = generate(model, tokenizer, prompt=prompt, verbose=True)
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+ ```
chat_template.jinja ADDED
@@ -0,0 +1,144 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+
2
+ {%- if tools %}
3
+ {{- '<|im_start|>system
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+ ' }}
5
+ {%- if messages[0].role == 'system' %}
6
+ {{- messages[0].content + '
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+
8
+ ' }}
9
+ {%- endif %}
10
+ {{- "# Tools
11
+
12
+ You may call one or more functions to assist with the user query.
13
+
14
+ You are provided with function signatures within <tools></tools> XML tags:
15
+ <tools>" }}
16
+ {%- for tool in tools %}
17
+ {{- "
18
+ " }}
19
+ {{- tool | tojson }}
20
+ {%- endfor %}
21
+ {{- "
22
+ </tools>
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+
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+ For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
25
+ <tool_call>
26
+ {\"name\": <function-name>, \"arguments\": <args-json-object>}
27
+ </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 %}
35
+ {%- endif %}
36
+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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+ {%- for forward_message in messages %}
38
+ {%- set index = (messages|length - 1) - loop.index0 %}
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+ {%- set message = messages[index] %}
40
+ {%- 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" %}
62
+ {%- set content = message.content %}
63
+ {%- set reasoning_content = '' %}
64
+ {%- if message.reasoning_content is defined and message.reasoning_content is not none %}
65
+ {%- set reasoning_content = message.reasoning_content %}
66
+ {%- else %}
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+ {%- if '</think>' in message.content %}
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+ {%- set content = (message.content.split('</think>')|last).lstrip('
69
+ ') %}
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+ {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('
71
+ ') %}
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+ {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('
73
+ ') %}
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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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+
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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 %}
138
+ {{- '<think>
139
+
140
+ </think>
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+
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+ ' }}
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+ {%- endif %}
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+ {%- endif %}
config.json ADDED
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+ "full_attention_interval": 4,
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+ "head_dim": 256,
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+ "hidden_act": "silu",
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+ {
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+ "add_prefix_space": false,
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+ "audio_bos_token": "<|audio_start|>",
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+ "audio_eos_token": "<|audio_end|>",
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+ "audio_token": "<|audio_pad|>",
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+ "backend": "tokenizers",
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+ "bos_token": null,
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "<|im_end|>",
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+ "errors": "replace",
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+ "image_token": "<|image_pad|>",
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+ "is_local": true,
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+ },
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+ "padding_side": "left",
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+ "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
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+ }