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TheCluster
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Qwen3.5-35B-A3B-Uncensored-HauhauCS-Aggressive-MLX-mxfp4

Image-Text-to-Text
MLX
Safetensors
qwen3_5_moe
uncensored
unrestricted
decensored
mxfp4
conversational
4-bit precision
Model card Files
xet
Community
TheCluster commited on
Commit
67283dd
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1 Parent(s): 13ac58c

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Files changed (14) hide show
  1. .gitattributes +1 -0
  2. chat_template.jinja +151 -0
  3. config.json +776 -0
  4. generation_config.json +13 -0
  5. model-00001-of-00004.safetensors +3 -0
  6. model-00002-of-00004.safetensors +3 -0
  7. model-00003-of-00004.safetensors +3 -0
  8. model-00004-of-00004.safetensors +3 -0
  9. model.safetensors.index.json +0 -0
  10. preprocessor_config.json +21 -0
  11. processor_config.json +63 -0
  12. tokenizer.json +3 -0
  13. tokenizer_config.json +36 -0
  14. video_preprocessor_config.json +21 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
chat_template.jinja ADDED
@@ -0,0 +1,151 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- set image_count = namespace(value=0) %}
2
+ {%- set video_count = namespace(value=0) %}
3
+ {%- macro render_content(content, do_vision_count, is_system_content=false) %}
4
+ {%- if content is string %}
5
+ {{- content }}
6
+ {%- elif content is iterable and content is not mapping %}
7
+ {%- for item in content %}
8
+ {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
9
+ {%- if is_system_content %}
10
+ {{- raise_exception('System message cannot contain images.') }}
11
+ {%- endif %}
12
+ {%- if do_vision_count %}
13
+ {%- set image_count.value = image_count.value + 1 %}
14
+ {%- endif %}
15
+ {%- if add_vision_id %}
16
+ {{- 'Picture ' ~ image_count.value ~ ': ' }}
17
+ {%- endif %}
18
+ {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
19
+ {%- elif 'video' in item or item.type == 'video' %}
20
+ {%- if is_system_content %}
21
+ {{- raise_exception('System message cannot contain videos.') }}
22
+ {%- endif %}
23
+ {%- if do_vision_count %}
24
+ {%- set video_count.value = video_count.value + 1 %}
25
+ {%- endif %}
26
+ {%- if add_vision_id %}
27
+ {{- 'Video ' ~ video_count.value ~ ': ' }}
28
+ {%- endif %}
29
+ {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
30
+ {%- elif 'text' in item %}
31
+ {{- item.text }}
32
+ {%- else %}
33
+ {{- raise_exception('Unexpected item type in content.') }}
34
+ {%- endif %}
35
+ {%- endfor %}
36
+ {%- elif content is none or content is undefined %}
37
+ {{- '' }}
38
+ {%- else %}
39
+ {{- raise_exception('Unexpected content type.') }}
40
+ {%- endif %}
41
+ {%- endmacro %}
42
+ {%- if not messages %}
43
+ {{- raise_exception('No messages provided.') }}
44
+ {%- endif %}
45
+ {%- if tools and tools is iterable and tools is not mapping %}
46
+ {{- '<|im_start|>system\n' }}
47
+ {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
48
+ {%- for tool in tools %}
49
+ {{- "\n" }}
50
+ {{- tool | tojson }}
51
+ {%- endfor %}
52
+ {{- "\n</tools>" }}
53
+ {{- '\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>' }}
54
+ {%- if messages[0].role == 'system' %}
55
+ {%- set content = render_content(messages[0].content, false, true)|trim %}
56
+ {%- if content %}
57
+ {{- '\n\n' + content }}
58
+ {%- endif %}
59
+ {%- endif %}
60
+ {{- '<|im_end|>\n' }}
61
+ {%- else %}
62
+ {%- if messages[0].role == 'system' %}
63
+ {%- set content = render_content(messages[0].content, false, true)|trim %}
64
+ {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
65
+ {%- endif %}
66
+ {%- endif %}
67
+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
68
+ {%- for message in messages[::-1] %}
69
+ {%- set index = (messages|length - 1) - loop.index0 %}
70
+ {%- if ns.multi_step_tool and message.role == "user" %}
71
+ {%- set content = render_content(message.content, false)|trim %}
72
+ {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
73
+ {%- set ns.multi_step_tool = false %}
74
+ {%- set ns.last_query_index = index %}
75
+ {%- endif %}
76
+ {%- endif %}
77
+ {%- endfor %}
78
+ {%- for message in messages %}
79
+ {%- set content = render_content(message.content, true)|trim %}
80
+ {%- if message.role == "system" %}
81
+ {%- if not loop.first %}
82
+ {{- raise_exception('System message must be at the beginning.') }}
83
+ {%- endif %}
84
+ {%- elif message.role == "user" %}
85
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
86
+ {%- elif message.role == "assistant" %}
87
+ {%- set reasoning_content = '' %}
88
+ {%- if message.reasoning_content is string %}
89
+ {%- set reasoning_content = message.reasoning_content %}
90
+ {%- else %}
91
+ {%- if '</think>' in content %}
92
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
93
+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
94
+ {%- endif %}
95
+ {%- endif %}
96
+ {%- set reasoning_content = reasoning_content|trim %}
97
+ {%- if loop.index0 > ns.last_query_index %}
98
+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
99
+ {%- else %}
100
+ {{- '<|im_start|>' + message.role + '\n' + content }}
101
+ {%- endif %}
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+ {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
103
+ {%- for tool_call in message.tool_calls %}
104
+ {%- if tool_call.function is defined %}
105
+ {%- set tool_call = tool_call.function %}
106
+ {%- endif %}
107
+ {%- if loop.first %}
108
+ {%- if content|trim %}
109
+ {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
110
+ {%- else %}
111
+ {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
112
+ {%- endif %}
113
+ {%- else %}
114
+ {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
115
+ {%- endif %}
116
+ {%- if tool_call.arguments is defined %}
117
+ {%- for args_name, args_value in tool_call.arguments|items %}
118
+ {{- '<parameter=' + args_name + '>\n' }}
119
+ {%- set args_value = args_value | tojson if args_value is mapping or (args_value is iterable and args_value is not string) else args_value | string %}
120
+ {{- args_value }}
121
+ {{- '\n</parameter>\n' }}
122
+ {%- endfor %}
123
+ {%- endif %}
124
+ {{- '</function>\n</tool_call>' }}
125
+ {%- endfor %}
126
+ {%- endif %}
127
+ {{- '<|im_end|>\n' }}
128
+ {%- elif message.role == "tool" %}
129
+ {%- if loop.previtem and loop.previtem.role != "tool" %}
130
+ {{- '<|im_start|>user' }}
131
+ {%- endif %}
132
+ {{- '\n<tool_response>\n' }}
133
+ {{- content }}
134
+ {{- '\n</tool_response>' }}
135
+ {%- if not loop.last and loop.nextitem.role != "tool" %}
136
+ {{- '<|im_end|>\n' }}
137
+ {%- elif loop.last %}
138
+ {{- '<|im_end|>\n' }}
139
+ {%- endif %}
140
+ {%- else %}
141
+ {{- raise_exception('Unexpected message role.') }}
142
+ {%- endif %}
143
+ {%- endfor %}
144
+ {%- if add_generation_prompt %}
145
+ {{- '<|im_start|>assistant\n' }}
146
+ {%- if enable_thinking is not defined or enable_thinking is false %}
147
+ {{- '<think>\n\n</think>\n\n' }}
148
+ {%- else %}
149
+ {{- '<think>\n' }}
150
+ {%- endif %}
151
+ {%- endif %}
config.json ADDED
@@ -0,0 +1,776 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "Qwen3_5MoeForConditionalGeneration"
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+ ],
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+ "dtype": "bfloat16",
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+ "eos_token_id": [
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+ 248046,
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+ 248044
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+ ],
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+ "image_token_id": 248056,
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+ "model_type": "qwen3_5_moe",
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+ "quantization": {
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+ "group_size": 32,
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+ "bits": 4,
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+ "mode": "mxfp4",
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+ "language_model.model.layers.0.mlp.gate": {
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+ "group_size": 64,
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+ "bits": 8
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+ },
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+ "language_model.model.layers.0.mlp.shared_expert_gate": {
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+ "language_model.model.layers.1.mlp.gate": {
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+ "group_size": 64,
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+ "bits": 8
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+ },
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+ "language_model.model.layers.1.mlp.shared_expert_gate": {
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+ "group_size": 64,
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+ },
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+ "language_model.model.layers.2.mlp.gate": {
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+ "language_model.model.layers.2.mlp.shared_expert_gate": {
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