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Add metadata files for fp32 export

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.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
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
LICENSE ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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README.md ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ library_name: mlx
4
+ pipeline_tag: automatic-speech-recognition
5
+ tags:
6
+ - mlx
7
+ - asr
8
+ - automatic-speech-recognition
9
+ - speech-recognition
10
+ - mimo
11
+ base_model:
12
+ - XiaomiMiMo/MiMo-V2.5-ASR
13
+ language:
14
+ - zh
15
+ - en
16
+ ---
17
+
18
+ # MiMo-V2.5-ASR-MLX-fp32
19
+
20
+ Current variant: `fp32`
21
+
22
+ MLX export of `XiaomiMiMo/MiMo-V2.5-ASR` with `XiaomiMiMo/MiMo-Audio-Tokenizer`.
23
+
24
+ ## Variants
25
+
26
+ | Variant | Precision | Size | Local smoke time | Smoke result |
27
+ | --- | --- | ---: | ---: | --- |
28
+ | `MiMo-V2.5-ASR-MLX` | 4bit | 4.2 GB | 0.88 s | `Intention.` |
29
+ | `MiMo-V2.5-ASR-MLX-4bit` | 4bit | 4.2 GB | 0.88 s | `Intention.` |
30
+ | `MiMo-V2.5-ASR-MLX-8bit` | 8bit | 8.0 GB | 10.80 s | `Intention.` |
31
+ | `MiMo-V2.5-ASR-MLX-bf16` | bf16 | 15 GB | - | dense reference export |
32
+ | `MiMo-V2.5-ASR-MLX-fp32` | fp32 | 30 GB | - | dense reference export |
33
+
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+ ## Notes
35
+
36
+ - Source model: `XiaomiMiMo/MiMo-V2.5-ASR`
37
+ - Tokenizer: `XiaomiMiMo/MiMo-Audio-Tokenizer`
38
+ - Conversion date: `2026-05-12`
39
+ - License: `Apache-2.0`
40
+ - Smoke test: `mlx-audio-swift` on `Tests/media/intention.wav`
41
+ - Recommended default: `MiMo-V2.5-ASR-MLX`
added_tokens.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "</tool_call>": 151658,
3
+ "<tool_call>": 151657,
4
+ "<|Human|>": 151668,
5
+ "<|SpeechLM|>": 151669,
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+ "<|box_end|>": 151649,
7
+ "<|box_start|>": 151648,
8
+ "<|empty|>": 151667,
9
+ "<|endoftext|>": 151643,
10
+ "<|eosp|>": 151666,
11
+ "<|eostm|>": 151671,
12
+ "<|eot|>": 151672,
13
+ "<|file_sep|>": 151664,
14
+ "<|fim_middle|>": 151660,
15
+ "<|fim_pad|>": 151662,
16
+ "<|fim_prefix|>": 151659,
17
+ "<|fim_suffix|>": 151661,
18
+ "<|im_end|>": 151645,
19
+ "<|im_start|>": 151644,
20
+ "<|image_pad|>": 151655,
21
+ "<|object_ref_end|>": 151647,
22
+ "<|object_ref_start|>": 151646,
23
+ "<|quad_end|>": 151651,
24
+ "<|quad_start|>": 151650,
25
+ "<|repo_name|>": 151663,
26
+ "<|sosp|>": 151665,
27
+ "<|sostm|>": 151670,
28
+ "<|video_pad|>": 151656,
29
+ "<|vision_end|>": 151653,
30
+ "<|vision_pad|>": 151654,
31
+ "<|vision_start|>": 151652
32
+ }
chat_template.jinja ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- if not add_generation_prompt is defined -%}
2
+ {%- set add_generation_prompt = false -%}
3
+ {%- endif -%}
4
+ {%- if not enable_thinking is defined -%}
5
+ {%- set enable_thinking = false -%}
6
+ {%- endif -%}
7
+ {%- if not keep_all_reasoning is defined -%}
8
+ {%- set keep_all_reasoning = false -%}
9
+ {%- endif -%}
10
+ {%- macro render_extra_keys(json_dict, handled_keys) -%}
11
+ {%- if json_dict is mapping %}
12
+ {%- for json_key in json_dict if json_key not in handled_keys %}
13
+ {%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
14
+ {{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}
15
+ {%- else %}
16
+ {{-'\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}
17
+ {%- endif %}
18
+ {%- endfor %}
19
+ {%- endif %}
20
+ {%- endmacro -%}
21
+ {%- macro render_content(message_content) -%}
22
+ {%- if message_content is string -%}
23
+ {{- message_content -}}
24
+ {%- else -%}
25
+ {%- for content in message_content -%}
26
+ {%- if content['type'] == 'image' or 'image' in content or 'image_url' in content -%}
27
+ {{- '<|vision_start|><|image_pad|><|vision_end|>' -}}
28
+ {%- elif content['type'] == 'audio' or 'audio' in content or 'audio_url' in content -%}
29
+ {{- '<|sosp|><|empty|><|eosp|>' -}}
30
+ {%- elif content['type'] == 'video' or 'video' in content or 'video_url' in content -%}
31
+ {{- '<|vision_start|><|video_pad|><|vision_end|>' -}}
32
+ {%- elif 'text' in content -%}
33
+ {{- content['text'] -}}
34
+ {%- endif -%}
35
+ {%- endfor -%}
36
+ {%- endif -%}
37
+ {%- endmacro -%}
38
+ {%- if messages[0]["role"] == "system" %}
39
+ {%- set system_message = messages[0]["content"] %}
40
+ {%- set loop_messages = messages[1:] %}
41
+ {%- else %}
42
+ {%- set loop_messages = messages %}
43
+ {%- endif %}
44
+ {%- set ns = namespace(last_user_index=-1, assistant_is_last=false) %}
45
+ {%- for m in loop_messages %}
46
+ {%- if m.role == 'user' %}
47
+ {%- set ns.last_user_index = loop.index0 -%}
48
+ {%- endif %}
49
+ {%- endfor %}
50
+ {%- if not tools is defined %}
51
+ {%- set tools = [] %}
52
+ {%- endif %}
53
+ {%- set has_system = false %}
54
+ {%- if system_message is defined %}
55
+ {{- "<|im_start|>system\n" + system_message }}
56
+ {%- set has_system = true %}
57
+ {%- endif %}
58
+ {%- if tools is iterable and tools | length > 0 %}
59
+ {%- if not has_system %}
60
+ {{- "<|im_start|>system\n" }}
61
+ {%- set has_system = true %}
62
+ {%- endif %}
63
+ {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou have access to the following functions:\n\n" }}
64
+ {{- "<tools>" }}
65
+ {%- for tool in tools %}
66
+ {%- if tool.function is defined %}
67
+ {%- set tool = tool.function %}
68
+ {%- endif %}
69
+ {{- "\n<function>\n<name>" ~ tool.name ~ "</name>" }}
70
+ {%- if tool.description is defined %}
71
+ {{- '\n<description>' ~ (tool.description | trim) ~ '</description>' }}
72
+ {%- endif %}
73
+ {{- '\n<parameters>' }}
74
+ {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
75
+ {%- for param_name, param_fields in tool.parameters.properties|items %}
76
+ {{- '\n<parameter>' }}
77
+ {{- '\n<name>' ~ param_name ~ '</name>' }}
78
+ {%- if param_fields.type is defined %}
79
+ {{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
80
+ {%- endif %}
81
+ {%- if param_fields.description is defined %}
82
+ {{- '\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}
83
+ {%- endif %}
84
+ {%- set handled_keys = ['name', 'type', 'description'] %}
85
+ {{- render_extra_keys(param_fields, handled_keys) }}
86
+ {{- '\n</parameter>' }}
87
+ {%- endfor %}
88
+ {%- endif %}
89
+ {%- set handled_keys = ['type', 'properties'] %}
90
+ {{- render_extra_keys(tool.parameters, handled_keys) }}
91
+ {{- '\n</parameters>' }}
92
+ {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
93
+ {{- render_extra_keys(tool, handled_keys) }}
94
+ {{- '\n</function>' }}
95
+ {%- endfor %}
96
+ {{- "\n</tools>" }}
97
+ {{- '\n\nFor each function call, output the function name and arguments in the following format:\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>value_1</parameter>\n<parameter=example_parameter_2>This is the value for the second parameter\nthat can span\nmultiple lines</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- DO NOT use function calls inside <think></think> tags.\n- The value enclosed between parameter tags is preserved exactly as-is, including newlines and spaces.\n</IMPORTANT>' }}
98
+ {%- endif %}
99
+ {%- if has_system %}
100
+ {{- '<|im_end|>\n' }}
101
+ {%- endif %}
102
+ {%- for message in loop_messages %}
103
+ {%- if message.content is string %}
104
+ {%- set content = message.content %}
105
+ {%- else %}
106
+ {%- set content = render_content(message.content) %}
107
+ {%- endif %}
108
+ {%- if message.role == "assistant" %}
109
+ {%- if message.reasoning_content is string %}
110
+ {%- set reasoning_content = message.reasoning_content %}
111
+ {%- else %}
112
+ {%- set reasoning_content = '' %}
113
+ {%- if '</think>' in content %}
114
+ {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] %}
115
+ {%- set content = content.split('</think>')[-1] %}
116
+ {%- endif %}
117
+ {%- endif %}
118
+ {%- if (keep_all_reasoning or loop.index0 > ns.last_user_index) and reasoning_content -%}
119
+ {{- '<|im_start|>' + message.role + '\n<think>' + reasoning_content + '</think>' + content }}
120
+ {%- else %}
121
+ {{- '<|im_start|>' + message.role + '\n<think></think>' + content }}
122
+ {%- endif %}
123
+ {%- if message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
124
+ {%- for tool_call in message.tool_calls %}
125
+ {%- if tool_call.function is defined %}
126
+ {%- set tool_call = tool_call.function %}
127
+ {%- endif %}
128
+ {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
129
+ {%- if tool_call.arguments is defined %}
130
+ {%- for args_name, args_value in tool_call.arguments|items %}
131
+ {{- '<parameter=' + args_name + '>' }}
132
+ {%- 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 %}
133
+ {{- args_value }}
134
+ {{- '</parameter>\n' }}
135
+ {%- endfor %}
136
+ {%- endif %}
137
+ {{- '</function>\n</tool_call>' }}
138
+ {%- endfor %}
139
+ {%- endif %}
140
+ {%- if loop.last %}
141
+ {%- set ns.assistant_is_last = true %}
142
+ {%- else %}
143
+ {{- '<|im_end|>\n' }}
144
+ {%- endif %}
145
+ {%- elif message.role == "user" %}
146
+ {{- '<|im_start|>' + message.role + '\n' + render_content(message.content) + '<|im_end|>\n' }}
147
+ {%- elif message.role == "system" %}
148
+ {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}
149
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