Automatic Speech Recognition
MLX
Safetensors
moss_transcribe_diarize
int4
speaker-diarization
custom_code
Instructions to use vanch007/mlx-MOSS-Transcribe-Diarize-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use vanch007/mlx-MOSS-Transcribe-Diarize-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir mlx-MOSS-Transcribe-Diarize-4bit vanch007/mlx-MOSS-Transcribe-Diarize-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Upload converted MLX MOSS-Transcribe-Diarize model
Browse files- .gitattributes +1 -0
- README.md +24 -0
- added_tokens.json +28 -0
- chat_template.jinja +103 -0
- config.json +94 -0
- generation_config.json +6 -0
- merges.txt +0 -0
- mlx_conversion.json +15 -0
- model.safetensors +3 -0
- preprocessor_config.json +14 -0
- processor_config.json +10 -0
- special_tokens_map.json +31 -0
- tokenizer.json +3 -0
- tokenizer_config.json +20 -0
- vocab.json +0 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
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| 34 |
*.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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| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
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| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
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+
tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
ADDED
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@@ -0,0 +1,24 @@
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| 1 |
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---
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| 2 |
+
license: apache-2.0
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| 3 |
+
library_name: mlx
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| 4 |
+
tags:
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| 5 |
+
- mlx
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| 6 |
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- int4
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| 7 |
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- automatic-speech-recognition
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| 8 |
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- speaker-diarization
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| 9 |
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base_model:
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| 10 |
+
- vanch007/mlx-MOSS-Transcribe-Diarize
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pipeline_tag: automatic-speech-recognition
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| 12 |
+
---
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| 13 |
+
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| 14 |
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# mlx-MOSS-Transcribe-Diarize 4bit
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4bit MLX weight-only quantized variant of `vanch007/mlx-MOSS-Transcribe-Diarize`.
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+
Quantization uses MLX affine quantization with `bits=4` and `group_size=64` on the text backbone, excluding the Whisper audio encoder and VQ adaptor.
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+
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| 20 |
+
```bash
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| 21 |
+
python -m moss_transcribe_diarize.mlx.cli /path/to/input.wav \
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| 22 |
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--model vanch007/mlx-MOSS-Transcribe-Diarize-4bit \
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--out-dir runs/mlx_4bit_example
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| 24 |
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```
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added_tokens.json
ADDED
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@@ -0,0 +1,28 @@
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{
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"</think>": 151668,
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"</tool_call>": 151658,
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"</tool_response>": 151666,
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"<think>": 151667,
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"<tool_call>": 151657,
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"<tool_response>": 151665,
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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"<|file_sep|>": 151664,
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"<|fim_middle|>": 151660,
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+
"<|fim_pad|>": 151662,
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"<|fim_prefix|>": 151659,
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"<|fim_suffix|>": 151661,
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"<|im_end|>": 151645,
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+
"<|im_start|>": 151644,
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"<|image_pad|>": 151655,
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"<|object_ref_end|>": 151647,
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+
"<|object_ref_start|>": 151646,
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"<|quad_end|>": 151651,
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"<|quad_start|>": 151650,
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| 23 |
+
"<|repo_name|>": 151663,
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+
"<|video_pad|>": 151656,
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+
"<|vision_end|>": 151653,
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| 26 |
+
"<|vision_pad|>": 151654,
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| 27 |
+
"<|vision_start|>": 151652
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+
}
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chat_template.jinja
ADDED
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@@ -0,0 +1,103 @@
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| 1 |
+
{%- macro render_content(content) -%}
|
| 2 |
+
{%- if content is string -%}
|
| 3 |
+
{{- content -}}
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| 4 |
+
{%- else -%}
|
| 5 |
+
{%- for item in content -%}
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| 6 |
+
{%- if item.type == 'audio' or 'audio' in item or 'audio_url' in item -%}
|
| 7 |
+
{{- '<|audio_start|><|audio_pad|><|audio_end|>\n' -}}
|
| 8 |
+
{%- elif item.type == 'text' -%}
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| 9 |
+
{{- item.text -}}
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| 10 |
+
{%- endif -%}
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| 11 |
+
{%- endfor -%}
|
| 12 |
+
{%- endif -%}
|
| 13 |
+
{%- endmacro -%}
|
| 14 |
+
{%- if tools %}
|
| 15 |
+
{{- '<|im_start|>system\n' }}
|
| 16 |
+
{%- if messages[0].role == 'system' %}
|
| 17 |
+
{{- render_content(messages[0].content) + '\n\n' }}
|
| 18 |
+
{%- else %}
|
| 19 |
+
{{- 'You are a helpful assistant.\n\n' }}
|
| 20 |
+
{%- endif %}
|
| 21 |
+
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
|
| 22 |
+
{%- for tool in tools %}
|
| 23 |
+
{{- "\n" }}
|
| 24 |
+
{{- tool | tojson }}
|
| 25 |
+
{%- endfor %}
|
| 26 |
+
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
|
| 27 |
+
{%- else %}
|
| 28 |
+
{%- if messages[0].role == 'system' %}
|
| 29 |
+
{{- '<|im_start|>system\n' + render_content(messages[0].content) + '<|im_end|>\n' }}
|
| 30 |
+
{%- else %}
|
| 31 |
+
{{- '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}
|
| 32 |
+
{%- endif %}
|
| 33 |
+
{%- endif %}
|
| 34 |
+
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
| 35 |
+
{%- for message in messages[::-1] %}
|
| 36 |
+
{%- set index = (messages|length - 1) - loop.index0 %}
|
| 37 |
+
{%- set content = render_content(message.content) %}
|
| 38 |
+
{%- if ns.multi_step_tool and message.role == "user" and content is string and not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
|
| 39 |
+
{%- set ns.multi_step_tool = false %}
|
| 40 |
+
{%- set ns.last_query_index = index %}
|
| 41 |
+
{%- endif %}
|
| 42 |
+
{%- endfor %}
|
| 43 |
+
{%- for message in messages %}
|
| 44 |
+
{%- set content = render_content(message.content) %}
|
| 45 |
+
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
|
| 46 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>\n' }}
|
| 47 |
+
{%- elif message.role == "assistant" %}
|
| 48 |
+
{%- set reasoning_content = '' %}
|
| 49 |
+
{%- if message.reasoning_content is string %}
|
| 50 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 51 |
+
{%- else %}
|
| 52 |
+
{%- if '</think>' in content %}
|
| 53 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 54 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
| 55 |
+
{%- endif %}
|
| 56 |
+
{%- endif %}
|
| 57 |
+
{%- if loop.index0 > ns.last_query_index %}
|
| 58 |
+
{%- if loop.last or (not loop.last and reasoning_content) %}
|
| 59 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
| 60 |
+
{%- else %}
|
| 61 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 62 |
+
{%- endif %}
|
| 63 |
+
{%- else %}
|
| 64 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 65 |
+
{%- endif %}
|
| 66 |
+
{%- if message.tool_calls %}
|
| 67 |
+
{%- for tool_call in message.tool_calls %}
|
| 68 |
+
{%- if (loop.first and content) or (not loop.first) %}
|
| 69 |
+
{{- '\n' }}
|
| 70 |
+
{%- endif %}
|
| 71 |
+
{%- if tool_call.function %}
|
| 72 |
+
{%- set tool_call = tool_call.function %}
|
| 73 |
+
{%- endif %}
|
| 74 |
+
{{- '<tool_call>\n{"name": "' }}
|
| 75 |
+
{{- tool_call.name }}
|
| 76 |
+
{{- '", "arguments": ' }}
|
| 77 |
+
{%- if tool_call.arguments is string %}
|
| 78 |
+
{{- tool_call.arguments }}
|
| 79 |
+
{%- else %}
|
| 80 |
+
{{- tool_call.arguments | tojson }}
|
| 81 |
+
{%- endif %}
|
| 82 |
+
{{- '}\n</tool_call>' }}
|
| 83 |
+
{%- endfor %}
|
| 84 |
+
{%- endif %}
|
| 85 |
+
{{- '<|im_end|>\n' }}
|
| 86 |
+
{%- elif message.role == "tool" %}
|
| 87 |
+
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
| 88 |
+
{{- '<|im_start|>user' }}
|
| 89 |
+
{%- endif %}
|
| 90 |
+
{{- '\n<tool_response>\n' }}
|
| 91 |
+
{{- content }}
|
| 92 |
+
{{- '\n</tool_response>' }}
|
| 93 |
+
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
|
| 94 |
+
{{- '<|im_end|>\n' }}
|
| 95 |
+
{%- endif %}
|
| 96 |
+
{%- endif %}
|
| 97 |
+
{%- endfor %}
|
| 98 |
+
{%- if add_generation_prompt %}
|
| 99 |
+
{{- '<|im_start|>assistant\n' }}
|
| 100 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 101 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 102 |
+
{%- endif %}
|
| 103 |
+
{%- endif %}
|
config.json
ADDED
|
@@ -0,0 +1,94 @@
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"MossTranscribeDiarizeForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"auto_map": {
|
| 6 |
+
"AutoConfig": "configuration_moss_transcribe_diarize.MossTranscribeDiarizeConfig",
|
| 7 |
+
"AutoModel": "modeling_moss_transcribe_diarize.MossTranscribeDiarizeModel",
|
| 8 |
+
"AutoModelForCausalLM": "modeling_moss_transcribe_diarize.MossTranscribeDiarizeForConditionalGeneration",
|
| 9 |
+
"AutoProcessor": "processing_moss_transcribe_diarize.MossTranscribeDiarizeProcessor"
|
| 10 |
+
},
|
| 11 |
+
"model_type": "moss_transcribe_diarize",
|
| 12 |
+
"dtype": "bfloat16",
|
| 13 |
+
"text_config": {
|
| 14 |
+
"model_type": "qwen3",
|
| 15 |
+
"vocab_size": 151936,
|
| 16 |
+
"hidden_size": 1024,
|
| 17 |
+
"intermediate_size": 3072,
|
| 18 |
+
"num_hidden_layers": 28,
|
| 19 |
+
"num_attention_heads": 16,
|
| 20 |
+
"num_key_value_heads": 8,
|
| 21 |
+
"head_dim": 128,
|
| 22 |
+
"hidden_act": "silu",
|
| 23 |
+
"max_position_embeddings": 131072,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"rms_norm_eps": 1e-06,
|
| 26 |
+
"tie_word_embeddings": true,
|
| 27 |
+
"rope_theta": 1000000,
|
| 28 |
+
"attention_bias": false,
|
| 29 |
+
"attention_dropout": 0.0,
|
| 30 |
+
"layer_types": [
|
| 31 |
+
"full_attention",
|
| 32 |
+
"full_attention",
|
| 33 |
+
"full_attention",
|
| 34 |
+
"full_attention",
|
| 35 |
+
"full_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"full_attention",
|
| 39 |
+
"full_attention",
|
| 40 |
+
"full_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"full_attention",
|
| 43 |
+
"full_attention",
|
| 44 |
+
"full_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"full_attention",
|
| 47 |
+
"full_attention",
|
| 48 |
+
"full_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"full_attention",
|
| 51 |
+
"full_attention",
|
| 52 |
+
"full_attention",
|
| 53 |
+
"full_attention",
|
| 54 |
+
"full_attention",
|
| 55 |
+
"full_attention",
|
| 56 |
+
"full_attention",
|
| 57 |
+
"full_attention",
|
| 58 |
+
"full_attention"
|
| 59 |
+
],
|
| 60 |
+
"pad_token_id": 151643,
|
| 61 |
+
"bos_token_id": null,
|
| 62 |
+
"eos_token_id": null
|
| 63 |
+
},
|
| 64 |
+
"audio_config": {
|
| 65 |
+
"model_type": "whisper",
|
| 66 |
+
"num_mel_bins": 80,
|
| 67 |
+
"d_model": 1024,
|
| 68 |
+
"encoder_layers": 24,
|
| 69 |
+
"encoder_attention_heads": 16,
|
| 70 |
+
"encoder_ffn_dim": 4096,
|
| 71 |
+
"max_source_positions": 1500,
|
| 72 |
+
"dropout": 0.0,
|
| 73 |
+
"attention_dropout": 0.0,
|
| 74 |
+
"activation_dropout": 0.0,
|
| 75 |
+
"activation_function": "gelu",
|
| 76 |
+
"encoder_layerdrop": 0.0,
|
| 77 |
+
"scale_embedding": false
|
| 78 |
+
},
|
| 79 |
+
"audio_token_id": 151671,
|
| 80 |
+
"audio_merge_size": 4,
|
| 81 |
+
"adaptor_input_dim": 4096,
|
| 82 |
+
"tie_word_embeddings": true,
|
| 83 |
+
"pad_token_id": 151643,
|
| 84 |
+
"quantization": {
|
| 85 |
+
"bits": 4,
|
| 86 |
+
"group_size": 64,
|
| 87 |
+
"mode": "affine",
|
| 88 |
+
"scope": "text_backbone_only",
|
| 89 |
+
"excluded_prefixes": [
|
| 90 |
+
"model.whisper_encoder",
|
| 91 |
+
"model.vq_adaptor"
|
| 92 |
+
]
|
| 93 |
+
}
|
| 94 |
+
}
|
generation_config.json
ADDED
|
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| 1 |
+
{
|
| 2 |
+
"bos_token_id": 151643,
|
| 3 |
+
"eos_token_id": 151645,
|
| 4 |
+
"pad_token_id": 151643,
|
| 5 |
+
"max_new_tokens": 5120
|
| 6 |
+
}
|
merges.txt
ADDED
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mlx_conversion.json
ADDED
|
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| 1 |
+
{
|
| 2 |
+
"source": "pretrained/mlx-moss-transcribe-diarize",
|
| 3 |
+
"format": "mlx-safetensors",
|
| 4 |
+
"model_type": "moss_transcribe_diarize",
|
| 5 |
+
"quantization": {
|
| 6 |
+
"bits": 4,
|
| 7 |
+
"group_size": 64,
|
| 8 |
+
"mode": "affine",
|
| 9 |
+
"scope": "text_backbone_only",
|
| 10 |
+
"excluded_prefixes": [
|
| 11 |
+
"model.whisper_encoder",
|
| 12 |
+
"model.vq_adaptor"
|
| 13 |
+
]
|
| 14 |
+
}
|
| 15 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0483be31b7adaa81ff6f94da3eb4c61a993e29b2fe2c3ba07827fbd00494a3c4
|
| 3 |
+
size 960434705
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,14 @@
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|
|
|
| 1 |
+
{
|
| 2 |
+
"chunk_length": 30,
|
| 3 |
+
"dither": 0.0,
|
| 4 |
+
"feature_extractor_type": "WhisperFeatureExtractor",
|
| 5 |
+
"feature_size": 80,
|
| 6 |
+
"hop_length": 160,
|
| 7 |
+
"n_fft": 400,
|
| 8 |
+
"n_samples": 480000,
|
| 9 |
+
"nb_max_frames": 3000,
|
| 10 |
+
"padding_side": "right",
|
| 11 |
+
"padding_value": 0.0,
|
| 12 |
+
"return_attention_mask": false,
|
| 13 |
+
"sampling_rate": 16000
|
| 14 |
+
}
|
processor_config.json
ADDED
|
@@ -0,0 +1,10 @@
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|
| 1 |
+
{
|
| 2 |
+
"processor_class": "MossTranscribeDiarizeProcessor",
|
| 3 |
+
"auto_map": {
|
| 4 |
+
"AutoProcessor": "processing_moss_transcribe_diarize.MossTranscribeDiarizeProcessor"
|
| 5 |
+
},
|
| 6 |
+
"audio_tokens_per_second": 12.5,
|
| 7 |
+
"audio_merge_size": 4,
|
| 8 |
+
"time_marker_every_seconds": 5,
|
| 9 |
+
"enable_time_marker": true
|
| 10 |
+
}
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,31 @@
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
"<|im_start|>",
|
| 4 |
+
"<|im_end|>",
|
| 5 |
+
"<|object_ref_start|>",
|
| 6 |
+
"<|object_ref_end|>",
|
| 7 |
+
"<|box_start|>",
|
| 8 |
+
"<|box_end|>",
|
| 9 |
+
"<|quad_start|>",
|
| 10 |
+
"<|quad_end|>",
|
| 11 |
+
"<|vision_start|>",
|
| 12 |
+
"<|vision_end|>",
|
| 13 |
+
"<|vision_pad|>",
|
| 14 |
+
"<|image_pad|>",
|
| 15 |
+
"<|video_pad|>"
|
| 16 |
+
],
|
| 17 |
+
"eos_token": {
|
| 18 |
+
"content": "<|im_end|>",
|
| 19 |
+
"lstrip": false,
|
| 20 |
+
"normalized": false,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
},
|
| 24 |
+
"pad_token": {
|
| 25 |
+
"content": "<|endoftext|>",
|
| 26 |
+
"lstrip": false,
|
| 27 |
+
"normalized": false,
|
| 28 |
+
"rstrip": false,
|
| 29 |
+
"single_word": false
|
| 30 |
+
}
|
| 31 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bcf03774334462d6e34b5005cb11120a62275f146ee2953e68731ecdbce84fbb
|
| 3 |
+
size 11423222
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,20 @@
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": null,
|
| 5 |
+
"clean_up_tokenization_spaces": false,
|
| 6 |
+
"eos_token": "<|im_end|>",
|
| 7 |
+
"errors": "replace",
|
| 8 |
+
"extra_special_tokens": [
|
| 9 |
+
"<|audio_start|>",
|
| 10 |
+
"<|audio_end|>",
|
| 11 |
+
"<|audio_pad|>"
|
| 12 |
+
],
|
| 13 |
+
"is_local": true,
|
| 14 |
+
"local_files_only": false,
|
| 15 |
+
"model_max_length": 131072,
|
| 16 |
+
"pad_token": "<|endoftext|>",
|
| 17 |
+
"split_special_tokens": false,
|
| 18 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 19 |
+
"unk_token": null
|
| 20 |
+
}
|
vocab.json
ADDED
|
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|
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|