Automatic Speech Recognition
MLX
Safetensors
voxtral_realtime
mlx-audio
speech-to-text
streaming
realtime
voxtral
fp16
4-bit precision
Instructions to use iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit-fp16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit-fp16 with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir Voxtral-Mini-4B-Realtime-2602-4bit-fp16 iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit-fp16
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
Initial upload: Q4 fp16 voxtral realtime
Browse files- .gitattributes +1 -0
- README.md +99 -0
- config.json +70 -0
- generation_config.json +9 -0
- model.safetensors +3 -0
- model.safetensors.index.json +0 -0
- params.json +55 -0
- processor_config.json +15 -0
- tekken.json +3 -0
.gitattributes
CHANGED
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@@ -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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tekken.json filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
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| 2 |
+
base_model: mistralai/Voxtral-Mini-4B-Realtime-2602
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| 3 |
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language:
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- ar
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| 5 |
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- de
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| 6 |
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- en
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| 7 |
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- es
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| 8 |
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- fr
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| 9 |
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- hi
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| 10 |
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- it
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| 11 |
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- nl
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| 12 |
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- pt
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| 13 |
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- zh
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- ja
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- ko
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- ru
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| 17 |
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library_name: mlx
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license: apache-2.0
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| 19 |
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pipeline_tag: automatic-speech-recognition
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tags:
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- mlx
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- mlx-audio
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- speech-to-text
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- streaming
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- realtime
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| 26 |
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- voxtral
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| 27 |
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- fp16
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---
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| 29 |
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# Voxtral Mini 4B Realtime 4bit (float16)
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This is a **4-bit quantized, float16-base** [MLX](https://github.com/ml-explore/mlx) conversion of [mistralai/Voxtral-Mini-4B-Realtime-2602](https://huggingface.co/mistralai/Voxtral-Mini-4B-Realtime-2602).
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## Which variant should you pick?
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| 35 |
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| Chip | Recommended | Why |
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|----------------|--------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------|
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| **M1 / M2** | **This repo (`-4bit-fp16`)** | Metal on M1/M2 has no native `bfloat16` ALU; bf16 ops fall back to a slower path. `float16` stays on the fast GPU path. |
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| 39 |
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| **M3 / M4+** | [`iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit`](https://huggingface.co/iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit) (bf16) | bf16 is natively supported and gives the same speed as fp16 with a wider dynamic range (slightly safer numerics). |
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Only the non-quantized weights differ between the two repos (norms, biases, scales, some embeddings). The quantized mat-mul weights are bit-identical. Transcription output is byte-identical on a 20 s French clip at temperature 0 (verified locally).
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## Conversion
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| 44 |
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Source model:
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- `mistralai/Voxtral-Mini-4B-Realtime-2602`
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| 49 |
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Local conversion command:
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| 50 |
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| 51 |
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```bash
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| 52 |
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python -m mlx_audio.convert \
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| 53 |
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--hf-path mistralai/Voxtral-Mini-4B-Realtime-2602 \
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| 54 |
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--mlx-path /path/to/Voxtral-Mini-4B-Realtime-2602-4bit-fp16 \
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| 55 |
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--quantize \
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| 56 |
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--q-group-size 64 \
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| 57 |
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--q-bits 4 \
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| 58 |
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--dtype float16 \
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| 59 |
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--model-domain stt
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| 60 |
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```
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Quantization config:
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| 63 |
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| 64 |
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- bits: `4`
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| 65 |
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- group size: `64`
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| 66 |
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- mode: `affine`
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| 67 |
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- non-quant dtype: `float16`
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| 68 |
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| 69 |
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## Files
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| 70 |
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| 71 |
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Only the MLX runtime artifacts needed for inference:
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| 72 |
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| 73 |
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- `model.safetensors`
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| 74 |
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- `model.safetensors.index.json`
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| 75 |
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- `config.json`
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| 76 |
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- `generation_config.json`
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| 77 |
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- `params.json`
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| 78 |
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- `processor_config.json`
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| 79 |
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- `tekken.json`
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| 80 |
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|
| 81 |
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## Usage
|
| 82 |
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|
| 83 |
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```bash
|
| 84 |
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pip install "mlx-audio[stt]"
|
| 85 |
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```
|
| 86 |
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|
| 87 |
+
```python
|
| 88 |
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from mlx_audio.stt.utils import load_model
|
| 89 |
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|
| 90 |
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model = load_model("iris-sfg/Voxtral-Mini-4B-Realtime-2602-4bit-fp16")
|
| 91 |
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result = model.generate("audio.wav")
|
| 92 |
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print(result.text)
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| 93 |
+
```
|
| 94 |
+
|
| 95 |
+
## Notes
|
| 96 |
+
|
| 97 |
+
- Base model license remains Apache 2.0.
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| 98 |
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- On M3/M4, prefer the `-4bit` (bf16) repo; there is no speed benefit to fp16 there and bf16's wider exponent range is slightly more robust.
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| 99 |
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- Transcription quality was verified identical to the bf16 variant at `temperature=0` on a 20 s French parliamentary audio clip.
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config.json
ADDED
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| 1 |
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{
|
| 2 |
+
"architectures": [
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| 3 |
+
"VoxtralRealtimeForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"audio_config": {
|
| 6 |
+
"activation_function": "gelu",
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"head_dim": 64,
|
| 9 |
+
"hidden_act": "silu",
|
| 10 |
+
"hidden_size": 1280,
|
| 11 |
+
"initializer_range": 0.02,
|
| 12 |
+
"intermediate_size": 5120,
|
| 13 |
+
"max_position_embeddings": 1500,
|
| 14 |
+
"model_type": "voxtral_realtime_encoder",
|
| 15 |
+
"num_attention_heads": 32,
|
| 16 |
+
"num_hidden_layers": 32,
|
| 17 |
+
"num_key_value_heads": 32,
|
| 18 |
+
"num_mel_bins": 128,
|
| 19 |
+
"rms_norm_eps": 1e-05,
|
| 20 |
+
"rope_parameters": {
|
| 21 |
+
"rope_theta": 1000000.0,
|
| 22 |
+
"rope_type": "default"
|
| 23 |
+
},
|
| 24 |
+
"sliding_window": 750,
|
| 25 |
+
"vocab_size": 131072
|
| 26 |
+
},
|
| 27 |
+
"audio_length_per_tok": 8,
|
| 28 |
+
"default_num_delay_tokens": 6,
|
| 29 |
+
"downsample_factor": 4,
|
| 30 |
+
"dtype": "float16",
|
| 31 |
+
"hidden_size": 3072,
|
| 32 |
+
"model_type": "voxtral_realtime",
|
| 33 |
+
"projector_hidden_act": "gelu",
|
| 34 |
+
"quantization": {
|
| 35 |
+
"group_size": 64,
|
| 36 |
+
"bits": 4,
|
| 37 |
+
"mode": "affine"
|
| 38 |
+
},
|
| 39 |
+
"quantization_config": {
|
| 40 |
+
"group_size": 64,
|
| 41 |
+
"bits": 4,
|
| 42 |
+
"mode": "affine"
|
| 43 |
+
},
|
| 44 |
+
"text_config": {
|
| 45 |
+
"attention_dropout": 0.0,
|
| 46 |
+
"bos_token_id": 1,
|
| 47 |
+
"eos_token_id": 2,
|
| 48 |
+
"head_dim": 128,
|
| 49 |
+
"hidden_act": "silu",
|
| 50 |
+
"hidden_size": 3072,
|
| 51 |
+
"initializer_range": 0.02,
|
| 52 |
+
"intermediate_size": 9216,
|
| 53 |
+
"max_position_embeddings": 131072,
|
| 54 |
+
"model_type": "voxtral_realtime_text",
|
| 55 |
+
"num_attention_heads": 32,
|
| 56 |
+
"num_hidden_layers": 26,
|
| 57 |
+
"num_key_value_heads": 8,
|
| 58 |
+
"pad_token_id": null,
|
| 59 |
+
"rms_norm_eps": 1e-05,
|
| 60 |
+
"rope_parameters": {
|
| 61 |
+
"rope_theta": 1000000.0,
|
| 62 |
+
"rope_type": "default"
|
| 63 |
+
},
|
| 64 |
+
"sliding_window": 8192,
|
| 65 |
+
"tie_word_embeddings": true,
|
| 66 |
+
"use_cache": true,
|
| 67 |
+
"vocab_size": 131072
|
| 68 |
+
},
|
| 69 |
+
"transformers_version": "5.2.0.dev0"
|
| 70 |
+
}
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generation_config.json
ADDED
|
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| 1 |
+
{
|
| 2 |
+
"bos_token_id": 1,
|
| 3 |
+
"eos_token_id": 2,
|
| 4 |
+
"output_attentions": false,
|
| 5 |
+
"output_hidden_states": false,
|
| 6 |
+
"pad_token_id": 11,
|
| 7 |
+
"transformers_version": "5.2.0.dev0",
|
| 8 |
+
"use_cache": true
|
| 9 |
+
}
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model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8ea4e642801c525a8b8f4d2ac4ee4685e649502e09b4cfa843fa819ced0be0f5
|
| 3 |
+
size 2507662237
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model.safetensors.index.json
ADDED
|
The diff for this file is too large to render.
See raw diff
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params.json
ADDED
|
@@ -0,0 +1,55 @@
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| 1 |
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{
|
| 2 |
+
"dim": 3072,
|
| 3 |
+
"n_layers": 26,
|
| 4 |
+
"head_dim": 128,
|
| 5 |
+
"hidden_dim": 9216,
|
| 6 |
+
"n_heads": 32,
|
| 7 |
+
"n_kv_heads": 8,
|
| 8 |
+
"use_biases": false,
|
| 9 |
+
"causal": true,
|
| 10 |
+
"rope_theta": 1000000.0,
|
| 11 |
+
"norm_eps": 1e-05,
|
| 12 |
+
"vocab_size": 131072,
|
| 13 |
+
"model_parallel": 1,
|
| 14 |
+
"tied_embeddings": true,
|
| 15 |
+
"sliding_window": 8192,
|
| 16 |
+
"model_max_length": 131072,
|
| 17 |
+
"multimodal": {
|
| 18 |
+
"whisper_model_args": {
|
| 19 |
+
"encoder_args": {
|
| 20 |
+
"audio_encoding_args": {
|
| 21 |
+
"sampling_rate": 16000,
|
| 22 |
+
"frame_rate": 12.5,
|
| 23 |
+
"num_mel_bins": 128,
|
| 24 |
+
"hop_length": 160,
|
| 25 |
+
"window_size": 400,
|
| 26 |
+
"chunk_length_s": null,
|
| 27 |
+
"global_log_mel_max": 1.5,
|
| 28 |
+
"transcription_format": "streaming"
|
| 29 |
+
},
|
| 30 |
+
"dim": 1280,
|
| 31 |
+
"n_layers": 32,
|
| 32 |
+
"head_dim": 64,
|
| 33 |
+
"hidden_dim": 5120,
|
| 34 |
+
"n_heads": 32,
|
| 35 |
+
"vocab_size": 131072,
|
| 36 |
+
"n_kv_heads": 32,
|
| 37 |
+
"use_biases": true,
|
| 38 |
+
"use_cache": false,
|
| 39 |
+
"rope_theta": 1000000.0,
|
| 40 |
+
"causal": true,
|
| 41 |
+
"norm_eps": 1e-05,
|
| 42 |
+
"pos_embed": "rope",
|
| 43 |
+
"max_source_positions": null,
|
| 44 |
+
"ffn_type": "swiglu",
|
| 45 |
+
"norm_type": "rms_norm",
|
| 46 |
+
"sliding_window": 750
|
| 47 |
+
},
|
| 48 |
+
"downsample_args": {
|
| 49 |
+
"downsample_factor": 4
|
| 50 |
+
}
|
| 51 |
+
}
|
| 52 |
+
},
|
| 53 |
+
"ada_rms_norm_t_cond": true,
|
| 54 |
+
"ada_rms_norm_t_cond_dim": 32
|
| 55 |
+
}
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processor_config.json
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| 1 |
+
{
|
| 2 |
+
"feature_extractor": {
|
| 3 |
+
"feature_extractor_type": "VoxtralRealtimeFeatureExtractor",
|
| 4 |
+
"feature_size": 128,
|
| 5 |
+
"global_log_mel_max": 1.5,
|
| 6 |
+
"hop_length": 160,
|
| 7 |
+
"n_fft": 400,
|
| 8 |
+
"padding_side": "right",
|
| 9 |
+
"padding_value": 0.0,
|
| 10 |
+
"return_attention_mask": true,
|
| 11 |
+
"sampling_rate": 16000,
|
| 12 |
+
"win_length": 400
|
| 13 |
+
},
|
| 14 |
+
"processor_class": "VoxtralRealtimeProcessor"
|
| 15 |
+
}
|
tekken.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8434af1d39eba99f0ef46cf1450bf1a63fa941a26933a1ef5dbbf4adf0d00e44
|
| 3 |
+
size 14910348
|