Instructions to use aufklarer/Voxtral-Mini-3B-2507-MLX-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use aufklarer/Voxtral-Mini-3B-2507-MLX-8bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir Voxtral-Mini-3B-2507-MLX-8bit aufklarer/Voxtral-Mini-3B-2507-MLX-8bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
Commit ·
fd378a4
0
Parent(s):
Add ASR pipeline metadata
Browse files- .gitattributes +36 -0
- README.md +84 -0
- config.json +63 -0
- generation_config.json +6 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +0 -0
- params.json +34 -0
- preprocessor_config.json +15 -0
- tekken.json +3 -0
.gitattributes
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*.rar filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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language:
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- en
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- fr
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- de
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- es
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- it
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- pt
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- nl
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- hi
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base_model: mistralai/Voxtral-Mini-3B-2507
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library_name: mlx
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pipeline_tag: automatic-speech-recognition
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tags:
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- mlx
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- speech-recognition
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- automatic-speech-recognition
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---
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# Voxtral Mini 3B 2507 — MLX 8-bit affine
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MLX weights for [Voxtral Mini 3B 2507](https://huggingface.co/mistralai/Voxtral-Mini-3B-2507),
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ready for local speech-to-text with
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[speech-swift](https://github.com/soniqo/speech-swift).
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The FP16, INT5, and INT8 family passed the isolated WER, RTF, throughput, RSS, and physical-footprint compatibility gate on 2026-07-22 using English FLEURS.
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| Parameters | Precision | Sample rate | Languages |
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|---:|---:|---:|---:|
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| 3B | 8-bit affine | 16 kHz | 8 |
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## Files
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| File | Description |
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|---|---|
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| `model*.safetensors` | MLX model weights |
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| `config.json` and `params.json` | Model and runtime configuration |
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| `tekken.json` | Tekken tokenizer data |
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## Usage
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```bash
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speech transcribe recording.wav --engine voxtral --model int8
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```
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```swift
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import VoxtralASR
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let model = try await VoxtralModel.load(
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"aufklarer/Voxtral-Mini-3B-2507-MLX-8bit"
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)
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let text = model.transcribe(
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audio: samples,
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sampleRate: sourceSampleRate,
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language: "en"
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)
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```
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## Benchmark
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English FLEURS read speech, 80 utterances (759.56 seconds), Apple M5 Pro:
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| Variant | Bundle | WER | Mean RTF | Peak RSS |
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|---|---:|---:|---:|---:|
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| FP16 | 8.71 GiB | 4.633% | 0.1305 | 9,091 MiB |
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| INT5 | 3.77 GiB | 4.744% | 0.0739 | 4,035 MiB |
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| INT8 | 5.18 GiB | 4.578% | 0.0906 | 5,487 MiB |
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These read-speech measurements are not Artificial Analysis Conversational or
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ElevenLabs Scribe results.
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## Source and license
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The base model is [mistralai/Voxtral-Mini-3B-2507](https://huggingface.co/mistralai/Voxtral-Mini-3B-2507) and is
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released under Apache 2.0.
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## Links
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- [Voxtral guide](https://soniqo.audio/guides/voxtral)
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- [speech-swift](https://github.com/soniqo/speech-swift)
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- [Soniqo documentation](https://soniqo.audio/getting-started)
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- [Soniqo](https://soniqo.audio)
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- [Blog](https://soniqo.audio/blog)
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config.json
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{
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"architectures": [
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"VoxtralForConditionalGeneration"
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],
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"audio_config": {
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"attention_dropout": 0.0,
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"dropout": 0.0,
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"head_dim": 64,
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"hidden_size": 1280,
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"initializer_range": 0.02,
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"intermediate_size": 5120,
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"layerdrop": 0.0,
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"max_source_positions": 1500,
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"model_type": "voxtral_encoder",
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"num_attention_heads": 20,
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"num_hidden_layers": 32,
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"num_key_value_heads": 20,
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"num_mel_bins": 128,
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"scale_embedding": false,
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"vocab_size": 51866
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},
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"audio_token_id": 24,
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"hidden_size": 3072,
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"model_type": "voxtral",
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"projector_hidden_act": "gelu",
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"quantization": {
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"group_size": 64,
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"bits": 8,
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"mode": "affine"
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},
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"quantization_config": {
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"group_size": 64,
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"bits": 8,
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"mode": "affine"
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},
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"text_config": {
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"attention_bias": false,
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"attention_dropout": 0.0,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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| 46 |
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"max_position_embeddings": 131072,
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| 47 |
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 30,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 100000000.0,
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"sliding_window": null,
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"use_cache": true,
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"vocab_size": 131072
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},
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"torch_dtype": "bfloat16",
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| 61 |
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"transformers_version": "4.54.0.dev0",
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"vocab_size": 131072
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}
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generation_config.json
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{
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 11,
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"transformers_version": "4.54.0.dev0"
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}
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model-00001-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d497498404c4717e4be6f04b65ed5ab88c17ea08a4671c21dcf00f0f8a2d0f54
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size 5368741916
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model-00002-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:cdf722bf98262d6e310eb5ef92e562b415d557dc037b4e317c1b096c534b64fc
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size 197276087
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model.safetensors.index.json
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The diff for this file is too large to render.
See raw diff
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params.json
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{
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"dim": 3072,
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"n_layers": 30,
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"head_dim": 128,
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"hidden_dim": 8192,
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"n_heads": 32,
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"n_kv_heads": 8,
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| 8 |
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"rope_theta": 100000000.0,
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"norm_eps": 1e-05,
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"vocab_size": 131072,
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"max_position_embeddings": 32768,
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"multimodal": {
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"whisper_model_args": {
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"encoder_args": {
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"dim": 1280,
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"n_layers": 32,
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"head_dim": 64,
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"hidden_dim": 5120,
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"n_heads": 20,
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"vocab_size": 51866,
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"max_source_positions": 1500,
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"audio_encoding_args": {
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"sampling_rate": 16000,
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"num_mel_bins": 128,
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"hop_length": 160,
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"window_size": 400
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}
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},
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"downsample_args": {
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"downsample_factor": 4
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}
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}
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}
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}
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preprocessor_config.json
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{
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"chunk_length": 30,
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"dither": 0.0,
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"feature_extractor_type": "WhisperFeatureExtractor",
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"feature_size": 128,
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"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 |
+
"processor_class": "VoxtralProcessor",
|
| 13 |
+
"return_attention_mask": false,
|
| 14 |
+
"sampling_rate": 16000
|
| 15 |
+
}
|
tekken.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4aaf3836c2a5332f029ce85a7a62255c966f47b6797ef81dedd0ade9c862e4a8
|
| 3 |
+
size 14894206
|