Upload 24 files
Browse files- .gitattributes +20 -0
- LICENSE +21 -0
- README.md +78 -0
- config-tiny.json +144 -0
- model-tiny-q80.gguf +3 -0
- tokenizer-tiny.json +0 -0
- whisper-tiny-q2_k.gguf +3 -0
- whisper-tiny-q3_k.gguf +3 -0
- whisper-tiny-q4_0.gguf +3 -0
- whisper-tiny-q4_1.gguf +3 -0
- whisper-tiny-q4_k.gguf +3 -0
- whisper-tiny-q5_0.gguf +3 -0
- whisper-tiny-q5_1.gguf +3 -0
- whisper-tiny-q5_k.gguf +3 -0
- whisper-tiny-q6_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q2_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q3_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q4_0.gguf +3 -0
- whisper.cpp/whisper-tiny-q4_1.gguf +3 -0
- whisper.cpp/whisper-tiny-q4_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q5_0.gguf +3 -0
- whisper.cpp/whisper-tiny-q5_1.gguf +3 -0
- whisper.cpp/whisper-tiny-q5_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q6_k.gguf +3 -0
- whisper.cpp/whisper-tiny-q8_0.gguf +3 -0
.gitattributes
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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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*.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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model-tiny-q80.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q2_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q3_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q4_0.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q4_1.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q4_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q5_0.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q5_1.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q5_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper-tiny-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q2_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q3_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q4_0.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q4_1.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q4_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q5_0.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q5_1.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q5_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
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whisper.cpp/whisper-tiny-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
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LICENSE
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MIT License
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Copyright (c) 2022 OpenAI
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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license: mit
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language:
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- multilingual
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- en
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- ru
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tags:
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- whisper
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- gguf
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- quantized
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- speech-recognition
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- rust
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base_model:
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- openai/whisper-tiny
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---
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# WHISPER-TINY - GGUF Quantized Models
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Quantized versions of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) in GGUF format for use with [whisper.cpp](https://github.com/ggerganov/whisper.cpp).
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## Available Formats
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| Format | Quality | Use Case |
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|--------| ---------|----------|
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| q2_k | Smallest | Extreme compression |
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| q3_k | Small | Mobile devices |
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| q4_0 | Good | Legacy compatibility |
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| q4_k | Good | **Recommended for production** |
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| q4_1 | Good+ | Legacy with bias |
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| q5_0 | Very Good | Legacy compatibility |
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| q5_k | Very Good | High quality |
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| q5_1 | Very Good+ | Legacy with bias |
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| q6_k | Excellent | Near-lossless |
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| q8_0 | Excellent | Minimal loss, benchmarking |
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## Usage
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### With whisper.cpp
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```bash
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# Download model
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wget https://huggingface.co/oxide-lab/whisper-tiny-gguf/resolve/main/whisper-tiny-q4_k.gguf
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# Run inference
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./whisper.cpp/build/bin/whisper-cli --model whisper-tiny-q4_k.gguf --file audio.wav
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```
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### Recommended Format
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For most use cases, we recommend **q4_k** format as it provides the best balance of:
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- Size reduction (~65% smaller)
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- Quality (minimal degradation)
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- Speed (faster inference than higher quantizations)
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## Quantization Details
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- **Source Model**: [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny)
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- **Quantization Tool**: [whisper.cpp](https://github.com/ggerganov/whisper.cpp)
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- **Format**: GGUF (GGML Universal Format)
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- **Total Files**: 10
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## License
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Same as the original Whisper model (MIT License).
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## Citation
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```bibtex
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@misc{radford2022whisper,
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doi = {10.48550/ARXIV.2212.04356},
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url = {https://arxiv.org/abs/2212.04356},
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author = {Radford, Alec and Kim, Jong Wook and Xu, Tao and Brockman, Greg and McLeavey, Christine and Sutskever, Ilya},
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title = {Robust Speech Recognition via Large-Scale Weak Supervision},
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publisher = {arXiv},
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year = {2022},
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copyright = {arXiv.org perpetual, non-exclusive license}
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}
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```
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config-tiny.json
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{
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"_name_or_path": "openai/whisper-tiny",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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| 5 |
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"begin_suppress_tokens": [
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220,
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50257
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],
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"bos_token_id": 50257,
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"d_model": 384,
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| 15 |
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"decoder_attention_heads": 6,
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| 16 |
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"decoder_ffn_dim": 1536,
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| 17 |
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"decoder_layerdrop": 0.0,
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| 18 |
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"decoder_layers": 4,
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| 19 |
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"decoder_start_token_id": 50258,
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| 20 |
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"dropout": 0.0,
|
| 21 |
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"encoder_attention_heads": 6,
|
| 22 |
+
"encoder_ffn_dim": 1536,
|
| 23 |
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"encoder_layerdrop": 0.0,
|
| 24 |
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"encoder_layers": 4,
|
| 25 |
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"eos_token_id": 50257,
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| 26 |
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"forced_decoder_ids": [
|
| 27 |
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[
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1,
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50259
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],
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[
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2,
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| 33 |
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50359
|
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],
|
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[
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3,
|
| 37 |
+
50363
|
| 38 |
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]
|
| 39 |
+
],
|
| 40 |
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"init_std": 0.02,
|
| 41 |
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"is_encoder_decoder": true,
|
| 42 |
+
"max_length": 448,
|
| 43 |
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"max_source_positions": 1500,
|
| 44 |
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"max_target_positions": 448,
|
| 45 |
+
"model_type": "whisper",
|
| 46 |
+
"num_hidden_layers": 4,
|
| 47 |
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"num_mel_bins": 80,
|
| 48 |
+
"pad_token_id": 50257,
|
| 49 |
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"scale_embedding": false,
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| 50 |
+
"suppress_tokens": [
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