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Browse files- README.md +102 -0
- config.json +275 -0
- generation_config.json +12 -0
- model.safetensors +3 -0
- preprocessor_config.json +10 -0
- special_tokens_map.json +125 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +940 -0
README.md
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---
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license: apache-2.0
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---
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---
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library_name: transformers
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tags:
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- text-to-speech
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- annotation
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license: apache-2.0
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language:
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- en
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pipeline_tag: text-to-speech
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inference: false
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datasets:
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- parler-tts/mls_eng_10k
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- blabble-io/libritts_r
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- parler-tts/libritts_r_tags_tagged_10k_generated
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- parler-tts/mls-eng-10k-tags_tagged_10k_generated
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---
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<img src="https://huggingface.co/datasets/parler-tts/images/resolve/main/thumbnail.png" alt="Parler Logo" width="800" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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# Parler-TTS Mini v0.1
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<a target="_blank" href="https://huggingface.co/spaces/parler-tts/parler_tts_mini">
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<img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-sm.svg" alt="Open in HuggingFace"/>
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</a>
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**Parler-TTS Mini v0.1** is a lightweight text-to-speech (TTS) model, trained on 10.5K hours of audio data, that can generate high-quality, natural sounding speech with features that can be controlled using a simple text prompt (e.g. gender, background noise, speaking rate, pitch and reverberation).
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It is the first release model from the [Parler-TTS](https://github.com/huggingface/parler-tts) project, which aims to provide the community with TTS training resources and dataset pre-processing code.
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## Usage
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Using Parler-TTS is as simple as "bonjour". Simply install the library once:
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```sh
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pip install git+https://github.com/huggingface/parler-tts.git
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```
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You can then use the model with the following inference snippet:
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```py
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import torch
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from parler_tts import ParlerTTSForConditionalGeneration
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from transformers import AutoTokenizer
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import soundfile as sf
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device = "cuda:0" if torch.cuda.is_available() else "cpu"
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model = ParlerTTSForConditionalGeneration.from_pretrained("parler-tts/parler_tts_mini_v0.1").to(device)
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tokenizer = AutoTokenizer.from_pretrained("parler-tts/parler_tts_mini_v0.1")
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prompt = "Hey, how are you doing today?"
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description = "A female speaker with a slightly low-pitched voice delivers her words quite expressively, in a very confined sounding environment with clear audio quality. She speaks very fast."
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input_ids = tokenizer(description, return_tensors="pt").input_ids.to(device)
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prompt_input_ids = tokenizer(prompt, return_tensors="pt").input_ids.to(device)
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generation = model.generate(input_ids=input_ids, prompt_input_ids=prompt_input_ids)
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audio_arr = generation.cpu().numpy().squeeze()
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sf.write("parler_tts_out.wav", audio_arr, model.config.sampling_rate)
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```
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**Tips**:
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* Include the term "very clear audio" to generate the highest quality audio, and "very noisy audio" for high levels of background noise
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* Punctuation can be used to control the prosody of the generations, e.g. use commas to add small breaks in speech
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* The remaining speech features (gender, speaking rate, pitch and reverberation) can be controlled directly through the prompt
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## Motivation
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Parler-TTS is a reproduction of work from the paper [Natural language guidance of high-fidelity text-to-speech with synthetic annotations](https://www.text-description-to-speech.com) by Dan Lyth and Simon King, from Stability AI and Edinburgh University respectively.
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Contrarily to other TTS models, Parler-TTS is a **fully open-source** release. All of the datasets, pre-processing, training code and weights are released publicly under permissive license, enabling the community to build on our work and develop their own powerful TTS models.
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Parler-TTS was released alongside:
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* [The Parler-TTS repository](https://github.com/huggingface/parler-tts) - you can train and fine-tuned your own version of the model.
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* [The Data-Speech repository](https://github.com/huggingface/dataspeech) - a suite of utility scripts designed to annotate speech datasets.
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* [The Parler-TTS organization](https://huggingface.co/parler-tts) - where you can find the annotated datasets as well as the future checkpoints.
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## Citation
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If you found this repository useful, please consider citing this work and also the original Stability AI paper:
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```
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@misc{lacombe-etal-2024-parler-tts,
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author = {Yoach Lacombe and Vaibhav Srivastav and Sanchit Gandhi},
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title = {Parler-TTS},
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year = {2024},
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publisher = {GitHub},
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journal = {GitHub repository},
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howpublished = {\url{https://github.com/huggingface/parler-tts}}
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}
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```
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```
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@misc{lyth2024natural,
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title={Natural language guidance of high-fidelity text-to-speech with synthetic annotations},
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author={Dan Lyth and Simon King},
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year={2024},
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eprint={2402.01912},
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archivePrefix={arXiv},
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primaryClass={cs.SD}
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}
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```
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## License
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This model is permissively licensed under the Apache 2.0 license.
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config.json
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{
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"_name_or_path": "/fsx/yoach/tmp/artefacts/training-400M-punctuated-v2/",
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"architectures": [
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"ParlerTTSForConditionalGeneration"
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],
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"audio_encoder": {
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"_name_or_path": "ylacombe/dac_44khZ_8kbps",
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"add_cross_attention": false,
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"architectures": [
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"DACModel"
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],
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"frame_rate": 86,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1"
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},
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"is_decoder": false,
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"is_encoder_decoder": false,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1
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},
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"latent_dim": 1024,
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"length_penalty": 1.0,
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"max_length": 20,
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"min_length": 0,
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"model_bitrate": 8,
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"model_type": "dac",
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"temperature": 1.0,
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"top_k": 50,
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"torch_dtype": "float32",
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"torchscript": false,
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"typical_p": 1.0,
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"use_bfloat16": false
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},
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"decoder": {
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"_name_or_path": "/fsx/yoach/tmp/artefacts/decoder_400M/",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"add_cross_attention": true,
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"architectures": [
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"ParlerTTSForCausalLM"
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],
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"hidden_size": 1024,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1"
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},
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"is_decoder": true,
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"remove_invalid_values": false,
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"scale_embedding": false,
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"temperature": 1.0,
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"top_k": 50,
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"top_p": 1.0,
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"torch_dtype": "float32",
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"torchscript": false,
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"typical_p": 1.0,
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"use_bfloat16": false,
|
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|
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|
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|
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|
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|
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|
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|
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|
242 |
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|
243 |
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|
244 |
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|
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|
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|
247 |
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|
248 |
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|
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|
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|
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|
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|
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|
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|
255 |
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|
256 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
271 |
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|
273 |
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|
274 |
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|
275 |
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}
|
generation_config.json
ADDED
@@ -0,0 +1,12 @@
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|
1 |
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{
|
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|
3 |
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"bos_token_id": 1025,
|
4 |
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|
5 |
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"do_sample": true,
|
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|
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|
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|
9 |
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|
10 |
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"pad_token_id": 1024,
|
11 |
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"transformers_version": "4.38.2"
|
12 |
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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
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2 |
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oid sha256:212652a13d02de58494352be5ab5f3bba9335008718d826f2e9e1b922def4b9d
|
3 |
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size 2588215392
|
preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
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|
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|
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|
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|
9 |
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|
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special_tokens_map.json
ADDED
@@ -0,0 +1,125 @@
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|
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|
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|
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|
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|
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|
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|
spiece.model
ADDED
@@ -0,0 +1,3 @@
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
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size 791656
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tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
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|
tokenizer_config.json
ADDED
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1 |
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2 |
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3 |
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4 |
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11 |
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13 |
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}
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