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Model: fsicoli/whisper-large-v3-it-cv16 Source: Original Platform
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README.md
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---
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license: cc
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datasets:
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- fsicoli/common_voice_16_0
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language:
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- it
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metrics:
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- wer 0.0963
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---
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# Whisper Large v3 Italian
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<!-- Provide a quick summary of what the model is/does. -->
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This model is a fine-tuned version of [openai/whisper-large-v3] (https://huggingface.co/openai/whisper-large-v3) on Italian using the train and validation split of [Common Voice 16] (https://huggingface.co/datasets/fsicoli/common_voice_16_0).
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## Usage
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```
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from transformers import pipeline
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transcriber = pipeline(
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"automatic-speech-recognition",
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model="fsicoli/whisper-large-v3-it-cv16"
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)
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transcriber.model.config.forced_decoder_ids = (
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transcriber.tokenizer.get_decoder_prompt_ids(
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language="it",
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task="transcribe"
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)
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)
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transcription = transcriber("path/to/my_audio.wav")
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```
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** [More Information Needed]
|
||||
- **Funded by [optional]:** [More Information Needed]
|
||||
- **Shared by [optional]:** [More Information Needed]
|
||||
- **Model type:** [More Information Needed]
|
||||
- **Language(s) (NLP):** [More Information Needed]
|
||||
- **License:** [More Information Needed]
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||||
- **Finetuned from model [optional]:** [More Information Needed]
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||||
### Model Sources [optional]
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||||
|
||||
<!-- Provide the basic links for the model. -->
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||||
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- **Repository:** [More Information Needed]
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||||
- **Paper [optional]:** [More Information Needed]
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||||
- **Demo [optional]:** [More Information Needed]
|
||||
|
||||
## Uses
|
||||
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||||
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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### Direct Use
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||||
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||||
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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||||
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||||
[More Information Needed]
|
||||
|
||||
### Downstream Use [optional]
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||||
|
||||
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
### Out-of-Scope Use
|
||||
|
||||
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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||||
|
||||
[More Information Needed]
|
||||
|
||||
## Bias, Risks, and Limitations
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||||
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||||
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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||||
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||||
[More Information Needed]
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||||
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### Recommendations
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||||
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||||
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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||||
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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## How to Get Started with the Model
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||||
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||||
Use the code below to get started with the model.
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||||
[More Information Needed]
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||||
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## Training Details
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||||
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### Training Data
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||||
|
||||
<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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||||
[More Information Needed]
|
||||
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||||
### Training Procedure
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||||
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||||
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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#### Preprocessing [optional]
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[More Information Needed]
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||||
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||||
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#### Training Hyperparameters
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||||
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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|
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#### Speeds, Sizes, Times [optional]
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||||
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||||
<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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||||
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||||
[More Information Needed]
|
||||
|
||||
## Evaluation
|
||||
|
||||
<!-- This section describes the evaluation protocols and provides the results. -->
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### Testing Data, Factors & Metrics
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#### Testing Data
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Test split of [Common Voice 16] (https://huggingface.co/datasets/fsicoli/common_voice_16_0).
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||||
|
||||
[More Information Needed]
|
||||
|
||||
#### Factors
|
||||
|
||||
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
#### Metrics
|
||||
|
||||
<!-- These are the evaluation metrics being used, ideally with a description of why. -->
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
### Results
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||||
|
||||
[More Information Needed]
|
||||
|
||||
#### Summary
|
||||
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||||
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||||
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||||
## Model Examination [optional]
|
||||
|
||||
<!-- Relevant interpretability work for the model goes here -->
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||||
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||||
[More Information Needed]
|
||||
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||||
## Environmental Impact
|
||||
|
||||
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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||||
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||||
Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
|
||||
|
||||
- **Hardware Type:** [More Information Needed]
|
||||
- **Hours used:** [More Information Needed]
|
||||
- **Cloud Provider:** [More Information Needed]
|
||||
- **Compute Region:** [More Information Needed]
|
||||
- **Carbon Emitted:** [More Information Needed]
|
||||
|
||||
## Technical Specifications [optional]
|
||||
|
||||
### Model Architecture and Objective
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
### Compute Infrastructure
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
#### Hardware
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
#### Software
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
## Citation [optional]
|
||||
|
||||
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
|
||||
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||||
**BibTeX:**
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
**APA:**
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
## Glossary [optional]
|
||||
|
||||
<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
## More Information [optional]
|
||||
|
||||
[More Information Needed]
|
||||
|
||||
## Model Card Authors [optional]
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||||
|
||||
[More Information Needed]
|
||||
|
||||
## Model Card Contact
|
||||
|
||||
[More Information Needed]
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||||
|
||||
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||||
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added_tokens.json
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Load Diff
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config.json
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config.json
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{
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"_name_or_path": "openai/whisper-large-v3",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": true,
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"median_filter_width": 7,
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"model_type": "whisper",
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"num_hidden_layers": 32,
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"num_mel_bins": 128,
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"scale_embedding": false,
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"torch_dtype": "float32",
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"transformers_version": "4.37.0.dev0",
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"use_cache": true,
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"use_weighted_layer_sum": false,
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"vocab_size": 51866
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}
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50001
merges.txt
Normal file
50001
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model-00001-of-00002.safetensors
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Normal file
1266
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Normal file
File diff suppressed because it is too large
Load Diff
1742
normalizer.json
Normal file
1742
normalizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
optimizer.pt
Normal file
3
optimizer.pt
Normal file
@@ -0,0 +1,3 @@
|
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14
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Normal file
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3
rng_state.pth
Normal file
3
rng_state.pth
Normal file
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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3
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|
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139
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139
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Normal file
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114903
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Normal file
114903
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
12996
tokenizer_config.json
Normal file
12996
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
270
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Normal file
270
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Normal file
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||||
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||||
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
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||||
oid sha256:8dcfa42bdfe1c6efed4da1f195cd6cb96c39dcc843fb9eb70f5cd92ddc0f9bbe
|
||||
size 4856
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1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user