samitizerxu
commited on
Commit
•
c5fb639
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Parent(s):
c1ce467
Added model files
Browse files- README.md +67 -3
- added_tokens.json +1 -0
- all_results.json +14 -0
- checkpoint-1500/config.json +107 -0
- checkpoint-1500/optimizer.pt +3 -0
- checkpoint-1500/preprocessor_config.json +9 -0
- checkpoint-1500/pytorch_model.bin +3 -0
- checkpoint-1500/rng_state.pth +3 -0
- checkpoint-1500/scaler.pt +3 -0
- checkpoint-1500/scheduler.pt +3 -0
- checkpoint-1500/trainer_state.json +61 -0
- checkpoint-1500/training_args.bin +3 -0
- config.json +107 -0
- eval_results.json +9 -0
- preprocessor_config.json +9 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- train_results.json +8 -0
- trainer_state.json +70 -0
- training_args.bin +3 -0
- vocab.json +1 -0
README.md
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---
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language:
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- lg
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license: apache-2.0
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tags:
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- automatic-speech-recognition
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- robust-speech-event
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- common_voice
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- generated_from_trainer
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datasets:
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- common_voice
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model-index:
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- name: wav2vec2-xls-r-300m-lg
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# wav2vec2-xls-r-300m-lg
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This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the COMMON_VOICE - LG dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6989
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- Wer: 0.8529
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0003
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- train_batch_size: 16
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 20.0
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| 2.9089 | 6.33 | 500 | 2.8983 | 1.0002 |
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| 2.5754 | 12.66 | 1000 | 1.8710 | 1.0 |
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| 1.4093 | 18.99 | 1500 | 0.7195 | 0.8547 |
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### Framework versions
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- Transformers 4.17.0.dev0
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- Pytorch 1.10.2+cu102
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- Datasets 1.18.2.dev0
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- Tokenizers 0.11.0
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added_tokens.json
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{"<s>": 33, "</s>": 34}
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all_results.json
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{
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"epoch": 20.0,
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"eval_loss": 0.6989022493362427,
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"eval_runtime": 32.5515,
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"eval_samples": 584,
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"eval_samples_per_second": 17.941,
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"eval_steps_per_second": 2.243,
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"eval_wer": 0.8528689439607056,
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"train_loss": 2.2397680982758725,
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"train_runtime": 1536.9705,
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"train_samples": 1250,
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"train_samples_per_second": 16.266,
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"train_steps_per_second": 1.028
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}
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checkpoint-1500/config.json
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{
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"_name_or_path": "facebook/wav2vec2-xls-r-300m",
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"activation_dropout": 0.0,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForCTC"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"classifier_proj_size": 256,
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"codevector_dim": 768,
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"contrastive_logits_temperature": 0.1,
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"conv_bias": true,
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"conv_dim": [
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"conv_kernel": [
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"conv_stride": [
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": false,
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"diversity_loss_weight": 0.1,
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"do_stable_layer_norm": true,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_dropout": 0.0,
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"feat_extract_norm": "layer",
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"feat_proj_dropout": 0.0,
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.0,
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"hidden_act": "gelu",
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"hidden_dropout": 0.0,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.0,
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"mask_feature_length": 64,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.25,
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"mask_time_length": 10,
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"mask_time_prob": 0.75,
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"model_type": "wav2vec2",
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"num_adapter_layers": 3,
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"num_codevector_groups": 2,
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"torch_dtype": "float32",
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"transformers_version": "4.17.0.dev0",
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"use_weighted_layer_sum": false,
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"vocab_size": 35,
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"xvector_output_dim": 512
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}
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checkpoint-1500/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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checkpoint-1500/preprocessor_config.json
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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checkpoint-1500/pytorch_model.bin
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}
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checkpoint-1500/training_args.bin
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version https://git-lfs.github.com/spec/v1
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config.json
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