jonatasgrosman
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jonatasgrosman/exp_w2v2t_ar_unispeech-sat_s75
Browse files- .gitattributes +2 -0
- README.md +17 -0
- config.json +104 -0
- preprocessor_config.json +9 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- transcriptions_cv7_test.json +3 -0
- transcriptions_cv7_validation.json +3 -0
- vocab.json +1 -0
.gitattributes
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@@ -25,3 +25,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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transcriptions_cv7_test.json filter=lfs diff=lfs merge=lfs -text
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transcriptions_cv7_validation.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language:
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- ar
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license: apache-2.0
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tags:
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- automatic-speech-recognition
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- ar
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datasets:
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- mozilla-foundation/common_voice_7_0
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---
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# exp_w2v2t_ar_unispeech-sat_s75
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Fine-tuned [microsoft/unispeech-sat-large](https://huggingface.co/microsoft/unispeech-sat-large) for speech recognition using the train split of [Common Voice 7.0 (ar)](https://huggingface.co/datasets/mozilla-foundation/common_voice_7_0).
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When using this model, make sure that your speech input is sampled at 16kHz.
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This model has been fine-tuned by the [HuggingSound](https://github.com/jonatasgrosman/huggingsound) tool.
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config.json
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{
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"_name_or_path": "microsoft/unispeech-sat-large",
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"activation_dropout": 0.05,
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"apply_spec_augment": true,
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"architectures": [
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"UniSpeechSatForCTC"
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],
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"attention_dropout": 0.05,
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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": false,
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"conv_dim": [
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512,
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512,
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512,
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512,
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512,
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512,
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512
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],
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"conv_kernel": [
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10,
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3,
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3,
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3,
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3,
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2,
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2
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],
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"conv_stride": [
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5,
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2,
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2,
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2,
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2,
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2,
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2
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],
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"ctc_loss_reduction": "sum",
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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": 0.05,
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.05,
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"hidden_act": "gelu",
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"hidden_dropout": 0.05,
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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": 0.05,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_prob": 0.05,
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"model_type": "unispeech-sat",
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"num_attention_heads": 16,
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"num_clusters": 504,
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"num_codevector_groups": 2,
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"num_codevectors_per_group": 320,
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"num_conv_pos_embedding_groups": 16,
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"num_conv_pos_embeddings": 128,
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"num_feat_extract_layers": 7,
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"num_hidden_layers": 24,
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"num_negatives": 100,
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"pad_token_id": 0,
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"proj_codevector_dim": 768,
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"tdnn_dilation": [
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1,
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2,
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3,
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1,
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1
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],
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"tdnn_dim": [
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512,
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512,
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512,
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512,
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1500
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],
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"tdnn_kernel": [
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5,
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3,
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3,
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1,
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1
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],
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
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"torch_dtype": "float32",
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"transformers_version": "4.15.0",
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"use_weighted_layer_sum": false,
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"vocab_size": 47,
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"xvector_output_dim": 512
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}
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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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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0,
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:2690b4de77b284ab4cda265b52bf1a057fc0260b8544801b39d7e93577eafbe2
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size 1262103615
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>"}
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tokenizer_config.json
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{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "pad_token": "<pad>", "do_lower_case": false, "word_delimiter_token": "|", "special_tokens_map_file": null, "tokenizer_file": null, "name_or_path": "/tmp/tmpeg2dgw7q", "tokenizer_class": "Wav2Vec2CTCTokenizer"}
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transcriptions_cv7_test.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:d1b828653bbec9a00bb901ff1932b55c619b3f7f9fb34ac0d7536715ddd8fdc2
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size 28637394
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transcriptions_cv7_validation.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:8f5948ed70873d875a423bb72455b85496e5c49757b2fec0c84f2ba91f6ca543
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size 34108458
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vocab.json
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{"<pad>": 0, "<s>": 1, "</s>": 2, "<unk>": 3, "|": 4, "-": 5, "i": 6, "t": 7, "ء": 8, "آ": 9, "أ": 10, "ؤ": 11, "إ": 12, "ئ": 13, "ا": 14, "ب": 15, "ة": 16, "ت": 17, "ث": 18, "ج": 19, "ح": 20, "خ": 21, "د": 22, "ذ": 23, "ر": 24, "ز": 25, "س": 26, "ش": 27, "ص": 28, "ض": 29, "ط": 30, "ظ": 31, "ع": 32, "غ": 33, "ـ": 34, "ف": 35, "ق": 36, "ك": 37, "ل": 38, "م": 39, "ن": 40, "ه": 41, "و": 42, "ى": 43, "ي": 44, "ک": 45, "ی": 46}
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