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Parent(s):
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jonatasgrosman/exp_w2v2t_ru_unispeech-sat_s160
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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- ru
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license: apache-2.0
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tags:
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- automatic-speech-recognition
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- ru
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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_ru_unispeech-sat_s160
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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 (ru)](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": 40,
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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 sha256:3d0c6a4fce3e6ae4ccafdebd1fa4fdb76818a989b08c8dc301bec4c086e50d01
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size 1262074943
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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/tmpll2q3g_n", "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:f23aa7d245b46495cc99bed0dd4566d1ec7977bb07382c642e2bc6ab9dc0cf42
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size 48405997
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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:eb88c8c0b94feca2355293b6dd2b45728978be2a46c157c80270e58513987bea
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size 49421930
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vocab.json
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{"<pad>": 0, "<s>": 1, "</s>": 2, "<unk>": 3, "|": 4, "'": 5, "-": 6, "а": 7, "б": 8, "в": 9, "г": 10, "д": 11, "е": 12, "ж": 13, "з": 14, "и": 15, "й": 16, "к": 17, "л": 18, "м": 19, "н": 20, "о": 21, "п": 22, "р": 23, "с": 24, "т": 25, "у": 26, "ф": 27, "х": 28, "ц": 29, "ч": 30, "ш": 31, "щ": 32, "ъ": 33, "ы": 34, "ь": 35, "э": 36, "ю": 37, "я": 38, "ё": 39}
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