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diff=lfs merge=lfs -text +data/train/P6_6W_SE_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P6_6W_SW_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P7_6W_SE_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P7_6W_SW_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P8_6W_SA_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P8_6W_SE_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P8_6W_SV_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P8_6W_SW_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P9_6W_SA_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P9_6W_SV_C6.wav filter=lfs diff=lfs merge=lfs -text +data/train/P9_6W_SW_C6.wav filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ecd09ed2fdd6af1b717f308ad8b292f703c980a5 --- /dev/null +++ b/README.md @@ -0,0 +1,55 @@ +--- +license: apache-2.0 +base_model: facebook/wav2vec2-base-100h +tags: +- generated_from_trainer +datasets: +- audiofolder +model-index: +- name: AphasiaDataset + results: [] +--- + + + +# AphasiaDataset + +This model is a fine-tuned version of [facebook/wav2vec2-base-100h](https://huggingface.co/facebook/wav2vec2-base-100h) on the audiofolder dataset. + +## Model description + +More information needed + +## Intended uses & limitations + +More information needed + +## Training and evaluation data + +More information needed + +## Training procedure + +### Training hyperparameters + +The following hyperparameters were used during training: +- learning_rate: 0.0001 +- train_batch_size: 1 +- eval_batch_size: 8 +- seed: 42 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- lr_scheduler_warmup_steps: 100 +- num_epochs: 1 + +### Training results + + + +### Framework versions + +- Transformers 4.40.1 +- Pytorch 2.3.0+cpu +- Datasets 2.19.0 +- Tokenizers 0.19.1 diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..0507a90b623610d2f0efb7c76a23a332854e57d1 --- /dev/null +++ b/config.json @@ -0,0 +1,118 @@ +{ + "_name_or_path": "facebook/wav2vec2-base-100h", + "activation_dropout": 0.1, + "adapter_attn_dim": null, + "adapter_kernel_size": 3, + "adapter_stride": 2, + "add_adapter": false, + "apply_spec_augment": true, + "architectures": [ + "Wav2Vec2ForCTC" + ], + "attention_dropout": 0.1, + "bos_token_id": 1, + "classifier_proj_size": 256, + "codevector_dim": 256, + "contrastive_logits_temperature": 0.1, + "conv_bias": false, + "conv_dim": [ + 512, + 512, + 512, + 512, + 512, + 512, + 512 + ], + "conv_kernel": [ + 10, + 3, + 3, + 3, + 3, + 2, + 2 + ], + "conv_stride": [ + 5, + 2, + 2, + 2, + 2, + 2, + 2 + ], + "ctc_loss_reduction": "mean", + "ctc_zero_infinity": false, + "diversity_loss_weight": 0.1, + "do_stable_layer_norm": false, + "eos_token_id": 2, + "feat_extract_activation": "gelu", + "feat_extract_norm": "group", + "feat_proj_dropout": 0.1, + "feat_quantizer_dropout": 0.0, + "final_dropout": 0.1, + "freeze_feat_extract_train": true, + "hidden_act": "gelu", + "hidden_dropout": 0.1, + "hidden_size": 768, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_norm_eps": 1e-05, + "layerdrop": 0.1, + "mask_channel_length": 10, + "mask_channel_min_space": 1, + "mask_channel_other": 0.0, + "mask_channel_prob": 0.008, + "mask_channel_selection": "static", + "mask_feature_length": 10, + "mask_feature_min_masks": 0, + "mask_feature_prob": 0.0, + "mask_time_length": 10, + "mask_time_min_masks": 2, + "mask_time_min_space": 1, + "mask_time_other": 0.0, + "mask_time_prob": 0.05, + "mask_time_selection": "static", + "model_type": "wav2vec2", + "no_mask_channel_overlap": false, + "no_mask_time_overlap": false, + "num_adapter_layers": 3, + "num_attention_heads": 12, + "num_codevector_groups": 2, + "num_codevectors_per_group": 320, + "num_conv_pos_embedding_groups": 16, + "num_conv_pos_embeddings": 128, + 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language not my intelligence .it is hard for me to understand what people are saying and to find the words to speak my thoughts .please speak directly to me and give me time to communicate. +data/train/P10_6W_SA_C6.wav,i have aphasia .this means i have difficulty with language .aphasia affects my language not my intelligence .it is hard for me to understand what people are saying and to find the words to speak my thoughts .please speak directly to me and give me time to communicate. +data/train/P11_6W_SA_C6.wav,i have aphasia .this means i have difficulty with language .aphasia affects my language not my intelligence .it is hard for me to understand what people are saying and to find the words to speak my thoughts .please speak directly to me and give me time to communicate. +data/train/P12_6W_SA_C6.wav,i have aphasia .this means i have difficulty with language .aphasia affects my language not my intelligence .it is hard for me to understand what people are saying and to find the words 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very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P8_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P9_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P10_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P11_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P12_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/train/P13_6W_SW_C6.wav,the weather in southern united states is usually very pleasant .during the spring it is warm and sunny .during the summer it is very hot with frequent thunderstorms .during the fall it is cool and the leaves change colors .the winter is usually cold and dry and it rarely snows . +data/test/P1_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/test/P2_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P3_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P4_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P5_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/test/P6_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/test/P7_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P8_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P9_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/test/P10_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P11_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P12_6W_SV_C6.wav,i use video assisted speech therapy to help me communicate more easily .vast is easy to use .i open vast from the main menu on the ipod .then i choose the script i would like to use .i watch a person speak .it helps me find the words and say them clearly .i practice using vast every day . +data/train/P13_6W_SV_C6.wav,i use video assisted speech therapy to help me 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