marinone94
commited on
Commit
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868234c
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Parent(s):
d73da22
script to continue training
Browse files- README_TEMPLATE.md +6 -1
- cont-run.sh +35 -0
README_TEMPLATE.md
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This model is a fine-tuned version of [KBLab/wav2vec2-large-voxrex](https://huggingface.co/KBLab/wav2vec2-large-voxrex) on 2 epochs of the MARINONE94/NST_SV - SV dataset (80% random split with seed 42 as the dataset for now has only the "train" split), and then on 50 epochs of the the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - SV-SE dataset ("train+validation" split).
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See run.sh to have a complete overview of all the training steps.
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NOTE: the first training for now didn't work as expected, so it might be useless or even degrade performance. Further investigation and development is needed.
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This model is a fine-tuned version of [KBLab/wav2vec2-large-voxrex](https://huggingface.co/KBLab/wav2vec2-large-voxrex) on 2 epochs of the MARINONE94/NST_SV - SV dataset (80% random split with seed 42 as the dataset for now has only the "train" split), and then on 50 epochs of the the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - SV-SE dataset ("train+validation" split).
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See run.sh to have a complete overview of all the training steps.
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NOTE: the first training for now didn't work as expected, so it might be useless or even degrade performance. Further investigation and development is needed.
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d73da225cfdc57213ea4ab67b24bb87ac41f4392 is the commit at the end of the first training:
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```
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sh run.sh
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```
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cont-run.sh
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python run_speech_recognition_ctc.py \
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--dataset_name="mozilla-foundation/common_voice_9_0" \
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--model_name_or_path="KBLab/wav2vec2-large-voxrex" \
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--dataset_config_name="sv-SE" \
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--train_split_name="train+validation" \
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--eval_split_name="test" \
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--output_dir="./" \
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--num_train_epochs="150" \
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--per_device_train_batch_size="32" \
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--per_device_eval_batch_size="32" \
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--gradient_accumulation_steps="4" \
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--learning_rate="7.5e-4" \
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--length_column_name="input_length" \
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--evaluation_strategy="steps" \
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--save_strategy="steps" \
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--eval_steps="1000" \
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--save_steps="1000" \
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--text_column_name="sentence" \
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--chars_to_ignore , ? . ! \- \; \: \" “ % ‘ ” � — ’ … – \
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--logging_steps="100" \
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--layerdrop="0.0" \
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--activation_dropout="0.15" \
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--save_total_limit="2" \
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--freeze_feature_encoder \
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--feat_proj_dropout="0.0" \
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--mask_time_prob="0.75" \
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--mask_time_length="10" \
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--mask_feature_prob="0.25" \
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--mask_feature_length="64" \
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--gradient_checkpointing \
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--use_auth_token \
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--fp16 \
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--group_by_length \
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--do_train --do_eval \
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--push_to_hub
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