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cmd.sh

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+torchrun \
+	--nproc_per_node 2 run_speech_recognition_ctc.py \
+	--model_name_or_path="facebook/w2v-bert-2.0" \
+	--dataset_name="CLEAR-Global/naijavoices_100h" \
+	--train_split_name="train" \
+	--eval_split_name="validation" \
+	--output_dir="./w2v-bert-2.0-hausa_naijavoices_100h" \
+	--num_train_epochs="250" \
+	--per_device_train_batch_size="160" \
+	--per_device_eval_batch_size="160" \
+    --gradient_accumulation_steps="1" \
+	--freeze_feature_encoder=false \
+	--add_adapter=true \
+	--mask_time_prob="0.0" \
+	--final_dropout="0.1" \
+	--attention_dropout="0.05" \
+	--feat_proj_dropout="0.05" \
+	--hidden_dropout="0.05" \
+	--ctc_zero_infinity=true \
+	--learning_rate="3e-5" \
+	--warmup_ratio="0.1" \
+	--eval_strategy="steps" \
+	--save_steps="1000" \
+	--eval_steps="1000" \
+	--logging_steps="1" \
+	--eval_metrics wer cer \
+	--save_total_limit="1" \
+	--load_best_model_at_end \
+    --max_duration_in_seconds="30" \
+	--gradient_checkpointing \
+	--fp16 \
+	--group_by_length \
+	--length_column_name "input_length" \
+	--do_train --do_eval \
+	--preprocessing_num_workers="44" \
+	--dataloader_num_workers="44" \
+	--push_to_hub \
+	--push_to_hub_organization="CLEAR-Global" \
+	--hub_strategy="checkpoint"