Training in progress, step 500

.ipynb_checkpoints/run-checkpoint.sh

@@ -5,11 +5,11 @@ python run_speech_recognition_ctc_bnb.py \
 	--output_dir="./" \
 	--overwrite_output_dir \
 	--num_train_epochs="10" \
-	--per_device_train_batch_size="16" \
+	--per_device_train_batch_size="32" \
 	--per_device_eval_batch_size="8" \
-	--gradient_accumulation_steps="4" \
+	--gradient_accumulation_steps="2" \
 	--learning_rate="6.5e-5" \
-	--warmup_steps="2000" \
+	--warmup_steps="500" \
 	--length_column_name="input_length" \
 	--evaluation_strategy="steps" \
 	--text_column_name="sentence" \

previous_runs/run2.sh

@@ -0,0 +1,35 @@
+python run_speech_recognition_ctc_bnb.py \
+	--dataset_name="mozilla-foundation/common_voice_8_0" \
+	--model_name_or_path="facebook/wav2vec2-xls-r-1b" \
+	--dataset_config_name="ar" \
+	--output_dir="./" \
+	--overwrite_output_dir \
+	--num_train_epochs="10" \
+	--per_device_train_batch_size="16" \
+	--per_device_eval_batch_size="8" \
+	--gradient_accumulation_steps="4" \
+	--learning_rate="6.5e-5" \
+	--warmup_steps="2000" \
+	--length_column_name="input_length" \
+	--evaluation_strategy="steps" \
+	--text_column_name="sentence" \
+	--chars_to_ignore , ? . ! \- \; \: \" “ % ‘ ” � — ’ … – \
+	--save_steps="500" \
+	--eval_steps="500" \
+	--logging_steps="100" \
+	--layerdrop="0.0" \
+	--activation_dropout="0.1" \
+	--save_total_limit="4" \
+	--freeze_feature_encoder \
+	--feat_proj_dropout="0.0" \
+	--mask_time_prob="0.75" \
+	--mask_time_length="10" \
+	--mask_feature_prob="0.25" \
+	--mask_feature_length="64" \
+	--gradient_checkpointing \
+	--use_auth_token \
+	--fp16 \
+	--group_by_length \
+	--do_train --do_eval \
+	--push_to_hub
+    

pytorch_model.bin

@@ -1,3 +1,3 @@
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-oid sha256:72110b18b9f181a1796af0610a022c116fbc3b53316387df30a797bd09e691ad
+oid sha256:eeb00bccae6d7ea51d516a4124467126a9777ca0ae6e1e0a15c2785e956204d5
 size 3850799473

run.sh

@@ -5,11 +5,11 @@ python run_speech_recognition_ctc_bnb.py \
 	--output_dir="./" \
 	--overwrite_output_dir \
 	--num_train_epochs="10" \
-	--per_device_train_batch_size="16" \
+	--per_device_train_batch_size="32" \
 	--per_device_eval_batch_size="8" \
-	--gradient_accumulation_steps="4" \
+	--gradient_accumulation_steps="2" \
 	--learning_rate="6.5e-5" \
-	--warmup_steps="2000" \
+	--warmup_steps="500" \
 	--length_column_name="input_length" \
 	--evaluation_strategy="steps" \
 	--text_column_name="sentence" \

special_tokens_map.json

@@ -1 +1 @@
-{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "[UNK]", "pad_token": "[PAD]", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}

training_args.bin

@@ -1,3 +1,3 @@
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-oid sha256:dd4fb4cf661cbec66ff39edfd085a48937505029ebdfd04e974b45d65bbc7c64
+oid sha256:00209e0242d354d1d01a12fd2e88cb4dd6c538753d5d6553cc95ceeefec9a1eb
 size 2991