Open subnkve opened 9 months ago
Hi I am trying to run the code from InidcXlit_train_from_scratch.ipynb note book. I am trying for
I am blocked with below error.Can you please help me here
!fairseq-train corpus-bin \ --save-dir transformer \ --arch transformer --layernorm-embedding \ --task translation_multi_simple_epoch \ --sampling-method "temperature" \ --sampling-temperature 1.5 \ --encoder-langtok "tgt" \ --lang-dict lang_list.txt \ --lang-pairs en-hi,en-kn \ --decoder-normalize-before --encoder-normalize-before \ --activation-fn gelu --adam-betas "(0.9, 0.98)" \ --batch-size 1024 \ --decoder-attention-heads 4 --decoder-embed-dim 256 --decoder-ffn-embed-dim 1024 --decoder-layers 6 \ --dropout 0.5 \ --encoder-attention-heads 4 --encoder-embed-dim 256 --encoder-ffn-embed-dim 1024 --encoder-layers 6 \ --lr 0.001 --lr-scheduler inverse_sqrt \ --max-epoch 51 \ --optimizer adam \ --num-workers 32 \ --warmup-init-lr 0 --warmup-updates 4000
2023-10-03 06:57:08.195959: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2023-10-03 06:57:09.505470: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT 2023-10-03 06:57:11 | INFO | numexpr.utils | NumExpr defaulting to 2 threads. 2023-10-03 06:57:12 | INFO | fairseq.tasks.text_to_speech | Please install tensorboardX: pip install tensorboardX 2023-10-03 06:57:15 | INFO | fairseq_cli.train | {'_name': None, 'common': {'_name': None, 'no_progress_bar': False, 'log_interval': 100, 'log_format': None, 'log_file': None, 'aim_repo': None, 'aim_run_hash': None, 'tensorboard_logdir': None, 'wandb_project': None, 'azureml_logging': False, 'seed': 1, 'cpu': False, 'tpu': False, 'bf16': False, 'memory_efficient_bf16': False, 'fp16': False, 'memory_efficient_fp16': False, 'fp16_no_flatten_grads': False, 'fp16_init_scale': 128, 'fp16_scale_window': None, 'fp16_scale_tolerance': 0.0, 'on_cpu_convert_precision': False, 'min_loss_scale': 0.0001, 'threshold_loss_scale': None, 'amp': False, 'amp_batch_retries': 2, 'amp_init_scale': 128, 'amp_scale_window': None, 'user_dir': None, 'empty_cache_freq': 0, 'all_gather_list_size': 16384, 'model_parallel_size': 1, 'quantization_config_path': None, 'profile': False, 'reset_logging': False, 'suppress_crashes': False, 'use_plasma_view': False, 'plasma_path': '/tmp/plasma'}, 'common_eval': {'_name': None, 'path': None, 'post_process': None, 'quiet': False, 'model_overrides': '{}', 'results_path': None}, 'distributed_training': {'_name': None, 'distributed_world_size': 1, 'distributed_num_procs': 1, 'distributed_rank': 0, 'distributed_backend': 'nccl', 'distributed_init_method': None, 'distributed_port': -1, 'device_id': 0, 'distributed_no_spawn': False, 'ddp_backend': 'pytorch_ddp', 'ddp_comm_hook': 'none', 'bucket_cap_mb': 25, 'fix_batches_to_gpus': False, 'find_unused_parameters': False, 'gradient_as_bucket_view': False, 'fast_stat_sync': False, 'heartbeat_timeout': -1, 'broadcast_buffers': False, 'slowmo_momentum': None, 'slowmo_base_algorithm': 'localsgd', 'localsgd_frequency': 3, 'nprocs_per_node': 1, 'pipeline_model_parallel': False, 'pipeline_balance': None, 'pipeline_devices': None, 'pipeline_chunks': 0, 'pipeline_encoder_balance': None, 'pipeline_encoder_devices': None, 'pipeline_decoder_balance': None, 'pipeline_decoder_devices': None, 'pipeline_checkpoint': 'never', 'zero_sharding': 'none', 'fp16': False, 'memory_efficient_fp16': False, 'tpu': False, 'no_reshard_after_forward': False, 'fp32_reduce_scatter': False, 'cpu_offload': False, 'use_sharded_state': False, 'not_fsdp_flatten_parameters': False}, 'dataset': {'_name': None, 'num_workers': 32, 'skip_invalid_size_inputs_valid_test': False, 'max_tokens': None, 'batch_size': 1024, 'required_batch_size_multiple': 8, 'required_seq_len_multiple': 1, 'dataset_impl': None, 'data_buffer_size': 10, 'train_subset': 'train', 'valid_subset': 'valid', 'combine_valid_subsets': None, 'ignore_unused_valid_subsets': False, 'validate_interval': 1, 'validate_interval_updates': 0, 'validate_after_updates': 0, 'fixed_validation_seed': None, 'disable_validation': False, 'max_tokens_valid': None, 'batch_size_valid': 1024, 'max_valid_steps': None, 'curriculum': 0, 'gen_subset': 'test', 'num_shards': 1, 'shard_id': 0, 'grouped_shuffling': False, 'update_epoch_batch_itr': False, 'update_ordered_indices_seed': False}, 'optimization': {'_name': None, 'max_epoch': 51, 'max_update': 0, 'stop_time_hours': 0.0, 'clip_norm': 0.0, 'sentence_avg': False, 'update_freq': [1], 'lr': [0.001], 'stop_min_lr': -1.0, 'use_bmuf': False, 'skip_remainder_batch': False, 'debug_param_names': False}, 'checkpoint': {'_name': None, 'save_dir': 'transformer', 'restore_file': 'checkpoint_last.pt', 'continue_once': None, 'finetune_from_model': None, 'reset_dataloader': False, 'reset_lr_scheduler': False, 'reset_meters': False, 'reset_optimizer': False, 'optimizer_overrides': '{}', 'save_interval': 1, 'save_interval_updates': 0, 'keep_interval_updates': -1, 'keep_interval_updates_pattern': -1, 'keep_last_epochs': -1, 'keep_best_checkpoints': -1, 'no_save': False, 'no_epoch_checkpoints': False, 'no_last_checkpoints': False, 'no_save_optimizer_state': False, 'best_checkpoint_metric': 'loss', 'maximize_best_checkpoint_metric': False, 'patience': -1, 'checkpoint_suffix': '', 'checkpoint_shard_count': 1, 'load_checkpoint_on_all_dp_ranks': False, 'write_checkpoints_asynchronously': False, 'model_parallel_size': 1}, 'bmuf': {'_name': None, 'block_lr': 1.0, 'block_momentum': 0.875, 'global_sync_iter': 50, 'warmup_iterations': 500, 'use_nbm': False, 'average_sync': False, 'distributed_world_size': 1}, 'generation': {'_name': None, 'beam': 5, 'beam_mt': 0, 'nbest': 1, 'max_len_a': 0.0, 'max_len_b': 200, 'max_len_a_mt': 0.0, 'max_len_b_mt': 200, 'min_len': 1, 'match_source_len': False, 'unnormalized': False, 'no_early_stop': False, 'no_beamable_mm': False, 'lenpen': 1.0, 'lenpen_mt': 1.0, 'unkpen': 0.0, 'replace_unk': None, 'sacrebleu': False, 'score_reference': False, 'prefix_size': 0, 'no_repeat_ngram_size': 0, 'sampling': False, 'sampling_topk': -1, 'sampling_topp': -1.0, 'constraints': None, 'temperature': 1.0, 'diverse_beam_groups': -1, 'diverse_beam_strength': 0.5, 'diversity_rate': -1.0, 'print_alignment': None, 'print_step': False, 'lm_path': None, 'lm_weight': 0.0, 'iter_decode_eos_penalty': 0.0, 'iter_decode_max_iter': 10, 'iter_decode_force_max_iter': False, 'iter_decode_with_beam': 1, 'iter_decode_with_external_reranker': False, 'retain_iter_history': False, 'retain_dropout': False, 'retain_dropout_modules': None, 'decoding_format': None, 'no_seed_provided': False, 'eos_token': None}, 'eval_lm': {'_name': None, 'output_word_probs': False, 'output_word_stats': False, 'context_window': 0, 'softmax_batch': 9223372036854775807}, 'interactive': {'_name': None, 'buffer_size': 0, 'input': '-'}, 'model': Namespace(no_progress_bar=False, log_interval=100, log_format=None, log_file=None, aim_repo=None, aim_run_hash=None, tensorboard_logdir=None, wandb_project=None, azureml_logging=False, seed=1, cpu=False, tpu=False, bf16=False, memory_efficient_bf16=False, fp16=False, memory_efficient_fp16=False, fp16_no_flatten_grads=False, fp16_init_scale=128, fp16_scale_window=None, fp16_scale_tolerance=0.0, on_cpu_convert_precision=False, min_loss_scale=0.0001, threshold_loss_scale=None, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, user_dir=None, empty_cache_freq=0, all_gather_list_size=16384, model_parallel_size=1, quantization_config_path=None, profile=False, reset_logging=False, suppress_crashes=False, use_plasma_view=False, plasma_path='/tmp/plasma', criterion='cross_entropy', tokenizer=None, bpe=None, optimizer='adam', lr_scheduler='inverse_sqrt', simul_type=None, scoring='bleu', task='translation_multi_simple_epoch', num_workers=32, skip_invalid_size_inputs_valid_test=False, max_tokens=None, batch_size=1024, required_batch_size_multiple=8, required_seq_len_multiple=1, dataset_impl=None, data_buffer_size=10, train_subset='train', valid_subset='valid', combine_valid_subsets=None, ignore_unused_valid_subsets=False, validate_interval=1, validate_interval_updates=0, validate_after_updates=0, fixed_validation_seed=None, disable_validation=False, max_tokens_valid=None, batch_size_valid=1024, max_valid_steps=None, curriculum=0, gen_subset='test', num_shards=1, shard_id=0, grouped_shuffling=False, update_epoch_batch_itr=False, update_ordered_indices_seed=False, distributed_world_size=1, distributed_num_procs=1, distributed_rank=0, distributed_backend='nccl', distributed_init_method=None, distributed_port=-1, device_id=0, distributed_no_spawn=False, ddp_backend='pytorch_ddp', ddp_comm_hook='none', bucket_cap_mb=25, fix_batches_to_gpus=False, find_unused_parameters=False, gradient_as_bucket_view=False, fast_stat_sync=False, heartbeat_timeout=-1, broadcast_buffers=False, slowmo_momentum=None, slowmo_base_algorithm='localsgd', localsgd_frequency=3, nprocs_per_node=1, pipeline_model_parallel=False, pipeline_balance=None, pipeline_devices=None, pipeline_chunks=0, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_checkpoint='never', zero_sharding='none', no_reshard_after_forward=False, fp32_reduce_scatter=False, cpu_offload=False, use_sharded_state=False, not_fsdp_flatten_parameters=False, arch='transformer', max_epoch=51, max_update=0, stop_time_hours=0, clip_norm=0.0, sentence_avg=False, update_freq=[1], lr=[0.001], stop_min_lr=-1.0, use_bmuf=False, skip_remainder_batch=False, debug_param_names=False, save_dir='transformer', restore_file='checkpoint_last.pt', continue_once=None, finetune_from_model=None, reset_dataloader=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, optimizer_overrides='{}', save_interval=1, save_interval_updates=0, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, keep_best_checkpoints=-1, no_save=False, no_epoch_checkpoints=False, no_last_checkpoints=False, no_save_optimizer_state=False, best_checkpoint_metric='loss', maximize_best_checkpoint_metric=False, patience=-1, checkpoint_suffix='', checkpoint_shard_count=1, load_checkpoint_on_all_dp_ranks=False, write_checkpoints_asynchronously=False, store_ema=False, ema_decay=0.9999, ema_start_update=0, ema_seed_model=None, ema_update_freq=1, ema_fp32=False, source_lang=None, target_lang=None, lang_pairs='en-hi,en-kn', keep_inference_langtok=False, sampling_method='temperature', sampling_temperature=1.5, data='corpus-bin', langs=None, lang_dict='lang_list.txt', source_dict=None, target_dict=None, lang_tok_style='multilingual', load_alignments=False, left_pad_source='True', left_pad_target='False', upsample_primary=1, truncate_source=False, encoder_langtok='tgt', decoder_langtok=False, lang_tok_replacing_bos_eos=False, enable_lang_ids=False, enable_reservsed_directions_shared_datasets=False, extra_data=None, extra_lang_pairs=None, fixed_dictionary=None, langtoks_specs=['main'], langtoks=None, sampling_weights_from_file=None, sampling_weights=None, virtual_epoch_size=None, virtual_data_size=None, adam_betas='(0.9, 0.98)', adam_eps=1e-08, weight_decay=0.0, use_old_adam=False, fp16_adam_stats=False, warmup_updates=4000, warmup_init_lr=0.0, pad=1, eos=2, unk=3, layernorm_embedding=True, decoder_normalize_before=True, encoder_normalize_before=True, activation_fn='gelu', decoder_attention_heads=4, decoder_embed_dim=256, decoder_ffn_embed_dim=1024, decoder_layers=6, dropout=0.5, encoder_attention_heads=4, encoder_embed_dim=256, encoder_ffn_embed_dim=1024, encoder_layers=6, no_seed_provided=False, encoder_embed_path=None, encoder_learned_pos=False, decoder_embed_path=None, decoder_learned_pos=False, attention_dropout=0.0, activation_dropout=0.0, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, share_decoder_input_output_embed=False, share_all_embeddings=False, merge_src_tgt_embed=False, no_token_positional_embeddings=False, adaptive_input=False, no_cross_attention=False, cross_self_attention=False, decoder_output_dim=256, decoder_input_dim=256, no_scale_embedding=False, tie_adaptive_weights=False, checkpoint_activations=False, offload_activations=False, encoder_layers_to_keep=None, decoder_layers_to_keep=None, encoder_layerdrop=0, decoder_layerdrop=0, quant_noise_pq=0, quant_noise_pq_block_size=8, quant_noise_scalar=0, _name='transformer'), 'task': Namespace(no_progress_bar=False, log_interval=100, log_format=None, log_file=None, aim_repo=None, aim_run_hash=None, tensorboard_logdir=None, wandb_project=None, azureml_logging=False, seed=1, cpu=False, tpu=False, bf16=False, memory_efficient_bf16=False, fp16=False, memory_efficient_fp16=False, fp16_no_flatten_grads=False, fp16_init_scale=128, fp16_scale_window=None, fp16_scale_tolerance=0.0, on_cpu_convert_precision=False, min_loss_scale=0.0001, threshold_loss_scale=None, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, user_dir=None, empty_cache_freq=0, all_gather_list_size=16384, model_parallel_size=1, quantization_config_path=None, profile=False, reset_logging=False, suppress_crashes=False, use_plasma_view=False, plasma_path='/tmp/plasma', criterion='cross_entropy', tokenizer=None, bpe=None, optimizer='adam', lr_scheduler='inverse_sqrt', simul_type=None, scoring='bleu', task='translation_multi_simple_epoch', num_workers=32, skip_invalid_size_inputs_valid_test=False, max_tokens=None, batch_size=1024, required_batch_size_multiple=8, required_seq_len_multiple=1, dataset_impl=None, data_buffer_size=10, train_subset='train', valid_subset='valid', combine_valid_subsets=None, ignore_unused_valid_subsets=False, validate_interval=1, validate_interval_updates=0, validate_after_updates=0, fixed_validation_seed=None, disable_validation=False, max_tokens_valid=None, batch_size_valid=1024, max_valid_steps=None, curriculum=0, gen_subset='test', num_shards=1, shard_id=0, grouped_shuffling=False, update_epoch_batch_itr=False, update_ordered_indices_seed=False, distributed_world_size=1, distributed_num_procs=1, distributed_rank=0, distributed_backend='nccl', distributed_init_method=None, distributed_port=-1, device_id=0, distributed_no_spawn=False, ddp_backend='pytorch_ddp', ddp_comm_hook='none', bucket_cap_mb=25, fix_batches_to_gpus=False, find_unused_parameters=False, gradient_as_bucket_view=False, fast_stat_sync=False, heartbeat_timeout=-1, broadcast_buffers=False, slowmo_momentum=None, slowmo_base_algorithm='localsgd', localsgd_frequency=3, nprocs_per_node=1, pipeline_model_parallel=False, pipeline_balance=None, pipeline_devices=None, pipeline_chunks=0, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_checkpoint='never', zero_sharding='none', no_reshard_after_forward=False, fp32_reduce_scatter=False, cpu_offload=False, use_sharded_state=False, not_fsdp_flatten_parameters=False, arch='transformer', max_epoch=51, max_update=0, stop_time_hours=0, clip_norm=0.0, sentence_avg=False, update_freq=[1], lr=[0.001], stop_min_lr=-1.0, use_bmuf=False, skip_remainder_batch=False, debug_param_names=False, save_dir='transformer', restore_file='checkpoint_last.pt', continue_once=None, finetune_from_model=None, reset_dataloader=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, optimizer_overrides='{}', save_interval=1, save_interval_updates=0, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, keep_best_checkpoints=-1, no_save=False, no_epoch_checkpoints=False, no_last_checkpoints=False, no_save_optimizer_state=False, best_checkpoint_metric='loss', maximize_best_checkpoint_metric=False, patience=-1, checkpoint_suffix='', checkpoint_shard_count=1, load_checkpoint_on_all_dp_ranks=False, write_checkpoints_asynchronously=False, store_ema=False, ema_decay=0.9999, ema_start_update=0, ema_seed_model=None, ema_update_freq=1, ema_fp32=False, source_lang=None, target_lang=None, lang_pairs='en-hi,en-kn', keep_inference_langtok=False, sampling_method='temperature', sampling_temperature=1.5, data='corpus-bin', langs=None, lang_dict='lang_list.txt', source_dict=None, target_dict=None, lang_tok_style='multilingual', load_alignments=False, left_pad_source='True', left_pad_target='False', upsample_primary=1, truncate_source=False, encoder_langtok='tgt', decoder_langtok=False, lang_tok_replacing_bos_eos=False, enable_lang_ids=False, enable_reservsed_directions_shared_datasets=False, extra_data=None, extra_lang_pairs=None, fixed_dictionary=None, langtoks_specs=['main'], langtoks=None, sampling_weights_from_file=None, sampling_weights=None, virtual_epoch_size=None, virtual_data_size=None, adam_betas='(0.9, 0.98)', adam_eps=1e-08, weight_decay=0.0, use_old_adam=False, fp16_adam_stats=False, warmup_updates=4000, warmup_init_lr=0.0, pad=1, eos=2, unk=3, layernorm_embedding=True, decoder_normalize_before=True, encoder_normalize_before=True, activation_fn='gelu', decoder_attention_heads=4, decoder_embed_dim=256, decoder_ffn_embed_dim=1024, decoder_layers=6, dropout=0.5, encoder_attention_heads=4, encoder_embed_dim=256, encoder_ffn_embed_dim=1024, encoder_layers=6, no_seed_provided=False, encoder_embed_path=None, encoder_learned_pos=False, decoder_embed_path=None, decoder_learned_pos=False, attention_dropout=0.0, activation_dropout=0.0, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, share_decoder_input_output_embed=False, share_all_embeddings=False, merge_src_tgt_embed=False, no_token_positional_embeddings=False, adaptive_input=False, no_cross_attention=False, cross_self_attention=False, decoder_output_dim=256, decoder_input_dim=256, no_scale_embedding=False, tie_adaptive_weights=False, checkpoint_activations=False, offload_activations=False, encoder_layers_to_keep=None, decoder_layers_to_keep=None, encoder_layerdrop=0, decoder_layerdrop=0, quant_noise_pq=0, quant_noise_pq_block_size=8, quant_noise_scalar=0, max_source_positions=1024, max_target_positions=1024, _name='translation_multi_simple_epoch'), 'criterion': {'_name': 'cross_entropy', 'sentence_avg': False}, 'optimizer': {'_name': 'adam', 'adam_betas': '(0.9, 0.98)', 'adam_eps': 1e-08, 'weight_decay': 0.0, 'use_old_adam': False, 'fp16_adam_stats': False, 'tpu': False, 'lr': [0.001]}, 'lr_scheduler': {'_name': 'inverse_sqrt', 'warmup_updates': 4000, 'warmup_init_lr': 0.0, 'lr': [0.001]}, 'scoring': {'_name': 'bleu', 'pad': 1, 'eos': 2, 'unk': 3}, 'bpe': None, 'tokenizer': None, 'ema': {'_name': None, 'store_ema': False, 'ema_decay': 0.9999, 'ema_start_update': 0, 'ema_seed_model': None, 'ema_update_freq': 1, 'ema_fp32': False}, 'simul_type': None} 2023-10-03 06:57:15 | INFO | fairseq.data.multilingual.multilingual_data_manager | loaded language list from lang_list.txt as they are ordered in file Traceback (most recent call last): File "/usr/local/bin/fairseq-train", line 8, in sys.exit(cli_main()) File "/content/fairseq/fairseq_cli/train.py", line 574, in cli_main distributed_utils.call_main(cfg, main) File "/content/fairseq/fairseq/distributed/utils.py", line 404, in call_main main(cfg, kwargs) File "/content/fairseq/fairseq_cli/train.py", line 87, in main task = tasks.setup_task(cfg.task) File "/content/fairseq/fairseq/tasks/init.py", line 47, in setup_task return task.setup_task(cfg, kwargs) File "/content/fairseq/fairseq/tasks/translation_multi_simple_epoch.py", line 127, in setup_task langs, dicts, training = MultilingualDatasetManager.prepare( File "/content/fairseq/fairseq/data/multilingual/multilingual_data_manager.py", line 371, in prepare check_langs( File "/content/fairseq/fairseq/data/multilingual/multilingual_data_manager.py", line 358, in check_langs raise ValueError(" ".join(messages) + f"; langs: {langs}") ValueError: language pair en-hi contains languages that are not in the language dictionary language pair en-kn contains languages that are not in the language dictionary; langs: ['hi', 'kn']
Hi I am trying to run the code from InidcXlit_train_from_scratch.ipynb note book. I am trying for
I am blocked with below error.Can you please help me here
!fairseq-train corpus-bin \ --save-dir transformer \ --arch transformer --layernorm-embedding \ --task translation_multi_simple_epoch \ --sampling-method "temperature" \ --sampling-temperature 1.5 \ --encoder-langtok "tgt" \ --lang-dict lang_list.txt \ --lang-pairs en-hi,en-kn \ --decoder-normalize-before --encoder-normalize-before \ --activation-fn gelu --adam-betas "(0.9, 0.98)" \ --batch-size 1024 \ --decoder-attention-heads 4 --decoder-embed-dim 256 --decoder-ffn-embed-dim 1024 --decoder-layers 6 \ --dropout 0.5 \ --encoder-attention-heads 4 --encoder-embed-dim 256 --encoder-ffn-embed-dim 1024 --encoder-layers 6 \ --lr 0.001 --lr-scheduler inverse_sqrt \ --max-epoch 51 \ --optimizer adam \ --num-workers 32 \ --warmup-init-lr 0 --warmup-updates 4000
2023-10-03 06:57:08.195959: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2023-10-03 06:57:09.505470: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT 2023-10-03 06:57:11 | INFO | numexpr.utils | NumExpr defaulting to 2 threads. 2023-10-03 06:57:12 | INFO | fairseq.tasks.text_to_speech | Please install tensorboardX: pip install tensorboardX 2023-10-03 06:57:15 | INFO | fairseq_cli.train | {'_name': None, 'common': {'_name': None, 'no_progress_bar': False, 'log_interval': 100, 'log_format': None, 'log_file': None, 'aim_repo': None, 'aim_run_hash': None, 'tensorboard_logdir': None, 'wandb_project': None, 'azureml_logging': False, 'seed': 1, 'cpu': False, 'tpu': False, 'bf16': False, 'memory_efficient_bf16': False, 'fp16': False, 'memory_efficient_fp16': False, 'fp16_no_flatten_grads': False, 'fp16_init_scale': 128, 'fp16_scale_window': None, 'fp16_scale_tolerance': 0.0, 'on_cpu_convert_precision': False, 'min_loss_scale': 0.0001, 'threshold_loss_scale': None, 'amp': False, 'amp_batch_retries': 2, 'amp_init_scale': 128, 'amp_scale_window': None, 'user_dir': None, 'empty_cache_freq': 0, 'all_gather_list_size': 16384, 'model_parallel_size': 1, 'quantization_config_path': None, 'profile': False, 'reset_logging': False, 'suppress_crashes': False, 'use_plasma_view': False, 'plasma_path': '/tmp/plasma'}, 'common_eval': {'_name': None, 'path': None, 'post_process': None, 'quiet': False, 'model_overrides': '{}', 'results_path': None}, 'distributed_training': {'_name': None, 'distributed_world_size': 1, 'distributed_num_procs': 1, 'distributed_rank': 0, 'distributed_backend': 'nccl', 'distributed_init_method': None, 'distributed_port': -1, 'device_id': 0, 'distributed_no_spawn': False, 'ddp_backend': 'pytorch_ddp', 'ddp_comm_hook': 'none', 'bucket_cap_mb': 25, 'fix_batches_to_gpus': False, 'find_unused_parameters': False, 'gradient_as_bucket_view': False, 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Namespace(no_progress_bar=False, log_interval=100, log_format=None, log_file=None, aim_repo=None, aim_run_hash=None, tensorboard_logdir=None, wandb_project=None, azureml_logging=False, seed=1, cpu=False, tpu=False, bf16=False, memory_efficient_bf16=False, fp16=False, memory_efficient_fp16=False, fp16_no_flatten_grads=False, fp16_init_scale=128, fp16_scale_window=None, fp16_scale_tolerance=0.0, on_cpu_convert_precision=False, min_loss_scale=0.0001, threshold_loss_scale=None, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, user_dir=None, empty_cache_freq=0, all_gather_list_size=16384, model_parallel_size=1, quantization_config_path=None, profile=False, reset_logging=False, suppress_crashes=False, use_plasma_view=False, plasma_path='/tmp/plasma', criterion='cross_entropy', tokenizer=None, bpe=None, optimizer='adam', lr_scheduler='inverse_sqrt', simul_type=None, scoring='bleu', task='translation_multi_simple_epoch', num_workers=32, 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heartbeat_timeout=-1, broadcast_buffers=False, slowmo_momentum=None, slowmo_base_algorithm='localsgd', localsgd_frequency=3, nprocs_per_node=1, pipeline_model_parallel=False, pipeline_balance=None, pipeline_devices=None, pipeline_chunks=0, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_checkpoint='never', zero_sharding='none', no_reshard_after_forward=False, fp32_reduce_scatter=False, cpu_offload=False, use_sharded_state=False, not_fsdp_flatten_parameters=False, arch='transformer', max_epoch=51, max_update=0, stop_time_hours=0, clip_norm=0.0, sentence_avg=False, update_freq=[1], lr=[0.001], stop_min_lr=-1.0, use_bmuf=False, skip_remainder_batch=False, debug_param_names=False, save_dir='transformer', restore_file='checkpoint_last.pt', continue_once=None, finetune_from_model=None, reset_dataloader=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, optimizer_overrides='{}', save_interval=1, save_interval_updates=0, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, keep_best_checkpoints=-1, no_save=False, no_epoch_checkpoints=False, no_last_checkpoints=False, no_save_optimizer_state=False, best_checkpoint_metric='loss', maximize_best_checkpoint_metric=False, patience=-1, checkpoint_suffix='', checkpoint_shard_count=1, load_checkpoint_on_all_dp_ranks=False, write_checkpoints_asynchronously=False, store_ema=False, ema_decay=0.9999, ema_start_update=0, ema_seed_model=None, ema_update_freq=1, ema_fp32=False, source_lang=None, target_lang=None, lang_pairs='en-hi,en-kn', keep_inference_langtok=False, sampling_method='temperature', sampling_temperature=1.5, data='corpus-bin', langs=None, lang_dict='lang_list.txt', source_dict=None, target_dict=None, lang_tok_style='multilingual', load_alignments=False, left_pad_source='True', left_pad_target='False', upsample_primary=1, truncate_source=False, encoder_langtok='tgt', decoder_langtok=False, lang_tok_replacing_bos_eos=False, enable_lang_ids=False, enable_reservsed_directions_shared_datasets=False, extra_data=None, extra_lang_pairs=None, fixed_dictionary=None, langtoks_specs=['main'], langtoks=None, sampling_weights_from_file=None, sampling_weights=None, virtual_epoch_size=None, virtual_data_size=None, adam_betas='(0.9, 0.98)', adam_eps=1e-08, weight_decay=0.0, use_old_adam=False, fp16_adam_stats=False, warmup_updates=4000, warmup_init_lr=0.0, pad=1, eos=2, unk=3, layernorm_embedding=True, decoder_normalize_before=True, encoder_normalize_before=True, activation_fn='gelu', decoder_attention_heads=4, decoder_embed_dim=256, decoder_ffn_embed_dim=1024, decoder_layers=6, dropout=0.5, encoder_attention_heads=4, encoder_embed_dim=256, encoder_ffn_embed_dim=1024, encoder_layers=6, no_seed_provided=False, encoder_embed_path=None, encoder_learned_pos=False, decoder_embed_path=None, decoder_learned_pos=False, attention_dropout=0.0, activation_dropout=0.0, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, share_decoder_input_output_embed=False, share_all_embeddings=False, merge_src_tgt_embed=False, no_token_positional_embeddings=False, adaptive_input=False, no_cross_attention=False, cross_self_attention=False, decoder_output_dim=256, decoder_input_dim=256, no_scale_embedding=False, tie_adaptive_weights=False, checkpoint_activations=False, offload_activations=False, encoder_layers_to_keep=None, decoder_layers_to_keep=None, encoder_layerdrop=0, decoder_layerdrop=0, quant_noise_pq=0, quant_noise_pq_block_size=8, quant_noise_scalar=0, _name='transformer'), 'task': Namespace(no_progress_bar=False, log_interval=100, log_format=None, log_file=None, aim_repo=None, aim_run_hash=None, tensorboard_logdir=None, wandb_project=None, azureml_logging=False, seed=1, cpu=False, tpu=False, bf16=False, memory_efficient_bf16=False, fp16=False, memory_efficient_fp16=False, fp16_no_flatten_grads=False, fp16_init_scale=128, fp16_scale_window=None, fp16_scale_tolerance=0.0, on_cpu_convert_precision=False, min_loss_scale=0.0001, threshold_loss_scale=None, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, user_dir=None, empty_cache_freq=0, all_gather_list_size=16384, model_parallel_size=1, quantization_config_path=None, profile=False, reset_logging=False, suppress_crashes=False, use_plasma_view=False, plasma_path='/tmp/plasma', criterion='cross_entropy', tokenizer=None, bpe=None, optimizer='adam', lr_scheduler='inverse_sqrt', simul_type=None, scoring='bleu', task='translation_multi_simple_epoch', num_workers=32, skip_invalid_size_inputs_valid_test=False, max_tokens=None, batch_size=1024, required_batch_size_multiple=8, required_seq_len_multiple=1, dataset_impl=None, data_buffer_size=10, train_subset='train', valid_subset='valid', combine_valid_subsets=None, ignore_unused_valid_subsets=False, validate_interval=1, validate_interval_updates=0, validate_after_updates=0, fixed_validation_seed=None, disable_validation=False, max_tokens_valid=None, batch_size_valid=1024, max_valid_steps=None, curriculum=0, gen_subset='test', num_shards=1, shard_id=0, grouped_shuffling=False, update_epoch_batch_itr=False, update_ordered_indices_seed=False, distributed_world_size=1, distributed_num_procs=1, distributed_rank=0, distributed_backend='nccl', distributed_init_method=None, distributed_port=-1, device_id=0, distributed_no_spawn=False, ddp_backend='pytorch_ddp', ddp_comm_hook='none', bucket_cap_mb=25, fix_batches_to_gpus=False, find_unused_parameters=False, gradient_as_bucket_view=False, fast_stat_sync=False, heartbeat_timeout=-1, broadcast_buffers=False, slowmo_momentum=None, slowmo_base_algorithm='localsgd', localsgd_frequency=3, nprocs_per_node=1, pipeline_model_parallel=False, pipeline_balance=None, pipeline_devices=None, pipeline_chunks=0, pipeline_encoder_balance=None, pipeline_encoder_devices=None, pipeline_decoder_balance=None, pipeline_decoder_devices=None, pipeline_checkpoint='never', zero_sharding='none', no_reshard_after_forward=False, fp32_reduce_scatter=False, cpu_offload=False, use_sharded_state=False, not_fsdp_flatten_parameters=False, arch='transformer', max_epoch=51, max_update=0, stop_time_hours=0, clip_norm=0.0, sentence_avg=False, update_freq=[1], lr=[0.001], stop_min_lr=-1.0, use_bmuf=False, skip_remainder_batch=False, debug_param_names=False, save_dir='transformer', restore_file='checkpoint_last.pt', continue_once=None, finetune_from_model=None, reset_dataloader=False, reset_lr_scheduler=False, reset_meters=False, reset_optimizer=False, optimizer_overrides='{}', save_interval=1, save_interval_updates=0, keep_interval_updates=-1, keep_interval_updates_pattern=-1, keep_last_epochs=-1, keep_best_checkpoints=-1, no_save=False, no_epoch_checkpoints=False, no_last_checkpoints=False, no_save_optimizer_state=False, best_checkpoint_metric='loss', maximize_best_checkpoint_metric=False, patience=-1, checkpoint_suffix='', checkpoint_shard_count=1, load_checkpoint_on_all_dp_ranks=False, write_checkpoints_asynchronously=False, store_ema=False, ema_decay=0.9999, ema_start_update=0, ema_seed_model=None, ema_update_freq=1, ema_fp32=False, source_lang=None, target_lang=None, lang_pairs='en-hi,en-kn', keep_inference_langtok=False, sampling_method='temperature', sampling_temperature=1.5, data='corpus-bin', langs=None, lang_dict='lang_list.txt', source_dict=None, target_dict=None, lang_tok_style='multilingual', load_alignments=False, left_pad_source='True', left_pad_target='False', upsample_primary=1, truncate_source=False, encoder_langtok='tgt', decoder_langtok=False, lang_tok_replacing_bos_eos=False, enable_lang_ids=False, enable_reservsed_directions_shared_datasets=False, extra_data=None, extra_lang_pairs=None, fixed_dictionary=None, langtoks_specs=['main'], langtoks=None, sampling_weights_from_file=None, sampling_weights=None, virtual_epoch_size=None, virtual_data_size=None, adam_betas='(0.9, 0.98)', adam_eps=1e-08, weight_decay=0.0, use_old_adam=False, fp16_adam_stats=False, warmup_updates=4000, warmup_init_lr=0.0, pad=1, eos=2, unk=3, layernorm_embedding=True, decoder_normalize_before=True, encoder_normalize_before=True, activation_fn='gelu', decoder_attention_heads=4, decoder_embed_dim=256, decoder_ffn_embed_dim=1024, decoder_layers=6, dropout=0.5, encoder_attention_heads=4, encoder_embed_dim=256, encoder_ffn_embed_dim=1024, encoder_layers=6, no_seed_provided=False, encoder_embed_path=None, encoder_learned_pos=False, decoder_embed_path=None, decoder_learned_pos=False, attention_dropout=0.0, activation_dropout=0.0, adaptive_softmax_cutoff=None, adaptive_softmax_dropout=0, share_decoder_input_output_embed=False, share_all_embeddings=False, merge_src_tgt_embed=False, no_token_positional_embeddings=False, adaptive_input=False, no_cross_attention=False, cross_self_attention=False, decoder_output_dim=256, decoder_input_dim=256, no_scale_embedding=False, tie_adaptive_weights=False, checkpoint_activations=False, offload_activations=False, encoder_layers_to_keep=None, decoder_layers_to_keep=None, encoder_layerdrop=0, decoder_layerdrop=0, quant_noise_pq=0, quant_noise_pq_block_size=8, quant_noise_scalar=0, max_source_positions=1024, max_target_positions=1024, _name='translation_multi_simple_epoch'), 'criterion': {'_name': 'cross_entropy', 'sentence_avg': False}, 'optimizer': {'_name': 'adam', 'adam_betas': '(0.9, 0.98)', 'adam_eps': 1e-08, 'weight_decay': 0.0, 'use_old_adam': False, 'fp16_adam_stats': False, 'tpu': False, 'lr': [0.001]}, 'lr_scheduler': {'_name': 'inverse_sqrt', 'warmup_updates': 4000, 'warmup_init_lr': 0.0, 'lr': [0.001]}, 'scoring': {'_name': 'bleu', 'pad': 1, 'eos': 2, 'unk': 3}, 'bpe': None, 'tokenizer': None, 'ema': {'_name': None, 'store_ema': False, 'ema_decay': 0.9999, 'ema_start_update': 0, 'ema_seed_model': None, 'ema_update_freq': 1, 'ema_fp32': False}, 'simul_type': None} 2023-10-03 06:57:15 | INFO | fairseq.data.multilingual.multilingual_data_manager | loaded language list from lang_list.txt as they are ordered in file Traceback (most recent call last): File "/usr/local/bin/fairseq-train", line 8, in
sys.exit(cli_main())
File "/content/fairseq/fairseq_cli/train.py", line 574, in cli_main
distributed_utils.call_main(cfg, main)
File "/content/fairseq/fairseq/distributed/utils.py", line 404, in call_main
main(cfg, kwargs)
File "/content/fairseq/fairseq_cli/train.py", line 87, in main
task = tasks.setup_task(cfg.task)
File "/content/fairseq/fairseq/tasks/init.py", line 47, in setup_task
return task.setup_task(cfg, kwargs)
File "/content/fairseq/fairseq/tasks/translation_multi_simple_epoch.py", line 127, in setup_task
langs, dicts, training = MultilingualDatasetManager.prepare(
File "/content/fairseq/fairseq/data/multilingual/multilingual_data_manager.py", line 371, in prepare
check_langs(
File "/content/fairseq/fairseq/data/multilingual/multilingual_data_manager.py", line 358, in check_langs
raise ValueError(" ".join(messages) + f"; langs: {langs}")
ValueError: language pair en-hi contains languages that are not in the language dictionary language pair en-kn contains languages that are not in the language dictionary; langs: ['hi', 'kn']