| { |
| "data": { |
| "dataset_type": "speech_translation_multitask", |
| "audio_encoder_name": "UsefulSensors/moonshine-streaming-medium", |
| "data_path": "NhutP/VietSpeech", |
| "src_lang": "", |
| "tgt_lang": "", |
| "max_length": 128, |
| "packing": false, |
| "src_column": "en", |
| "tgt_column": "vi", |
| "dedupe": false, |
| "remove_wiki": false, |
| "fix_ftfy": false, |
| "normalize_punct": false, |
| "detokenize": false, |
| "remove_bracketed": false, |
| "dereify": false, |
| "task_tokens": [ |
| "<vi_en>", |
| "<vi_zh>", |
| "<vi_ko>" |
| ], |
| "precomputed_data_dir": "precomputed_data" |
| }, |
| "generator": { |
| "max_iterations": 10, |
| "mbr": 1, |
| "length_beam": 1, |
| "oracle_length": true, |
| "strategy": "reparam-uncond-deterministic-cosine", |
| "argmax_decoding": true, |
| "bpe": "sentencepiece", |
| "bleu_tokenize": "13a", |
| "return_history": false, |
| "temperature": 1.0 |
| }, |
| "model": { |
| "num_diffusion_timesteps": 50, |
| "diffusion_type": "absorbing", |
| "pretrained": "FacebookAI/xlm-roberta-base", |
| "cache_dir": "cache", |
| "prefix_lm": false, |
| "attention_strategy": "full", |
| "vocab_pad_to_multiple": 1, |
| "lora": false, |
| "lora_target_modules": [ |
| "query", |
| "value" |
| ], |
| "lora_alpha": 16, |
| "lora_rank": 16, |
| "lora_bias": "none", |
| "lora_dropout": 0 |
| }, |
| "train": { |
| "output_dir": "outputs/vi_multitask", |
| "per_device_train_batch_size": 128, |
| "num_train_epochs": 3.0, |
| "max_steps": 100000, |
| "learning_rate": 0.0001, |
| "lr_scheduler_type": "cosine", |
| "warmup_steps": 0.1, |
| "optim": "adamw_torch_fused", |
| "weight_decay": 0.01, |
| "adam_beta1": 0.9, |
| "adam_beta2": 0.98, |
| "adam_epsilon": 1e-08, |
| "gradient_accumulation_steps": 1, |
| "average_tokens_across_devices": true, |
| "max_grad_norm": 1.0, |
| "label_smoothing_factor": 0, |
| "bf16": true, |
| "fp16": false, |
| "bf16_full_eval": true, |
| "fp16_full_eval": false, |
| "gradient_checkpointing": false, |
| "torch_compile": false, |
| "use_liger_kernel": false, |
| "use_cache": false, |
| "auto_find_batch_size": false, |
| "logging_strategy": "steps", |
| "logging_steps": 200, |
| "logging_first_step": false, |
| "log_on_each_node": true, |
| "logging_nan_inf_filter": true, |
| "include_num_input_tokens_seen": "no", |
| "log_level": "info", |
| "log_level_replica": "warning", |
| "disable_tqdm": false, |
| "report_to": [ |
| "wandb" |
| ], |
| "run_name": "vi_multitask_en_zh_ko", |
| "project": "huggingface", |
| "eval_strategy": "steps", |
| "eval_steps": 5000, |
| "eval_delay": 0, |
| "per_device_eval_batch_size": 16, |
| "prediction_loss_only": false, |
| "eval_on_start": false, |
| "eval_do_concat_batches": true, |
| "eval_use_gather_object": false, |
| "include_for_metrics": [], |
| "batch_eval_metrics": false, |
| "save_only_model": false, |
| "save_strategy": "steps", |
| "save_steps": 10000, |
| "save_on_each_node": false, |
| "save_total_limit": 3, |
| "enable_jit_checkpoint": false, |
| "push_to_hub": false, |
| "hub_strategy": "every_save", |
| "hub_always_push": false, |
| "load_best_model_at_end": true, |
| "metric_for_best_model": "wer", |
| "greater_is_better": true, |
| "ignore_data_skip": false, |
| "restore_callback_states_from_checkpoint": false, |
| "full_determinism": false, |
| "seed": 42, |
| "use_cpu": false, |
| "dataloader_drop_last": false, |
| "dataloader_num_workers": 16, |
| "dataloader_pin_memory": true, |
| "dataloader_persistent_workers": false, |
| "remove_unused_columns": false, |
| "train_sampling_strategy": "random", |
| "length_column_name": "length", |
| "ddp_timeout": 1800, |
| "debug": [], |
| "skip_memory_metrics": true, |
| "do_train": false, |
| "do_eval": true, |
| "do_predict": false, |
| "local_rank": -1, |
| "batch_by_tokens": false, |
| "eval_metric": "wer", |
| "eval_metrics": [ |
| "bleu", |
| "wer" |
| ], |
| "weighting": "linear", |
| "mask_on_source": false, |
| "mask_on_paddings": false, |
| "mask_ratio_sampler": "diffusion", |
| "train_length": false, |
| "wandb_project": "diffusion-speech-recognition", |
| "mixed_precision": "bf16", |
| "_n_gpu": 1 |
| } |
| } |
