diff --git "a/vlm-siglip2-sllm_210__clm-20/config.yaml" "b/vlm-siglip2-sllm_210__clm-20/config.yaml" new file mode 100644--- /dev/null +++ "b/vlm-siglip2-sllm_210__clm-20/config.yaml" @@ -0,0 +1,5396 @@ +data_param: + cm4: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: CM4 + dataset_type: WEB_DOCUMENTS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + collator_args: + mlm_probability: 0.5 + docvqa: + add_begin_of_doc_token: true + add_end_of_doc_token: true + answer_column: answer + dataset_name: DOCVQA + dataset_type: DOCVQA + image_column: image + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + question_column: question + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + image_website_code: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: IMAGE_WEBSITE_CODE + dataset_type: IMAGE_CAPTION_PAIRS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + laion: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: LAION + dataset_type: IMAGE_CAPTION_PAIRS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + laion_coco: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: LAION_COCO + dataset_type: IMAGE_CAPTION_PAIRS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + mask_type: MLM + num_workers: 3 + ocr: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: OCR + dataset_type: OCR + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + persistent_workers: true + pin_memory: false + pmd: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: PMD + dataset_type: IMAGE_CAPTION_PAIRS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + proba_interleaving_dataset: + - 1.0 + realtime_processing: true + select_n_examples: null + select_n_examples_train: null + select_n_examples_validation: null + sft: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: SFT + dataset_type: SFT + image_column: images + map_batch_size: 64 + map_num_proc: null + 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1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + train_seed: 1 + use_webdataset: true + val_seed: 2 + vqav2_task_finetuning: + add_begin_of_doc_token: true + add_end_of_doc_token: true + answer_column: answer + dataset_name: VQAV2_TASK_FINETUNING + dataset_type: VQAV2_TASK_FINETUNING + image_column: image + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + question_column: question + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 + wiki: + add_begin_of_doc_token: true + add_end_of_doc_token: true + dataset_name: WIKI + dataset_type: WEB_DOCUMENTS + image_column: images + map_batch_size: 64 + map_num_proc: null + max_image_size: 384 + max_num_images: 5 + max_num_samples_per_document: 1 + max_seq_len: 256 + min_image_size: 378 + pad_dataset: true + pre_split_scale_up_frequency: 0.0 + pre_split_scale_up_max: 0.0 + scale_up_frequency: null + scale_up_max: null + shuffle_after_batching_buffer_size: null + shuffle_after_packing: false + shuffle_after_tarfile_to_samples_buffer_size: null + shuffle_before_split_by_node_buffer_size: null + shuffle_before_split_by_worker_buffer_size: null + shuffle_initial_urls_list: false + t5_mlm_mean_noise_span_length: 3 + t5_mlm_noise_density: 0.15 + text_column: texts + training_datasets_paths: [] + validation_datasets_paths: [] + vision_encoder_max_image_size: 512 +hparams: + batch_size: null + batch_size_per_gpu: 4 + do_validation: false + global_batch_size: null + global_batch_size_ramp_up: + finish: null + increment: null + samples: null + start: null + grad_acc_size: 4 + grad_clip: 1.0 + gradient_checkpointing: true + is_fine_tuning: false + job_id: null + just_preprocess: false + jz_job_time_sec: null + jz_start_time: 1755855052.4154375 + kill_switch_path: null + load_optimizer_states: true + lora_config: + bias: none + init_lora_weights: gaussian + lora_alpha: 16 + lora_dropout: 0.1 + r: 64 + use_dora: true + lora_name: null + loss_weights_per_dataset: null + max_num_epochs: 1 + max_num_opt_steps: 30000 + max_num_opt_steps_this_run: null + model_config: + freeze_config: + freeze_lm_head: true + freeze_text_layers: true + freeze_vision_layers: true + image_token_id: 128295 + neftune_noise_alpha: 0.0 + qk_layer_norms: false + text_model_name: SmolVEncoder/encoder-210m-30 + tie_word_embeddings: false + use_cache: true + vision_model_name: google/siglip2-base-patch16-512 + model_name: SmolVEncoder/encoder-210m-30 + patterns_to_loraify: + - - model + - vision_model + - encoder + - q_proj + - - model + - vision_model + - encoder + - k_proj + - - model + - vision_model + - encoder + - v_proj + - - model + - vision_model + - encoder + - out_proj + - - model + - vision_model + - encoder + - mlp + - - model + - vision_model + - head + - mlp + - - model + - text_model + - layers + - proj + - - lm_head + patterns_to_unfreeze: + - - model + - connector + - - model + - vision_model + - embed + - - norm + - - model + - text_model + - embed_tokens + - additional_embedding + - - additional_fc + repo_commit_id: null + resume_run: true + revision: main + save_batch_max_idx: null + save_batch_min_idx: null + save_dir: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/ablations/clm_to_mlm/vlm-siglip2-sllm_210__clm-20 + save_switch_path: null + seed: 42 + timeout: 1800 + timing_break_down: true + tokenizer_add_special_tokens: '{}' + tokenizer_add_tokens: '[AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), AddedToken("", rstrip=False, lstrip=False, + normalized=False), AddedToken("", rstrip=False, lstrip=False, normalized=False), + AddedToken("", rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", + rstrip=False, lstrip=False, normalized=False), AddedToken("", rstrip=False, + lstrip=False, normalized=False), ]' + tokenizer_name: SmolVEncoder/encoder-210m-30 + tokenizer_params: '{"use_fast": True}' + train_log_mem_usage: false + train_logging_activations: [] + train_logging_activations_opt_steps: 250 + train_logging_grad_param_deepspeed: [] + train_logging_grad_param_deepspeed_opt_steps: 250 + train_logging_opt_steps: 1 + train_logging_per_dataset_info: + - JSONL + - WANDB + train_logging_per_dataset_suffix: '' + train_saving_opt_steps: 2000 + training_image_size: 224 + upload_to_s3: false + use_lora: true + use_torch_profiler: false + val_inline_logging_opt_steps: 50 + val_logging_opt_steps: 250 + wandb_enable: true + wandb_entity: smolvencoder + wandb_log_freq: 50 + wandb_project: modality_align + wandb_run_id: hp0rcdxj + wandb_tags: + - siglip2 + - slbert +optim_param: + vl_lr_scheduler: get_wsd_schedule + vl_lr_scheduler_params: + decay_type: 1-sqrt + last_epoch: -1 + num_decay_steps: 6000 + num_training_steps: 30000 + num_warmup_steps: 2000 + vl_optim: AdamW + vl_optim_params: + betas: + - 0.9 + - 0.999 + lr: 0.0001 + no_decay: + - bias + - alpha + - layernorm + - ln + - perceiver_resampler + - layer_norm + weight_decay: 0.1 + z_loss: 0.0 +resume_param: + accelerator_state_dir: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/slbert/vlm-siglip2-sllm_210/opt_step-24000/accelerator_state + gbs_running: + global_batch_size_current: 256 + global_seen_samples: 6144000 + grad_acc_size_current: 4 + next_goal_samples: 0 + lora_file: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/slbert/vlm-siglip2-sllm_210/opt_step-24000/unwrapped_adapter + model_config_file: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/slbert/vlm-siglip2-sllm_210/opt_step-24000/unwrapped_model/config.json + model_file: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/slbert/vlm-siglip2-sllm_210/opt_step-24000/unwrapped_model + opt_step_dir: /lustre/fsn1/projects/rech/nwd/uyn61im/checkpoints/experiments/vbert/slbert/vlm-siglip2-sllm_210/opt_step-24000 + resume_dataset_state: [] + resume_epoch: 0 + resume_last: false + resume_opt_step: 24000 + train_logs: + fwd_bwd_time: + all: 1849828.5446214676 + sft: 1849828.5446214676 + fwd_bwd_time_since_training_logged: {} + global_batch_size_current: 256 + image_to_text_ratio: + all: 0.04416065663099289 + sft: 0.04416065663099289 + lr: 0.0001 + num_batches: + all: 1536000 + num_batches_in_curr_epoch: + all: 1536000 + num_batches_since_training_logged: {} + num_epochs: 0 + num_image_tokens: + all: 5674699456 + sft: 5674699456 + num_images: + all: 88667179 + sft: 88667179 + num_opt_steps: 24000 + num_padding: + all: 1532302250 + sft: 1532302250 + num_per_device_batches: + all: 1536000 + sft: 1536000 + num_per_device_batches_in_curr_epoch: + all: 1536000 + sft: 1536000 + num_per_device_batches_since_training_logged: {} + num_tokens: + all: 2823776774 + sft: 2823776774 + per_token_loss: + all: 0.7966584116220474 + sft: 0.7966584116220474 + per_token_loss_acc: {} + pixel_values_sum: + all: 23073252864512.0 + sft: 23073252864512.0 + tflop_counter: + all: 21927075.877197266 + sft: 21927075.877197266 + tflop_counter_since_training_logged: {} + tflops: + all: 14.716853933284728 + sft: 14.716853933284728 + tflops_acc: + all: 11.85357201939179 + sft: 11.85357201939179 + total_energy_delta_since_training_logged: {} + watt/s: + all: 413.8307171282329 + sft: 413.8307171282329 + z_loss: + all: 0.0 + sft: 0.0 + z_loss_acc: {}