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| "train_cfg": { |
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| "adamw_betas": [ |
| 0.9, |
| 0.999 |
| ], |
| "batch_size": 8, |
| "checkpoint_dir": "checkpoints", |
| "checkpoint_every_n_steps": 2, |
| "checkpoint_format": "dcp", |
| "compile": true, |
| "compile_mode": "default", |
| "data_cutoff_idx": null, |
| "data_num_workers": 2, |
| "effective_token_lr_exponent": 1, |
| "effective_token_lr_scale": false, |
| "enable_validation": true, |
| "eval_in_epochs": false, |
| "eval_interval": 500, |
| "formatting_min_rating": 1, |
| "gradient_accumulation_steps": 8, |
| "hf_model_cp_path": "patrickamadeus/momh-cauldron", |
| "image_correspondence_min_rating": 1, |
| "interleave_datasets": false, |
| "interleave_probabilities": null, |
| "interleave_stopping_strategy": "all_exhausted", |
| "lmms_eval_batch_size": 64, |
| "lmms_eval_limit": null, |
| "lmms_eval_tasks": "mmstar,mmmu_val,ocrbench,textvqa_val,docvqa_val,scienceqa,mme,infovqa_val,chartqa", |
| "local_model_cp_path": "checkpoints/vanilla-cauldron", |
| "log_wandb": true, |
| "lr_language_backbone": 5e-05, |
| "lr_mp": 0.005, |
| "lr_vision_backbone": 5e-05, |
| "max_grad_norm": 1.0, |
| "max_images_per_example": 1, |
| "max_images_per_knapsack": 18, |
| "max_sample_length": 4096, |
| "max_training_steps": 30000, |
| "max_training_tokens": null, |
| "max_val_batches": 1000, |
| "muon_adjust_lr": "spectral_norm", |
| "muon_cautious_wd": false, |
| "muon_epsilon": 1e-08, |
| "muon_mu": 0.95, |
| "muon_nesterov": false, |
| "muon_scalar_algorithm": "adamw", |
| "muon_use_triton": false, |
| "optimizer": "adamw", |
| "pack_sequences": true, |
| "prefix_run_name": null, |
| "relevance_min_rating": 1, |
| "resume_from_checkpoint": null, |
| "resume_from_vlm_checkpoint": null, |
| "save_code_cfg": true, |
| "save_hf": true, |
| "save_local": false, |
| "save_model_every_n_steps": 500, |
| "save_optimizer_state": true, |
| "save_trainer_state": true, |
| "stats_log_interval": 10, |
| "stratified_val_split": false, |
| "stream_dataset": false, |
| "streaming_shuffle_buffer": 0, |
| "sync_token_efficiency": false, |
| "train_dataset_name": [ |
| "all" |
| ], |
| "train_dataset_path": "patrickamadeus/the_cauldron", |
| "use_lmms_eval": false, |
| "val_num_workers": 2, |
| "val_size": 500, |
| "visual_dependency_min_rating": 1, |
| "wandb_entity": null, |
| "wandb_project": "momH", |
| "wandb_xaxis_tokens": false, |
| "weight_decay": 0.01 |
| }, |
| "vlm_cfg": { |
| "activation_checkpointing": false, |
| "extra_token_amount": 66, |
| "hf_repo_name": "nanoVLM", |
| "lm_attn_scaling": 1.0, |
| "lm_base_vocab_size": 49152, |
| "lm_chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}", |
| "lm_dropout": 0.0, |
| "lm_hidden_dim": 960, |
| "lm_inter_dim": 2560, |
| "lm_max_length": 4096, |
| "lm_max_position_embeddings": 4096, |
| "lm_model_type": "HuggingFaceTB/SmolLM2-360M-Instruct", |
| "lm_n_blocks": 32, |
| "lm_n_heads": 15, |
| "lm_n_kv_heads": 5, |
| "lm_re_base": 100000, |
| "lm_rms_eps": 1e-05, |
| "lm_tie_weights": true, |
| "lm_tokenizer": "HuggingFaceTB/SmolLM2-360M-Instruct", |
| "lm_use_tokens": false, |
| "lm_vocab_size": 49218, |
| "max_img_size": 2048, |
| "momh_enabled": false, |
| "momh_head_pct_text": 0.3, |
| "momh_head_pct_vision": 0.2, |
| "mp_image_token_length": 64, |
| "mp_pixel_shuffle_factor": 4, |
| "resize_to_max_side_len": false, |
| "vit_cls_flag": false, |
| "vit_dropout": 0.0, |
| "vit_hidden_dim": 768, |
| "vit_img_size": 512, |
| "vit_inter_dim": 3072, |
| "vit_ln_eps": 1e-06, |
| "vit_model_type": "google/siglip2-base-patch16-512", |
| "vit_n_blocks": 12, |
| "vit_n_heads": 12, |
| "vit_patch_size": 16, |
| "vlm_checkpoint_path": "checkpoints", |
| "vlm_extra_tokens": { |
| "global_image_token": "<|global_image|>", |
| "image_token": "<|image|>", |
| "r1c1": "<row_1_col_1>", |
| "r1c2": "<row_1_col_2>", |
| "r1c3": "<row_1_col_3>", |
| "r1c4": "<row_1_col_4>", |
| "r1c5": "<row_1_col_5>", |
| "r1c6": "<row_1_col_6>", |
| "r1c7": "<row_1_col_7>", |
| "r1c8": "<row_1_col_8>", |
| "r2c1": "<row_2_col_1>", |
| "r2c2": "<row_2_col_2>", |
| "r2c3": "<row_2_col_3>", |
| "r2c4": "<row_2_col_4>", |
| "r2c5": "<row_2_col_5>", |
| "r2c6": "<row_2_col_6>", |
| "r2c7": "<row_2_col_7>", |
| "r2c8": "<row_2_col_8>", |
| "r3c1": "<row_3_col_1>", |
| "r3c2": "<row_3_col_2>", |
| "r3c3": "<row_3_col_3>", |
| "r3c4": "<row_3_col_4>", |
| "r3c5": "<row_3_col_5>", |
| "r3c6": "<row_3_col_6>", |
| "r3c7": "<row_3_col_7>", |
| "r3c8": "<row_3_col_8>", |
| "r4c1": "<row_4_col_1>", |
| "r4c2": "<row_4_col_2>", |
| "r4c3": "<row_4_col_3>", |
| "r4c4": "<row_4_col_4>", |
| "r4c5": "<row_4_col_5>", |
| "r4c6": "<row_4_col_6>", |
| "r4c7": "<row_4_col_7>", |
| "r4c8": "<row_4_col_8>", |
| "r5c1": "<row_5_col_1>", |
| "r5c2": "<row_5_col_2>", |
| "r5c3": "<row_5_col_3>", |
| "r5c4": "<row_5_col_4>", |
| "r5c5": "<row_5_col_5>", |
| "r5c6": "<row_5_col_6>", |
| "r5c7": "<row_5_col_7>", |
| "r5c8": "<row_5_col_8>", |
| "r6c1": "<row_6_col_1>", |
| "r6c2": "<row_6_col_2>", |
| "r6c3": "<row_6_col_3>", |
| "r6c4": "<row_6_col_4>", |
| "r6c5": "<row_6_col_5>", |
| "r6c6": "<row_6_col_6>", |
| "r6c7": "<row_6_col_7>", |
| "r6c8": "<row_6_col_8>", |
| "r7c1": "<row_7_col_1>", |
| "r7c2": "<row_7_col_2>", |
| "r7c3": "<row_7_col_3>", |
| "r7c4": "<row_7_col_4>", |
| "r7c5": "<row_7_col_5>", |
| "r7c6": "<row_7_col_6>", |
| "r7c7": "<row_7_col_7>", |
| "r7c8": "<row_7_col_8>", |
| "r8c1": "<row_8_col_1>", |
| "r8c2": "<row_8_col_2>", |
| "r8c3": "<row_8_col_3>", |
| "r8c4": "<row_8_col_4>", |
| "r8c5": "<row_8_col_5>", |
| "r8c6": "<row_8_col_6>", |
| "r8c7": "<row_8_col_7>", |
| "r8c8": "<row_8_col_8>" |
| }, |
| "vlm_load_backbone_weights": false |
| }, |
| "warmup_batches": 1 |
| } |
