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Elisei Rykov
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Oct 15, 2024
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| { | ||
| "inference_settings": [ | ||
| { | ||
| "metric_settings": [], | ||
| "model_settings": { | ||
| "model_path": "/from_s3/model", | ||
| "projections_path": "/from_s3/projections/modality_adapters.pt", | ||
| "n_modality_embeddings": 256, | ||
| "model_type": "causal", | ||
| "transformers_settings": {}, | ||
| "adapter_path": "/from_s3/adapter" | ||
| }, | ||
| "modality_encoder_settings_mapping": { | ||
| "image": { | ||
| "modality_encoder_type": "clip", | ||
| "is_pickle": true, | ||
| "encoder_path": "openai/clip-vit-large-patch14" | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "modality_projector_mapping": { | ||
| "image": "llava", | ||
| "audio": null | ||
| }, | ||
| "tokenizer_settings": { | ||
| "use_fast": false, | ||
| "tokenizer_path": "/from_s3/tokenizer" | ||
| }, | ||
| "generation_settings": [ | ||
| { | ||
| "transformers_settings": { | ||
| "num_beams": 1, | ||
| "max_new_tokens": 128 | ||
| }, | ||
| "custom_settings": {} | ||
| } | ||
| ], | ||
| "use_vllm": false, | ||
| "batch": 1, | ||
| "micro_batch": 1 | ||
| } | ||
| ], | ||
| "dataset_settings": { | ||
| "sources": [ | ||
| { | ||
| "name": "rullava", | ||
| "records_path": "/app/data/multimodal/rullava/val_chat.jsonl", | ||
| "num_samples": 50 | ||
| } | ||
| ], | ||
| "prompt_template": { | ||
| "role_tag_mapping": { | ||
| "bot": "<bot>", | ||
| "user": "<user>", | ||
| "system": "<system>" | ||
| }, | ||
| "prefix_template": "<RS>{role}", | ||
| "suffix_template": "</RS>" | ||
| }, | ||
| "dataset_type": "multimodal", | ||
| "max_tokens_count": 2000, | ||
| "n_modality_embeddings": 256, | ||
| "start_modality_token": "<MS>", | ||
| "end_modality_token": "</MS>", | ||
| "only_answer_loss": true, | ||
| "modality_token_mapping": { | ||
| "image": "<img>", | ||
| "audio": "<audio>" | ||
| }, | ||
| "modality_reader_settings_mapping": { | ||
| "image": { | ||
| "reader_type": "pickle" | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "truncate_top": false, | ||
| "random_cut": true | ||
| }, | ||
| "save_path": "inference_output" | ||
| } | ||
|
|
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205 changes: 205 additions & 0 deletions
205
configs/exp/train/multimodal/attention_pooling_with_n_heads.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,205 @@ | ||
| { | ||
| "train_dataset_settings": { | ||
| "sources": [ | ||
| { | ||
| "name": "train", | ||
| "records_path": "/from_s3/dataset/llava_next_data_dialogs/train_chat.jsonl", | ||
| "sample_rate": 1.0 | ||
| } | ||
| ], | ||
| "prompt_template": { | ||
| "role_tag_mapping": { | ||
| "bot": "assistant", | ||
| "user": "user", | ||
| "system": "system" | ||
| }, | ||
| "prefix_template": "<|start_header_id|>{role}<|end_header_id|>\n\n", | ||
| "suffix_template": "<|eot_id|>" | ||
| }, | ||
| "modality_token_mapping": { | ||
| "image": "<img>", | ||
| "audio": "<audio>" | ||
| }, | ||
| "modality_reader_settings_mapping": { | ||
| "image": { | ||
| "reader_type": "pickle", | ||
| "reader_path": null | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "n_modality_embeddings": 448, | ||
| "start_modality_token": "<MS>", | ||
| "end_modality_token": "</MS>", | ||
| "dataset_type": "multimodal", | ||
| "max_tokens_count": 2000, | ||
| "only_answer_loss": true, | ||
| "truncate_top": false | ||
| }, | ||
| "val_dataset_settings": { | ||
| "sources": [ | ||
| { | ||
| "name": "test", | ||
| "records_path": "/from_s3/dataset/llava_next_data_dialogs/test_chat.jsonl", | ||
| "num_samples": 5000 | ||
| } | ||
| ], | ||
| "prompt_template": { | ||
| "role_tag_mapping": { | ||
| "bot": "assistant", | ||
| "user": "user", | ||
| "system": "system" | ||
| }, | ||
| "prefix_template": "<|start_header_id|>{role}<|end_header_id|>\n\n", | ||
| "suffix_template": "<|eot_id|>" | ||
| }, | ||
| "modality_token_mapping": { | ||
| "image": "<img>", | ||
| "audio": "<audio>" | ||
| }, | ||
| "modality_reader_settings_mapping": { | ||
| "image": { | ||
| "reader_type": "pickle", | ||
| "reader_path": null | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "n_modality_embeddings": 448, | ||
| "start_modality_token": "<MS>", | ||
| "end_modality_token": "</MS>", | ||
| "dataset_type": "multimodal", | ||
| "max_tokens_count": 2000, | ||
| "only_answer_loss": true, | ||
| "truncate_top": false | ||
| }, | ||
| "model_settings": { | ||
| "model_path": "/from_s3/model", | ||
| "model_type": "causal", | ||
| "transformers_settings": { | ||
| }, | ||
| "model_kwargs": { | ||
| "attn_implementation": "flash_attention_2" | ||
| }, | ||
| "embeddings_initialization_strategy": { | ||
| "<MS>": "bot", | ||
| "</MS>": "bot", | ||
| "<img>": "bot", | ||
| "<audio>": "bot" | ||
| }, | ||
| "peft_settings": { | ||
| "r": 16, | ||
| "lora_alpha": 16, | ||
| "lora_dropout": 0.05, | ||
| "target_modules": [ | ||
| "q_proj", | ||
| "v_proj", | ||
| "k_proj", | ||
| "o_proj" | ||
| ], | ||
| "task_type": "CAUSAL_LM", | ||
| "modules_to_save": ["embed_tokens", "lm_head"], | ||
| "name": "LORA" | ||
| } | ||
| }, | ||
| "tokenizer_settings": { | ||
| "tokenizer_path": "/from_s3/model" | ||
| }, | ||
| "special_tokens_settings": { | ||
| "bos_token": "<|begin_of_text|>", | ||
| "eos_token": "<|im_end|>", | ||
| "pad_token": "<|end_of_text|>" | ||
| }, | ||
| "trainer_settings": { | ||
| "evaluation_strategy": "steps", | ||
| "save_strategy": "steps", | ||
| "eval_steps": 400, | ||
| "save_steps": 400, | ||
| "per_device_train_batch_size": 2, | ||
| "per_device_eval_batch_size": 2, | ||
| "gradient_accumulation_steps": 16, | ||
| "logging_steps": 1, | ||
| "learning_rate": 1e-4, | ||
| "num_train_epochs": 1, | ||
| "lr_scheduler_type": "cosine", | ||
| "warmup_ratio": 0.3, | ||
| "fp16": false, | ||
| "bf16": true, | ||
| "optim": "adamw_torch", | ||
| "save_total_limit": 5, | ||
| "load_best_model_at_end": false, | ||
| "deepspeed": "configs/exp/deepspeed/stage2.json", | ||
| "dispatch_batches": false, | ||
| "dataloader_num_workers": 16, | ||
| "dataloader_pin_memory": false | ||
| }, | ||
| "wandb_settings": { | ||
| "project_name": "rykov", | ||
| "run_name": "multimodal", | ||
| "entity": "rykov" | ||
| }, | ||
| "log_path": "train_output", | ||
| "modality_encoder_settings_mapping": { | ||
| "image": { | ||
| "modality_encoder_type": "clip", | ||
| "is_pickle": true, | ||
| "encoder_path": "/from_s3/clip" | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "modality_projector_mapping": { | ||
| "image": "top_k_attention_pooling_with_n_heads", | ||
| "audio": null | ||
| }, | ||
| "modality_projector_initialization_mapping": { | ||
| "image": null, | ||
| "audio": null | ||
| }, | ||
| "cherry_pick_settings": { | ||
| "generator_transformers_settings": { | ||
| "num_beams": 1, | ||
| "max_new_tokens": 64, | ||
| "repetition_penalty": 1.0, | ||
| "stop_strings": "<|eot_id|>" | ||
| }, | ||
| "custom_generation_settings": { | ||
| "skip_special_tokens": true | ||
| }, | ||
| "dataset_settings": { | ||
| "sources": [ | ||
| { | ||
| "name": "cherry_pickls", | ||
| "records_path": "/from_s3/dataset/llava_next_data_dialogs/test_chat.jsonl", | ||
| "num_samples": 50 | ||
| } | ||
| ], | ||
| "prompt_template": { | ||
| "role_tag_mapping": { | ||
| "bot": "assistant", | ||
| "user": "user", | ||
| "system": "system" | ||
| }, | ||
| "prefix_template": "<|start_header_id|>{role}<|end_header_id|>\n\n", | ||
| "suffix_template": "<|eot_id|>" | ||
| }, | ||
| "dataset_type": "multimodal", | ||
| "max_tokens_count": 2000, | ||
| "n_modality_embeddings": 448, | ||
| "start_modality_token": "<MS>", | ||
| "end_modality_token": "</MS>", | ||
| "only_answer_loss": true, | ||
| "random_cut": true, | ||
| "modality_token_mapping": { | ||
| "image": "<img>", | ||
| "audio": "<audio>" | ||
| }, | ||
| "modality_reader_settings_mapping": { | ||
| "image": { | ||
| "reader_type": "pickle", | ||
| "reader_path": null | ||
| }, | ||
| "audio": null | ||
| }, | ||
| "truncate_top": false | ||
| }, | ||
| "metric_settings": [] | ||
| } | ||
| } |
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