| config: | |
| (): custom_colbert.utils.train_custom_colbert_models.ColModelTrainingConfig | |
| output_dir: !path ../../../models/without_tabfquad_no_pairwise/train_real_siglip_text_only | |
| processor: | |
| () : custom_colbert.utils.wrapper.AutoProcessorWrapper | |
| pretrained_model_name_or_path: !path ../../../models/siglip-so400m-patch14-384 | |
| max_length: 64 | |
| model: | |
| (): custom_colbert.utils.wrapper.AutoColModelWrapper | |
| pretrained_model_name_or_path: !path ../../../models/siglip-so400m-patch14-384 | |
| training_objective: "biencoder_mean" | |
| # attn_implementation: "eager" | |
| torch_dtype: !ext torch.bfloat16 | |
| # device_map: "auto" | |
| # quantization_config: | |
| # (): transformers.BitsAndBytesConfig | |
| # load_in_4bit: true | |
| # bnb_4bit_quant_type: "nf4" | |
| # bnb_4bit_compute_dtype: "bfloat16" | |
| # bnb_4bit_use_double_quant: true | |
| dataset_loading_func: !ext custom_colbert.utils.dataset_transformation.load_train_set | |
| eval_dataset_loader: !import ../data/test_data.yaml | |
| max_length: 64 | |
| run_train: true | |
| run_eval: true | |
| add_suffix: true | |
| loss_func: | |
| (): custom_colbert.loss.colbert_loss.BiEncoderLoss | |
| tr_args: !import ../tr_args/default_tr_args.yaml | |
| peft_config: | |
| (): peft.LoraConfig | |
| r: 32 | |
| lora_alpha: 32 | |
| lora_dropout: 0.1 | |
| init_lora_weights: "gaussian" | |
| bias: "none" | |
| task_type: "FEATURE_EXTRACTION" | |
| target_modules: '(.*(text_model).*(down_proj|gate_proj|up_proj|k_proj|q_proj|v_proj|o_proj).*$)' | |