hallucination / experiment /adv_config.json
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{
"model_name": "llava-hf/llava-1.5-7b-hf",
"dtype": "bfloat16",
"relation": "bathroom_toilet",
"object_keywords": [],
"layers": {
"mode": "text_only",
"specific_layer_patterns": [],
"top_k_layers": 0
},
"prompts": {
"prompts": [
"Describe this image."
],
"sampling": "uniform"
},
"loss": {
"alpha": 0.0001,
"beta": 0.0,
"kl_clip": 10.0,
"kl_mode": "per_token",
"suppress_weight": 10.0,
"suppress_margin": 10.0,
"n_sigma": 0.5,
"epsilon": 0.05,
"lambda_mix": 0.1,
"smooth_tau": 0.01,
"adaptive_lambda": true,
"nuclear_beta": 0.0,
"nuclear_every_k": 10,
"depth_weighted_nuclear": false
},
"lora": {
"lora_r": 16,
"lora_alpha": 32,
"lora_dropout": 0.05,
"lora_target_modules": "all-linear"
},
"adv": {
"sae_checkpoint": "/mnt/raid10/erwin/testing/multilayer-sae/last.ckpt",
"probe_checkpoint": "",
"probe_layers": [],
"lambda_adv": 20.0,
"lambda_ret": 1.0,
"probe_lr": 1e-4,
"probe_steps": 5,
"probe_label_mode": "object_only",
"exclude_suppress_from_task_kl": true,
"probe_warmup_epochs": 3,
"freeze_probe_after_warmup": false,
"probe_label_smoothing": 0.05,
"probe_weight_decay": 0.1,
"probe_spectral_norm": false,
"probe_warmup_exclude_scene_only": true,
"lambda_present": 3.0,
"lambda_act_ret": 10.0,
"lambda_group_lasso": 0.0
},
"lr": 1e-5,
"num_epochs": 20,
"batch_size": 8,
"grad_accumulation_steps": 8,
"num_workers": 4,
"dataset_id": "",
"csv_path": null,
"image_dir": null,
"max_train_samples": null,
"general_image_dir": "/home/users/ntu/cong045/scratch/testing/hallucination/CC3M-Dataset/cc3m_images/train",
"num_general_samples": 0,
"general_image_seed": 42,
"general_image_recursive": false,
"upsample_non_scene_object": 1,
"output_dir": "./adv_outputs",
"save_every_n_steps": 100
}