| { | |
| "ss_session_id": "416299588", | |
| "ss_training_started_at": "1730376114.6450782", | |
| "ss_output_name": "dataset_flux_lora_train_test_6_rank64_bf16", | |
| "ss_learning_rate": "1.0", | |
| "ss_text_encoder_lr": "None", | |
| "ss_unet_lr": "None", | |
| "ss_num_train_images": "335", | |
| "ss_num_reg_images": "0", | |
| "ss_num_batches_per_epoch": "335", | |
| "ss_num_epochs": "12", | |
| "ss_gradient_checkpointing": "True", | |
| "ss_gradient_accumulation_steps": "1", | |
| "ss_max_train_steps": "4000", | |
| "ss_lr_warmup_steps": "2", | |
| "ss_lr_scheduler": "cosine", | |
| "ss_network_module": ".networks.lora_flux", | |
| "ss_network_dim": "64", | |
| "ss_network_alpha": "1.0", | |
| "ss_network_dropout": "None", | |
| "ss_mixed_precision": "bf16", | |
| "ss_full_fp16": "False", | |
| "ss_v2": "False", | |
| "ss_base_model_version": "flux1", | |
| "ss_clip_skip": "None", | |
| "ss_max_token_length": "None", | |
| "ss_cache_latents": "True", | |
| "ss_seed": "42", | |
| "ss_lowram": "False", | |
| "ss_noise_offset": "None", | |
| "ss_multires_noise_iterations": "None", | |
| "ss_multires_noise_discount": "0.3", | |
| "ss_adaptive_noise_scale": "None", | |
| "ss_zero_terminal_snr": "False", | |
| "ss_training_comment": "None", | |
| "ss_sd_scripts_commit_hash": "f05d2c3c9691deac7d57aee0df97042764e49cf2", | |
| "ss_optimizer": "prodigyopt.prodigy.Prodigy(decouple=True,weight_decay=0.01,d_coef=0.8,use_bias_correction=True,safeguard_warmup=True,betas=(0.9, 0.99))", | |
| "ss_max_grad_norm": "1.0", | |
| "ss_caption_dropout_rate": "0.0", | |
| "ss_caption_dropout_every_n_epochs": "0", | |
| "ss_caption_tag_dropout_rate": "0.0", | |
| "ss_face_crop_aug_range": "None", | |
| "ss_prior_loss_weight": "1.0", | |
| "ss_min_snr_gamma": "5.0", | |
| "ss_scale_weight_norms": "None", | |
| "ss_ip_noise_gamma": "None", | |
| "ss_debiased_estimation": "False", | |
| "ss_noise_offset_random_strength": "False", | |
| "ss_ip_noise_gamma_random_strength": "False", | |
| "ss_loss_type": "l2", | |
| "ss_huber_schedule": "snr", | |
| "ss_huber_c": "0.1", | |
| "ss_fp8_base": "True", | |
| "ss_fp8_base_unet": "True", | |
| "ss_apply_t5_attn_mask": "True", | |
| "ss_weighting_scheme": "logit_normal", | |
| "ss_logit_mean": "0.0", | |
| "ss_logit_std": "1.0", | |
| "ss_mode_scale": "1.29", | |
| "ss_guidance_scale": "1.0", | |
| "ss_timestep_sampling": "shift", | |
| "ss_sigmoid_scale": "1.0", | |
| "ss_model_prediction_type": "raw", | |
| "ss_discrete_flow_shift": "3.1582000000000003", | |
| "ss_datasets": "[{\"is_dreambooth\": true, \"batch_size_per_device\": 1, \"num_train_images\": 112, \"num_reg_images\": 0, \"resolution\": [512, 512], \"enable_bucket\": true, \"min_bucket_reso\": 256, \"max_bucket_reso\": 1024, \"tag_frequency\": {\"512_img\": {\"b0ckground style\": 112}}, \"bucket_info\": {\"buckets\": {\"0\": {\"resolution\": [320, 704], \"count\": 3}, \"1\": {\"resolution\": [448, 576], \"count\": 6}, \"2\": {\"resolution\": [512, 512], \"count\": 103}}, \"mean_img_ar_error\": 0.002262087955447331}, \"subsets\": [{\"img_count\": 112, \"num_repeats\": 1, \"color_aug\": false, \"flip_aug\": false, \"random_crop\": false, \"shuffle_caption\": false, \"keep_tokens\": 0, \"keep_tokens_separator\": \"|||\", \"secondary_separator\": null, \"enable_wildcard\": false, \"caption_prefix\": null, \"caption_suffix\": null, \"image_dir\": \"512_img\", \"class_tokens\": \"b0ckground style\", \"is_reg\": false}]}, {\"is_dreambooth\": true, \"batch_size_per_device\": 1, \"num_train_images\": 113, \"num_reg_images\": 0, \"resolution\": [768, 768], \"enable_bucket\": true, \"min_bucket_reso\": 256, \"max_bucket_reso\": 1024, \"tag_frequency\": {\"768_img\": {\"b0ckground style\": 113}}, \"bucket_info\": {\"buckets\": {\"0\": {\"resolution\": [448, 1024], \"count\": 3}, \"1\": {\"resolution\": [640, 896], \"count\": 4}, \"2\": {\"resolution\": [704, 832], \"count\": 2}, \"3\": {\"resolution\": [768, 768], \"count\": 104}}, \"mean_img_ar_error\": 0.0022895039142273653}, \"subsets\": [{\"img_count\": 113, \"num_repeats\": 1, \"color_aug\": false, \"flip_aug\": false, \"random_crop\": false, \"shuffle_caption\": false, \"keep_tokens\": 0, \"keep_tokens_separator\": \"|||\", \"secondary_separator\": null, \"enable_wildcard\": false, \"caption_prefix\": null, \"caption_suffix\": null, \"image_dir\": \"768_img\", \"class_tokens\": \"b0ckground style\", \"is_reg\": false}]}, {\"is_dreambooth\": true, \"batch_size_per_device\": 1, \"num_train_images\": 110, \"num_reg_images\": 0, \"resolution\": [1024, 1024], \"enable_bucket\": true, \"min_bucket_reso\": 256, \"max_bucket_reso\": 1024, \"tag_frequency\": {\"1024_img\": {\"b0ckground style\": 110}}, \"bucket_info\": {\"buckets\": {\"0\": {\"resolution\": [448, 1024], \"count\": 3}, \"1\": {\"resolution\": [704, 1024], \"count\": 2}, \"2\": {\"resolution\": [768, 1024], \"count\": 2}, \"3\": {\"resolution\": [832, 1024], \"count\": 2}, \"4\": {\"resolution\": [1024, 1024], \"count\": 101}}, \"mean_img_ar_error\": 0.0014204545454545455}, \"subsets\": [{\"img_count\": 110, \"num_repeats\": 1, \"color_aug\": false, \"flip_aug\": false, \"random_crop\": false, \"shuffle_caption\": false, \"keep_tokens\": 0, \"keep_tokens_separator\": \"|||\", \"secondary_separator\": null, \"enable_wildcard\": false, \"caption_prefix\": null, \"caption_suffix\": null, \"image_dir\": \"1024_img\", \"class_tokens\": \"b0ckground style\", \"is_reg\": false}]}]", | |
| "ss_tag_frequency": "{\"512_img\": {\"b0ckground style\": 112}, \"768_img\": {\"b0ckground style\": 113}, \"1024_img\": {\"b0ckground style\": 110}}", | |
| "ss_dataset_dirs": "{\"512_img\": {\"n_repeats\": 1, \"img_count\": 112}, \"768_img\": {\"n_repeats\": 1, \"img_count\": 113}, \"1024_img\": {\"n_repeats\": 1, \"img_count\": 110}}", | |
| "ss_sd_model_hash": "b04b3ba1", | |
| "ss_new_sd_model_hash": "4610115bb0c89560703c892c59ac2742fa821e60ef5871b33493ba544683abd7", | |
| "ss_sd_model_name": "flux1-dev.sft", | |
| "ss_epoch": "12", | |
| "ss_training_finished_at": "1730384233.956884", | |
| "ss_steps": "3000", | |
| "modelspec.sai_model_spec": "1.0.0", | |
| "modelspec.architecture": "flux-1-dev/lora", | |
| "modelspec.implementation": "https://github.com/black-forest-labs/flux", | |
| "modelspec.title": "dataset_flux_lora_train_test_6_rank64_bf16", | |
| "modelspec.resolution": "1024x1024", | |
| "modelspec.date": "2024-10-31T14:17:13", | |
| "sshs_model_hash": "61182d380338206385a4fc514182866ea0515575008724e6ec183e98c64838fb", | |
| "sshs_legacy_hash": "91b29328" | |
| } |