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metadata.json

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+{
+    "ss_session_id": "4247417367",
+    "ss_training_started_at": "1730384392.2223737",
+    "ss_output_name": "dataset_flux_lora_train_test_7_rank128_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": "128",
+    "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": "1730392494.8245628",
+    "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_7_rank128_bf16",
+    "modelspec.resolution": "1024x1024",
+    "modelspec.date": "2024-10-31T16:34:54",
+    "sshs_model_hash": "7bf65f84247a9d96f38fd902c6b8167703c6639ca45ce7de8f0adada0c2305fa",
+    "sshs_legacy_hash": "653e88f5"
+}