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"snr_gamma": null,
"use_soft_min_snr": false,
"soft_min_snr_sigma_data": null,
"model_family": "flux",
"model_flavour": "kontext",
"model_type": "lora",
"loss_type": "l2",
"huber_schedule": "snr",
"huber_c": 0.1,
"hidream_use_load_balancing_loss": false,
"hidream_load_balancing_loss_weight": null,
"flux_lora_target": "all",
"flow_sigmoid_scale": 1.0,
"flux_fast_schedule": false,
"flow_use_uniform_schedule": false,
"flow_use_beta_schedule": false,
"flow_beta_schedule_alpha": 2.0,
"flow_beta_schedule_beta": 2.0,
"flow_schedule_shift": 0.0,
"flow_schedule_auto_shift": true,
"flux_guidance_mode": "constant",
"flux_guidance_value": 1.0,
"flux_guidance_min": 0.0,
"flux_guidance_max": 4.0,
"flux_attention_masked_training": false,
"ltx_train_mode": "i2v",
"ltx_i2v_prob": 0.1,
"ltx_protect_first_frame": false,
"ltx_partial_noise_fraction": 0.05,
"t5_padding": "unmodified",
"sd3_clip_uncond_behaviour": "empty_string",
"sd3_t5_uncond_behaviour": null,
"lora_type": "standard",
"peft_lora_mode": "standard",
"singlora_ramp_up_steps": 0,
"lora_init_type": "default",
"init_lora": null,
"lora_rank": 768,
"lora_alpha": null,
"lora_dropout": 0.1,
"lycoris_config": "config/lycoris_config.json",
"init_lokr_norm": null,
"conditioning_multidataset_sampling": "random",
"control": false,
"controlnet": false,
"controlnet_custom_config": null,
"tread_config": null,
"controlnet_model_name_or_path": null,
"pretrained_model_name_or_path": "black-forest-labs/FLUX.1-Kontext-dev",
"pretrained_transformer_model_name_or_path": null,
"pretrained_transformer_subfolder": "transformer",
"pretrained_unet_model_name_or_path": null,
"pretrained_unet_subfolder": "unet",
"pretrained_vae_model_name_or_path": "black-forest-labs/FLUX.1-Kontext-dev",
"pretrained_t5_model_name_or_path": null,
"prediction_type": null,
"snr_weight": 1.0,
"training_scheduler_timestep_spacing": "trailing",
"inference_scheduler_timestep_spacing": "trailing",
"refiner_training": false,
"refiner_training_invert_schedule": false,
"refiner_training_strength": 0.2,
"timestep_bias_strategy": "none",
"timestep_bias_multiplier": 1.0,
"timestep_bias_begin": 0,
"timestep_bias_end": 1000,
"timestep_bias_portion": 0.25,
"disable_segmented_timestep_sampling": false,
"rescale_betas_zero_snr": false,
"vae_dtype": "bf16",
"vae_batch_size": 4,
"vae_enable_tiling": false,
"vae_enable_slicing": false,
"vae_cache_scan_behaviour": "recreate",
"vae_cache_ondemand": false,
"compress_disk_cache": false,
"aspect_bucket_disable_rebuild": false,
"keep_vae_loaded": false,
"skip_file_discovery": "",
"revision": null,
"variant": null,
"preserve_data_backend_cache": false,
"use_dora": false,
"override_dataset_config": false,
"cache_dir_text": "cache",
"cache_dir_vae": "",
"data_backend_config": "config/multidatabackend.json",
"data_backend_sampling": "auto-weighting",
"ignore_missing_files": false,
"write_batch_size": 128,
"read_batch_size": 25,
"image_processing_batch_size": 32,
"enable_multiprocessing": false,
"max_workers": 32,
"aws_max_pool_connections": 128,
"torch_num_threads": 8,
"dataloader_prefetch": false,
"dataloader_prefetch_qlen": 10,
"aspect_bucket_worker_count": 12,
"cache_dir": "output/models/cache",
"cache_clear_validation_prompts": false,
"caption_strategy": "filename",
"parquet_caption_column": null,
"parquet_filename_column": null,
"instance_prompt": null,
"output_dir": "output/models",
"seed": 42,
"seed_for_each_device": true,
"framerate": null,
"resolution": 1024,
"resolution_type": "pixel_area",
"aspect_bucket_rounding": 2,
"aspect_bucket_alignment": 64,
"minimum_image_size": null,
"maximum_image_size": null,
"target_downsample_size": null,
"train_text_encoder": false,
"tokenizer_max_length": 512,
"train_batch_size": 2,
"num_train_epochs": 1,
"max_train_steps": 20000,
"ignore_final_epochs": false,
"checkpointing_steps": 1000,
"checkpointing_rolling_steps": 0,
"checkpointing_use_tempdir": false,
"checkpoints_total_limit": 20,
"checkpoints_rolling_total_limit": 1,
"resume_from_checkpoint": null,
"gradient_accumulation_steps": 1,
"gradient_checkpointing": true,
"gradient_checkpointing_interval": null,
"learning_rate": 1e-05,
"text_encoder_lr": null,
"lr_scale": false,
"lr_scale_sqrt": false,
"lr_scheduler": "polynomial",
"lr_warmup_steps": 200,
"lr_num_cycles": 1,
"lr_power": 0.8,
"distillation_method": null,
"distillation_config": null,
"use_ema": false,
"ema_device": "cpu",
"ema_validation": "comparison",
"ema_cpu_only": false,
"ema_foreach_disable": false,
"ema_update_interval": null,
"ema_decay": 0.995,
"non_ema_revision": null,
"offload_during_startup": false,
"offload_param_path": null,
"optimizer": "optimi-lion",
"optimizer_config": null,
"optimizer_cpu_offload_method": "none",
"optimizer_offload_gradients": false,
"fuse_optimizer": false,
"optimizer_beta1": null,
"optimizer_beta2": null,
"optimizer_release_gradients": false,
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_weight_decay": 0.01,
"adam_epsilon": 1e-08,
"prodigy_steps": null,
"max_grad_norm": 2.0,
"grad_clip_method": "value",
"push_to_hub": false,
"push_checkpoints_to_hub": false,
"hub_model_id": null,
"model_card_note": null,
"model_card_safe_for_work": false,
"logging_dir": "output/models/logs",
"disable_benchmark": false,
"evaluation_type": null,
"eval_dataset_pooling": false,
"pretrained_evaluation_model_name_or_path": "openai/clip-vit-large-patch14-336",
"validation_on_startup": false,
"validation_seed_source": "cpu",
"validation_lycoris_strength": 1.0,
"validation_torch_compile": false,
"validation_torch_compile_mode": "max-autotune",
"validation_guidance_skip_layers": null,
"validation_guidance_skip_layers_start": 0.01,
"validation_guidance_skip_layers_stop": 0.2,
"validation_guidance_skip_scale": 2.8,
"sana_complex_human_instruction": [
"Given a user prompt, generate an 'Enhanced prompt' that provides detailed visual descriptions suitable for image generation. Evaluate the level of detail in the user prompt:",
"- If the prompt is simple, focus on adding specifics about colors, shapes, sizes, textures, and spatial relationships to create vivid and concrete scenes.",
"- Do not add detail that is not in the original prompt! Do not mention colors if the User Prompt does not!",
"- If the prompt is already detailed, refine and enhance the existing details slightly without overcomplicating.",
"- If the prompt contains explicit material, do not remove this information from the output, which would damage the performance of downstream classifiers.",
"Here are examples of how to transform or refine prompts:",
"- User Prompt: A cat sleeping -> Enhanced: A cat sleeping peacefully, showcasing the joy of pet ownership. Cute floof kitty cat gatto.",
"- User Prompt: A busy city street -> Enhanced: A bustling city street scene featuring a crowd of people.",
"Please generate only the enhanced description for the prompt below and avoid including any additional commentary or evaluations:",
"User Prompt: "
],
"disable_tf32": false,
"validation_using_datasets": null,
"webhook_config": null,
"webhook_reporting_interval": null,
"report_to": "wandb",
"tracker_run_name": "test",
"tracker_project_name": "color-match-kontext-training",
"tracker_image_layout": "gallery",
"validation_prompt": null,
"validation_prompt_library": false,
"user_prompt_library": null,
"validation_negative_prompt": "blurry, cropped, ugly",
"num_validation_images": 1,
"validation_disable": false,
"validation_steps": 1000,
"validation_stitch_input_location": "left",
"eval_steps_interval": null,
"eval_timesteps": 28,
"num_eval_images": 4,
"eval_dataset_id": "val-edited-images",
"validation_num_inference_steps": 28,
"validation_num_video_frames": null,
"validation_resolution": "1024x1024",
"validation_noise_scheduler": null,
"validation_disable_unconditional": false,
"enable_watermark": false,
"mixed_precision": "bf16",
"gradient_precision": null,
"quantize_via": "accelerator",
"base_model_precision": "no_change",
"quantize_activations": false,
"base_model_default_dtype": "bf16",
"text_encoder_1_precision": "no_change",
"text_encoder_2_precision": "no_change",
"text_encoder_3_precision": "no_change",
"text_encoder_4_precision": "no_change",
"local_rank": -1,
"fuse_qkv_projections": true,
"attention_mechanism": "diffusers",
"sageattention_usage": "inference",
"set_grads_to_none": false,
"noise_offset": 0.1,
"noise_offset_probability": 0.25,
"masked_loss_probability": 1.0,
"validation_guidance": 2.5,
"validation_guidance_real": 1.0,
"validation_no_cfg_until_timestep": 2,
"validation_guidance_rescale": 0.0,
"validation_randomize": false,
"validation_seed": 42,
"fully_unload_text_encoder": false,
"freeze_encoder_before": 12,
"freeze_encoder_after": 17,
"freeze_encoder_strategy": "after",
"layer_freeze_strategy": "none",
"unet_attention_slice": false,
"print_filenames": false,
"print_sampler_statistics": false,
"metadata_update_interval": 3600,
"debug_aspect_buckets": false,
"debug_dataset_loader": false,
"freeze_encoder": true,
"save_text_encoder": false,
"text_encoder_limit": 25,
"prepend_instance_prompt": false,
"only_instance_prompt": false,
"data_aesthetic_score": 7.0,
"sdxl_refiner_uses_full_range": false,
"caption_dropout_probability": 0.0,
"delete_unwanted_images": false,
"delete_problematic_images": false,
"disable_bucket_pruning": false,
"offset_noise": false,
"input_perturbation": 0.0,
"input_perturbation_steps": 0,
"lr_end": "4e-7",
"i_know_what_i_am_doing": false,
"accelerator_cache_clear_interval": null,
"vae_path": "black-forest-labs/FLUX.1-Kontext-dev",
"accelerator_project_config": {
"project_dir": "output/models",
"logging_dir": "output/models/logs",
"automatic_checkpoint_naming": false,
"total_limit": null,
"iteration": 20,
"save_on_each_node": false
},
"process_group_kwargs": {
"backend": "nccl",
"init_method": null,
"timeout": "1:30:00"
},
"is_quantized": false,
"weight_dtype": "torch.bfloat16",
"disable_accelerator": false,
"lora_initialisation_style": true,
"model_type_label": "Flux.1",
"use_deepspeed_optimizer": false,
"use_deepspeed_scheduler": false,
"base_weight_dtype": "torch.bfloat16",
"is_quanto": false,
"is_torchao": false,
"is_bnb": false,
"flow_matching": true,
"vae_kwargs": {
"pretrained_model_name_or_path": "black-forest-labs/FLUX.1-Kontext-dev",
"subfolder": "vae",
"revision": null,
"force_upcast": false,
"variant": null
},
"enable_adamw_bf16": true,
"overrode_max_train_steps": false,
"total_num_batches": 50005,
"num_update_steps_per_epoch": 50005,
"total_batch_size": 2,
"is_schedulefree": false,
"is_lr_scheduler_disabled": false,
"total_steps_remaining_at_start": 20000
} |