Human Focus Photography

人类焦点摄影是一种通用LoRA，基于多样化的摄影肖像和生活方式图像训练而成。其目标是减少偏见，提升广泛题材的写实性、光影效果和自然细节，非常适合用于肖像、街拍、时尚和抓拍风格。

示例图像中包含工作流程。

v1.0版本的训练在我5090显卡上耗时约17小时。

SimpleTuner训练配置：

{
    "aspect_bucket_rounding": 2,
    "base_model_precision": "int8-quanto",
    "caption_dropout_probability": 0.05,
    "checkpointing_steps": 250,
    "checkpoints_total_limit": 40,
    "compress_disk_cache": false,
    "data_backend_config": "/data/datasets/config/Human_Focus_Photography_v1.0.json",
    "disable_benchmark": true,
    "disable_bucket_pruning": true,
    "flow_schedule_shift": 1.73,
    "gradient_accumulation_steps": 8,
    "gradient_checkpointing": true,
    "ignore_final_epochs": true,
    "learning_rate": 0.000025,
    "lora_type": "lycoris",
    "lr_scheduler": "cosine",
    "lr_warmup_steps": 100,
    "lycoris_config": "/data/config/lycoris_config_283.19M.json",
    "max_grad_norm": 0.5,
    "max_train_steps": 0,
    "minimum_image_size": 0,
    "mixed_precision": "bf16",
    "model_family": "qwen_image",
    "model_flavour": "v1.0",
    "model_type": "lora",
    "num_eval_images": 25,
    "num_train_epochs": 100,
    "optimizer": "optimi-lion",
    "optimizer_config": "weight_decay=0.0",
    "output_dir": "/data/output/loras/Human_Focus_Photography_v1.0",
    "push_checkpoints_to_hub": false,
    "push_to_hub": false,
    "quantize_activations": false,
    "quantize_via": "cpu",
    "report_to": "none",
    "resolution_type": "pixel_area",
    "resolution": 1024,
    "resume_from_checkpoint": "latest",
    "seed": 42,
    "skip_file_discovery": false,
    "train_batch_size": 1,
    "use_ema": true,
    "vae_batch_size": 2,
    "validation_disable": true
}

以及Lycoris配置：

{
    "algo": "lokr",
    "multiplier": 1.0,
    "linear_dim": 100000,
    "linear_alpha": 1,
    "factor": 12,
    "apply_preset": {
        "target_module": [
            "Attention",
            "FeedForward"
        ],
        "module_algo_map": {
            "Attention": {
                "factor": 12
            },
            "FeedForward": {
                "factor": 6
            }
        }
    }
}