log.txt

Running 1 job
{
    "type": "diffusion_trainer",
    "training_folder": "/teamspace/studios/this_studio/ai-toolkit/output",
    "sqlite_db_path": "/teamspace/studios/this_studio/ai-toolkit/aitk_db.db",
    "device": "cuda",
    "trigger_word": "nanmx woman",
    "performance_log_every": 10,
    "network": {
        "type": "lora",
        "linear": 32,
        "linear_alpha": 32,
        "conv": 16,
        "conv_alpha": 16,
        "lokr_full_rank": true,
        "lokr_factor": -1,
        "network_kwargs": {
            "ignore_if_contains": []
        }
    },
    "save": {
        "dtype": "bf16",
        "save_every": 500,
        "max_step_saves_to_keep": 30,
        "save_format": "diffusers",
        "push_to_hub": false
    },
    "datasets": [
        {
            "folder_path": "/teamspace/studios/this_studio/ai-toolkit/datasets/nanx",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                1536
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 1,
            "do_i2v": true,
            "flip_x": false,
            "flip_y": false
        }
    ],
    "train": {
        "batch_size": 1,
        "bypass_guidance_embedding": false,
        "steps": 4000,
        "gradient_accumulation": 1,
        "train_unet": true,
        "train_text_encoder": false,
        "gradient_checkpointing": true,
        "noise_scheduler": "flowmatch",
        "optimizer": "adamw8bit",
        "timestep_type": "weighted",
        "content_or_style": "balanced",
        "optimizer_params": {
            "weight_decay": 0.0001
        },
        "unload_text_encoder": false,
        "cache_text_embeddings": false,
        "lr": 0.0001,
        "ema_config": {
            "use_ema": false,
            "ema_decay": 0.99
        },
        "skip_first_sample": false,
        "force_first_sample": false,
        "disable_sampling": false,
        "dtype": "bf16",
        "diff_output_preservation": false,
        "diff_output_preservation_multiplier": 1,
        "diff_output_preservation_class": "person",
        "switch_boundary_every": 1,
        "loss_type": "mse"
    },
    "model": {
        "name_or_path": "Tongyi-MAI/Z-Image-Turbo",
        "quantize": true,
        "qtype": "qfloat8",
        "quantize_te": true,
        "qtype_te": "qfloat8",
        "arch": "zimage:turbo",
        "low_vram": false,
        "model_kwargs": {},
        "layer_offloading": false,
        "layer_offloading_text_encoder_percent": 1,
        "layer_offloading_transformer_percent": 1,
        "assistant_lora_path": "ostris/zimage_turbo_training_adapter/zimage_turbo_training_adapter_v2.safetensors"
    },
    "sample": {
        "sampler": "flowmatch",
        "sample_every": 500,
        "width": 1024,
        "height": 1024,
        "samples": [
            {
                "prompt": "woman with dark hair, playing chess at the park, bomb going off in the background"
            },
            {
                "prompt": "a woman holding a coffee cup, in a beanie, sitting at a cafe"
            }
        ],
        "neg": "",
        "seed": 42,
        "walk_seed": true,
        "guidance_scale": 1,
        "sample_steps": 8,
        "num_frames": 1,
        "fps": 1
    }
}
Using SQLite database at /teamspace/studios/this_studio/ai-toolkit/aitk_db.db
Job ID: "377acc1e-420a-4bed-8534-ddb77692fbb2"

#############################################
# Running job: nanmx-zimage
#############################################


Running  1 process
Loading ZImage model
Loading transformer

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Loading assistant LoRA
create LoRA network. base dim (rank): 64, alpha: 64
neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
create LoRA for Text Encoder: 0 modules.
create LoRA for U-Net: 276 modules.
enable LoRA for U-Net
Merging in assistant LoRA
Missing keys: []
Quantizing Transformer
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 - quantizing extras
Text Encoder
`torch_dtype` is deprecated! Use `dtype` instead!
`torch_dtype` is deprecated! Use `dtype` instead!

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Quantizing Text Encoder
Loading VAE
Making pipe
Preparing Model
Model Loaded
create LoRA network. base dim (rank): 32, alpha: 32
neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
apply LoRA to Conv2d with kernel size (3,3). dim (rank): 16, alpha: 16
create LoRA for Text Encoder: 0 modules.
create LoRA for U-Net: 240 modules.
enable LoRA for U-Net
#### IMPORTANT RESUMING FROM /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/nanmx-zimage_000003000.safetensors ####
Loading from /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/nanmx-zimage_000003000.safetensors
Missing keys: []
Found step 3000 in metadata, starting from there
Loading optimizer state from /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/optimizer.pt
Updating optimizer LR from params
Dataset: /teamspace/studios/this_studio/ai-toolkit/datasets/nanx
  -  Preprocessing image dimensions

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  -  Found 19 images
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13 buckets made
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Saving at step 3500
Saved checkpoint to /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/nanmx-zimage_000003500.safetensors
Saved optimizer to /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/optimizer.pt
Unloading assistant lora



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                                                                Loading assistant lora

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Unloading assistant lora

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Loading assistant lora

Saved checkpoint to /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/nanmx-zimage.safetensors
Saved optimizer to /teamspace/studios/this_studio/ai-toolkit/output/nanmx-zimage/optimizer.pt