training scripts

training-scripts/aitoolkit/fk9_template.yaml

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+---
+job: "extension"
+config:
+  name: "fk9_[dataset_name]_v1"
+  process:
+    - type: "diffusion_trainer"
+      training_folder: "c:\\Development\\ai-toolkit\\output"
+      sqlite_db_path: "./aitk_db.db"
+      device: "cuda"
+      trigger_word: "sks 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: 2500
+        max_step_saves_to_keep: 5
+        save_format: "diffusers"
+        push_to_hub: false
+      datasets:
+        - folder_path: "c:\\Development\\ai-toolkit\\datasets/[dataset_name]"
+          mask_path: null
+          mask_min_value: 0.1
+          default_caption: "photo of a woman"
+          caption_ext: "txt"
+          caption_dropout_rate: 0.05
+          cache_latents_to_disk: false
+          is_reg: false
+          network_weight: 1
+          resolution:
+            - 512
+          controls: []
+          shrink_video_to_frames: true
+          num_frames: 1
+          flip_x: false
+          flip_y: false
+          num_repeats: 1
+          control_path_1: null
+          control_path_2: null
+          control_path_3: null
+      train:
+        batch_size: 1
+        bypass_guidance_embedding: false
+        steps: 2500
+        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: true
+        cache_text_embeddings: false
+        lr: 0.0001
+        ema_config:
+          use_ema: false
+          ema_decay: 0.99
+        skip_first_sample: true
+        force_first_sample: false
+        disable_sampling: true
+        dtype: "bf16"
+        diff_output_preservation: false
+        diff_output_preservation_multiplier: 1
+        diff_output_preservation_class: "person"
+        switch_boundary_every: 1
+        loss_type: "mse"
+        do_differential_guidance: true
+        differential_guidance_scale: 3
+      logging:
+        log_every: 1
+        use_ui_logger: true
+      model:
+        name_or_path: "black-forest-labs/FLUX.2-klein-base-9B"
+        quantize: true
+        qtype: "qfloat8"
+        quantize_te: true
+        qtype_te: "qfloat8"
+        arch: "flux2_klein_9b"
+        low_vram: true
+        model_kwargs:
+          match_target_res: false
+        layer_offloading: false
+        layer_offloading_text_encoder_percent: 1
+        layer_offloading_transformer_percent: 1
+      sample:
+        sampler: "flowmatch"
+        sample_every: 250
+        width: 512
+        height: 512
+        samples:
+          - prompt: "woman with red 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"
+          - prompt: "a womman showing off her cool new t shirt at the beach, a shark is jumping out of the water in the background"
+          - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+          - prompt: "photo of a woman, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+        neg: ""
+        seed: 42
+        walk_seed: true
+        guidance_scale: 4
+        sample_steps: 25
+        num_frames: 1
+        fps: 1
+meta:
+  name: "[name]"
+  version: "1.0"

training-scripts/aitoolkit/fk9r_template.yaml

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+---
+job: "extension"
+config:
+  name: "fk9r_[dataset_name]_v1"
+  process:
+    - type: "diffusion_trainer"
+      training_folder: "c:\\Development\\ai-toolkit\\output"
+      sqlite_db_path: "./aitk_db.db"
+      device: "cuda"
+      trigger_word: "sks woman"
+      performance_log_every: 10
+      network:
+        type: "lokr"
+        linear: 32
+        linear_alpha: 32
+        conv: 16
+        conv_alpha: 16
+        lokr_full_rank: true
+        lokr_factor: 4
+        network_kwargs:
+          ignore_if_contains: []
+      save:
+        dtype: "bf16"
+        save_every: 100
+        max_step_saves_to_keep: 12
+        save_format: "diffusers"
+        push_to_hub: false
+      datasets:
+        - folder_path: "c:\\Development\\ai-toolkit\\datasets/[dataset_name]"
+          mask_path: null
+          mask_min_value: 0.1
+          default_caption: "photo of a woman"
+          caption_ext: "txt"
+          caption_dropout_rate: 0.05
+          cache_latents_to_disk: false
+          is_reg: false
+          network_weight: 1
+          resolution:
+            - 512
+          controls: []
+          shrink_video_to_frames: true
+          num_frames: 1
+          flip_x: false
+          flip_y: false
+          num_repeats: 1
+          control_path_1: null
+          control_path_2: null
+          control_path_3: null
+      train:
+        batch_size: 1
+        bypass_guidance_embedding: false
+        steps: 1000
+        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: true
+        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"
+        do_differential_guidance: true
+        differential_guidance_scale: 3
+      logging:
+        log_every: 1
+        use_ui_logger: true
+      model:
+        name_or_path: "black-forest-labs/FLUX.2-klein-base-9B"
+        quantize: true
+        qtype: "qfloat8"
+        quantize_te: true
+        qtype_te: "qfloat8"
+        arch: "flux2_klein_9b"
+        low_vram: true
+        model_kwargs:
+          match_target_res: false
+        layer_offloading: false
+        layer_offloading_text_encoder_percent: 1
+        layer_offloading_transformer_percent: 1
+      sample:
+        sampler: "flowmatch"
+        sample_every: 250
+        width: 512
+        height: 512
+        samples:
+          - prompt: "woman with red 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"
+          - prompt: "a womman showing off her cool new t shirt at the beach, a shark is jumping out of the water in the background"
+          - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+          - prompt: "photo of a woman, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+        neg: ""
+        seed: 42
+        walk_seed: true
+        guidance_scale: 4
+        sample_steps: 25
+        num_frames: 1
+        fps: 1
+meta:
+  name: "[name]"
+  version: "1.0"

training-scripts/aitoolkit/wan_template.yaml

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+---
+job: "extension"
+config:
+  name: "wan_[dataset_name]_v1"
+  process:
+    - type: "diffusion_trainer"
+      training_folder: "c:\\Development\\ai-toolkit\\output"
+      sqlite_db_path: "./aitk_db.db"
+      device: "cuda"
+      trigger_word: "sks 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: 2500
+        max_step_saves_to_keep: 8
+        save_format: "diffusers"
+        push_to_hub: false
+      datasets:
+        - folder_path: "c:\\Development\\ai-toolkit\\datasets/[dataset_name]"
+          control_path: null
+          mask_path: null
+          mask_min_value: 0.1
+          default_caption: "photo of a woman"
+          caption_ext: "txt"
+          caption_dropout_rate: 0.05
+          cache_latents_to_disk: false
+          is_reg: false
+          network_weight: 1
+          resolution:
+            - 512
+          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: 2500
+        gradient_accumulation: 1
+        train_unet: true
+        train_text_encoder: false
+        gradient_checkpointing: true
+        noise_scheduler: "flowmatch"
+        optimizer: "adamw8bit"
+        timestep_type: "sigmoid"
+        content_or_style: "balanced"
+        optimizer_params:
+          weight_decay: 0.0001
+        unload_text_encoder: true
+        cache_text_embeddings: false
+        lr: 0.0001
+        ema_config:
+          use_ema: false
+          ema_decay: 0.99
+        skip_first_sample: true
+        disable_sampling: true
+        dtype: "bf16"
+        diff_output_preservation: false
+        diff_output_preservation_multiplier: 1
+        diff_output_preservation_class: "person"
+        switch_boundary_every: 1
+      model:
+        name_or_path: "Wan-AI/Wan2.1-T2V-14B-Diffusers"
+        quantize: true
+        qtype: "qfloat8"
+        quantize_te: true
+        qtype_te: "qfloat8"
+        arch: "wan21:14b"
+        low_vram: true
+        model_kwargs: {}
+      sample:
+        sampler: "flowmatch"
+        sample_every: 500
+        width: 512
+        height: 512
+        samples:
+          - prompt: "woman with red 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"
+          - prompt: "a woman showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background"
+          - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+          - prompt: "photo of a woman , white background, medium shot, modeling clothing, studio lighting, white backdrop"
+        neg: ""
+        seed: 42
+        walk_seed: true
+        guidance_scale: 4
+        sample_steps: 25
+        num_frames: 1
+        fps: 1
+meta:
+  name: "[name]"
+  version: "1.0"

training-scripts/aitoolkit/zbase_template.yaml

@@ -0,0 +1,109 @@
+---
+job: "extension"
+config:
+  name: "zbase_[dataset_name]_v1"
+  process:
+    - type: "diffusion_trainer"
+      training_folder: "c:\\Development\\ai-toolkit\\output"
+      sqlite_db_path: "./aitk_db.db"
+      device: "cuda"
+      trigger_word: "sks 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: 2500
+        max_step_saves_to_keep: 8
+        save_format: "diffusers"
+        push_to_hub: false
+      datasets:
+        - folder_path: "c:\\Development\\ai-toolkit\\datasets/[dataset_name]"
+          mask_path: null
+          mask_min_value: 0.1
+          default_caption: "photo of a woman"
+          caption_ext: "txt"
+          caption_dropout_rate: 0.05
+          cache_latents_to_disk: false
+          is_reg: false
+          network_weight: 1
+          resolution:
+            - 512
+          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: 2500
+        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: true
+        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: true
+        dtype: "bf16"
+        diff_output_preservation: false
+        diff_output_preservation_multiplier: 1
+        diff_output_preservation_class: "person"
+        switch_boundary_every: 1
+        loss_type: "mse"
+        do_differential_guidance: true
+        differential_guidance_scale: 3
+      model:
+        name_or_path: "Tongyi-MAI/Z-Image"
+        quantize: true
+        qtype: "qfloat8"
+        quantize_te: true
+        qtype_te: "qfloat8"
+        arch: "zimage"
+        low_vram: true
+        model_kwargs: {}
+        layer_offloading: false
+        layer_offloading_text_encoder_percent: 1
+        layer_offloading_transformer_percent: 1
+      sample:
+        sampler: "flowmatch"
+        sample_every: 2500
+        width: 512
+        height: 512
+        samples:
+          - prompt: "woman with red 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"
+          - prompt: "a woman showing off her cool new t shirt at the beach, a shark is jumping out of the water in the background"
+          - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+          - prompt: "photo of a woman, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+        neg: ""
+        seed: 42
+        walk_seed: true
+        guidance_scale: 4
+        sample_steps: 8
+        num_frames: 1
+        fps: 1
+meta:
+  name: "[name]"
+  version: "1.0"

training-scripts/aitoolkit/zimage_template.yaml

@@ -0,0 +1,110 @@
+---
+job: "extension"
+config:
+  name: "zimage_[dataset_name]_v1"
+  process:
+    - type: "diffusion_trainer"
+      training_folder: "c:\\Development\\ai-toolkit\\output"
+      sqlite_db_path: "./aitk_db.db"
+      device: "cuda"
+      trigger_word: "sks 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: 2500
+        max_step_saves_to_keep: 8
+        save_format: "diffusers"
+        push_to_hub: false
+      datasets:
+        - folder_path: "c:\\Development\\ai-toolkit\\datasets/[dataset_name]"
+          mask_path: null
+          mask_min_value: 0.1
+          default_caption: "photo of a woman"
+          caption_ext: "txt"
+          caption_dropout_rate: 0.05
+          cache_latents_to_disk: false
+          is_reg: false
+          network_weight: 1
+          resolution:
+            - 512
+          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: 2500
+        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: true
+        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: true
+        dtype: "bf16"
+        diff_output_preservation: false
+        diff_output_preservation_multiplier: 1
+        diff_output_preservation_class: "person"
+        switch_boundary_every: 1
+        loss_type: "mse"
+        do_differential_guidance: true
+        differential_guidance_scale: 3
+      model:
+        name_or_path: "Tongyi-MAI/Z-Image-Turbo"
+        quantize: true
+        qtype: "qfloat8"
+        quantize_te: true
+        qtype_te: "qfloat8"
+        arch: "zimage:turbo"
+        low_vram: true
+        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_v1.safetensors"
+      sample:
+        sampler: "flowmatch"
+        sample_every: 2500
+        width: 512
+        height: 512
+        samples:
+          - prompt: "woman with red 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"
+          - prompt: "a woman showing off her cool new t shirt at the beach, a shark is jumping out of the water in the background"
+          - prompt: "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+          - prompt: "photo of a woman, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+        neg: ""
+        seed: 42
+        walk_seed: true
+        guidance_scale: 1
+        sample_steps: 8
+        num_frames: 1
+        fps: 1
+meta:
+  name: "[name]"
+  version: "1.0"

training-scripts/maltrainer/zimage_base_template.yaml

@@ -0,0 +1,69 @@
+# Z-Image LoRA Training Configuration Example
+
+# Model configuration
+model:
+  name_or_path: "Tongyi-MAI/Z-Image"  # or path to local model
+  
+# LoRA configuration
+lora:
+  prefix: "diffusion_model."
+  rank: 32
+  alpha: 32
+  target_modules:
+    - "to_q"
+    - "to_k"
+    - "to_v"
+    - "to_out.0"
+    - "feed_forward.w1"
+    - "feed_forward.w2"
+    - "feed_forward.w3"
+    - "adaLN_modulation.0"
+
+# Dataset configuration
+dataset:
+  path: "[dataset_location]/[person_to_train]"
+  trigger: "[instance_token] [class_token]"
+  default_caption: "photo of a [class_token]"
+  repeats: 1
+  resolution: 512
+  center_crop: true
+  random_flip: false
+  num_workers: 0
+
+# Training configuration
+train:
+  batch_size: 1
+  gradient_accumulation_steps: 1
+  num_epochs: 100
+  optimizer: "adamw8bit"
+  learning_rate: 1e-4
+  adam_beta1: 0.9
+  adam_beta2: 0.999
+  adam_epsilon: 1e-8
+  weight_decay: 0.01
+  weight_decay_exclude_lora: true
+  timestep_weighting: "none"
+  do_differential_guidance: true
+  differential_guidance_scale: 3.0
+  unconditional_prompt: ""
+  dynamic_noise_offset: true
+  noise_multiplier: 1.0
+  random_noise_multiplier: 0.0
+  random_noise_shift: 0.0
+  latent_multiplier: 1.0
+  noisy_latent_multiplier: 1.0
+  max_grad_norm: 1.0
+  save_every: 500
+
+# Output configuration
+output:
+  path: "./output/[person_to_train]"
+
+# Logging configuration
+logging:
+  level: "INFO"
+
+# Training settings
+dtype: "bfloat16"
+mixed_precision: "bf16"
+seed: 42

training-scripts/onetrainer/zimage_base_template.json

@@ -0,0 +1,529 @@
+{
+    "__version": 10,
+    "training_method": "LORA",
+    "model_type": "Z_IMAGE",
+    "debug_mode": false,
+    "debug_dir": "debug",
+    "workspace_dir": "workspace/run",
+    "cache_dir": "workspace-cache/run",
+    "tensorboard": true,
+    "tensorboard_expose": false,
+    "tensorboard_always_on": false,
+    "tensorboard_port": 6006,
+    "validation": false,
+    "validate_after": 1,
+    "validate_after_unit": "EPOCH",
+    "continue_last_backup": false,
+    "include_train_config": "NONE",
+    "multi_gpu": false,
+    "device_indexes": "",
+    "gradient_reduce_precision": "FLOAT_32_STOCHASTIC",
+    "fused_gradient_reduce": true,
+    "async_gradient_reduce": true,
+    "async_gradient_reduce_buffer": 100,
+    "base_model_name": "Tongyi-MAI/Z-Image",
+    "output_dtype": "BFLOAT_16",
+    "output_model_format": "SAFETENSORS",
+    "output_model_destination": "models/zbase_[person_to_train]_v1.safetensors",
+    "gradient_checkpointing": "ON",
+    "enable_async_offloading": true,
+    "enable_activation_offloading": true,
+    "layer_offload_fraction": 0.0,
+    "force_circular_padding": false,
+    "compile": true,
+    "concept_file_name": "training_concepts/concepts.json",
+    "concepts": [
+        {
+            "__version": 2,
+            "image": {
+                "__version": 0,
+                "enable_crop_jitter": true,
+                "enable_random_flip": false,
+                "enable_fixed_flip": false,
+                "enable_random_rotate": false,
+                "enable_fixed_rotate": false,
+                "random_rotate_max_angle": 0.0,
+                "enable_random_brightness": false,
+                "enable_fixed_brightness": false,
+                "random_brightness_max_strength": 0.0,
+                "enable_random_contrast": false,
+                "enable_fixed_contrast": false,
+                "random_contrast_max_strength": 0.0,
+                "enable_random_saturation": false,
+                "enable_fixed_saturation": false,
+                "random_saturation_max_strength": 0.0,
+                "enable_random_hue": false,
+                "enable_fixed_hue": false,
+                "random_hue_max_strength": 0.0,
+                "enable_resolution_override": false,
+                "resolution_override": "512",
+                "enable_random_circular_mask_shrink": false,
+                "enable_random_mask_rotate_crop": false
+            },
+            "text": {
+                "__version": 0,
+                "prompt_source": "sample",
+                "prompt_path": "",
+                "enable_tag_shuffling": false,
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training-scripts/onetrainer/zimage_turbo_template.json

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