add example_dataset in training scripts (#1358)

* add example_dataset in training scripts

* fix example datasets
This commit is contained in:
Zhongjie Duan
2026-03-18 15:37:03 +08:00
committed by GitHub
parent 4ec4d9c20a
commit ba0626e38f
196 changed files with 911 additions and 567 deletions

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLEX.2-preview/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLEX.2-preview \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLEX.2-preview/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 200 \
--model_id_with_origin_paths "ostris/Flex.2-preview:Flex.2-preview.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-Kontext-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_kontext.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev/metadata.csv \
--data_file_keys "image,kontext_images" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-Krea-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-Krea-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-Krea-dev/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 400 \
--model_id_with_origin_paths "black-forest-labs/FLUX.1-Krea-dev:flux1-krea-dev.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-AttriCtrl/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_attrictrl.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-AttriCtrl \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-AttriCtrl/metadata.csv \
--data_file_keys "image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Inpainting-Beta/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_inpaint.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Inpainting-Beta \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Inpainting-Beta/metadata.csv \
--data_file_keys "image,controlnet_image,controlnet_inpaint_mask" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Union-alpha/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_canny.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Union-alpha \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Union-alpha/metadata.csv \
--data_file_keys "image,controlnet_image" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Upscaler/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_upscale.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Upscaler \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Upscaler/metadata.csv \
--data_file_keys "image,controlnet_image" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-IP-Adapter/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_ipadapter.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-IP-Adapter \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-IP-Adapter/metadata.csv \
--data_file_keys "image,ipadapter_images" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-InfiniteYou/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_infiniteyou.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-InfiniteYou \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-InfiniteYou/metadata.csv \
--data_file_keys "image,controlnet_image,infinityou_id_image" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-LoRA-Encoder/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_lora_encoder.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-LoRA-Encoder \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-LoRA-Encoder/metadata.csv \
--data_file_keys "image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 400 \
--model_id_with_origin_paths "black-forest-labs/FLUX.1-dev:flux1-dev.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/Nexus-Gen/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config_zero2offload.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_nexusgen_edit.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/Nexus-Gen \
--dataset_metadata_path data/diffsynth_example_dataset/flux/Nexus-Gen/metadata.csv \
--data_file_keys "image,nexus_gen_reference_image" \
--max_pixels 262144 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/Step1X-Edit/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_step1x.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/Step1X-Edit \
--dataset_metadata_path data/diffsynth_example_dataset/flux/Step1X-Edit/metadata.csv \
--data_file_keys "image,step1x_reference_image" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLEX.2-preview/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLEX.2-preview \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLEX.2-preview/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 50 \
--model_id_with_origin_paths "ostris/Flex.2-preview:Flex.2-preview.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-Kontext-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_kontext.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev/metadata.csv \
--data_file_keys "image,kontext_images" \
--max_pixels 1048576 \
--dataset_repeat 400 \

View File

@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-Krea-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-Krea-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-Krea-dev/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 50 \
--model_id_with_origin_paths "black-forest-labs/FLUX.1-Krea-dev:flux1-krea-dev.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-AttriCtrl/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_attrictrl.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-AttriCtrl \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-AttriCtrl/metadata.csv \
--data_file_keys "image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Inpainting-Beta/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_inpaint.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Inpainting-Beta \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Inpainting-Beta/metadata.csv \
--data_file_keys "image,controlnet_image,controlnet_inpaint_mask" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Union-alpha/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_canny.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Union-alpha \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Union-alpha/metadata.csv \
--data_file_keys "image,controlnet_image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-Controlnet-Upscaler/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_controlnet_upscale.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Upscaler \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-Controlnet-Upscaler/metadata.csv \
--data_file_keys "image,controlnet_image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-EliGen/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_eligen.json \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-EliGen \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-EliGen/metadata.json \
--data_file_keys "image,eligen_entity_masks" \
--max_pixels 1048576 \
--dataset_repeat 50 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-IP-Adapter/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_ipadapter.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-IP-Adapter \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-IP-Adapter/metadata.csv \
--data_file_keys "image,ipadapter_images" \
--max_pixels 1048576 \
--dataset_repeat 50 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev-InfiniteYou/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_infiniteyou.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev-InfiniteYou \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev-InfiniteYou/metadata.csv \
--data_file_keys "image,controlnet_image,infinityou_id_image" \
--max_pixels 1048576 \
--dataset_repeat 100 \

View File

@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 50 \
--model_id_with_origin_paths "black-forest-labs/FLUX.1-dev:flux1-dev.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/Nexus-Gen/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_nexusgen_edit.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/Nexus-Gen \
--dataset_metadata_path data/diffsynth_example_dataset/flux/Nexus-Gen/metadata.csv \
--data_file_keys "image,nexus_gen_reference_image" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,6 +1,8 @@
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/Step1X-Edit/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_step1x.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/Step1X-Edit \
--dataset_metadata_path data/diffsynth_example_dataset/flux/Step1X-Edit/metadata.csv \
--data_file_keys "image,step1x_reference_image" \
--max_pixels 1048576 \
--dataset_repeat 50 \

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@@ -1,9 +1,11 @@
export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
export CPU_AFFINITY_CONF=1
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-Kontext-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config_zero2offload.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata_kontext.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-Kontext-dev/metadata.csv \
--data_file_keys "image,kontext_images" \
--max_pixels 1048576 \
--dataset_repeat 400 \

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@@ -1,9 +1,11 @@
export PYTORCH_NPU_ALLOC_CONF=expandable_segments:True
export CPU_AFFINITY_CONF=1
modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "flux/FLUX.1-dev/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch --config_file examples/flux/model_training/full/accelerate_config_zero2offload.yaml examples/flux/model_training/train.py \
--dataset_base_path data/example_image_dataset \
--dataset_metadata_path data/example_image_dataset/metadata.csv \
--dataset_base_path data/diffsynth_example_dataset/flux/FLUX.1-dev \
--dataset_metadata_path data/diffsynth_example_dataset/flux/FLUX.1-dev/metadata.csv \
--max_pixels 1048576 \
--dataset_repeat 400 \
--model_id_with_origin_paths "black-forest-labs/FLUX.1-dev:flux1-dev.safetensors,black-forest-labs/FLUX.1-dev:text_encoder/model.safetensors,black-forest-labs/FLUX.1-dev:text_encoder_2/*.safetensors,black-forest-labs/FLUX.1-dev:ae.safetensors" \