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@@ -364,3 +364,43 @@ ACE_plus/examples/exp_example/20250704031317/train_probe/step-0/BaseSolver_train
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ACE_plus/config/ace_plus_diffusers_infer.yaml

@@ -0,0 +1,25 @@
+NAME: ace_plus_diffuser_infer
+IS_DEFAULT: True
+USE_DYNAMIC_MODEL: False
+INFERENCE_TYPE: ACE_DIFFUSER_PLUS
+DEFAULT_PARAS:
+  PARAS:
+  #
+  INPUT:
+    INPUT_IMAGE:
+    INPUT_MASK:
+    TASK:
+    PROMPT: ""
+    OUTPUT_HEIGHT: 1024
+    OUTPUT_WIDTH: 1024
+    SAMPLER: flow_euler
+    SAMPLE_STEPS: 28
+    GUIDE_SCALE: 50
+    SEED: 42
+    MAX_SEQ_LENGTH: 4096
+  OUTPUT:
+    LATENT:
+    IMAGES:
+    SEED:
+MODEL:
+  PRETRAINED_MODEL: ${FLUX_FILL_PATH}

ACE_plus/config/ace_plus_fft.yaml

@@ -0,0 +1,192 @@
+NAME: ACEInference
+DTYPE: bfloat16
+VERSION: fft
+IS_DEFAULT: True
+MAX_SEQ_LEN: 4096
+MODEL:
+  NAME: LatentDiffusionACEPlus
+  PARAMETERIZATION: rf
+  TIMESTEPS: 1000
+  GUIDE_SCALE: 1.0
+  PRETRAINED_MODEL:
+  IGNORE_KEYS: [ ]
+  USE_EMA: False
+  EVAL_EMA: False
+  SIZE_FACTOR: 8
+  DIFFUSION:
+    NAME: DiffusionFluxRF
+    PREDICTION_TYPE: raw
+    NOISE_NORM: True
+    # NOISE_SCHEDULER DESCRIPTION:  TYPE:  default: ''
+    NOISE_SCHEDULER:
+      NAME: FlowMatchFluxShiftScheduler
+      SHIFT: False
+      PRE_T_SAMPLE: True
+      PRE_T_SAMPLE_FOLD: 1
+      SIGMOID_SCALE: 1
+      BASE_SHIFT: 0.5
+      MAX_SHIFT: 1.15
+    SAMPLER_SCHEDULER:
+      NAME: FlowMatchFluxShiftScheduler
+      SHIFT: True
+      PRE_T_SAMPLE: False
+      SIGMOID_SCALE: 1
+      BASE_SHIFT: 0.5
+      MAX_SHIFT: 1.15
+
+  #
+  DIFFUSION_MODEL:
+    # NAME DESCRIPTION:  TYPE:  default: 'Flux'
+    NAME: FluxMRModiACEPlus
+    PRETRAINED_MODEL: ${ACE_PLUS_FFT_MODEL}
+    # IN_CHANNELS DESCRIPTION: model's input channels. TYPE: int default: 64
+    IN_CHANNELS: 448
+    # OUT_CHANNELS DESCRIPTION: model's input channels. TYPE: int default: 64
+    OUT_CHANNELS: 64
+    # HIDDEN_SIZE DESCRIPTION: model's hidden size. TYPE: int default: 1024
+    HIDDEN_SIZE: 3072
+    REDUX_DIM: 1152
+    # NUM_HEADS DESCRIPTION: number of heads in the transformer. TYPE: int default: 16
+    NUM_HEADS: 24
+    # AXES_DIM DESCRIPTION: dimensions of the axes of the positional encoding. TYPE: list default: [16, 56, 56]
+    AXES_DIM: [ 16, 56, 56 ]
+    # THETA DESCRIPTION: theta for positional encoding. TYPE: int default: 10000
+    THETA: 10000
+    # VEC_IN_DIM DESCRIPTION: dimension of the vector input. TYPE: int default: 768
+    VEC_IN_DIM: 768
+    # GUIDANCE_EMBED DESCRIPTION: whether to use guidance embedding. TYPE: bool default: False
+    GUIDANCE_EMBED: True
+    # CONTEXT_IN_DIM DESCRIPTION: dimension of the context input. TYPE: int default: 4096
+    CONTEXT_IN_DIM: 4096
+    # MLP_RATIO DESCRIPTION: ratio of mlp hidden size to hidden size. TYPE: float default: 4.0
+    MLP_RATIO: 4.0
+    # QKV_BIAS DESCRIPTION: whether to use bias in qkv projection. TYPE: bool default: True
+    QKV_BIAS: True
+    # DEPTH DESCRIPTION: number of transformer blocks. TYPE: int default: 19
+    DEPTH: 19
+    # DEPTH_SINGLE_BLOCKS DESCRIPTION: number of transformer blocks in the single stream block. TYPE: int default: 38
+    DEPTH_SINGLE_BLOCKS: 38
+    ATTN_BACKEND: flash_attn
+
+  #
+  FIRST_STAGE_MODEL:
+    NAME: AutoencoderKLFlux
+    EMBED_DIM: 16
+    PRETRAINED_MODEL: ${FLUX_FILL_PATH}/ae.safetensors
+    IGNORE_KEYS: [ ]
+    BATCH_SIZE: 8
+    USE_CONV: False
+    SCALE_FACTOR: 0.3611
+    SHIFT_FACTOR: 0.1159
+    #
+    ENCODER:
+      NAME: Encoder
+      CH: 128
+      OUT_CH: 3
+      NUM_RES_BLOCKS: 2
+      IN_CHANNELS: 3
+      ATTN_RESOLUTIONS: [ ]
+      CH_MULT: [ 1, 2, 4, 4 ]
+      Z_CHANNELS: 16
+      DOUBLE_Z: True
+      DROPOUT: 0.0
+      RESAMP_WITH_CONV: True
+    #
+    DECODER:
+      NAME: Decoder
+      CH: 128
+      OUT_CH: 3
+      NUM_RES_BLOCKS: 2
+      IN_CHANNELS: 3
+      ATTN_RESOLUTIONS: [ ]
+      CH_MULT: [ 1, 2, 4, 4 ]
+      Z_CHANNELS: 16
+      DROPOUT: 0.0
+      RESAMP_WITH_CONV: True
+      GIVE_PRE_END: False
+      TANH_OUT: False
+  #
+  COND_STAGE_MODEL:
+    # NAME DESCRIPTION:  TYPE:  default: 'T5PlusClipFluxEmbedder'
+    NAME: T5PlusClipFluxEmbedder
+    # T5_MODEL DESCRIPTION:  TYPE:  default: ''
+    T5_MODEL:
+      # NAME DESCRIPTION:  TYPE:  default: 'HFEmbedder'
+      NAME: HFEmbedder
+      # HF_MODEL_CLS DESCRIPTION: huggingface cls in transfomer TYPE: NoneType default: None
+      HF_MODEL_CLS: T5EncoderModel
+      # MODEL_PATH DESCRIPTION: model folder path TYPE: NoneType default: None
+      MODEL_PATH: ${FLUX_FILL_PATH}/text_encoder_2/
+      # HF_TOKENIZER_CLS DESCRIPTION: huggingface cls in transfomer TYPE: NoneType default: None
+      HF_TOKENIZER_CLS: T5Tokenizer
+      # TOKENIZER_PATH DESCRIPTION: tokenizer folder path TYPE: NoneType default: None
+      TOKENIZER_PATH: ${FLUX_FILL_PATH}/tokenizer_2/
+      ADDED_IDENTIFIER: [ '<img>','{image}', '{caption}', '{mask}', '{ref_image}', '{image1}', '{image2}', '{image3}', '{image4}', '{image5}', '{image6}', '{image7}', '{image8}', '{image9}' ]
+      # MAX_LENGTH DESCRIPTION: max length of input TYPE: int default: 77
+      MAX_LENGTH: 512
+      # OUTPUT_KEY DESCRIPTION: output key TYPE: str default: 'last_hidden_state'
+      OUTPUT_KEY: last_hidden_state
+      # D_TYPE DESCRIPTION: dtype TYPE: str default: 'bfloat16'
+      D_TYPE: bfloat16
+      # BATCH_INFER DESCRIPTION: batch infer TYPE: bool default: False
+      BATCH_INFER: False
+      CLEAN: whitespace
+    # CLIP_MODEL DESCRIPTION:  TYPE:  default: ''
+    CLIP_MODEL:
+      # NAME DESCRIPTION:  TYPE:  default: 'HFEmbedder'
+      NAME: HFEmbedder
+      # HF_MODEL_CLS DESCRIPTION: huggingface cls in transfomer TYPE: NoneType default: None
+      HF_MODEL_CLS: CLIPTextModel
+      # MODEL_PATH DESCRIPTION: model folder path TYPE: NoneType default: None
+      MODEL_PATH: ${FLUX_FILL_PATH}/text_encoder/
+      # HF_TOKENIZER_CLS DESCRIPTION: huggingface cls in transfomer TYPE: NoneType default: None
+      HF_TOKENIZER_CLS: CLIPTokenizer
+      # TOKENIZER_PATH DESCRIPTION: tokenizer folder path TYPE: NoneType default: None
+      TOKENIZER_PATH: ${FLUX_FILL_PATH}/tokenizer/
+      # MAX_LENGTH DESCRIPTION: max length of input TYPE: int default: 77
+      MAX_LENGTH: 77
+      # OUTPUT_KEY DESCRIPTION: output key TYPE: str default: 'last_hidden_state'
+      OUTPUT_KEY: pooler_output
+      # D_TYPE DESCRIPTION: dtype TYPE: str default: 'bfloat16'
+      D_TYPE: bfloat16
+      # BATCH_INFER DESCRIPTION: batch infer TYPE: bool default: False
+      BATCH_INFER: True
+      CLEAN: whitespace
+
+PREPROCESSOR:
+  - TYPE: repainting
+    REPAINTING_SCALE: 1.0
+    ANNOTATOR:
+  - TYPE: no_preprocess
+    REPAINTING_SCALE: 0.0
+    ANNOTATOR:
+  - TYPE: mosaic_repainting
+    REPAINTING_SCALE: 0.0
+    ANNOTATOR:
+      NAME: ColorAnnotator
+      RATIO: 64
+  - TYPE: contour_repainting
+    REPAINTING_SCALE: 0.0
+    ANNOTATOR:
+      NAME: InfoDrawContourAnnotator
+      INPUT_NC: 3
+      OUTPUT_NC: 1
+      N_RESIDUAL_BLOCKS: 3
+      SIGMOID: True
+      PRETRAINED_MODEL: "ms://iic/scepter_annotator@annotator/ckpts/informative_drawing_contour_style.pth"
+  - TYPE: depth_repainting
+    REPAINTING_SCALE: 0.0
+    ANNOTATOR:
+      NAME: MidasDetector
+      PRETRAINED_MODEL: "ms://iic/scepter_annotator@annotator/ckpts/dpt_hybrid-midas-501f0c75.pt"
+  - TYPE: recolorizing
+    REPAINTING_SCALE: 0.0
+    ANNOTATOR:
+      NAME: GrayAnnotator
+
+SAMPLE_ARGS:
+  SAMPLE_STEPS: 28
+  SAMPLER: flow_euler
+  SEED: 42
+  IMAGE_SIZE: [ 1024, 1024 ]
+  GUIDE_SCALE: 50

ACE_plus/data/eval.csv

@@ -0,0 +1,12 @@
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+/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_2.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_2-Mask.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_2-Garment.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_2-Garment.jpg#;#The Woman wears this outfit consisting of long denim shorts.The shorts are a pair of blue denim shorts. The shorts are more than the knee-length and have a high-waisted fit. They have a button and zipper closure at the waist and two pockets on the front. The fabric appears to be a medium wash denim with a slightly faded look. The waistband is adjustable with a belt loop and there are two buttons on the left side of the waistband. The legs of the shorts are slightly flared at the bottom, creating a flattering silhouette.#;#subject
+/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_3.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_3-Mask.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_3-Garment.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_3-Garment.jpg#;#The Woman wears this outfit consisting of a tank top.The tank top is sleeveless and has a V-neckline. It is made of a lightweight fabric with a blue and black leopard print pattern. The top has a black trim around the neckline, creating a unique and eye-catching design. The fabric appears to be lightweight and comfortable.#;#subject
+/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_4.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_4-Mask.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_4-Garment.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_4-Garment.jpg#;#The Woman wears this outfit consisting of a bikini bottom.The bikini bottom is with a leopard print design. The bikini bottom is made of a soft, stretchy fabric and has a low-rise waistband. The print is a combination of black and blue leopard spots, creating a bold and eye-catching look. The fabric appears to be lightweight and comfortable.#;#subject
+/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_5.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_5-Mask.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_5-Garment.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_5-Garment.jpg#;#The Woman wears this outfit consisting of a one-piece swimsuit.This one-piece swimsuit is with a colorful and intricate design. The swimsuit has a scoop neckline and thin straps that cross over the shoulders. The body of the swimsuit is predominantly blue with a zigzag pattern in the center. The pattern is made up of various shapes and colors, including pink, yellow, green, blue, and orange. The design is intricate and detailed, with a mix of geometric shapes and patterns. The overall effect is a vibrant and eye-catching piece of swimwear.#;#subject
+/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_6.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_6-Mask.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_6-Garment.jpg#;#/home/Ubuntu/Downloads/Unmodel/Training_Data/Venusperson_6-Garment.jpg#;#The Woman wears this outfit consisting of a one-piece swimsuit.The swimsuit has a unique design with a black base and a colorful, abstract pattern in shades of blue, green, yellow, and orange. The pattern is made up of various shapes and lines, including circles, squares, and triangles. The top of the swimsuit features a criss-cross design with thin straps that tie around the neckline. The straps are tied in a bow at the back, creating a tie-up effect. The bottom of the bodysuit has an asymmetrical design with fringes along the edges. The overall look is bold and eye-catching.#;#subject
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