215 lines
4.7 KiB
YAML
215 lines
4.7 KiB
YAML
ENV:
|
|
BACKEND: nccl
|
|
SOLVER:
|
|
NAME: LatentDiffusionSolver
|
|
RESUME_FROM:
|
|
LOAD_MODEL_ONLY: True
|
|
USE_FSDP: False
|
|
SHARDING_STRATEGY:
|
|
USE_AMP: True
|
|
DTYPE: float16
|
|
CHANNELS_LAST: True
|
|
MAX_STEPS: 2000
|
|
MAX_EPOCHS: -1
|
|
NUM_FOLDS: 1
|
|
ACCU_STEP: 1
|
|
EVAL_INTERVAL: 100
|
|
#
|
|
WORK_DIR: ./cache/save_data/sd21_768_full
|
|
LOG_FILE: std_log.txt
|
|
#
|
|
FILE_SYSTEM:
|
|
NAME: "ModelscopeFs"
|
|
TEMP_DIR: "./cache/data"
|
|
#
|
|
MODEL:
|
|
NAME: LatentDiffusion
|
|
PARAMETERIZATION: v
|
|
TIMESTEPS: 1000
|
|
MIN_SNR_GAMMA:
|
|
ZERO_TERMINAL_SNR: False
|
|
PRETRAINED_MODEL: ms://AI-ModelScope/stable-diffusion-2-1@v2-1_768-ema-pruned.safetensors
|
|
IGNORE_KEYS: [ ]
|
|
SCALE_FACTOR: 0.18215
|
|
SIZE_FACTOR: 8
|
|
DEFAULT_N_PROMPT:
|
|
SCHEDULE_ARGS:
|
|
"NAME": "scaled_linear"
|
|
"BETA_MIN": 0.00085
|
|
"BETA_MAX": 0.012
|
|
USE_EMA: False
|
|
#
|
|
DIFFUSION_MODEL:
|
|
NAME: DiffusionUNet
|
|
IN_CHANNELS: 4
|
|
OUT_CHANNELS: 4
|
|
MODEL_CHANNELS: 320
|
|
NUM_HEADS_CHANNELS: 64
|
|
NUM_RES_BLOCKS: 2
|
|
ATTENTION_RESOLUTIONS: [ 4, 2, 1 ]
|
|
CHANNEL_MULT: [ 1, 2, 4, 4 ]
|
|
CONV_RESAMPLE: True
|
|
DIMS: 2
|
|
USE_CHECKPOINT: False
|
|
USE_SCALE_SHIFT_NORM: False
|
|
RESBLOCK_UPDOWN: False
|
|
USE_SPATIAL_TRANSFORMER: True
|
|
TRANSFORMER_DEPTH: 1
|
|
CONTEXT_DIM: 1024
|
|
DISABLE_MIDDLE_SELF_ATTN: False
|
|
USE_LINEAR_IN_TRANSFORMER: True
|
|
PRETRAINED_MODEL:
|
|
#
|
|
FIRST_STAGE_MODEL:
|
|
NAME: AutoencoderKL
|
|
EMBED_DIM: 4
|
|
PRETRAINED_MODEL:
|
|
IGNORE_KEYS: [ ]
|
|
BATCH_SIZE: 4
|
|
#
|
|
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: 4
|
|
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: 4
|
|
DROPOUT: 0.0
|
|
RESAMP_WITH_CONV: True
|
|
GIVE_PRE_END: False
|
|
TANH_OUT: False
|
|
#
|
|
TOKENIZER:
|
|
NAME: OpenClipTokenizer
|
|
LENGTH: 77
|
|
#
|
|
COND_STAGE_MODEL:
|
|
NAME: FrozenOpenCLIPEmbedder
|
|
ARCH: ViT-H-14
|
|
PRETRAINED_MODEL:
|
|
LAYER: penultimate
|
|
#
|
|
LOSS:
|
|
NAME: ReconstructLoss
|
|
LOSS_TYPE: l2
|
|
#
|
|
SAMPLE_ARGS:
|
|
SAMPLER: ddim
|
|
SAMPLE_STEPS: 50
|
|
SEED: 2023
|
|
GUIDE_SCALE: 7.5
|
|
GUIDE_RESCALE:
|
|
DISCRETIZATION: trailing
|
|
IMAGE_SIZE: [768, 768]
|
|
RUN_TRAIN_N: False
|
|
#
|
|
OPTIMIZER:
|
|
NAME: AdamW
|
|
LEARNING_RATE: 0.0064
|
|
BETAS: [ 0.9, 0.999 ]
|
|
EPS: 1e-8
|
|
WEIGHT_DECAY: 1e-2
|
|
AMSGRAD: False
|
|
#
|
|
TRAIN_DATA:
|
|
NAME: ImageTextPairMSDataset
|
|
MODE: train
|
|
MS_DATASET_NAME: style_custom_dataset
|
|
MS_DATASET_NAMESPACE: damo
|
|
MS_DATASET_SUBNAME: 3D
|
|
PROMPT_PREFIX: ""
|
|
MS_DATASET_SPLIT: train_short
|
|
MS_REMAP_KEYS: { 'Image:FILE': 'Target:FILE' }
|
|
REPLACE_STYLE: False
|
|
PIN_MEMORY: True
|
|
BATCH_SIZE: 1
|
|
NUM_WORKERS: 4
|
|
SAMPLER:
|
|
NAME: LoopSampler
|
|
TRANSFORMS:
|
|
- NAME: LoadImageFromFile
|
|
RGB_ORDER: RGB
|
|
BACKEND: pillow
|
|
- NAME: Resize
|
|
SIZE: 768
|
|
INTERPOLATION: bilinear
|
|
INPUT_KEY: [ 'img' ]
|
|
OUTPUT_KEY: [ 'img' ]
|
|
BACKEND: pillow
|
|
- NAME: CenterCrop
|
|
SIZE: 768
|
|
INPUT_KEY: [ 'img' ]
|
|
OUTPUT_KEY: [ 'img' ]
|
|
BACKEND: pillow
|
|
- NAME: ImageToTensor
|
|
INPUT_KEY: [ 'img' ]
|
|
OUTPUT_KEY: [ 'img' ]
|
|
BACKEND: pillow
|
|
- NAME: Normalize
|
|
MEAN: [ 0.5, 0.5, 0.5 ]
|
|
STD: [ 0.5, 0.5, 0.5 ]
|
|
INPUT_KEY: [ 'img' ]
|
|
OUTPUT_KEY: [ 'image' ]
|
|
BACKEND: torchvision
|
|
- NAME: Select
|
|
KEYS: [ 'image', 'prompt' ]
|
|
META_KEYS: [ 'data_key' ]
|
|
#
|
|
EVAL_DATA:
|
|
NAME: ImageTextPairMSDataset
|
|
MODE: eval
|
|
MS_DATASET_NAME: style_custom_dataset
|
|
MS_DATASET_NAMESPACE: damo
|
|
MS_DATASET_SUBNAME: 3D
|
|
PROMPT_PREFIX: ""
|
|
MS_REMAP_KEYS: { 'Image': 'Target:FILE' }
|
|
MS_DATASET_SPLIT: test_short
|
|
OUTPUT_SIZE: [768, 768]
|
|
REPLACE_STYLE: False
|
|
PIN_MEMORY: True
|
|
BATCH_SIZE: 4
|
|
NUM_WORKERS: 4
|
|
FILE_SYSTEM:
|
|
NAME: "ModelscopeFs"
|
|
TEMP_DIR: "./cache/data"
|
|
#
|
|
TRANSFORMS:
|
|
-
|
|
NAME: Select
|
|
KEYS: ['prompt']
|
|
META_KEYS: ['image_size']
|
|
#
|
|
TRAIN_HOOKS:
|
|
-
|
|
NAME: BackwardHook
|
|
PRIORITY: 0
|
|
-
|
|
NAME: LogHook
|
|
LOG_INTERVAL: 50
|
|
-
|
|
NAME: CheckpointHook
|
|
INTERVAL: 1000
|
|
-
|
|
NAME: ProbeDataHook
|
|
PROB_INTERVAL: 100
|
|
#
|
|
EVAL_HOOKS:
|
|
-
|
|
NAME: ProbeDataHook
|
|
PROB_INTERVAL: 100
|