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config.py
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config.py
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# -*- coding: utf-8 -*-
#
# @File: config.py
# @Author: Haozhe Xie
# @Date: 2023-04-05 20:14:54
# @Last Modified by: Haozhe Xie
# @Last Modified at: 2024-03-01 10:11:35
# @Email: root@haozhexie.com
from easydict import EasyDict
# fmt: off
__C = EasyDict()
cfg = __C
#
# Dataset Config
#
cfg.DATASETS = EasyDict()
cfg.DATASETS.OSM_LAYOUT = EasyDict()
cfg.DATASETS.OSM_LAYOUT.PIN_MEMORY = ["hf", "seg"]
cfg.DATASETS.OSM_LAYOUT.N_REPEAT = 250
cfg.DATASETS.OSM_LAYOUT.DIR = "./data/osm"
cfg.DATASETS.OSM_LAYOUT.IGNORED_CLASSES = [0]
cfg.DATASETS.OSM_LAYOUT.N_CLASSES = 7
cfg.DATASETS.OSM_LAYOUT.MAX_HEIGHT = 640
cfg.DATASETS.GOOGLE_EARTH = EasyDict()
cfg.DATASETS.GOOGLE_EARTH.PIN_MEMORY = ["hf", "seg"]
cfg.DATASETS.GOOGLE_EARTH.N_REPEAT = 1
cfg.DATASETS.GOOGLE_EARTH.N_VIEWS = 60
cfg.DATASETS.GOOGLE_EARTH.DIR = "./data/ges"
cfg.DATASETS.GOOGLE_EARTH.VOL_SIZE = 1536
cfg.DATASETS.GOOGLE_EARTH.FACADE_CLS_ID = 2
cfg.DATASETS.GOOGLE_EARTH.ROOF_CLS_ID = 7
cfg.DATASETS.GOOGLE_EARTH_BUILDING = EasyDict()
cfg.DATASETS.GOOGLE_EARTH_BUILDING.PIN_MEMORY = ["hf", "seg"]
cfg.DATASETS.GOOGLE_EARTH_BUILDING.N_REPEAT = 1
cfg.DATASETS.GOOGLE_EARTH_BUILDING.VOL_SIZE = 672
cfg.DATASETS.GOOGLE_EARTH_BUILDING.CITY = "US-NewYork"
#
# Constants
#
cfg.CONST = EasyDict()
cfg.CONST.EXP_NAME = ""
cfg.CONST.N_WORKERS = 8
cfg.CONST.NETWORK = None
#
# Directories
#
cfg.DIR = EasyDict()
cfg.DIR.OUTPUT = "./output"
#
# Memcached
#
cfg.MEMCACHED = EasyDict()
cfg.MEMCACHED.ENABLED = False
cfg.MEMCACHED.LIBRARY_PATH = "/mnt/lustre/share/pymc/py3"
cfg.MEMCACHED.SERVER_CONFIG = "/mnt/lustre/share/memcached_client/server_list.conf"
cfg.MEMCACHED.CLIENT_CONFIG = "/mnt/lustre/share/memcached_client/client.conf"
#
# WandB
#
cfg.WANDB = EasyDict()
cfg.WANDB.ENABLED = False
cfg.WANDB.PROJECT = "City-Gen"
cfg.WANDB.ENTITY = "haozhexie"
cfg.WANDB.MODE = "online"
cfg.WANDB.RUN_ID = None
cfg.WANDB.SYNC_TENSORBOARD = False
#
# Network
#
cfg.NETWORK = EasyDict()
# VQGAN
cfg.NETWORK.VQGAN = EasyDict()
cfg.NETWORK.VQGAN.N_IN_CHANNELS = 7
cfg.NETWORK.VQGAN.N_OUT_CHANNELS = 7
cfg.NETWORK.VQGAN.N_Z_CHANNELS = 512
cfg.NETWORK.VQGAN.N_EMBED = 512
cfg.NETWORK.VQGAN.EMBED_DIM = 512
cfg.NETWORK.VQGAN.N_RES_BLOCKS = 2
cfg.NETWORK.VQGAN.N_CHANNEL_BASE = 128
cfg.NETWORK.VQGAN.N_CHANNEL_FACTORS = [1, 1, 2, 2, 4]
cfg.NETWORK.VQGAN.RESOLUTION = 512
cfg.NETWORK.VQGAN.ATTN_RESOLUTION = 32
cfg.NETWORK.VQGAN.DROPOUT = 0.0
# Sampler
cfg.NETWORK.SAMPLER = EasyDict()
cfg.NETWORK.SAMPLER.N_EMBED = 512
cfg.NETWORK.SAMPLER.N_HEAD = 8
cfg.NETWORK.SAMPLER.N_LAYERS = 24
cfg.NETWORK.SAMPLER.BLOCK_SIZE = cfg.NETWORK.VQGAN.ATTN_RESOLUTION ** 2
cfg.NETWORK.SAMPLER.DROPOUT = 0.0
cfg.NETWORK.SAMPLER.TOTAL_STEPS = 256
# GANCraft
cfg.NETWORK.GANCRAFT = EasyDict()
cfg.NETWORK.GANCRAFT.BUILDING_MODE = False
cfg.NETWORK.GANCRAFT.N_CLASSES = cfg.DATASETS.OSM_LAYOUT.N_CLASSES
cfg.NETWORK.GANCRAFT.FACADE_CLS_ID = cfg.DATASETS.GOOGLE_EARTH.FACADE_CLS_ID
cfg.NETWORK.GANCRAFT.ROOF_CLS_ID = cfg.DATASETS.GOOGLE_EARTH.ROOF_CLS_ID
cfg.NETWORK.GANCRAFT.STYLE_DIM = 256 if cfg.NETWORK.GANCRAFT.BUILDING_MODE else None
cfg.NETWORK.GANCRAFT.N_SAMPLE_POINTS_PER_RAY = 24
cfg.NETWORK.GANCRAFT.DIST_SCALE = 0.25
cfg.NETWORK.GANCRAFT.CENTER_OFFSET = (cfg.DATASETS.GOOGLE_EARTH.VOL_SIZE - cfg.DATASETS.GOOGLE_EARTH_BUILDING.VOL_SIZE) / 2
cfg.NETWORK.GANCRAFT.NORMALIZE_DELIMETER = ([cfg.DATASETS.GOOGLE_EARTH_BUILDING.VOL_SIZE,] * 2
if cfg.NETWORK.GANCRAFT.BUILDING_MODE
else [cfg.DATASETS.GOOGLE_EARTH.VOL_SIZE,] * 2) + [cfg.DATASETS.OSM_LAYOUT.MAX_HEIGHT]
cfg.NETWORK.GANCRAFT.ENCODER = "LOCAL" if cfg.NETWORK.GANCRAFT.BUILDING_MODE else "GLOBAL"
cfg.NETWORK.GANCRAFT.ENCODER_OUT_DIM = 64 if cfg.NETWORK.GANCRAFT.BUILDING_MODE else 2
cfg.NETWORK.GANCRAFT.GLOBAL_ENCODER_N_BLOCKS = 6
cfg.NETWORK.GANCRAFT.LOCAL_ENCODER_NORM = "GROUP_NORM"
cfg.NETWORK.GANCRAFT.POS_EMD = "SIN_COS" if cfg.NETWORK.GANCRAFT.BUILDING_MODE else "HASH_GRID"
cfg.NETWORK.GANCRAFT.POS_EMD_INCUDE_FEATURES = True
cfg.NETWORK.GANCRAFT.POS_EMD_INCUDE_CORDS = False if cfg.NETWORK.GANCRAFT.BUILDING_MODE else True
cfg.NETWORK.GANCRAFT.HASH_GRID_N_LEVELS = 16
cfg.NETWORK.GANCRAFT.HASH_GRID_LEVEL_DIM = 8
cfg.NETWORK.GANCRAFT.HASH_GRID_RESOLUTION = (cfg.DATASETS.GOOGLE_EARTH_BUILDING.VOL_SIZE
if cfg.NETWORK.GANCRAFT.BUILDING_MODE
else cfg.DATASETS.GOOGLE_EARTH.VOL_SIZE)
cfg.NETWORK.GANCRAFT.SIN_COS_FREQ_BENDS = 10
cfg.NETWORK.GANCRAFT.RENDER_HIDDEN_DIM = 256
cfg.NETWORK.GANCRAFT.RENDER_OUT_DIM_SIGMA = 1
cfg.NETWORK.GANCRAFT.RENDER_OUT_DIM_COLOR = 64
cfg.NETWORK.GANCRAFT.DIS_N_CHANNEL_BASE = 128
#
# Train
#
cfg.TRAIN = EasyDict()
# VQGAN
cfg.TRAIN.VQGAN = EasyDict()
cfg.TRAIN.VQGAN.DATASET = "OSM_LAYOUT"
cfg.TRAIN.VQGAN.N_EPOCHS = 1000
cfg.TRAIN.VQGAN.REC_LOSS_FACTOR = 5
cfg.TRAIN.VQGAN.SEG_LOSS_FACTOR = 1
cfg.TRAIN.VQGAN.SMOOTH_LOSS_FACTOR = 10
cfg.TRAIN.VQGAN.SMOOTH_LOSS_USE_DIAG = True
cfg.TRAIN.VQGAN.CKPT_SAVE_FREQ = 25
cfg.TRAIN.VQGAN.BATCH_SIZE = 2
cfg.TRAIN.VQGAN.BASE_LR = 4.5e-6
cfg.TRAIN.VQGAN.WEIGHT_DECAY = 0
cfg.TRAIN.VQGAN.BETAS = (0.5, 0.9)
# Sampler
cfg.TRAIN.SAMPLER = EasyDict()
cfg.TRAIN.SAMPLER.DATASET = "OSM_LAYOUT"
cfg.TRAIN.SAMPLER.N_EPOCHS = 1000
cfg.TRAIN.SAMPLER.CKPT_SAVE_FREQ = 25
cfg.TRAIN.SAMPLER.BATCH_SIZE = 10
cfg.TRAIN.SAMPLER.N_WARMUP_ITERS = 7500
cfg.TRAIN.SAMPLER.LR = 2e-4
cfg.TRAIN.SAMPLER.WEIGHT_DECAY = 0
cfg.TRAIN.SAMPLER.BETAS = (0.9, 0.999)
# GANCraft
cfg.TRAIN.GANCRAFT = EasyDict()
cfg.TRAIN.GANCRAFT.DATASET = "GOOGLE_EARTH_BUILDING" if cfg.NETWORK.GANCRAFT.BUILDING_MODE else "GOOGLE_EARTH"
cfg.TRAIN.GANCRAFT.N_EPOCHS = 500
cfg.TRAIN.GANCRAFT.CKPT_SAVE_FREQ = 25
cfg.TRAIN.GANCRAFT.BATCH_SIZE = 1
cfg.TRAIN.GANCRAFT.LR_GENERATOR = 1e-4
cfg.TRAIN.GANCRAFT.LR_DISCRIMINATOR = 1e-5
cfg.TRAIN.GANCRAFT.DISCRIMINATOR_N_WARMUP_ITERS = 100000
cfg.TRAIN.GANCRAFT.EPS = 1e-7
cfg.TRAIN.GANCRAFT.WEIGHT_DECAY = 0
cfg.TRAIN.GANCRAFT.BETAS = (0., 0.999)
cfg.TRAIN.GANCRAFT.CROP_SIZE = (192, 192)
cfg.TRAIN.GANCRAFT.PERCEPTUAL_LOSS_MODEL = "vgg19"
cfg.TRAIN.GANCRAFT.PERCEPTUAL_LOSS_LAYERS = ["relu_3_1", "relu_4_1", "relu_5_1"]
cfg.TRAIN.GANCRAFT.PERCEPTUAL_LOSS_WEIGHTS = [0.125, 0.25, 1.0]
cfg.TRAIN.GANCRAFT.REC_LOSS_FACTOR = 10
cfg.TRAIN.GANCRAFT.PERCEPTUAL_LOSS_FACTOR = 10
cfg.TRAIN.GANCRAFT.GAN_LOSS_FACTOR = 0.5
cfg.TRAIN.GANCRAFT.EMA_ENABLED = False
cfg.TRAIN.GANCRAFT.EMA_RAMPUP = 0.05
cfg.TRAIN.GANCRAFT.EMA_N_RAMPUP_ITERS = 10000
#
# Test
#
cfg.TEST = EasyDict()
cfg.TEST.VQGAN = EasyDict()
cfg.TEST.VQGAN.DATASET = "OSM_LAYOUT"
cfg.TEST.SAMPLER = EasyDict()
cfg.TEST.SAMPLER.N_SAMPLES = 2
cfg.TEST.SAMPLER.TEMPERATURES = [0.5, 1.0, 2.0]
cfg.TEST.GANCRAFT = EasyDict()
cfg.TEST.GANCRAFT.DATASET = "GOOGLE_EARTH_BUILDING" if cfg.NETWORK.GANCRAFT.BUILDING_MODE else "GOOGLE_EARTH"
cfg.TEST.GANCRAFT.CROP_SIZE = (480, 270)
# fmt: on