config.py

from __future__ import division
from __future__ import print_function

import os.path as osp
import numpy as np
from easydict import EasyDict as edict


__C = edict()
cfg = __C

# Dataset name: flowers, birds
__C.DATASET_NAME = "birds"
__C.CONFIG_NAME = ""
__C.DATA_DIR = ""
__C.GPU_ID = 0
__C.CUDA = True
__C.WORKERS = 6

__C.RNN_TYPE = "LSTM"  # 'GRU'
__C.B_VALIDATION = False

__C.TREE = edict()
__C.TREE.BRANCH_NUM = 3
__C.TREE.BASE_SIZE = 64


# Training options
__C.TRAIN = edict()
__C.TRAIN.BATCH_SIZE = 64
__C.TRAIN.MAX_EPOCH = 600
__C.TRAIN.SNAPSHOT_INTERVAL = 2000
__C.TRAIN.DISCRIMINATOR_LR = 2e-4
__C.TRAIN.GENERATOR_LR = 2e-4
__C.TRAIN.ENCODER_LR = 2e-4
__C.TRAIN.RNN_GRAD_CLIP = 0.25
__C.TRAIN.FLAG = True
__C.TRAIN.NET_E = ""
__C.TRAIN.NET_G = ""
__C.TRAIN.B_NET_D = True

__C.TRAIN.SMOOTH = edict()
__C.TRAIN.SMOOTH.GAMMA1 = 5.0
__C.TRAIN.SMOOTH.GAMMA3 = 10.0
__C.TRAIN.SMOOTH.GAMMA2 = 5.0
__C.TRAIN.SMOOTH.LAMBDA = 1.0


# Modal options
__C.GAN = edict()
__C.GAN.DF_DIM = 64
__C.GAN.GF_DIM = 128
__C.GAN.Z_DIM = 100
__C.GAN.CONDITION_DIM = 100
__C.GAN.R_NUM = 2
__C.GAN.B_ATTENTION = True
__C.GAN.B_DCGAN = False


__C.TEXT = edict()
__C.TEXT.CAPTIONS_PER_IMAGE = 10
__C.TEXT.EMBEDDING_DIM = 256
__C.TEXT.WORDS_NUM = 18


def _merge_a_into_b(a, b):
    """Merge config dictionary a into config dictionary b, clobbering the
    options in b whenever they are also specified in a.
    """
    if type(a) is not edict:
        return

    for k, v in a.items():
        # a must specify keys that are in b
        if k not in b:
            raise KeyError("{} is not a valid config key".format(k))

        # the types must match, too
        old_type = type(b[k])
        if old_type is not type(v):
            if isinstance(b[k], np.ndarray):
                v = np.array(v, dtype=b[k].dtype)
            else:
                raise ValueError(
                    ("Type mismatch ({} vs. {}) " "for config key: {}").format(
                        type(b[k]), type(v), k
                    )
                )

        # recursively merge dicts
        if type(v) is edict:
            try:
                _merge_a_into_b(a[k], b[k])
            except:
                print("Error under config key: {}".format(k))
                raise
        else:
            b[k] = v


def cfg_from_file(filename):
    """Load a config file and merge it into the default options."""
    import yaml

    with open(filename, "r") as f:
        yaml_cfg = edict(yaml.load(f))

    _merge_a_into_b(yaml_cfg, __C)