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config_test.yml
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LOGGER_NAME: 'log'
SEED: 1546884941.160048
############################ TRAIN ############################
TRAIN:
BATCH_SIZE: 10
#################### SCHEDULED_SAMPLING ####################
SCHEDULED_SAMPLING:
START: 6
INC_EVERY: 5
INC_PROB: 0.05
MAX_PROB: 0.5
#################### REINFORCEMENT ####################
REINFORCEMENT:
START: 9999
############################ TEST ############################
TEST:
BATCH_SIZE: 36
#############################DATA_LOADER#################################
DATA_LOADER:
NUM_WORKERS: 4
SHUFFLE: True
PIN_MEMORY: True
DROP_LAST: True
############################ RAW_DATA_LOADER ############################
RAW_DATA_LOADER:
TEST_ATT_FEATS: './test/vg/features'
TEST_IMG_DIR: './test/images'
TEST_PROCESSEDIMG_DIR: './test/vg/images'
############################ COCO_DATA_LOADER ############################
COCO_DATA_LOADER:
NUM_WORKERS: 4
SHUFFLE: True
TRAIN_GV_FEAT: ''
TRAIN_ATT_FEATS: '/data/disk1/private/FXData/COCO'
VAL_GV_FEAT: ''
VAL_ATT_FEATS: '/data/disk1/private/FXData/COCO'
TEST_GV_FEAT: ''
TEST_ATT_FEATS: '/data/disk1/private/FXData/COCO'
TRAIN_ID: '/data/disk1/private/FXData/COCO/karpathy_image_ids/coco_train_image_id.txt'
VAL_ID: '/data/disk1/private/FXData/COCO/karpathy_image_ids/coco_val_image_id.txt'
TEST_ID: '/data/disk1/private/FXData/COCO/karpathy_image_ids/coco_test_image_id.txt'
ID2NAME: '/data/disk1/private/FXData/COCO/id2name_123287.json'
INPUT_SEQ_PATH: '/data/disk1/private/FXData/COCO/sent/coco_train_input_list.pkl'
TARGET_SEQ_PATH: '/data/disk1/private/FXData/COCO/sent/coco_train_target_list.pkl'
SEQ_PER_IMG: 5
MAX_FEAT: -1
COCO_ANNOTATION: '/data/disk1/private/FXData/COCO/annotations/'
############################ AIC_DATA_LOADER ############################
AIC_DATA_LOADER:
NUM_WORKERS: 4
SHUFFLE: True
TRAIN_GV_FEAT: ''
TRAIN_ATT_FEATS: '/data/disk1/private/FXData/AIC/ai_challenger_caption_train_20170902_output/features'
VAL_GV_FEAT: ''
VAL_ATT_FEATS: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910_output/features'
TEST_GV_FEAT: ''
TEST_ATT_FEATS: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910_output/features'
TRAIN_ID: '/data/disk1/private/FXData/AIC/split_ids/aic_train_image_id.txt'
VAL_ID: '/data/disk1/private/FXData/AIC/split_ids/aic_val_image_id5k.txt'
TEST_ID: '/data/disk1/private/FXData/AIC/split_ids/aic_test_image_id5k.txt'
INPUT_SEQ_PATH: '/data/disk1/private/FXData/AIC/train_sentences/aic_train_input_list.pkl'
TARGET_SEQ_PATH: '/data/disk1/private/FXData/AIC/train_sentences/aic_train_target_list.pkl'
SEQ_PER_IMG: 5
MAX_FEAT: -1
TRAIN_PROCESSEDIMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_train_20170902_output/images'
TRAIN_IMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_train_20170902/caption_train_images_20170902'
VAL_PROCESSEDIMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910_output/images'
VAL_IMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910/caption_validation_images_20170910'
TEST_PROCESSEDIMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910_output/images'
TEST_IMG_DIR: '/data/disk1/private/FXData/AIC/ai_challenger_caption_validation_20170910/caption_validation_images_20170910'
############################ MODEL ############################
MODEL:
TYPE: 'XLAN'
SEQ_LEN: 43 # include <EOS>/<BOS> ..maximum length for inference
VOCAB_SIZE: 13531 # exclude <EOS>/<BOS>
########## word embedding ##########
WORD_EMBED_DIM: 1024
WORD_EMBED_ACT: 'CELU'
WORD_EMBED_NORM: False
DROPOUT_WORD_EMBED: 0.5
########## global features ##########
GVFEAT_DIM: 2048
GVFEAT_EMBED_DIM: -1
GVFEAT_EMBED_ACT: 'NONE'
DROPOUT_GV_EMBED: 0.0
########## attention features ##########
ATT_FEATS_DIM: 2048
ATT_FEATS_EMBED_DIM: 1024
ATT_FEATS_EMBED_ACT: 'CELU'
DROPOUT_ATT_EMBED: 0.5
ATT_FEATS_NORM: False
########## attention param ##########
ATT_HIDDEN_SIZE: -1
ATT_HIDDEN_DROP: 0.0
ATT_ACT: 'TANH'
########## rnn param ##########
RNN_SIZE: 1024
DROPOUT_LM: 0.5
########## BOTTOM_UP ##########
BOTTOM_UP:
DROPOUT_FIRST_INPUT: 0.0
DROPOUT_SEC_INPUT: 0.0
########## BILINEAR ##########
BILINEAR:
DIM: 1024
ENCODE_ATT_MID_DIM: [128, 64, 128]
DECODE_ATT_MID_DIM: [128, 64, 128]
ENCODE_ATT_MID_DROPOUT: 0.1
DECODE_ATT_MID_DROPOUT: 0.1
ATT_DIM: 1024
ACT: 'CELU'
ENCODE_DROPOUT: 0.5
DECODE_DROPOUT: 0.5
ENCODE_LAYERS: 4
DECODE_LAYERS: 1
TYPE: 'LowRank'
ATTTYPE: 'SCAtt' # SCAtt, BasicAtt
HEAD: 8
ENCODE_BLOCK: 'LowRankBilinearEnc'
DECODE_BLOCK: 'LowRankBilinearDec'
ELU_ALPHA: 1.3
ENCODE_BIFEAT_EMB_DROPOUT: 0.3
############################ SOLVER ############################
SOLVER:
BASE_LR: 0.0005
TYPE: 'ADAM' # 'ADAM', 'SGD', 'ADAGRAD', 'RMSPROP'
MAX_EPOCH: 70
MAX_ITER: -1
GRAD_CLIP: 0.5 # Norm:5 , Clamp:0.1
GRAD_CLIP_TYPE: 'Norm' # 'Clamp', 'Norm'
WEIGHT_DECAY: 0.0000
WEIGHT_DECAY_BIAS: 0.0
BIAS_LR_FACTOR: 1
DISPLAY: 20
TEST_INTERVAL: 1
SNAPSHOT_ITERS: 1
########## SGD ##########
SGD:
MOMENTUM: 0.9
########## ADAM ##########
ADAM:
BETAS: [0.9, 0.98]
EPS: 1.0e-9
########## LR_POLICY ##########
LR_POLICY:
TYPE: 'Noam' # 'Fix', 'Step', 'Noam', 'Plateau'
GAMMA: 0.8
STEP_SIZE: 3
SETP_TYPE: 'Iter' # 'Epoch', 'Iter'
WARMUP: 10000 # For Noam only
FACTOR: 1.0 # For Noam only
MODEL_SIZE: 1024 # For Noam only
############################ LOSSES ############################
LOSSES:
XE_TYPE: 'CrossEntropy' # 'CrossEntropy', 'LabelSmoothing'
LABELSMOOTHING: 0.0
RL_TYPE: 'RewardCriterion'
############################ SCORER ############################
SCORER:
TYPES: ['CIDEr']
WEIGHTS: [1.0]
GT_PATH: '/data/disk1/private/FXData/COCO/misc/coco_train_gts.pkl'
CIDER_CACHED: '/data/disk1/private/FXData/COCO/misc/coco_train_cider.pkl'
############################ INFERENCE ############################
INFERENCE:
VOCAB: '/data/disk1/private/FXData/AIC/train_sentences/aic_coco_vocabulary.txt'
ID_KEY: 'image_id'
CAP_KEY: 'caption'
EVAL: 'COCO'
COCO_VAL_ANNFILE: '/data/disk1/private/FXData/COCO/misc/captions_val5k.json'
COCO_TEST_ANNFILE: '/data/disk1/private/FXData/COCO/misc/captions_test5k.json'
AIC_VAL_ANNFILE: '/data/disk1/private/FXData/AIC/ann_file/aic_captions_val5k.json'
AIC_TEST_ANNFILE: '/data/disk1/private/FXData/AIC/ann_file/aic_captions_test5k.json'
BEAM_SIZE: 3
GREEDY_DECODE: True