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all_tasks.yml
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all_tasks.yml
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TASK1:
name: VQA
type: VL-classifier
num_labels: 3129
loss: BCEWithLogitLoss
process: normal
task_id: 1
dataroot: datasets/vqa/annotations
features_h5path1: datasets/mscoco/resnet101_faster_rcnn_genome_imgfeats/volta/trainval_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 23
max_region_num: 36
batch_size: 256
eval_batch_size: 1024
train_split: train
val_split: val
lr: 0.00004
num_epoch: 20
TASK2:
name: GenomeQA
type: VL-classifier
loss: BCEWithLogitLoss
process: normal
task_id: 2
dataroot: datasets/visual_genome/
features_h5path1: datasets/visual_genome/vg_resnext152_faster_rcnn_genome.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 26
max_region_num: 36
batch_size: 128
eval_batch_size: 1024
train_split: train
val_split: val
lr: 0.00004
num_epoch: 20
TASK3:
name: VisualDialog
type: VL-logit
loss: CrossEntropyLoss
process: dialog
task_id: 3
dataroot: datasets/visual_dialog
features_h5path1: datasets/coco/features_100/COCO_trainval_resnext152_faster_rcnn_genome.lmdb
features_h5path2: ''
train_annotations_jsonpath: datasets/visual_dialog/visdial_1.0_train.json
val_annotations_jsonpath: datasets/visual_dialog/visdial_1.0_val.json
max_seq_length: 16
max_region_num: 36
batch_size: 64
train_split: train
val_split: val
lr: 0.00004
num_epoch: 20
TASK4:
name: Visual7w
type: V-logit-mc
loss: BCEWithLogitLoss
process: normal
task_id: 4
dataroot: datasets/v7w/visual7w-pointing
features_h5path1: datasets/v7w/v7w_imgfeat/vilbert/v7w_feat.lmdb
features_h5path2: datasets/v7w/v7w_gt_imgfeat/vilbert/v7w_gt_feat.lmdb
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 20
max_region_num: 200
batch_size: 256
train_split: train
val_split: val
lr: 0.00002
num_epoch: 20
TASK5:
name: VCR_Q-A
type: VL-logit
loss: CrossEntropyLoss
process: expand
task_id: 5
dataroot: datasets/vcr
features_h5path1: datasets/vcr/vcr_imgfeat/vilbert/vcr_feat.lmdb
features_h5path2: datasets/vcr/vcr_gt_imgfeat/vilbert/vcr_gt_feat.lmdb
train_annotations_jsonpath: datasets/vcr/annotations/train.jsonl
val_annotations_jsonpath: datasets/vcr/annotations/val.jsonl
max_seq_length: 60
max_region_num: 36
batch_size: 64
train_split: train
val_split: val
lr: 0.00002
num_epoch: 10
TASK6:
name: VCR_QA-R
type: VL-logit
loss: CrossEntropyLoss
process: expand
task_id: 6
dataroot: datasets/vcr
features_h5path1: datasets/vcr/vcr_imgfeat/vilbert/vcr_feat.lmdb
features_h5path2: datasets/vcr/vcr_gt_imgfeat/vilbert/vcr_gt_feat.lmdb
train_annotations_jsonpath: datasets/vcr/annotations/train.jsonl
val_annotations_jsonpath: datasets/vcr/annotations/val.jsonl
max_seq_length: 80
max_region_num: 36
batch_size: 64
train_split: train
val_split: val
lr: 0.00002
num_epoch: 10
TASK7:
name: RetrievalCOCO
type: VL-logit
num_labels: 1
loss: CrossEntropyLoss
process: retrieval
task_id: 7
dataroot: datasets/mscoco
features_h5path1: datasets/mscoco/resnet101_faster_rcnn_genome_imgfeats/volta/trainval_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: datasets/mscoco/annotations/train_ann.jsonl
val_annotations_jsonpath: datasets/mscoco/annotations/valid_ann.jsonl
max_seq_length: 30
max_region_num: 36
batch_size: 64
train_split: train
val_split: val
lr: 0.00002
num_epoch: 20
TASK8:
name: RetrievalFlickr30k
type: VL-logit
num_labels: 1
loss: CrossEntropyLoss
process: retrieval
task_id: 8
dataroot: datasets/flickr30k
features_h5path1: datasets/flickr30k/resnet101_faster_rcnn_genome_imgfeats/volta/flickr30k_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: datasets/flickr30k/annotations/train_ann.jsonl
val_annotations_jsonpath: datasets/flickr30k/annotations/valid_ann.jsonl
max_seq_length: 30
max_region_num: 36
batch_size: 64
train_split: train
val_split: val
lr: 0.00002
num_epoch: 20
TASK9:
name: refcoco
type: V-logit
loss: BCEWithLogitLoss
process: normal
task_id: 9
dataroot: datasets/refcoco_unc/annotations
features_h5path1: datasets/refcoco_unc/resnet101_faster_rcnn_genome_imgfeats/volta/refcoco_unc_dets36_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 20
max_region_num: 36
batch_size: 256
train_split: train
val_split: val
lr: 0.00002
num_epoch: 20
TASK10:
name: refcoco+
type: V-logit
loss: BCEWithLogitLoss
process: normal
task_id: 10
dataroot: datasets/refcoco+_unc/annotations
features_h5path1: datasets/refcoco+_unc/resnet101_faster_rcnn_genome_imgfeats/volta/refcoco+_unc_dets36_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 20
max_region_num: 36
batch_size: 256
eval_batch_size: 1024
train_split: train
val_split: val
lr: 0.00002
num_epoch: 20
TASK11:
name: refcocog
type: V-logit
loss: BCEWithLogitLoss
process: normal
task_id: 11
dataroot: datasets/refcocog_umd/annotations
features_h5path1: datasets/refcocog_umd/resnet101_faster_rcnn_genome_imgfeats/volta/refcocog_umd_dets36_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 20
max_region_num: 36
batch_size: 256
train_split: train
val_split: val
start_iteration: 0
lr: 0.00002
num_epoch: 20
TASK12:
name: NLVR2
type: VL-binary-classifier
num_labels: 2
loss: BCEWithLogitLoss
process: nlvr
task_id: 12
dataroot: datasets/nlvr2/annotations
features_h5path1: datasets/nlvr2/resnet101_faster_rcnn_genome_imgfeats/volta/nlvr2_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 40
max_region_num: 36
batch_size: 64
eval_batch_size: 512
train_split: train
val_split: dev
lr: 0.00002
num_epoch: 20
TASK13:
name: VisualEntailment
type: VL-tri-classifier
num_labels: 3
loss: BCEWithLogitLoss
process: normal
task_id: 13
dataroot: datasets/snli_ve/annotations
features_h5path1: datasets/flickr30k/resnet101_faster_rcnn_genome_imgfeats/volta/flickr30k_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 56
max_region_num: 36
batch_size: 128
eval_batch_size: 1024
train_split: train
val_split: dev
lr: 0.00002
num_epoch: 20
TASK14:
name: GuessWhat
type: VL-tri-classifier
loss: BCEWithLogitLoss
process: normal
task_id: 14
dataroot: datasets/guesswhat/
features_h5path1: datasets/coco/features_100/COCO_trainval_resnext152_faster_rcnn_genome.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 25
max_region_num: 36
batch_size: 256
eval_batch_size: 1024
train_split: train
val_split: valid
lr: 0.00004
num_epoch: 20
TASK15:
name: GQA
type: VL-classifier-GQA
num_labels: 1842
loss: BCEWithLogitLoss
process: normal
task_id: 15
dataroot: datasets/gqa/annotations
features_h5path1: datasets/gqa/resnet101_faster_rcnn_genome_imgfeats/volta/vg_gqa_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 26
max_region_num: 36
batch_size: 256
eval_batch_size: 1024
train_split: train
val_split: val
lr: 0.00004
num_epoch: 20
TASK16:
name: Foil
type: VL-binary-classifier
num_labels: 2
loss: CrossEntropyLoss
process: normal
task_id: 16
dataroot: datasets/Foil
features_h5path1: datasets/coco/features_100/COCO_trainval_resnext152_faster_rcnn_genome.lmdb
features_h5path2: ''
train_annotations_jsonpath: datasets/Foil/foilv1.0_train_2017.json
val_annotations_jsonpath: datasets/Foil/foilv1.0_test_2017.json
max_seq_length: 20
max_region_num: 36
batch_size: 256
eval_batch_size: 1024
train_split: train
val_split: val
lr: 0.00004
num_epoch: 20
TASK17:
name: GuessWhatPointing
type: V-logit-mc
loss: BCEWithLogitLoss
process: normal
task_id: 17
dataroot: datasets/guesswhat/
features_h5path1: datasets/mscoco/mscoco_imgfeat/vilbert/trainval_feat.lmdb
features_h5path2: datasets/guesswhat/guesswhat_gt_imgfeat/vilbert/guesswhat_gt_feat.lmdb
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 256
max_region_num: 306
batch_size: 32
train_split: train
val_split: valid
lr: 0.00002
num_epoch: 20
TASK18:
name: FlickrGrounding
type: V-logit
loss: BCEWithLogitLoss
process: normal
task_id: 18
dataroot: datasets/flickr30k/
features_h5path1: datasets/flickr30k/flickr30k_resnext152_faster_rcnn_genome.lmdb
features_h5path2: datasets/flickr30k/flickr30k_gt_resnext152_faster_rcnn_genome.lmdb
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 24
max_region_num: 200
batch_size: 256
train_split: train
val_split: val
lr: 0.000002
num_epoch: 20
TASK19:
name: FlickrGrounding
type: V-logit
loss: BCEWithLogitLoss
process: normal
task_id: 18
dataroot: datasets/flickr30k_entities/
features_h5path1: datasets/flickr30k/resnet101_faster_rcnn_genome_imgfeats/volta/flickr30k_feat.lmdb
features_h5path2: ''
train_annotations_jsonpath: ''
val_annotations_jsonpath: ''
max_seq_length: 38
max_region_num: 36
batch_size: 16
train_split: ''
val_split: val