Open Sreyan88 opened 8 months ago
I used something similar to this (if you find anything here inconsistent with the log, please feel free to replace it). The stage-0 was trained on an other server at Northwestern with 3x RTX-A6000, which I only kept the log and pre-trained weights.
model:
arch: pformer_opt
model_type: pformer_opt2.7b
load_pretrained: False
# intialize stage 2 pretraining from stage 1 pretrained model
# pretrained: "https://storage.googleapis.com/sfr-vision-language-research/LAVIS/models/BLIP2/blip2_pretrained.pth"
freeze_vit: True
datasets:
sentence_dataset:
text_processor:
train:
name: "blip_caption"
run:
task: image_text_pretrain ### no need to change
# runner: runner_iter
# optimizer
lr_sched: "linear_warmup_cosine_lr"
init_lr: 1e-4
min_lr: 1e-5
warmup_lr: 1e-6
weight_decay: 0.05
max_epoch: 5
# max_iters: 60000
# iters_per_inner_epoch: 6000
batch_size_train: 128
batch_size_eval: 64
num_workers: 4
warmup_steps: 2000
seed: 42
output_dir: "output/BLIP-T/Pretrain_stage0"
amp: True
resume_ckpt_path: null
evaluate: False
train_splits: ["train"]
device: "cuda"
world_size: 3
dist_url: "env://"
distributed: True
(less4) root@ddab717805f9:/home/tiger/maas/BLIText# bash run_scripts/blip-T/train/pretrain_stage0.sh [125/399] WARNING:main:
Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance i n your application as needed.
builder_cls=None, dataset_name=sentence_dataset
Traceback (most recent call last):
File "/home/tiger/maas/BLIText/train.py", line 103, in
main()
File "/home/tiger/maas/BLIText/train.py", line 81, in main
cfg = Config(parse_args())
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init
dataset_config = self.build_dataset_config(config)
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config
dataset_config_path = builder_cls.default_config_path(
AttributeError: 'NoneType' object has no attribute 'default_config_path'
builder_cls=None, dataset_name=sentence_dataset
Traceback (most recent call last):
File "/home/tiger/maas/BLIText/train.py", line 103, in
main()
File "/home/tiger/maas/BLIText/train.py", line 81, in main
cfg = Config(parse_args())
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init
dataset_config = self.build_dataset_config(config)
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config
dataset_config_path = builder_cls.default_config_path(
AttributeError: 'NoneType' object has no attribute 'default_config_path'
builder_cls=None, dataset_name=sentence_dataset
Traceback (most recent call last):
File "/home/tiger/maas/BLIText/train.py", line 103, in
main()
File "/home/tiger/maas/BLIText/train.py", line 81, in main
cfg = Config(parse_args())
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init
dataset_config = self.build_dataset_config(config)
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config
dataset_config_path = builder_cls.default_config_path(
AttributeError: 'NoneType' object has no attribute 'default_config_path'
builder_cls=None, dataset_name=sentence_dataset
Traceback (most recent call last):
File "/home/tiger/maas/BLIText/train.py", line 103, in
main()
File "/home/tiger/maas/BLIText/train.py", line 81, in main
cfg = Config(parse_args())
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init
dataset_config = self.build_dataset_config(config)
File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config
dataset_config_path = builder_cls.default_config_path(
AttributeError: 'NoneType' object has no attribute 'default_config_path'
I got the error below when using the yaml file your provided above.
(less4) root@ddab717805f9:/home/tiger/maas/BLIText# bash run_scripts/blip-T/train/pretrain_stage0.sh [125/399] WARNING:main:
Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance i n your application as needed.
builder_cls=None, dataset_name=sentence_dataset Traceback (most recent call last): File "/home/tiger/maas/BLIText/train.py", line 103, in main() File "/home/tiger/maas/BLIText/train.py", line 81, in main cfg = Config(parse_args()) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init dataset_config = self.build_dataset_config(config) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config dataset_config_path = builder_cls.default_config_path( AttributeError: 'NoneType' object has no attribute 'default_config_path' builder_cls=None, dataset_name=sentence_dataset Traceback (most recent call last): File "/home/tiger/maas/BLIText/train.py", line 103, in main() File "/home/tiger/maas/BLIText/train.py", line 81, in main cfg = Config(parse_args()) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init dataset_config = self.build_dataset_config(config) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config dataset_config_path = builder_cls.default_config_path( AttributeError: 'NoneType' object has no attribute 'default_config_path' builder_cls=None, dataset_name=sentence_dataset Traceback (most recent call last): File "/home/tiger/maas/BLIText/train.py", line 103, in main() File "/home/tiger/maas/BLIText/train.py", line 81, in main cfg = Config(parse_args()) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init dataset_config = self.build_dataset_config(config) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config dataset_config_path = builder_cls.default_config_path( AttributeError: 'NoneType' object has no attribute 'default_config_path' builder_cls=None, dataset_name=sentence_dataset Traceback (most recent call last): File "/home/tiger/maas/BLIText/train.py", line 103, in main() File "/home/tiger/maas/BLIText/train.py", line 81, in main cfg = Config(parse_args()) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 31, in init dataset_config = self.build_dataset_config(config) File "/home/tiger/maas/BLIText/lavis/common/config.py", line 102, in build_dataset_config dataset_config_path = builder_cls.default_config_path( AttributeError: 'NoneType' object has no attribute 'default_config_path'
The error indicates that builder_cls (for dataset) is None. sentence_dataset
should be changed to laion_sentence_115m
, which is to match the sentence dataset config defined here. You can also define your own sentence dataset similar to laion_sentence_115m
.
Hi there,
Great work! Could you please provide us with the
pretrain_stage0.sh
or the config file (except the log file). We would like to reproduce some experiments! Thank You!