149 lines
3.1 KiB
YAML
149 lines
3.1 KiB
YAML
# global configs
|
|
Global:
|
|
checkpoints: null
|
|
pretrained_model: null
|
|
output_dir: ./output/
|
|
device: gpu
|
|
save_interval: 1
|
|
eval_during_train: True
|
|
eval_interval: 1
|
|
start_eval_epoch: 0
|
|
epochs: 10
|
|
print_batch_step: 10
|
|
use_visualdl: False
|
|
# used for static mode and model export
|
|
image_shape: [3, 224, 224]
|
|
save_inference_dir: ./inference
|
|
# training model under @to_static
|
|
to_static: False
|
|
use_dali: False
|
|
|
|
|
|
# model architecture
|
|
Arch:
|
|
name: PPLCNet_x1_0
|
|
class_num: 232
|
|
pretrained: True
|
|
use_ssld: True
|
|
|
|
# loss function config for traing/eval process
|
|
Loss:
|
|
Train:
|
|
- CELoss:
|
|
weight: 1.0
|
|
Eval:
|
|
- CELoss:
|
|
weight: 1.0
|
|
|
|
|
|
Optimizer:
|
|
name: Momentum
|
|
momentum: 0.9
|
|
lr:
|
|
name: Cosine
|
|
learning_rate: 0.02
|
|
warmup_epoch: 5
|
|
regularizer:
|
|
name: 'L2'
|
|
coeff: 0.00004
|
|
|
|
|
|
# data loader for train and eval
|
|
DataLoader:
|
|
Train:
|
|
dataset:
|
|
name: ImageNetDataset
|
|
image_root: ./dataset/
|
|
cls_label_path: ./dataset/traffic_sign/label_list_train.txt
|
|
delimiter: "\t"
|
|
transform_ops:
|
|
- DecodeImage:
|
|
to_rgb: True
|
|
channel_first: False
|
|
- RandCropImage:
|
|
size: 224
|
|
- TimmAutoAugment:
|
|
prob: 0.5
|
|
config_str: rand-m9-mstd0.5-inc1
|
|
interpolation: bicubic
|
|
img_size: 224
|
|
- NormalizeImage:
|
|
scale: 1.0/255.0
|
|
mean: [0.485, 0.456, 0.406]
|
|
std: [0.229, 0.224, 0.225]
|
|
order: ''
|
|
- RandomErasing:
|
|
EPSILON: 0.0
|
|
sl: 0.02
|
|
sh: 1.0/3.0
|
|
r1: 0.3
|
|
attempt: 10
|
|
use_log_aspect: True
|
|
mode: pixel
|
|
sampler:
|
|
name: DistributedBatchSampler
|
|
batch_size: 64
|
|
drop_last: False
|
|
shuffle: True
|
|
loader:
|
|
num_workers: 8
|
|
use_shared_memory: True
|
|
|
|
Eval:
|
|
dataset:
|
|
name: ImageNetDataset
|
|
image_root: ./dataset/
|
|
cls_label_path: ./dataset/traffic_sign/label_list_test.txt
|
|
delimiter: "\t"
|
|
transform_ops:
|
|
- DecodeImage:
|
|
to_rgb: True
|
|
channel_first: False
|
|
- ResizeImage:
|
|
resize_short: 256
|
|
- CropImage:
|
|
size: 224
|
|
- NormalizeImage:
|
|
scale: 1.0/255.0
|
|
mean: [0.485, 0.456, 0.406]
|
|
std: [0.229, 0.224, 0.225]
|
|
order: ''
|
|
sampler:
|
|
name: DistributedBatchSampler
|
|
batch_size: 128
|
|
drop_last: False
|
|
shuffle: False
|
|
loader:
|
|
num_workers: 8
|
|
use_shared_memory: True
|
|
|
|
Infer:
|
|
infer_imgs: deploy/images/PULC/traffic_sign/99603_17806.jpg
|
|
batch_size: 10
|
|
transforms:
|
|
- DecodeImage:
|
|
to_rgb: True
|
|
channel_first: False
|
|
- ResizeImage:
|
|
resize_short: 256
|
|
- CropImage:
|
|
size: 224
|
|
- NormalizeImage:
|
|
scale: 1.0/255.0
|
|
mean: [0.485, 0.456, 0.406]
|
|
std: [0.229, 0.224, 0.225]
|
|
order: ''
|
|
- ToCHWImage:
|
|
PostProcess:
|
|
name: Topk
|
|
topk: 5
|
|
class_id_map_file: ppcls/utils/PULC_label_list/traffic_sign_label_list.txt
|
|
|
|
Metric:
|
|
Train:
|
|
- TopkAcc:
|
|
topk: [1, 5]
|
|
Eval:
|
|
- TopkAcc:
|
|
topk: [1, 5]
|