mmdeploy/tests/regression/mmseg.yml

375 lines
12 KiB
YAML

globals:
repo_url: https://github.com/open-mmlab/mmsegmentation/tree/main
codebase_dir: ../mmsegmentation
checkpoint_force_download: False
images:
img_leftImg8bit: &img_leftImg8bit ../mmsegmentation/tests/data/pseudo_cityscapes_dataset/leftImg8bit/val/frankfurt/frankfurt_000000_000294_leftImg8bit.png
img_loveda_0: &img_loveda_0 ../mmsegmentation/tests/data/pseudo_loveda_dataset/img_dir/0.png
metric_info: &metric_info
mIoU: # named after metafile.Results.Metrics
metric_key: mIoU # eval OrderedDict key name
tolerance: 1 # metric ±n%
convert_image: &convert_image
input_img: *img_leftImg8bit
test_img: *img_loveda_0
backend_test: &default_backend_test True
sdk:
sdk_dynamic: &sdk_dynamic configs/mmseg/segmentation_sdk_dynamic.py
onnxruntime:
pipeline_ort_static_fp32: &pipeline_ort_static_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_onnxruntime_static-1024x2048.py
pipeline_ort_static_fp32_512x512: &pipeline_ort_static_fp32_512x512
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_onnxruntime_static-512x512.py
pipeline_ort_dynamic_fp32: &pipeline_ort_dynamic_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_onnxruntime_dynamic.py
tensorrt:
pipeline_trt_static_fp32: &pipeline_trt_static_fp32
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt_static-1024x2048.py
pipeline_trt_static_fp32_512x512: &pipeline_trt_static_fp32_512x512
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_tensorrt_static-512x512.py
pipeline_trt_static_fp16: &pipeline_trt_static_fp16
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt-fp16_static-1024x2048.py
pipeline_trt_static_int8: &pipeline_trt_static_int8
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt-int8_static-1024x2048.py
pipeline_trt_static_fp16_512x512: &pipeline_trt_static_fp16_512x512
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_tensorrt-fp16_static-512x512.py
pipeline_trt_dynamic_fp32: &pipeline_trt_dynamic_fp32
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt_dynamic-512x1024-2048x2048.py
pipeline_trt_dynamic_fp16: &pipeline_trt_dynamic_fp16
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt-fp16_dynamic-512x1024-2048x2048.py
pipeline_trt_dynamic_int8: &pipeline_trt_dynamic_int8
convert_image: *convert_image
backend_test: *default_backend_test
sdk_config: *sdk_dynamic
deploy_config: configs/mmseg/segmentation_tensorrt-int8_dynamic-512x1024-2048x2048.py
openvino:
pipeline_openvino_dynamic_fp32: &pipeline_openvino_dynamic_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_openvino_dynamic-1024x2048.py
pipeline_openvino_static_fp32: &pipeline_openvino_static_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_openvino_static-1024x2048.py
pipeline_openvino_static_fp32_512x512: &pipeline_openvino_static_fp32_512x512
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_openvino_static-512x512.py
ncnn:
pipeline_ncnn_static_fp32: &pipeline_ncnn_static_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_ncnn_static-512x512.py
pplnn:
pipeline_pplnn_dynamic_fp32: &pipeline_pplnn_dynamic_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_pplnn_dynamic-1024x2048.py
pipeline_pplnn_static_fp32: &pipeline_pplnn_static_fp32
convert_image: *convert_image
backend_test: False
deploy_config: configs/mmseg/segmentation_pplnn_static-1024x2048.py
torchscript:
pipeline_ts_fp32: &pipeline_ts_fp32
convert_image: *convert_image
backend_test: True
deploy_config: configs/mmseg/segmentation_torchscript.py
models:
- name: FCN
metafile: configs/fcn/fcn.yml
model_configs:
- configs/fcn/fcn_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_pplnn_dynamic_fp32
- *pipeline_openvino_dynamic_fp32
- name: PSPNet
metafile: configs/pspnet/pspnet.yml
model_configs:
- configs/pspnet/pspnet_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_pplnn_static_fp32
- *pipeline_openvino_static_fp32
- name: deeplabv3
metafile: configs/deeplabv3/deeplabv3.yml
model_configs:
- configs/deeplabv3/deeplabv3_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_pplnn_dynamic_fp32
- *pipeline_openvino_dynamic_fp32
- name: deeplabv3+
metafile: configs/deeplabv3plus/deeplabv3plus.yml
model_configs:
- configs/deeplabv3plus/deeplabv3plus_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_pplnn_dynamic_fp32
- *pipeline_openvino_dynamic_fp32
- name: Fast-SCNN
metafile: configs/fastscnn/fastscnn.yml
model_configs:
- configs/fastscnn/fast_scnn_8xb4-160k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- *pipeline_pplnn_static_fp32
- *pipeline_openvino_static_fp32
- name: UNet
metafile: configs/unet/unet.yml
model_configs:
- configs/unet/unet-s5-d16_fcn_4xb4-160k_cityscapes-512x1024.py
pipelines:
- *pipeline_ts_fp32
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_pplnn_dynamic_fp32
- name: ANN
metafile: configs/ann/ann.yml
model_configs:
- configs/ann/ann_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- *pipeline_ts_fp32
- name: APCNet
metafile: configs/apcnet/apcnet.yml
model_configs:
- configs/apcnet/apcnet_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_ts_fp32
- name: BiSeNetV1
metafile: configs/bisenetv1/bisenetv1.yml
model_configs:
- configs/bisenetv1/bisenetv1_r18-d32_4xb4-160k_cityscapes-1024x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: BiSeNetV2
metafile: configs/bisenetv2/bisenetv2.yml
model_configs:
- configs/bisenetv2/bisenetv2_fcn_4xb4-160k_cityscapes-1024x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: CGNet
metafile: configs/cgnet/cgnet.yml
model_configs:
- configs/cgnet/cgnet_fcn_4xb8-60k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: EMANet
metafile: configs/emanet/emanet.yml
model_configs:
- configs/emanet/emanet_r50-d8_4xb2-80k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: EncNet
metafile: configs/encnet/encnet.yml
model_configs:
- configs/encnet/encnet_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: ERFNet
metafile: configs/erfnet/erfnet.yml
model_configs:
- configs/erfnet/erfnet_fcn_4xb4-160k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp32
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: FastFCN
metafile: configs/fastfcn/fastfcn.yml
model_configs:
- configs/fastfcn/fastfcn_r50-d32_jpu_aspp_4xb2-80k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: GCNet
metafile: configs/gcnet/gcnet.yml
model_configs:
- configs/gcnet/gcnet_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ts_fp32
- name: ICNet
metafile: configs/icnet/icnet.yml
model_configs:
- configs/icnet/icnet_r18-d8_4xb2-80k_cityscapes-832x832.py
pipelines:
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- *pipeline_openvino_static_fp32
- *pipeline_ts_fp32
- name: ISANet
metafile: configs/isanet/isanet.yml
model_configs:
- configs/isanet/isanet_r50-d8_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_static_fp32_512x512
- *pipeline_trt_static_fp16_512x512
- *pipeline_openvino_static_fp32_512x512
- name: OCRNet
metafile: configs/ocrnet/ocrnet.yml
model_configs:
- configs/ocrnet/ocrnet_hr18s_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp32
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: PointRend
metafile: configs/point_rend/point_rend.yml
model_configs:
- configs/point_rend/pointrend_r50_4xb2-80k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_static_fp32_512x512
- *pipeline_trt_static_fp16
- *pipeline_ts_fp32
- name: Semantic FPN
metafile: configs/sem_fpn/sem_fpn.yml
model_configs:
- configs/sem_fpn/fpn_r50_4xb2-80k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp32
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: STDC
metafile: configs/stdc/stdc.yml
model_configs:
- configs/stdc/stdc1_in1k-pre_4xb12-80k_cityscapes-512x1024.py
- configs/stdc/stdc2_in1k-pre_4xb12-80k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp16
- *pipeline_ncnn_static_fp32
- *pipeline_openvino_dynamic_fp32
- *pipeline_ts_fp32
- name: UPerNet
metafile: configs/upernet/upernet.yml
model_configs:
- configs/upernet/upernet_r50_4xb2-40k_cityscapes-512x1024.py
pipelines:
- *pipeline_ort_static_fp32
- *pipeline_trt_static_fp16
- name: Segmenter
metafile: configs/segmenter/segmenter.yml
model_configs:
- configs/segmenter/segmenter_vit-s_fcn_8xb1-160k_ade20k-512x512.py
pipelines:
- *pipeline_ort_static_fp32_512x512
- *pipeline_trt_static_fp32_512x512
- *pipeline_openvino_static_fp32_512x512
- *pipeline_ncnn_static_fp32