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Add tensorrt>=7.0.0 checks #6193

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Merged
glenn-jocher merged 4 commits into from
Jan 4, 2022
Merged

Add tensorrt>=7.0.0 checks #6193

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ee8fa26
Add `tensorrt>=7.0.0` checks
glenn-jocher Jan 4, 2022
ebb6f45
Update export.py
glenn-jocher Jan 4, 2022
a8a3a24
Update common.py
glenn-jocher Jan 4, 2022
dd64c22
Update export.py
glenn-jocher Jan 4, 2022
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12 changes: 6 additions & 6 deletions export.py
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Original file line number Diff line number Diff line change
Expand Up @@ -61,8 +61,8 @@
from models.yolo import Detect
from utils.activations import SiLU
from utils.datasets import LoadImages
from utils.general import (LOGGER, check_dataset, check_img_size, check_requirements, colorstr, file_size, print_args,
url2file)
from utils.general import (LOGGER, check_dataset, check_img_size, check_requirements, check_version, colorstr,
file_size, print_args, url2file)
from utils.torch_utils import select_device


Expand Down Expand Up @@ -174,14 +174,14 @@ def export_engine(model, im, file, train, half, simplify, workspace=4, verbose=F
check_requirements(('tensorrt',))
import tensorrt as trt

opset = (12, 13)[trt.__version__[0] == '8'] # test on TensorRT 7.x and 8.x
if opset == 12: # TensorRT 7 handling https://github.com/ultralytics/yolov5/issues/6012
if trt.__version__[0] == 7: # TensorRT 7 handling https://github.com/ultralytics/yolov5/issues/6012
grid = model.model[-1].anchor_grid
model.model[-1].anchor_grid = [a[..., :1, :1, :] for a in grid]
export_onnx(model, im, file, opset, train, False, simplify)
export_onnx(model, im, file, 12, train, False, simplify) # opset 12
model.model[-1].anchor_grid = grid
else: # TensorRT >= 8
export_onnx(model, im, file, opset, train, False, simplify)
check_version(trt.__version__, '7.0.0', hard=True) # require tensorrt>=8.0.0
export_onnx(model, im, file, 13, train, False, simplify) # opset 13
onnx = file.with_suffix('.onnx')
assert onnx.exists(), f'failed to export ONNX file: {onnx}'

Expand Down
2 changes: 1 addition & 1 deletion models/common.py
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Expand Up @@ -337,7 +337,7 @@ def __init__(self, weights='yolov5s.pt', device=None, dnn=False, data=None):
elif engine: # TensorRT
LOGGER.info(f'Loading {w} for TensorRT inference...')
import tensorrt as trt # https://developer.nvidia.com/nvidia-tensorrt-download
check_version(trt.__version__, '8.0.0', verbose=True) # version requirement
check_version(trt.__version__, '7.0.0', hard=True) # require tensorrt>=7.0.0
Binding = namedtuple('Binding', ('name', 'dtype', 'shape', 'data', 'ptr'))
logger = trt.Logger(trt.Logger.INFO)
with open(w, 'rb') as f, trt.Runtime(logger) as runtime:
Expand Down