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https://github.com/blakeblackshear/frigate.git
synced 2024-11-30 19:09:13 +01:00
detectors/rocm: automatically override HSA_OVERRIDE_GFX_VERSION for couple of known chipsets
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parent
77fc38c84f
commit
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@ -2,6 +2,13 @@
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# shellcheck shell=bash
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# shellcheck shell=bash
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# Compile YoloV8 ONNX files into ROCm MIGraphX files
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# Compile YoloV8 ONNX files into ROCm MIGraphX files
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OVERRIDE=$(cd /opt/frigate && python3 -c 'import frigate.detectors.plugins.rocm as rocm; print(rocm.auto_override_gfx_version())')
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if ! test -z "$OVERRIDE"; then
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echo "Using HSA_OVERRIDE_GFX_VERSION=${OVERRIDE}"
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export HSA_OVERRIDE_GFX_VERSION=$OVERRIDE
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fi
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for onnx in /config/model_cache/yolov8/*.onnx
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for onnx in /config/model_cache/yolov8/*.onnx
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do
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do
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mxr="${onnx%.onnx}.mxr"
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mxr="${onnx%.onnx}.mxr"
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@ -7,7 +7,7 @@ import ctypes
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from pydantic import Field
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from pydantic import Field
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from typing_extensions import Literal
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from typing_extensions import Literal
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import glob
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import glob
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import cv2
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import subprocess
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from frigate.detectors.detection_api import DetectionApi
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from frigate.detectors.detection_api import DetectionApi
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from frigate.detectors.detector_config import BaseDetectorConfig
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from frigate.detectors.detector_config import BaseDetectorConfig
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@ -18,14 +18,41 @@ logger = logging.getLogger(__name__)
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DETECTOR_KEY = "rocm"
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DETECTOR_KEY = "rocm"
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def detect_gfx_version():
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return subprocess.getoutput("unset HSA_OVERRIDE_GFX_VERSION && /opt/rocm/bin/rocminfo | grep gfx |head -1|awk '{print $2}'")
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def auto_override_gfx_version():
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# If environment varialbe already in place, do not override
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gfx_version = detect_gfx_version()
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old_override = os.getenv('HSA_OVERRIDE_GFX_VERSION')
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if old_override not in (None, ''):
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logger.warning(f"AMD/ROCm: detected {gfx_version} but HSA_OVERRIDE_GFX_VERSION already present ({old_override}), not overriding!")
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return old_override
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mapping = {
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'gfx90c': '9.0.0',
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'gfx1031': '10.3.0',
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'gfx1103': '11.0.0',
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}
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override = mapping.get(gfx_version)
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if override is not None:
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logger.warning(f"AMD/ROCm: detected {gfx_version}, overriding HSA_OVERRIDE_GFX_VERSION={override}")
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os.putenv('HSA_OVERRIDE_GFX_VERSION', override)
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return override
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return ''
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class ROCmDetectorConfig(BaseDetectorConfig):
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class ROCmDetectorConfig(BaseDetectorConfig):
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type: Literal[DETECTOR_KEY]
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type: Literal[DETECTOR_KEY]
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conserve_cpu: bool = Field(default=True, title="Conserve CPU at the expense of latency (and reduced max throughput)")
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conserve_cpu: bool = Field(default=True, title="Conserve CPU at the expense of latency (and reduced max throughput)")
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auto_override_gfx: bool = Field(default=True, title="Automatically detect and override gfx version")
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class ROCmDetector(DetectionApi):
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class ROCmDetector(DetectionApi):
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type_key = DETECTOR_KEY
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type_key = DETECTOR_KEY
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def __init__(self, detector_config: ROCmDetectorConfig):
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def __init__(self, detector_config: ROCmDetectorConfig):
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if detector_config.auto_override_gfx:
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auto_override_gfx_version()
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try:
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try:
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sys.path.append("/opt/rocm/lib")
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sys.path.append("/opt/rocm/lib")
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import migraphx
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import migraphx
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