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Added SiamMask CUDA implementation [2x faster on Full HD] #3571
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d3c4a37
Reworked function.yaml
bsekachev 90e637c
Added function-gpu
bsekachev bb9fb6f
Changed python version
bsekachev 4e88b3b
Merge branch 'develop' into bs/siammask_gpu
bsekachev bc03050
Initial version of the new tracking
bsekachev 9f576f4
Blocking navigation during tracking
bsekachev 88db3f4
Removed outdated code
bsekachev 0db2904
Added canvas indication for trackable objects
bsekachev da705ac
Support different trackers
bsekachev 0bafb8f
Fixed styles
bsekachev ccee79f
Added ability to add/remove trackable objects
bsekachev d1ca051
Fixed minor bug with text on the canvas
bsekachev 20c9f08
Updated version
bsekachev 6ec23ee
updated changelog
bsekachev e8b3afc
Merge branch 'develop' into bs/siammask_gpu
ac6d1b7
Fixed a couple of issues
bsekachev 15d6345
Updated changelog
bsekachev 0cb4bec
Explicit enumerable property
bsekachev 47c8645
Merge branch 'develop' into bs/siammask_gpu
f9211c5
Removed outdated code
bsekachev c7c09ef
Fixed navigation
bsekachev 3e7dc1f
Fixed issue with removing annotations, fixing issue with initial moun…
9f574b6
Merged develop
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73 changes: 73 additions & 0 deletions
73
serverless/pytorch/foolwood/siammask/nuclio/function-gpu.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,73 @@ | ||
| metadata: | ||
| name: pth-foolwood-siammask | ||
| namespace: cvat | ||
| annotations: | ||
| name: SiamMask | ||
| type: tracker | ||
| spec: | ||
| framework: pytorch | ||
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| spec: | ||
| description: Fast Online Object Tracking and Segmentation | ||
| runtime: 'python:3.6' | ||
| handler: main:handler | ||
| eventTimeout: 30s | ||
| env: | ||
| - name: PYTHONPATH | ||
| value: /opt/nuclio/SiamMask:/opt/nuclio/SiamMask/experiments/siammask_sharp | ||
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|
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| build: | ||
| image: cvat/pth.foolwood.siammask | ||
| baseImage: nvidia/cuda:11.1-devel-ubuntu20.04 | ||
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| directives: | ||
| preCopy: | ||
| - kind: ENV | ||
| value: PATH="/root/miniconda3/bin:${PATH}" | ||
| - kind: ARG | ||
| value: PATH="/root/miniconda3/bin:${PATH}" | ||
| - kind: RUN | ||
| value: apt update && apt install -y --no-install-recommends wget git ca-certificates libglib2.0-0 libsm6 libxrender1 libxext6 && rm -rf /var/lib/apt/lists/* | ||
| - kind: RUN | ||
| value: wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh && | ||
| chmod +x Miniconda3-latest-Linux-x86_64.sh && ./Miniconda3-latest-Linux-x86_64.sh -b && | ||
| rm -f Miniconda3-latest-Linux-x86_64.sh | ||
| - kind: WORKDIR | ||
| value: /opt/nuclio | ||
| - kind: RUN | ||
| value: conda create -y -n siammask python=3.7 | ||
| - kind: SHELL | ||
| value: '["conda", "run", "-n", "siammask", "/bin/bash", "-c"]' | ||
| - kind: RUN | ||
| value: git clone https://github.com/foolwood/SiamMask.git | ||
| - kind: RUN | ||
| value: pip install -r SiamMask/requirements.txt jsonpickle | ||
| - kind: RUN | ||
| value: pip install torch==1.9.0+cu111 torchvision==0.10.0+cu111 torchaudio==0.9.0 -f https://download.pytorch.org/whl/torch_stable.html | ||
| - kind: RUN | ||
| value: conda install -y gcc_linux-64 | ||
| - kind: RUN | ||
| value: cd SiamMask && bash make.sh && cd - | ||
| - kind: RUN | ||
| value: wget -P SiamMask/experiments/siammask_sharp http://www.robots.ox.ac.uk/~qwang/SiamMask_DAVIS.pth | ||
| - kind: ENTRYPOINT | ||
| value: '["conda", "run", "-n", "siammask"]' | ||
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| triggers: | ||
| myHttpTrigger: | ||
| maxWorkers: 2 | ||
| kind: 'http' | ||
| workerAvailabilityTimeoutMilliseconds: 10000 | ||
| attributes: | ||
| maxRequestBodySize: 33554432 # 32MB | ||
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| resources: | ||
| limits: | ||
| nvidia.com/gpu: 1 | ||
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| platform: | ||
| attributes: | ||
| restartPolicy: | ||
| name: always | ||
| maximumRetryCount: 3 | ||
| mountMode: volume |
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Changed base image to have the same set of preCopy directives.
But finally it was nesessary to add
pip install torch==1.9.0+cu111 torchvision==0.10.0+cu111 torchaudio==0.9.0 -f https://download.pytorch.org/whl/torch_stable.htmlto function-gpu.yml, so it is not the same now anyway. Let me know if you think that better to leave this file as is.