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75 lines
2.3 KiB
YAML
75 lines
2.3 KiB
YAML
metadata:
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name: pth-dschoerk-transt
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namespace: cvat
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annotations:
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name: TransT
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type: tracker
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spec:
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framework: pytorch
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spec:
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description: Fast Online Object Tracking and Segmentation
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runtime: 'python:3.8'
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handler: main:handler
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eventTimeout: 30s
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env:
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- name: PYTHONPATH
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value: /opt/nuclio/trans-t
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build:
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image: cvat/pth.dschoerk.transt
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baseImage: ubuntu:20.04
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directives:
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preCopy:
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- kind: ENV
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value: PATH="/root/miniconda3/bin:${PATH}"
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- kind: ARG
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value: PATH="/root/miniconda3/bin:${PATH}"
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- kind: RUN
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value: rm -f /etc/apt/sources.list.d/cuda.list /etc/apt/sources.list.d/nvidia-ml.list
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- kind: RUN
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value: apt update && apt install -y --no-install-recommends wget git ca-certificates libglib2.0-0 libgl1 && rm -rf /var/lib/apt/lists/* # libxrender1 libxext6
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- kind: RUN
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value: wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh &&
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chmod +x Miniconda3-latest-Linux-x86_64.sh && bash Miniconda3-latest-Linux-x86_64.sh -b &&
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rm -f Miniconda3-latest-Linux-x86_64.sh
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- kind: WORKDIR
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value: /opt/nuclio
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- kind: RUN
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value: conda create -y -n transt python=3.8
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- kind: SHELL
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value: '["conda", "run", "-n", "transt", "/bin/bash", "-c"]'
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- kind: RUN
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value: git clone --depth 1 --branch v1.0 https://github.com/dschoerk/TransT trans-t
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- kind: RUN
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value: pip install torch==1.7.1+cpu torchvision==0.8.2+cpu torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html
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- kind: RUN
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value: pip install jsonpickle opencv-python
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- kind: RUN
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value: wget --no-check-certificate 'https://drive.google.com/uc?id=1Pq0sK-9jmbLAVtgB9-dPDc2pipCxYdM5' -O /transt.pth
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- kind: RUN
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value: apt remove -y git wget
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- kind: RUN
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value: cd trans-t
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- kind: ENTRYPOINT
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value: '["conda", "run", "-n", "transt"]'
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triggers:
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myHttpTrigger:
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maxWorkers: 1
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kind: 'http'
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workerAvailabilityTimeoutMilliseconds: 10000
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attributes:
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maxRequestBodySize: 33554432 # 32MB
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platform:
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attributes:
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restartPolicy:
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name: always
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maximumRetryCount: 3
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mountMode: volume |