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[Feat] Adding pytorch DDP script of detection task (#1777) #2900

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[Feat] Adding pytorch DDP script of detection task (#1777)

[Feat] Adding pytorch DDP script of detection task (#1777) #2900

Workflow file for this run

.github/workflows/references.yml at c3ec3cb
name: references
on:
push:
branches: main
pull_request:
branches: main
jobs:
train-char-classification:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
pip install -r references/requirements.txt
sudo apt-get update && sudo apt-get install fonts-freefont-ttf -y
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
pip install -r references/requirements.txt
sudo apt-get update && sudo apt-get install fonts-freefont-ttf -y
- if: matrix.framework == 'tensorflow'
name: Train for a short epoch (TF)
run: python references/classification/train_tensorflow_character.py vit_s -b 32 --val-samples 1 --train-samples 1 --epochs 1
- if: matrix.framework == 'pytorch'
name: Train for a short epoch (PT)
run: python references/classification/train_pytorch_character.py vit_s -b 32 --val-samples 1 --train-samples 1 --epochs 1
train-orientation-classification:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
pip install -r references/requirements.txt
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
pip install -r references/requirements.txt
- name: Download and extract detection toy set
run: |
wget https://github.com/mindee/doctr/releases/download/v0.3.1/toy_detection_set-bbbb4243.zip
sudo apt-get update && sudo apt-get install unzip -y
unzip toy_detection_set-bbbb4243.zip -d det_set
- name: Download and extract recognition toy set
run: |
wget https://github.com/mindee/doctr/releases/download/v0.3.1/toy_recogition_set-036a4d80.zip
sudo apt-get update && sudo apt-get install unzip -y
unzip toy_recogition_set-036a4d80.zip -d reco_set
- if: matrix.framework == 'tensorflow'
name: Train for a short epoch (TF) (document orientation)
run: python references/classification/train_tensorflow_orientation.py resnet18 --type page --train_path ./det_set --val_path ./det_set -b 2 --epochs 1
- if: matrix.framework == 'pytorch'
name: Train for a short epoch (PT) (document orientation)
run: python references/classification/train_pytorch_orientation.py resnet18 --type page --train_path ./det_set --val_path ./det_set -b 2 --epochs 1
- if: matrix.framework == 'tensorflow'
name: Train for a short epoch (TF) (crop orientation)
run: python references/classification/train_tensorflow_orientation.py resnet18 --type crop --train_path ./reco_set --val_path ./reco_set -b 4 --epochs 1
- if: matrix.framework == 'pytorch'
name: Train for a short epoch (PT) (crop orientation)
run: python references/classification/train_pytorch_orientation.py resnet18 --type crop --train_path ./reco_set --val_path ./reco_set -b 4 --epochs 1
train-text-recognition:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
pip install -r references/requirements.txt
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
pip install -r references/requirements.txt
- name: Download and extract toy set
run: |
wget https://github.com/mindee/doctr/releases/download/v0.3.1/toy_recogition_set-036a4d80.zip
sudo apt-get update && sudo apt-get install unzip -y
unzip toy_recogition_set-036a4d80.zip -d reco_set
- if: matrix.framework == 'tensorflow'
name: Train for a short epoch (TF)
run: python references/recognition/train_tensorflow.py crnn_vgg16_bn --train_path ./reco_set --val_path ./reco_set -b 4 --epochs 1
- if: matrix.framework == 'pytorch'
name: Train for a short epoch (PT)
run: python references/recognition/train_pytorch.py crnn_mobilenet_v3_small --train_path ./reco_set --val_path ./reco_set -b 4 --epochs 1
evaluate-text-recognition:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
- if: matrix.framework == 'tensorflow'
name: Evaluate text recognition (TF)
run: python references/recognition/evaluate_tensorflow.py crnn_mobilenet_v3_small --dataset IIIT5K -b 32
- if: matrix.framework == 'pytorch'
name: Evaluate text recognition (PT)
run: python references/recognition/evaluate_pytorch.py crnn_mobilenet_v3_small --dataset IIIT5K -b 32
latency-text-recognition:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
- if: matrix.framework == 'tensorflow'
name: Benchmark latency (TF)
run: python references/recognition/latency_tensorflow.py crnn_mobilenet_v3_small --it 5
- if: matrix.framework == 'pytorch'
name: Benchmark latency (PT)
run: python references/recognition/latency_pytorch.py crnn_mobilenet_v3_small --it 5
train-text-detection:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}-
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-${{ hashFiles('references/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}-
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
pip install -r references/requirements.txt
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
pip install -r references/requirements.txt
- name: Download and extract toy set
run: |
wget https://github.com/mindee/doctr/releases/download/v0.3.1/toy_detection_set-bbbb4243.zip
sudo apt-get update && sudo apt-get install unzip -y
unzip toy_detection_set-bbbb4243.zip -d det_set
- if: matrix.framework == 'tensorflow'
name: Train for a short epoch (TF)
run: python references/detection/train_tensorflow.py linknet_resnet18 --train_path ./det_set --val_path ./det_set -b 2 --epochs 1
- if: matrix.framework == 'pytorch'
name: Train for a short epoch (PT)
run: python references/detection/train_pytorch.py db_mobilenet_v3_large --train_path ./det_set --val_path ./det_set -b 2 --epochs 1
evaluate-text-detection:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
pip install -r references/requirements.txt
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
pip install -r references/requirements.txt
- if: matrix.framework == 'tensorflow'
name: Evaluate text detection (TF)
run: python references/detection/evaluate_tensorflow.py db_mobilenet_v3_large
- if: matrix.framework == 'pytorch'
name: Evaluate text detection (PT)
run: python references/detection/evaluate_pytorch.py db_mobilenet_v3_large
latency-text-detection:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest]
python: ["3.10"]
framework: [tensorflow, pytorch]
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python }}
architecture: x64
- if: matrix.framework == 'tensorflow'
name: Cache python modules (TF)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements.txt') }}
- if: matrix.framework == 'pytorch'
name: Cache python modules (PT)
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pkg-deps-${{ matrix.python }}-${{ hashFiles('requirements-pt.txt') }}
- if: matrix.framework == 'tensorflow'
name: Install dependencies (TF)
run: |
python -m pip install --upgrade pip
pip install -e .[tf,viz,html] --upgrade
- if: matrix.framework == 'pytorch'
name: Install dependencies (PT)
run: |
python -m pip install --upgrade pip
pip install -e .[torch,viz,html] --upgrade
- if: matrix.framework == 'tensorflow'
name: Benchmark latency (TF)
run: python references/detection/latency_tensorflow.py db_mobilenet_v3_large --it 5 --size 512
- if: matrix.framework == 'pytorch'
name: Benchmark latency (PT)
run: python references/detection/latency_pytorch.py db_mobilenet_v3_large --it 5 --size 512