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.gitlab-ci.yml
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.gitlab-ci.yml
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variables:
PIP_CACHE_DIR: "$CI_PROJECT_DIR/.cache/pip"
before_script:
- set -e
- virtualenv -p python3 venv
- source venv/bin/activate
- pip install -r requirements.txt
- pip install tensorflow
- python setup.py install
cache:
paths:
- .cache/pip
- venv
- calamari_models
stages:
- test
# General training with and without validation or data augmentation
test-cpu:
stage: test
script:
- set -e
- calamari-train --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10
test-cpu-validation:
stage: test
script:
- set -e
- calamari-train --validation calamari_ocr/test/data/uw3_50lines/train/*.png --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10 --early_stopping_frequency 5
test-cpu-augmentation:
stage: test
script:
- set -e
- calamari-train --n_augmentation 5 --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10
test-cpu-validation-augmentation:
stage: test
script:
- set -e
- calamari-train --n_augmentation 5 --validation calamari_ocr/test/data/uw3_50lines/train/*.png --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10 --early_stopping_frequency 5
# cross-fold-training
test-cpu-cross-fold-train:
stage: test
script:
- set -e
- calamari-cross-fold-train --files calamari_ocr/test/data/uw3_50lines/train/*.png --n_folds 3 --best_models_dir tmp_best_models --max_iters 10
test-cpu-cross-fold-train-augmentation:
stage: test
script:
- set -e
- calamari-cross-fold-train --n_augmentation 5 --files calamari_ocr/test/data/uw3_50lines/train/*.png --n_folds 3 --best_models_dir tmp_best_models --max_iters 10
test-cpu-cross-fold-train-preload:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-cross-fold-train --weights calamari_models/antiqua_modern/0.ckpt.json --files calamari_ocr/test/data/uw3_50lines/train/*.png --n_folds 3 --best_models_dir tmp_best_models --max_iters 10
test-cpu-cross-fold-train-preload5:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-cross-fold-train --weights calamari_models/antiqua_modern/0.ckpt.json calamari_models/antiqua_modern/1.ckpt.json calamari_models/antiqua_modern/2.ckpt.json calamari_models/antiqua_modern/3.ckpt.json calamari_models/antiqua_modern/4.ckpt.json --files calamari_ocr/test/data/uw3_50lines/train/*.png --n_folds 5 --best_models_dir tmp_best_models --max_iters 10
# prediction and evaluation including voting
test-cpu-predict-and-eval-with-voting:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-predict --files calamari_ocr/test/data/uw3_50lines/test/*.png --checkpoint calamari_models/antiqua_modern/0.ckpt.json
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/test/*.gt.txt
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/test/*.gt.txt --skip_empty_gt
- calamari-predict --files calamari_ocr/test/data/uw3_50lines/test/*.png --checkpoint calamari_models/antiqua_modern/*.ckpt.json
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/test/*.gt.txt --n_worst_lines 10 --xlsx_output text.xlsx
# loading pretrained model
test-cpu-pretrained:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-train --weights calamari_models/antiqua_historical/0.ckpt.json --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10
test-cpu-pretrained-keep-loaded-codec:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-train --weights calamari_models/antiqua_historical/0.ckpt.json --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10 --keep_loaded_codec
# on-the-fly data loading
test-cpu-data-on-the-fly:
stage: test
script:
- set -e
- calamari-train --train_data_on_the_fly --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10
test-cpu-data-on-the-fly-with-weights:
stage: test
script:
- set -e
- calamari-train --train_data_on_the_fly --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10 --weights calamari_models/antiqua_modern/0.ckpt.json
test-cpu-validation-data-on-the-fly:
stage: test
script:
- set -e
- calamari-train --train_data_on_the_fly --validation_data_on_the_fly --validation calamari_ocr/test/data/uw3_50lines/train/*.png --files calamari_ocr/test/data/uw3_50lines/train/*.png --max_iters 10 --early_stopping_frequency 5
test-cpu-cross-fold-train-augmentation-data-on-the-fly:
stage: test
script:
- set -e
- calamari-cross-fold-train --train_data_on_the_fly --validation_data_on_the_fly --n_augmentation 5 --files calamari_ocr/test/data/uw3_50lines/train/*.png --n_folds 3 --best_models_dir tmp_best_models --max_iters 10
# extended prediction data and average prediction confidence computation
test-cpu-predict-and-eval-with-voting-extended-prediction-data-avg-conf:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-predict --extended_prediction_data --files calamari_ocr/test/data/uw3_50lines/test/*.png --checkpoint calamari_models/antiqua_modern/0.ckpt.json
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/test/*.gt.txt
- python calamari_ocr/scripts/compute_average_prediction_confidence.py --pred calamari_ocr/test/data/uw3_50lines/test/*.json
- calamari-predict --extended_prediction_data --files calamari_ocr/test/data/uw3_50lines/test/*.png --checkpoint calamari_models/antiqua_modern/*.ckpt.json
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/test/*.gt.txt
- python calamari_ocr/scripts/compute_average_prediction_confidence.py --pred calamari_ocr/test/data/uw3_50lines/test/*.json
# train on generated lines
test-cpu-train-on-generated-lines:
stage: test
script:
- set -e
- >
calamari-train
--dataset GENERATED_LINE
--text_generator_params calamari_ocr/test/data/line_generation_config/text_gen_params.json
--line_generator_params calamari_ocr/test/data/line_generation_config/line_gen_params.json
--whitelist_files calamari_ocr/test/data/line_generation_config/whitelist.txt
--no_auto_compute_codec --checkpoint_frequency 5 --display 1.01 --train_data_on_the_fly
--num_threads 4 --batch_size 4 --max_iter 10
# PAGE-XML
test-cpu-train-on-page-xml:
stage: test
script:
- set -e
- >
calamari-train
--files calamari_ocr/test/data/avicanon_pagexml/006.nrm.png calamari_ocr/test/data/avicanon_pagexml/007.nrm.png
--validation calamari_ocr/test/data/avicanon_pagexml/008.nrm.png --validation_dataset PAGEXML
--dataset PAGEXML --display 1.01 --num_threads 1 --early_stopping_frequency 5 --max_iter 10
- >
calamari-cross-fold-train --train_data_on_the_fly --validation_data_on_the_fly --n_augmentation 5
--files calamari_ocr/test/data/avicanon_pagexml/006.nrm.png calamari_ocr/test/data/avicanon_pagexml/007.nrm.png
--dataset PAGEXML --display 1.01
--n_folds 3 --best_models_dir tmp_best_models --max_iters 10
test-cpu-train-on-page-xml-validation-on-files:
stage: test
script:
- set -e
- >
calamari-train
--files calamari_ocr/test/data/avicanon_pagexml/006.nrm.png calamari_ocr/test/data/avicanon_pagexml/007.nrm.png
--validation calamari_ocr/test/data/uw3_50lines/test/*.png
--dataset PAGEXML --display 1.01 --num_threads 1 --early_stopping_frequency 5 --max_iter 10
test-cpu-predict-and-eval-page-xml:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-predict --files calamari_ocr/test/data/avicanon_pagexml/009.nrm.png --checkpoint calamari_models/antiqua_modern/0.ckpt.json --dataset PAGEXML
- calamari-eval --gt calamari_ocr/test/data/avicanon_pagexml/009.xml --dataset PAGEXML --pred_ext .pred.xml
# HDF5
test-cpu-train-on-hdf5:
stage: test
script:
- set -e
- >
calamari-train
--files calamari_ocr/test/data/uw3_50lines/uw3-50lines.h5
--validation calamari_ocr/test/data/uw3_50lines/uw3-50lines.h5 --validation_dataset HDF5
--dataset HDF5 --display 1.01 --num_threads 2 --early_stopping_frequency 5 --max_iter 10
--data_preprocessing NOOP_NORMALIZER
test-cpu-predict-and-eval-hdf5:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-predict --files calamari_ocr/test/data/uw3_50lines/uw3-50lines.h5 --checkpoint calamari_models/antiqua_modern/0.ckpt.json --dataset HDF5
- calamari-eval --gt calamari_ocr/test/data/uw3_50lines/uw3-50lines.h5 --dataset HDF5 --pred_ext .pred.h5 --n_worst_lines 100
# ABBYY-XML
test-cpu-train-on-abbyy-xml:
stage: test
script:
- set -e
- >
calamari-train
--files calamari_ocr/test/data/hiltl_die_bank_des_verderbens_abbyyxml/*.jpg
--validation calamari_ocr/test/data/hiltl_die_bank_des_verderbens_abbyyxml/*.jpg --validation_dataset ABBYY
--dataset ABBYY --display 1.01 --num_threads 1 --early_stopping_frequency 5 --max_iter 10
test-cpu-train-on-aabbyy-xml-validation-on-page-xml:
stage: test
script:
- set -e
- >
calamari-train
--files calamari_ocr/test/data/hiltl_die_bank_des_verderbens_abbyyxml/*.jpg
--validation calamari_ocr/test/data/avicanon_pagexml/008.nrm.png --validation_dataset PAGEXML
--dataset ABBYY --display 1.01 --num_threads 1 --early_stopping_frequency 5 --max_iter 10
test-cpu-predict-and-eval-abbyy-xml:
stage: test
script:
- set -e
- git clone --depth 1 https://github.com/Calamari-OCR/calamari_models.git || true
- calamari-predict --files calamari_ocr/test/data/hiltl_die_bank_des_verderbens_abbyyxml/*.jpg --checkpoint calamari_models/antiqua_modern/0.ckpt.json --dataset ABBYY
- calamari-eval --gt calamari_ocr/test/data/hiltl_die_bank_des_verderbens_abbyyxml/*.abbyy.xml --dataset ABBYY --pred_ext .pred.abbyy.xml