nopaque/app/services/routes.py

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from flask import abort, current_app, flash, make_response, Markup, render_template, request
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from flask_login import current_user, login_required
import requests
from app import db, hashids
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from app.models import (
Job,
JobInput,
JobStatus,
TesseractOCRPipelineModel,
SpaCyNLPPipelineModel
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)
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from . import bp, SERVICES
from .forms import (
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CreateFileSetupPipelineJobForm,
CreateTesseractOCRPipelineJobForm,
CreateTranskribusHTRPipelineJobForm,
CreateSpacyNLPPipelineJobForm
)
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@bp.route('/file-setup-pipeline', methods=['GET', 'POST'])
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@login_required
def file_setup_pipeline():
service = 'file-setup-pipeline'
service_manifest = SERVICES[service]
version = request.args.get('version', service_manifest['latest_version'])
if version not in service_manifest['versions']:
abort(404)
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form = CreateFileSetupPipelineJobForm(prefix='create-job-form', version=version)
if form.is_submitted():
if not form.validate():
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response = {'errors': form.errors}
return response, 400
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try:
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job = Job.create(
title=form.title.data,
description=form.description.data,
service=service,
service_args={},
service_version=form.version.data,
user=current_user
)
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except OSError:
abort(500)
for input_file in form.images.data:
try:
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JobInput.create(input_file, job=job)
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except (AttributeError, OSError):
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abort(500)
job.status = JobStatus.SUBMITTED
db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
flash(message, 'job')
return {}, 201, {'Location': job.url}
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return render_template(
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'services/file_setup_pipeline.html.j2',
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form=form,
title=service_manifest['name']
)
@bp.route('/tesseract-ocr-pipeline', methods=['GET', 'POST'])
@login_required
def tesseract_ocr_pipeline():
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service_name = 'tesseract-ocr-pipeline'
service_manifest = SERVICES[service_name]
version = request.args.get('version', service_manifest['latest_version'])
if version not in service_manifest['versions']:
abort(404)
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form = CreateTesseractOCRPipelineJobForm(prefix='create-job-form', version=version)
if form.is_submitted():
if not form.validate():
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response = {'errors': form.errors}
return response, 400
try:
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job = Job.create(
title=form.title.data,
description=form.description.data,
service=service_name,
service_args={
'binarization': form.binarization.data,
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'model': hashids.decode(form.model.data),
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'ocropus_nlbin_threshold': float(form.ocropus_nlbin_threshold.data)
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},
service_version=form.version.data,
user=current_user
)
except OSError:
abort(500)
try:
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JobInput.create(form.pdf.data, job=job)
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except (AttributeError, OSError):
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abort(500)
job.status = JobStatus.SUBMITTED
db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
flash(message, 'job')
return {}, 201, {'Location': job.url}
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tesseract_ocr_pipeline_models = [
x for x in TesseractOCRPipelineModel.query.all()
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if version in x.compatible_service_versions and (x.is_public == True or x.user == current_user)
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]
return render_template(
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'services/tesseract_ocr_pipeline.html.j2',
form=form,
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tesseract_ocr_pipeline_models=tesseract_ocr_pipeline_models,
title=service_manifest['name']
)
@bp.route('/transkribus-htr-pipeline', methods=['GET', 'POST'])
@login_required
def transkribus_htr_pipeline():
if not current_app.config.get('NOPAQUE_TRANSKRIBUS_ENABLED'):
abort(404)
service = 'transkribus-htr-pipeline'
service_manifest = SERVICES[service]
version = request.args.get('version', service_manifest['latest_version'])
if version not in service_manifest['versions']:
abort(404)
r = requests.get(
'https://transkribus.eu/TrpServer/rest/models/text',
headers={'Accept': 'application/json'}
)
if r.status_code != 200:
abort(500)
transkribus_htr_pipeline_models = r.json()['trpModelMetadata']
transkribus_htr_pipeline_models.append({'modelId': 48513, 'name': 'Caroline Minuscle', 'language': 'lat', 'isoLanguages': ['lat']})
print(transkribus_htr_pipeline_models[len(transkribus_htr_pipeline_models)-1])
form = CreateTranskribusHTRPipelineJobForm(
transkribus_htr_pipeline_models=transkribus_htr_pipeline_models,
prefix='create-job-form',
version=version
)
if form.is_submitted():
if not form.validate():
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response = {'errors': form.errors}
return response, 400
try:
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job = Job.create(
title=form.title.data,
description=form.description.data,
service=service,
service_args={
'binarization': form.binarization.data,
'model': form.model.data
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},
service_version=form.version.data,
user=current_user
)
except OSError:
abort(500)
try:
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JobInput.create(form.pdf.data, job=job)
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except (AttributeError, OSError):
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abort(500)
job.status = JobStatus.SUBMITTED
db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
flash(message, 'job')
return {}, 201, {'Location': job.url}
return render_template(
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'services/transkribus_htr_pipeline.html.j2',
form=form,
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title=service_manifest['name'],
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transkribus_htr_pipeline_models=transkribus_htr_pipeline_models
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)
@bp.route('/spacy-nlp-pipeline', methods=['GET', 'POST'])
@login_required
def spacy_nlp_pipeline():
service = 'spacy-nlp-pipeline'
service_manifest = SERVICES[service]
version = request.args.get('version', SERVICES[service]['latest_version'])
if version not in service_manifest['versions']:
abort(404)
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form = CreateSpacyNLPPipelineJobForm(prefix='create-job-form', version=version)
spacy_nlp_pipeline_models = SpaCyNLPPipelineModel.query.all()
if form.is_submitted():
if not form.validate():
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response = {'errors': form.errors}
return response, 400
try:
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job = Job.create(
title=form.title.data,
description=form.description.data,
service=service,
service_args={
'encoding_detection': form.encoding_detection.data,
'model': form.model.data
},
service_version=form.version.data,
user=current_user
)
except OSError:
abort(500)
try:
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JobInput.create(form.txt.data, job=job)
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except (AttributeError, OSError):
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abort(500)
job.status = JobStatus.SUBMITTED
db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
flash(message, 'job')
return {}, 201, {'Location': job.url}
return render_template(
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'services/spacy_nlp_pipeline.html.j2',
form=form,
spacy_nlp_pipeline_models=spacy_nlp_pipeline_models,
title=service_manifest['name']
)
@bp.route('/corpus-analysis')
@login_required
def corpus_analysis():
return render_template(
'services/corpus_analysis.html.j2',
title='Corpus analysis'
)