2022-10-12 13:10:55 +00:00
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from flask import abort, current_app, flash, make_response, Markup, render_template, request
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2022-09-02 11:07:30 +00:00
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from flask_login import current_user, login_required
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2022-10-12 13:10:55 +00:00
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import requests
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2022-02-08 11:26:20 +00:00
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from app import db, hashids
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2022-04-22 13:27:52 +00:00
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from app.models import (
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Job,
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JobInput,
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JobStatus,
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2022-11-08 13:11:57 +00:00
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TesseractOCRPipelineModel,
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SpaCyNLPPipelineModel
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)
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2022-09-02 11:07:30 +00:00
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from . import bp, SERVICES
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from .forms import (
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CreateFileSetupPipelineJobForm,
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CreateTesseractOCRPipelineJobForm,
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CreateTranskribusHTRPipelineJobForm,
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CreateSpacyNLPPipelineJobForm
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)
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2019-07-19 11:28:17 +00:00
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2022-04-04 11:31:09 +00:00
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@bp.route('/file-setup-pipeline', methods=['GET', 'POST'])
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2019-08-05 13:35:18 +00:00
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@login_required
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def file_setup_pipeline():
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service = 'file-setup-pipeline'
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service_manifest = SERVICES[service]
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version = request.args.get('version', service_manifest['latest_version'])
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if version not in service_manifest['versions']:
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abort(404)
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form = CreateFileSetupPipelineJobForm(prefix='create-job-form', version=version)
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2020-11-13 09:01:51 +00:00
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if form.is_submitted():
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if not form.validate():
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response = {'errors': form.errors}
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return response, 400
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2019-08-05 13:35:18 +00:00
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try:
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job = Job.create(
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title=form.title.data,
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description=form.description.data,
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service=service,
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service_args={},
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service_version=form.version.data,
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user=current_user
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2022-02-03 11:39:16 +00:00
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)
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except OSError:
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abort(500)
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for input_file in form.images.data:
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try:
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JobInput.create(input_file, job=job)
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except (AttributeError, OSError):
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abort(500)
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job.status = JobStatus.SUBMITTED
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db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
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flash(message, 'job')
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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,
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title=service_manifest['name']
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)
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@bp.route('/tesseract-ocr-pipeline', methods=['GET', 'POST'])
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@login_required
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def tesseract_ocr_pipeline():
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service_name = 'tesseract-ocr-pipeline'
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service_manifest = SERVICES[service_name]
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version = request.args.get('version', service_manifest['latest_version'])
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if version not in service_manifest['versions']:
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abort(404)
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form = CreateTesseractOCRPipelineJobForm(prefix='create-job-form', version=version)
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if form.is_submitted():
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if not form.validate():
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response = {'errors': form.errors}
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return response, 400
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try:
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job = Job.create(
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title=form.title.data,
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description=form.description.data,
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service=service_name,
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service_args={
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'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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},
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service_version=form.version.data,
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user=current_user
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)
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except OSError:
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abort(500)
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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)
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job.status = JobStatus.SUBMITTED
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db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
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flash(message, 'job')
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return {}, 201, {'Location': job.url}
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tesseract_ocr_pipeline_models = [
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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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]
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return render_template(
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'services/tesseract_ocr_pipeline.html.j2',
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form=form,
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tesseract_ocr_pipeline_models=tesseract_ocr_pipeline_models,
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title=service_manifest['name']
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)
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@bp.route('/transkribus-htr-pipeline', methods=['GET', 'POST'])
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@login_required
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def transkribus_htr_pipeline():
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if not current_app.config.get('NOPAQUE_TRANSKRIBUS_ENABLED'):
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abort(404)
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service = 'transkribus-htr-pipeline'
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service_manifest = SERVICES[service]
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version = request.args.get('version', service_manifest['latest_version'])
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if version not in service_manifest['versions']:
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abort(404)
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r = requests.get(
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'https://transkribus.eu/TrpServer/rest/models/text',
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headers={'Accept': 'application/json'}
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)
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if r.status_code != 200:
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abort(500)
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transkribus_htr_pipeline_models = r.json()['trpModelMetadata']
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form = CreateTranskribusHTRPipelineJobForm(
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transkribus_htr_pipeline_models=transkribus_htr_pipeline_models,
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prefix='create-job-form',
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version=version
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)
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if form.is_submitted():
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if not form.validate():
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response = {'errors': form.errors}
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return response, 400
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try:
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job = Job.create(
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title=form.title.data,
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description=form.description.data,
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service=service,
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service_args={
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'binarization': form.binarization.data,
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'model': form.model.data
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},
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service_version=form.version.data,
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user=current_user
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)
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except OSError:
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abort(500)
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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)
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job.status = JobStatus.SUBMITTED
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db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
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flash(message, 'job')
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return {}, 201, {'Location': job.url}
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return render_template(
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'services/transkribus_htr_pipeline.html.j2',
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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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)
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@bp.route('/spacy-nlp-pipeline', methods=['GET', 'POST'])
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@login_required
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def spacy_nlp_pipeline():
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service = 'spacy-nlp-pipeline'
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service_manifest = SERVICES[service]
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version = request.args.get('version', SERVICES[service]['latest_version'])
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if version not in service_manifest['versions']:
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abort(404)
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form = CreateSpacyNLPPipelineJobForm(prefix='create-job-form', version=version)
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spacy_nlp_pipeline_models = SpaCyNLPPipelineModel.query.all()
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if form.is_submitted():
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if not form.validate():
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response = {'errors': form.errors}
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return response, 400
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try:
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job = Job.create(
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title=form.title.data,
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description=form.description.data,
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service=service,
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service_args={
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'encoding_detection': form.encoding_detection.data,
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'model': form.model.data
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},
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service_version=form.version.data,
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user=current_user
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)
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except OSError:
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abort(500)
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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)
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job.status = JobStatus.SUBMITTED
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db.session.commit()
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message = Markup(f'Job "<a href="{job.url}">{job.title}</a>" created')
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flash(message, 'job')
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return {}, 201, {'Location': job.url}
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return render_template(
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'services/spacy_nlp_pipeline.html.j2',
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form=form,
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spacy_nlp_pipeline_models=spacy_nlp_pipeline_models,
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title=service_manifest['name']
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)
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@bp.route('/corpus-analysis')
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@login_required
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def corpus_analysis():
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return render_template(
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'services/corpus_analysis.html.j2',
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title='Corpus analysis'
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)
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