from flask import abort, current_app, flash, Markup, redirect, render_template, request, url_for from flask_breadcrumbs import register_breadcrumb from flask_login import current_user, login_required import requests from app import db, hashids from app.models import ( Job, JobInput, JobStatus, TesseractOCRPipelineModel, SpaCyNLPPipelineModel ) from . import bp, SERVICES from .forms import ( CreateFileSetupPipelineJobForm, CreateTesseractOCRPipelineJobForm, CreateTranskribusHTRPipelineJobForm, CreateSpacyNLPPipelineJobForm ) @bp.route('/services') @register_breadcrumb(bp, '.', 'Services') @login_required def services(): return redirect(url_for('main.dashboard')) @bp.route('/file-setup-pipeline', methods=['GET', 'POST']) @register_breadcrumb(bp, '.file_setup_pipeline', 'File Setup') @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) form = CreateFileSetupPipelineJobForm(prefix='create-job-form', version=version) if form.is_submitted(): if not form.validate(): response = {'errors': form.errors} return response, 400 try: job = Job.create( title=form.title.data, description=form.description.data, service=service, service_args={}, service_version=form.version.data, user=current_user ) except OSError: abort(500) for input_file in form.images.data: try: JobInput.create(input_file, job=job) except (AttributeError, OSError): abort(500) job.status = JobStatus.SUBMITTED db.session.commit() message = Markup(f'Job "{job.title}" created') flash(message, 'job') return {}, 201, {'Location': job.url} return render_template( 'services/file_setup_pipeline.html.j2', title=service_manifest['name'], form=form ) @bp.route('/tesseract-ocr-pipeline', methods=['GET', 'POST']) @register_breadcrumb(bp, '.tesseract_ocr_pipeline', 'Tesseract OCR Pipeline') @login_required def tesseract_ocr_pipeline(): 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) form = CreateTesseractOCRPipelineJobForm(prefix='create-job-form', version=version) if form.is_submitted(): if not form.validate(): response = {'errors': form.errors} return response, 400 try: job = Job.create( title=form.title.data, description=form.description.data, service=service_name, service_args={ 'binarization': form.binarization.data, 'model': hashids.decode(form.model.data), 'ocropus_nlbin_threshold': float(form.ocropus_nlbin_threshold.data) }, service_version=form.version.data, user=current_user ) except OSError: abort(500) try: JobInput.create(form.pdf.data, job=job) except (AttributeError, OSError): abort(500) job.status = JobStatus.SUBMITTED db.session.commit() message = Markup(f'Job "{job.title}" created') flash(message, 'job') return {}, 201, {'Location': job.url} tesseract_ocr_pipeline_models = [ x for x in TesseractOCRPipelineModel.query.all() if version in x.compatible_service_versions and (x.is_public == True or x.user == current_user) ] return render_template( 'services/tesseract_ocr_pipeline.html.j2', title=service_manifest['name'], form=form, tesseract_ocr_pipeline_models=tesseract_ocr_pipeline_models ) @bp.route('/transkribus-htr-pipeline', methods=['GET', 'POST']) @register_breadcrumb(bp, '.transkribus_htr_pipeline', 'Transkribus HTR Pipeline') @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']}) form = CreateTranskribusHTRPipelineJobForm( prefix='create-job-form', transkribus_htr_pipeline_models=transkribus_htr_pipeline_models, version=version ) if form.is_submitted(): if not form.validate(): response = {'errors': form.errors} return response, 400 try: job = Job.create( title=form.title.data, description=form.description.data, service=service, service_args={ 'binarization': form.binarization.data, 'model': form.model.data }, service_version=form.version.data, user=current_user ) except OSError: abort(500) try: JobInput.create(form.pdf.data, job=job) except (AttributeError, OSError): abort(500) job.status = JobStatus.SUBMITTED db.session.commit() message = Markup(f'Job "{job.title}" created') flash(message, 'job') return {}, 201, {'Location': job.url} return render_template( 'services/transkribus_htr_pipeline.html.j2', title=service_manifest['name'], form=form, transkribus_htr_pipeline_models=transkribus_htr_pipeline_models ) @bp.route('/spacy-nlp-pipeline', methods=['GET', 'POST']) @register_breadcrumb(bp, '.spacy_nlp_pipeline', 'SpaCy NLP Pipeline') @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) form = CreateSpacyNLPPipelineJobForm(prefix='create-job-form', version=version) spacy_nlp_pipeline_models = SpaCyNLPPipelineModel.query.all() if form.is_submitted(): if not form.validate(): response = {'errors': form.errors} return response, 400 try: 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: JobInput.create(form.txt.data, job=job) except (AttributeError, OSError): abort(500) job.status = JobStatus.SUBMITTED db.session.commit() message = Markup(f'Job "{job.title}" created') flash(message, 'job') return {}, 201, {'Location': job.url} return render_template( 'services/spacy_nlp_pipeline.html.j2', title=service_manifest['name'], form=form, spacy_nlp_pipeline_models=spacy_nlp_pipeline_models ) @bp.route('/corpus-analysis') @register_breadcrumb(bp, '.corpus_analysis', 'Corpus Analysis') @login_required def corpus_analysis(): return render_template( 'services/corpus_analysis.html.j2', title='Corpus Analysis' )