views.py 21 KB
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"""
    Routes
"""
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import copy
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import io
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import itertools
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import json
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import logging
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import subprocess
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import tempfile
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from datetime import datetime
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from operator import itemgetter
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from pathlib import Path
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from urllib.parse import quote_plus, urlencode
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import requests
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import tableschema
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from backports.datetime_fromisoformat import MonkeyPatch
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from commonmark import commonmark
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from flask import make_response, redirect, render_template, request, url_for
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from validata_core import compute_badge, messages
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import tabulator

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from . import app, config, ui_config, table_schema_catalog, schema_from_url
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from .ui_util import flash_error, flash_warning
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from .validata_util import ValidataResource, URLValidataResource, UploadedFileValidataResource
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MonkeyPatch.patch_fromisoformat()

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log = logging.getLogger(__name__)

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class SchemaInstance():
    """Handly class to handle schema information"""

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    def __init__(self, url=None, name=None, ref=None, spec=None, versions=None):
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        """This function is not intended to be called directly
        but via from_parameters() static method!"""
        self.url = url
        self.name = name
        self.ref = ref
        self.spec = spec
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        self.versions = versions
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    @staticmethod
    def from_parameters(parameter_dict, table_schema_catalog):
        """Initializes schema instance from requests dict and tableschema catalog (for name ref)
        """
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        schema_url, schema_name, schema_ref, versions = None, None, None, None
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        # From schema_url
        if 'schema_url' in parameter_dict:
            schema_url = parameter_dict["schema_url"]

        # from schema_name (and schema_ref)
        elif 'schema_name' in parameter_dict:
            schema_name = parameter_dict['schema_name']
            schema_ref = parameter_dict.get('schema_ref')

            # Unknown schema name?
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            table_schema_reference = table_schema_catalog.reference_by_name.get(schema_name)
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            if table_schema_reference is None:
                return None

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            # Git refs
            if table_schema_reference:
                versions = table_schema_reference.get_refs()
            options = {'ref': schema_ref} if schema_ref else {}
            schema_url = table_schema_reference.get_schema_url(**options)
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        # else???
        else:
            return None

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        return SchemaInstance(schema_url, schema_name, schema_ref, schema_from_url(schema_url), versions)
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    def request_parameters(self):
        if self.name:
            return {
                'schema_name': self.name,
                'schema_ref': '' if self.ref is None else self.ref
            }
        return {
            'schema_url': self.url
        }


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def extract_source_data(source: ValidataResource, preview_rows_nb=5):
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    """ Computes table preview """
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    def stringify(val):
        """ Transform value into string """
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        return '' if val is None else str(val)
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    header = None
    rows = []
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    nb_rows = 0
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    # if source.format == "csv":
    #     options['delimiter'] = csv_helpers.detect_dialect(source.source, format=source.format, scheme=source.scheme,
    #                                                       custom_loaders=custom_loaders).delimiter
    tabulator_source, tabulator_options = source.build_tabulator_stream_args()
    with tabulator.Stream(tabulator_source, tabulator_options) as stream:
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        for row in stream:
            if header is None:
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                header = ['' if v is None else v for v in row]
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            else:
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                rows.append(list(map(stringify, row)))
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                nb_rows += 1
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    preview_rows_nb = min(preview_rows_nb, nb_rows)
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    return {'header': header,
            'rows_nb': nb_rows,
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            'data_rows': rows,
            'preview_rows_nb': preview_rows_nb,
            'preview_rows': rows[:preview_rows_nb]}
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def improve_errors(errors):
    """Add context to errors, converts markdown content to HTML"""
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    def improve_err(err):
        """Adds context info based on row-nb presence and converts content to HTML"""
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        # Context
        update_keys = {
            'context': 'body' if 'row-number' in err and not err['row-number'] is None else 'table',
        }
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        # markdown to HTML (with default values for 'title' and 'content')
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        # Set default title if no title
        if not 'title' in err:
            update_keys['title'] = '[{}]'.format(err['code'])
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        # Convert message to markdown only if no content
        # => for pre-checks errors
        if 'message' in err and not 'content' in err:
            update_keys['message'] = commonmark(err['message'])
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        # Else, default message
        elif not 'message' in err or err['message'] is None:
            update_keys['message'] = '[{}]'.format(err['code'])
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        # Message content
        md_content = '*content soon available*' if not 'content' in err else err['content']
        update_keys['content'] = commonmark(md_content)
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        return {**err, **update_keys}
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    return list(map(improve_err, errors))
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def create_validata_ui_report(validata_core_report, schema_dict):
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    """ Creates an error report easier to handle and display in templates:
        - only one table
        - errors are contextualized
        - error-counts is ok
        - errors are grouped by lines
        - errors are separated into "structure" and "body"
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        - error messages are improved
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    """
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    report = copy.deepcopy(validata_core_report)
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    # One table is enough
    del report['table-count']
    report['table'] = report['tables'][0]
    del report['tables']
    del report['table']['error-count']
    del report['table']['time']
    del report['table']['valid']
    del report['valid']
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    # use _ instead of - to ease information picking in jinja2 template
    report['table']['row_count'] = report['table']['row-count']

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    # Handy col_count info
    headers = report['table'].get('headers', [])
    report['table']['col_count'] = len(headers)

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    # Computes column info
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    fields_dict = {f['name']: (f.get('title', 'titre non défini'), f.get('description', ''))
                   for f in schema_dict.get('fields', [])}
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    report['table']['headers_title'] = [fields_dict[h][0] if h in fields_dict else 'colonne inconnue' for h in headers]
    report['table']['headers_description'] = [fields_dict[h][1]
                                              if h in fields_dict else 'Cette colonne n\'est pas définie dans le schema' for h in headers]
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    # Provide better (french) messages
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    errors = improve_errors(report['table']['errors'])
    del report['table']['errors']
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    # Count errors
    report['error_count'] = len(errors)
    del report['error-count']

    # Then group them in 2 groups : structure and body
    report['table']['errors'] = {'structure': [], 'body': []}
    for err in errors:
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        if err['tag'] == 'structure':
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            report['table']['errors']['structure'].append(err)
        else:
            report['table']['errors']['body'].append(err)

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    # Checks if there are structure errors different to invalid-column-delimiter
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    structure_errors = report['table']['errors']['structure']
    report['table']['do_display_body_errors'] = len(structure_errors) == 0 or \
        all(err['code'] == 'invalid-column-delimiter' for err in structure_errors)
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    # Checks if a column comparison is needed
    header_errors = ('missing-headers', 'extra-headers', 'wrong-headers-order')
    structure_errors = [{**err, 'in_column_comp': err['code'] in header_errors} for err in structure_errors]
    report['table']['errors']['structure'] = structure_errors
    column_comparison_needed = any(err['in_column_comp'] == True for err in structure_errors)
    column_comparison_table = []
    if column_comparison_needed:
        column_comparison_table = []
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        field_names = [f['name'] for f in schema_dict.get('fields', [])]
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        has_case_errors = False
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        for t in itertools.zip_longest(headers, field_names, fillvalue=''):
            status = 'ok' if t[0] == t[1] else 'ko'
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            if not has_case_errors and status == 'ko' and t[0].lower() == t[1].lower():
                has_case_errors = True
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            column_comparison_table.append((*t, status))
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        info = {}
        info['table'] = column_comparison_table
        info['has_missing'] = len(headers) < len(field_names)
        info['has_case_errors'] = has_case_errors
        report['table']['column_comparison_info'] = info
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    report['table']['column_comparison_needed'] = column_comparison_needed

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    # Group body errors by row id
    rows = []
    current_row_id = 0
    for err in report['table']['errors']['body']:
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        if not 'row-number' in err:
            print('ERR', err)
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        row_id = err['row-number']
        del err['row-number']
        del err['context']
        if row_id != current_row_id:
            current_row_id = row_id
            rows.append({'row_id': current_row_id, 'errors': {}})

        column_id = err.get('column-number')
        if column_id is not None:
            del err['column-number']
            rows[-1]['errors'][column_id] = err
        else:
            rows[-1]['errors']['row'] = err
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    report['table']['errors']['body_by_rows'] = rows
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    # Sort by error names in statistics
    stats = report['table']['error-stats']
    code_title_map = messages.ERROR_MESSAGE_DEFAULT_TITLE
    for key in ('structure-errors', 'value-errors'):
        # convert dict into tuples with french title instead of error code
        # and sorts by title
        stats[key]['count-by-code'] = sorted([(code_title_map.get(k, k), v) for k, v in stats[key]['count-by-code'].items()],
                                             key=itemgetter(0))

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    return report


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def compute_badge_message_and_color(badge):
    """Computes message and color from badge information"""
    structure = badge['structure']
    body = badge.get('body')

    # Bad structure, stop here
    if structure == 'KO':
        return (
            'structure invalide', 'red')

    # No body error
    if body == 'OK':
        return ('structure invalide', 'orange') if structure == 'WARN' else ('valide', 'green')

    # else compute quality ratio percent
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    p = (1 - badge['error-ratio']) * 100.0
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    msg = 'cellules valides : {:.1f}%'.format(p)
    return (msg, 'red') if body == 'KO' else (msg, 'orange')


def get_badge_url_and_message(badge):
    """Gets badge url from badge information"""

    msg, color = compute_badge_message_and_color(badge)
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    return ('{}static/v1.svg?label=Validata&message={}&color={}'.format(
        config.SHIELDS_IO_BASE_URL, quote_plus(msg), color), msg)
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def validate(schema_instance: SchemaInstance, source: ValidataResource):
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    """ Validate source and display report """

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    # Validation is done through http call to validata-api
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    if config.API_VALIDATE_ENDPOINT is None:
        flash_error("No Validate endpoint defined :-(")
        return redirect(url_for("custom_validator"))
    api_url = config.API_VALIDATE_ENDPOINT
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    # Useful to receive response as JSON
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    headers = {"Accept": "application/json"}

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    try:
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        if source.type == 'url':
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            params = {
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                "schema": schema_instance.url,
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                "url": source.url,
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            }
            req = requests.get(api_url, params=params, headers=headers)

        else:
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            files = {'file': (source.filename, source.build_reader())}
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            data = {"schema": schema_instance.url}
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            req = requests.post(api_url, data=data, files=files, headers=headers)

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        # 400
        if req.status_code == 400:
            json_response = req.json()
            flash_error("Une erreur est survenue durant la validation: {}"
                        .format(json_response.get('message')))
            return redirect(url_for("home"))

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        if not req.ok:
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            flash_error("Un erreur s'est produite côté serveur :-(")
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            return redirect(url_for("home"))
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        json_response = req.json()
        validata_core_report = json_response['report']
        schema_dict = json_response['schema']
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    except requests.ConnectionError as err:
        logging.exception(err)
        flash_error(str(err))
        return redirect(url_for('home'))
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    # Computes badge from report and badge configuration
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    badge = compute_badge(validata_core_report, config.BADGE_CONFIG)
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    badge_url, badge_msg = get_badge_url_and_message(badge)

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    source_errors = [err for err in validata_core_report['tables'][0]['errors'] if err['code'] == 'source-error']
    if source_errors:
        err = source_errors[0]
        msg = "l'encodage du fichier est invalide. Veuillez le corriger" if 'charmap' in err[
            'message'] else err['message']
        flash_error('Erreur de source : {}'.format(msg))
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        return redirect(url_for('custom_validator'))
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    source_data = extract_source_data(source)
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    # handle report date
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    report_datetime = datetime.fromisoformat(validata_core_report['date']).astimezone()
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    # Enhance validata_core_report
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    validata_report = create_validata_ui_report(validata_core_report, schema_dict)
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    # Display report to the user
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    validator_form_url = compute_validation_form_url(schema_instance)
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    schema_info, validator_title = compute_schema_info(schema_instance.spec, schema_instance.url)
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    pdf_report_url = url_for('pdf_report')+'?'+urlencode(schema_instance.request_parameters())
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    return render_template('validation_report.html', title='Rapport de validation',
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                           schema_info=schema_info, report=validata_report,
                           pdf_report_url=pdf_report_url,
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                           validation_date=report_datetime.strftime('le %d/%m/%Y à %Hh%M'),
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                           source=source, source_type=source.type, source_data=source_data,
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                           schema_current_version=schema_instance.ref,
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                           print_mode=request.args.get('print', 'false') == 'true',
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                           badge_url=badge_url, badge_msg=badge_msg,
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                           report_str=json.dumps(validata_report, sort_keys=True, indent=2),
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                           breadcrumbs=[{'url': url_for('home'), 'title': 'Accueil'},
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                                        {'url': validator_form_url, 'title': validator_title},
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                                        ])
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def bytes_data(f):
    """ Gets bytes data from Werkzeug FileStorage instance """
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    iob = io.BytesIO()
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    f.save(iob)
    iob.seek(0)
    return iob.getvalue()


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def hydrate_ui_config(ui_config, table_schema_catalog):

    hydrated_ui_config = ui_config.copy()

    table_schema_ref_list = []
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    for ref in table_schema_catalog.references:
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        table_schema = schema_from_url(ref.get_schema_url())
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        info = {
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            "name": ref.name,
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            **{k: v for k, v in table_schema.descriptor.items() if k != 'fields'}
        }
        table_schema_ref_list.append(info)

    # TODO: change this hard-coded affectation
    hydrated_ui_config['sections'][0]['catalog'] = table_schema_ref_list

    return hydrated_ui_config

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# Routes


@app.route('/')
def home():
    """ Home page """
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    flash_warning('Ce service est fourni en mode beta - certains problèmes peuvent subsister - nous mettons tout en œuvre pour améliorer son fonctionnement en continu.')
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    return render_template('home.html', title='Accueil', config=hydrate_ui_config(ui_config, table_schema_catalog))
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@app.route('/pdf')
def pdf_report():
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    """PDF report generation"""
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    err_prefix = 'Erreur de génération du rapport PDF'
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    url_param = request.args.get('url')
    if not url_param:
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        flash_error(err_prefix + ': URL non fournie')
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        return redirect(url_for('home'))
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    schema_instance = SchemaInstance.from_parameters(request.args, table_schema_catalog)
    if schema_instance is None:
        flash_error(err_prefix + ': Information de schema non fournie')
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        return redirect(url_for('home'))

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    # Compute pdf url report
    base_url = url_for('custom_validator', _external=True)
    parameter_dict = {
        'input': 'url',
        'print': 'true',
        'url': url_param,
        **schema_instance.request_parameters()
    }
    validation_url = base_url + '?' + urlencode(parameter_dict)

    # Create temp file to save validation report
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    with tempfile.NamedTemporaryFile(prefix='validata_{}_report_'.format(datetime.now().timestamp()), suffix='.pdf') as tmpfile:
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        tmp_pdf_report = Path(tmpfile.name)
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    # Use chromium headless to generate PDF from validation report page
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    cmd = ['chromium', '--headless', '--disable-gpu',
           '--print-to-pdf={}'.format(str(tmp_pdf_report)), validation_url]
    result = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
    if result.returncode != 0:
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        flash_error(err_prefix)
        log.error("Command %r returned an error: %r", cmd, result.stdout.decode('utf-8'))
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        if tmp_pdf_report.exists():
            tmp_pdf_report.unlink()
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        return redirect(url_for('home'))
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    # Send PDF report
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    pdf_filename = 'Rapport de validation {}.pdf'.format(datetime.now().strftime('%d-%m-%Y %Hh%M'))
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    response = make_response(tmp_pdf_report.read_bytes())
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    response.headers.set('Content-disposition', 'attachment', filename=pdf_filename)
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    response.headers.set('Content-type', 'application/pdf')
    response.headers.set('Content-length', tmp_pdf_report.stat().st_size)

    tmp_pdf_report.unlink()

    return response


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def compute_schema_info(table_schema: tableschema.Schema, schema_url):
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    """Factor code for validator form page"""
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    schema_info = {k: v for k, v in table_schema.descriptor.items() if k != 'fields'}
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    schema_info['url'] = schema_url
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    title = "Schéma « {} »".format(schema_info.get('title'))
    return schema_info, title


def compute_validation_form_url(schema_instance: SchemaInstance):
    """Computes validation form url with schema URL parameter"""
    url = url_for('custom_validator')
    param_list = ['{}={}'.format(k, quote_plus(v))
                  for k, v in schema_instance.request_parameters().items()]
    return "{}?{}".format(url, '&'.join(param_list))
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@app.route('/table_schema', methods=['GET', 'POST'])
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def custom_validator():
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    """Validator form"""
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    # Check that validata-api URL is set
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    if config.API_VALIDATE_ENDPOINT is None:
        flash_error("URL de connexion à l'API non indiquée :-(")
        return redirect(url_for('home'))

    if request.method == 'GET':

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        # input is a hidden form parameter to know
        # if this is the initial page display or if the validation has been asked for
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        input_param = request.args.get('input')
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        # url of resource to be validated
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        url_param = request.args.get("url")

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        schema_instance = SchemaInstance.from_parameters(request.args, table_schema_catalog)
        if schema_instance is None:
            flash_error("Aucun schéma passé en paramètre")
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            return redirect(url_for('home'))

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        # First form display
        if input_param is None:
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            schema_versions = schema_instance.versions
            schema_info, title = compute_schema_info(schema_instance.spec, schema_instance.url)
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            return render_template('validation_form.html', title=title,
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                                   schema_info=schema_info, schema_versions=schema_versions,
                                   schema_current_version=schema_instance.ref,
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                                   schema_params=schema_instance.request_parameters(),
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                                   breadcrumbs=[{'url': url_for('home'), 'title': 'Accueil'}, ])

        # Process URL
        else:
            if url_param is None or url_param == '':
                flash_error("Vous n'avez pas indiqué d'url à valider")
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                return redirect(compute_validation_form_url(schema_instance))
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            try:
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                return validate(schema_instance, URLValidataResource(url_param))
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            except tabulator.exceptions.FormatError as e:
                flash_error('Erreur : Format de ressource non supporté')
                log.info(e)
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                return redirect(compute_validation_form_url(schema_instance))
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            except tabulator.exceptions.HTTPError as e:
                flash_error('Erreur : impossible d\'accéder au fichier source en ligne')
                log.info(e)
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                return redirect(compute_validation_form_url(schema_instance))
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    else:  # POST
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        schema_instance = SchemaInstance.from_parameters(request.form, table_schema_catalog)
        if schema_instance is None:
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            flash_error('Aucun schéma défini')
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            return redirect(url_for('home'))

        input_param = request.form.get('input')
        if input_param is None:
            flash_error("Vous n'avez pas indiqué de fichier à valider")
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            return redirect(compute_validation_form_url(schema_instance))
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        # File validation
        if input_param == 'file':
            f = request.files.get('file')
            if f is None:
                flash_warning("Vous n'avez pas indiqué de fichier à valider")
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                return redirect(compute_validation_form_url(schema_instance))
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            return validate(schema_instance, UploadedFileValidataResource(f.filename, bytes_data(f)))
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        return 'Bizarre, vous avez dit bizarre ?'