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Adds csv dialect detection to bulk import view (#13563)
* adds csv dialect detection to bulk import view #13239 * adds sane delimiters for dialect detection #13239 * adds csv delimiter tests #13239 * adds csv delimiter on the form * pass delimiter to clean_csv method #13239 * fix tests for csv import #13239 * fix tests for csv import #13239 * fix tests for csv import #13239 * fix tests for csv import #13239 * Improve auto-detection of import data format * Misc cleanup * Include tab as a supported delimiting character for auto-detection * Move delimiting chars to a separate constant for easy reference --------- Co-authored-by: Jeremy Stretch <jstretch@netboxlabs.com>
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@ -17,7 +17,7 @@ from dcim.constants import *
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from dcim.models import *
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from ipam.models import ASN, RIR, VLAN, VRF
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from tenancy.models import Tenant
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from utilities.choices import ImportFormatChoices
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from utilities.choices import CSVDelimiterChoices, ImportFormatChoices
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from utilities.testing import ViewTestCases, create_tags, create_test_device, post_data
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from wireless.models import WirelessLAN
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@ -2014,6 +2014,7 @@ class ModuleTestCase(
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'data': {
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'data': '\n'.join(csv_data),
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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}
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@ -2030,6 +2031,7 @@ class ModuleTestCase(
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'data': {
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'data': '\n'.join(csv_data),
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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}
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@ -2106,6 +2108,7 @@ class ModuleTestCase(
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'data': {
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'data': '\n'.join(csv_data),
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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}
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@ -12,6 +12,7 @@ from dcim.models import Manufacturer, Rack, Site
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from extras.choices import *
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from extras.models import CustomField, CustomFieldChoiceSet
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from ipam.models import VLAN
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from utilities.choices import CSVDelimiterChoices, ImportFormatChoices
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from utilities.testing import APITestCase, TestCase
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from virtualization.models import VirtualMachine
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@ -1176,7 +1177,11 @@ class CustomFieldImportTest(TestCase):
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)
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csv_data = '\n'.join(','.join(row) for row in data)
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response = self.client.post(reverse('dcim:site_import'), {'data': csv_data, 'format': 'csv'})
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response = self.client.post(reverse('dcim:site_import'), {
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'data': csv_data,
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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})
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self.assertEqual(response.status_code, 302)
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self.assertEqual(Site.objects.count(), 3)
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@ -3,7 +3,7 @@ from django.test import override_settings
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from dcim.models import *
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from users.models import ObjectPermission
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from utilities.choices import ImportFormatChoices
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from utilities.choices import CSVDelimiterChoices, ImportFormatChoices
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from utilities.testing import ModelViewTestCase, create_tags
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@ -30,6 +30,7 @@ class CSVImportTestCase(ModelViewTestCase):
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data = {
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'format': ImportFormatChoices.CSV,
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'data': self._get_csv_data(csv_data),
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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# Assign model-level permission
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@ -45,6 +45,7 @@ Context:
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<input type="hidden" name="import_method" value="direct" />
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{% render_field form.data %}
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{% render_field form.format %}
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{% render_field form.csv_delimiter %}
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<div class="form-group">
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<div class="col col-md-12 text-end">
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<button type="submit" name="data_submit" class="btn btn-primary">{% trans "Submit" %}</button>
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@ -1,6 +1,8 @@
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from django.conf import settings
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from django.utils.translation import gettext_lazy as _
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from .constants import CSV_DELIMITERS
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class ChoiceSetMeta(type):
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"""
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@ -230,3 +232,17 @@ class ImportFormatChoices(ChoiceSet):
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(JSON, 'JSON'),
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(YAML, 'YAML'),
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]
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class CSVDelimiterChoices(ChoiceSet):
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AUTO = 'auto'
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COMMA = CSV_DELIMITERS['comma']
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SEMICOLON = CSV_DELIMITERS['semicolon']
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TAB = CSV_DELIMITERS['tab']
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CHOICES = [
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(AUTO, _('Auto-detect')),
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(COMMA, _('Comma')),
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(SEMICOLON, _('Semicolon')),
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(TAB, _('Tab')),
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]
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@ -58,3 +58,14 @@ HTTP_REQUEST_META_SAFE_COPY = [
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'SERVER_NAME',
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'SERVER_PORT',
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]
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#
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# CSV-style format delimiters
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#
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CSV_DELIMITERS = {
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'comma': ',',
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'semicolon': ';',
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'tab': '\t',
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}
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@ -7,10 +7,10 @@ from django import forms
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from django.utils.translation import gettext as _
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from core.forms.mixins import SyncedDataMixin
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from utilities.choices import ImportFormatChoices
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from utilities.choices import CSVDelimiterChoices, ImportFormatChoices, ImportMethodChoices
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from utilities.constants import CSV_DELIMITERS
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from utilities.forms.utils import parse_csv
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from .mixins import BootstrapMixin
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from ..choices import ImportMethodChoices
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class BulkImportForm(BootstrapMixin, SyncedDataMixin, forms.Form):
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@ -24,13 +24,20 @@ class BulkImportForm(BootstrapMixin, SyncedDataMixin, forms.Form):
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help_text=_("Enter object data in CSV, JSON or YAML format.")
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)
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upload_file = forms.FileField(
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label="Data file",
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label=_("Data file"),
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required=False
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)
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format = forms.ChoiceField(
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choices=ImportFormatChoices,
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initial=ImportFormatChoices.AUTO
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)
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csv_delimiter = forms.ChoiceField(
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choices=CSVDelimiterChoices,
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initial=CSVDelimiterChoices.AUTO,
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label=_("CSV delimiter"),
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help_text=_("The character which delimits CSV fields. Applies only to CSV format."),
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required=False
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)
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data_field = 'data'
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@ -54,13 +61,18 @@ class BulkImportForm(BootstrapMixin, SyncedDataMixin, forms.Form):
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# Determine the data format
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if self.cleaned_data['format'] == ImportFormatChoices.AUTO:
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format = self._detect_format(data)
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if self.cleaned_data['csv_delimiter'] != CSVDelimiterChoices.AUTO:
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# Specifying the CSV delimiter implies CSV format
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format = ImportFormatChoices.CSV
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else:
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format = self._detect_format(data)
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else:
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format = self.cleaned_data['format']
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# Process data according to the selected format
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if format == ImportFormatChoices.CSV:
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self.cleaned_data['data'] = self._clean_csv(data)
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delimiter = self.cleaned_data.get('csv_delimiter', CSVDelimiterChoices.AUTO)
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self.cleaned_data['data'] = self._clean_csv(data, delimiter=delimiter)
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elif format == ImportFormatChoices.JSON:
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self.cleaned_data['data'] = self._clean_json(data)
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elif format == ImportFormatChoices.YAML:
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@ -78,7 +90,10 @@ class BulkImportForm(BootstrapMixin, SyncedDataMixin, forms.Form):
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return ImportFormatChoices.JSON
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if data.startswith('---') or data.startswith('- '):
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return ImportFormatChoices.YAML
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if ',' in data.split('\n', 1)[0]:
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# Look for any of the CSV delimiters in the first line (ignoring the default 'auto' choice)
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first_line = data.split('\n', 1)[0]
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csv_delimiters = CSV_DELIMITERS.values()
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if any(x in first_line for x in csv_delimiters):
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return ImportFormatChoices.CSV
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except IndexError:
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pass
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@ -86,12 +101,31 @@ class BulkImportForm(BootstrapMixin, SyncedDataMixin, forms.Form):
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'format': _('Unable to detect data format. Please specify.')
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})
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def _clean_csv(self, data):
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def _clean_csv(self, data, delimiter=CSVDelimiterChoices.AUTO):
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"""
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Clean CSV-formatted data. The first row will be treated as column headers.
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"""
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# Determine the CSV dialect
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if delimiter == CSVDelimiterChoices.AUTO:
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# This uses a rough heuristic to detect the CSV dialect based on the presence of supported delimiting
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# characters. If the data is malformed, we'll fall back to the default Excel dialect.
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delimiters = ''.join(CSV_DELIMITERS.values())
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try:
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dialect = csv.Sniffer().sniff(data.strip(), delimiters=delimiters)
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except csv.Error:
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dialect = csv.excel
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elif delimiter in (CSVDelimiterChoices.COMMA, CSVDelimiterChoices.SEMICOLON):
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dialect = csv.excel
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dialect.delimiter = delimiter
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elif delimiter == CSVDelimiterChoices.TAB:
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dialect = csv.excel_tab
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else:
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raise forms.ValidationError({
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'csv_delimiter': _('Invalid CSV delimiter'),
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})
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stream = StringIO(data.strip())
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reader = csv.reader(stream)
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reader = csv.reader(stream, dialect=dialect)
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headers, records = parse_csv(reader)
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# Set CSV headers for reference by the model form
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@ -11,7 +11,7 @@ from extras.choices import ObjectChangeActionChoices
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from extras.models import ObjectChange
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from netbox.models.features import ChangeLoggingMixin
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from users.models import ObjectPermission
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from utilities.choices import ImportFormatChoices
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from utilities.choices import CSVDelimiterChoices, ImportFormatChoices
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from .base import ModelTestCase
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from .utils import disable_warnings, post_data
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@ -580,7 +580,8 @@ class ViewTestCases:
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def test_bulk_import_objects_without_permission(self):
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data = {
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'data': self._get_csv_data(),
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'format': 'csv',
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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# Test GET without permission
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@ -597,7 +598,8 @@ class ViewTestCases:
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initial_count = self._get_queryset().count()
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data = {
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'data': self._get_csv_data(),
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'format': 'csv',
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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# Assign model-level permission
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@ -626,6 +628,7 @@ class ViewTestCases:
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data = {
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'format': ImportFormatChoices.CSV,
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'data': csv_data,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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# Assign model-level permission
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@ -658,7 +661,8 @@ class ViewTestCases:
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initial_count = self._get_queryset().count()
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data = {
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'data': self._get_csv_data(),
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'format': 'csv',
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'format': ImportFormatChoices.CSV,
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'csv_delimiter': CSVDelimiterChoices.AUTO,
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}
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# Assign constrained permission
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@ -331,3 +331,36 @@ class ImportFormTest(TestCase):
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form._detect_format('')
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with self.assertRaises(forms.ValidationError):
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form._detect_format('?')
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def test_csv_delimiters(self):
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form = BulkImportForm()
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data = (
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"a,b,c\n"
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"1,2,3\n"
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"4,5,6\n"
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)
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self.assertEqual(form._clean_csv(data, delimiter=','), [
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{'a': '1', 'b': '2', 'c': '3'},
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{'a': '4', 'b': '5', 'c': '6'},
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])
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data = (
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"a;b;c\n"
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"1;2;3\n"
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"4;5;6\n"
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)
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self.assertEqual(form._clean_csv(data, delimiter=';'), [
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{'a': '1', 'b': '2', 'c': '3'},
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{'a': '4', 'b': '5', 'c': '6'},
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])
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data = (
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"a\tb\tc\n"
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"1\t2\t3\n"
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"4\t5\t6\n"
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)
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self.assertEqual(form._clean_csv(data, delimiter='\t'), [
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{'a': '1', 'b': '2', 'c': '3'},
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{'a': '4', 'b': '5', 'c': '6'},
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])
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