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Support (non-legacy) SQL nested data types #2354

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dhermes opened this issue Sep 19, 2016 · 22 comments
Closed

Support (non-legacy) SQL nested data types #2354

dhermes opened this issue Sep 19, 2016 · 22 comments
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api: bigquery Issues related to the BigQuery API. release blocking Required feature/issue must be fixed prior to next release. type: bug Error or flaw in code with unintended results or allowing sub-optimal usage patterns.

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@dhermes
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dhermes commented Sep 19, 2016

STRUCT<t> and ARRAY<t> seem to be the types.

See #2342. h/t to @c0b for filing.


From #2585: Sample app that reproduces this

Stacktrace:

Traceback (most recent call last):
  File "simple_app.py", line 57, in <module>
    query_shakespeare()
  File "simple_app.py", line 47, in query_shakespeare
    page_token=page_token)
  File "lib/python2.7/site-packages/google/cloud/bigquery/query.py", line 401, in fetch_data
    rows_data = _rows_from_json(response.get('rows', ()), self.schema)
  File "lib/python2.7/site-packages/google/cloud/bigquery/_helpers.py", line 98, in _rows_from_json
    for item in cell['v']])
  File "lib/python2.7/site-packages/google/cloud/bigquery/_helpers.py", line 61, in _record_from_json
    for subfield, cell in zip(field.fields, value['f']):
KeyError: 'f'

Stepping into the debugger:

ipdb> value
{u'v': {u'f': [{u'v': u'hamlet'}, {u'v': u'5318'}]}}
ipdb> field.__dict__
{'field_type': u'RECORD', 'description': None, 'name': u'title', 'fields': [<google.cloud.bigquery.schema.SchemaField object at 0x7f4ba9227550>, <google.cloud.bigquery.schema.SchemaField object at 0x7f4ba9227690>], 'mode': u'REPEATED'}

(Added by @dhermes)

@dhermes dhermes added the api: bigquery Issues related to the BigQuery API. label Sep 19, 2016
@dhermes
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dhermes commented Sep 19, 2016

A simple statement works fine

>>> from google.cloud import bigquery
>>> client = bigquery.Client()
>>> query = client.run_sync_query('SELECT 1')
>>> query.use_legacy_sql = False
>>> query.run()
>>> query.rows
[(1,)]

Sending a query with nested types also works fine

In [1]: from google.cloud import bigquery

In [2]: client = bigquery.Client()

In [3]: sql_str = (
   ...:     'SELECT ARRAY['
   ...:     'STRUCT("zx83" AS id, 1 AS a, 2 AS b), '
   ...:     '("f8f7", 4, 7)'
   ...:     '] '
   ...:     'd')

In [4]: query = client.run_sync_query(sql_str)

In [5]: query.use_legacy_sql = False

In [6]: query.run()

In [7]: query.__dict__
Out[7]:
{'_client': <google.cloud.bigquery.client.Client at 0x7fb7cf39a290>,
 '_configuration': <google.cloud.bigquery.query._SyncQueryConfiguration at 0x7fb7cf3b0fd0>,
 '_job': None,
 '_properties': {u'cacheHit': False,
  u'jobComplete': True,
  u'jobReference': {u'jobId': u'job_ruoSHLwjeg_lSfYZq8dmrjQ0Eg4',
   u'projectId': u'precise-truck-742'},
  u'kind': u'bigquery#queryResponse',
  u'rows': [{u'f': [{u'v': [{u'v': {u'f': [{u'v': u'zx83'},
          {u'v': u'1'},
          {u'v': u'2'}]}},
       {u'v': {u'f': [{u'v': u'f8f7'}, {u'v': u'4'}, {u'v': u'7'}]}}]}]}],
  u'schema': {u'fields': [{u'fields': [{u'mode': u'NULLABLE',
       u'name': u'id',
       u'type': u'STRING'},
      {u'mode': u'NULLABLE', u'name': u'a', u'type': u'INTEGER'},
      {u'mode': u'NULLABLE', u'name': u'b', u'type': u'INTEGER'}],
     u'mode': u'REPEATED',
     u'name': u'd',
     u'type': u'RECORD'}]},
  u'totalBytesProcessed': u'0',
  u'totalRows': u'1'},
 '_udf_resources': (),
 'query': 'SELECT ARRAY[STRUCT("zx83" AS id, 1 AS a, 2 AS b), ("f8f7", 4, 7)] d'}

but the rows accessor fails

In [8]: query.rows
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-8-27b591eefa89> in <module>()
----> 1 query.rows

.../google/cloud/bigquery/query.pyc in rows(self)
    223         :returns: fields describing the schema (None until set by the server).
    224         """
--> 225         return _rows_from_json(self._properties.get('rows', ()), self.schema)
    226
    227     @property

.../google/cloud/bigquery/_helpers.pyc in _rows_from_json(rows, schema)
     96             if field.mode == 'REPEATED':
     97                 row_data.append([converter(item, field)
---> 98                                  for item in cell['v']])
     99             else:
    100                 row_data.append(converter(cell['v'], field))

.../google/cloud/bigquery/_helpers.pyc in _record_from_json(value, field)
     59     if _not_null(value, field):
     60         record = {}
---> 61         for subfield, cell in zip(field.fields, value['f']):
     62             converter = _CELLDATA_FROM_JSON[subfield.field_type]
     63             if field.mode == 'REPEATED':

KeyError: 'f'

@dhermes
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dhermes commented Sep 19, 2016

Just for fun, here are those last properties as JSON:

{
  "cacheHit": false, 
  "jobComplete": true, 
  "jobReference": {
    "jobId": "job_ruoSHLwjeg_lSfYZq8dmrjQ0Eg4", 
    "projectId": "precise-truck-742"
  }, 
  "kind": "bigquery#queryResponse", 
  "rows": [
    {
      "f": [
        {
          "v": [
            {
              "v": {
                "f": [
                  {
                    "v": "zx83"
                  }, 
                  {
                    "v": "1"
                  }, 
                  {
                    "v": "2"
                  }
                ]
              }
            }, 
            {
              "v": {
                "f": [
                  {
                    "v": "f8f7"
                  }, 
                  {
                    "v": "4"
                  }, 
                  {
                    "v": "7"
                  }
                ]
              }
            }
          ]
        }
      ]
    }
  ], 
  "schema": {
    "fields": [
      {
        "fields": [
          {
            "mode": "NULLABLE", 
            "name": "id", 
            "type": "STRING"
          }, 
          {
            "mode": "NULLABLE", 
            "name": "a", 
            "type": "INTEGER"
          }, 
          {
            "mode": "NULLABLE", 
            "name": "b", 
            "type": "INTEGER"
          }
        ], 
        "mode": "REPEATED", 
        "name": "d", 
        "type": "RECORD"
      }
    ]
  }, 
  "totalBytesProcessed": "0", 
  "totalRows": "1"
}

@c0b
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c0b commented Sep 20, 2016

and where can I get alias names? in a query like below I am expecting to access results in a dict way like result.a result.b or result["a"] result["b"] because in my actual app (in nodejs) I have more complicated query generated schema, there are more fields, to access all those fields in the tuple (1, 2) way is not convenient and error prone; please let me know should it be another issue by its own? or can be documentation request if you already have it (but I don't see an example in current doc)

https://googlecloudplatform.github.io/google-cloud-python/stable/bigquery-query.html

In [56]: query = client.run_sync_query('SELECT 1 AS a, 2 AS b'); query.use_legacy_sql = False; query.run()

In [57]: query.__dict__
Out[57]: 
{'_client': <gcloud.bigquery.client.Client at 0x7f89a047ad90>,
 '_configuration': <gcloud.bigquery.query._SyncQueryConfiguration at 0x7f89a0404710>,
 '_job': None,
 '_properties': {u'cacheHit': False,
  u'jobComplete': True,
  u'jobReference': {u'jobId': u'job_POdEXqw6MgHtL-WDZX21BA7_fII',
   u'projectId': u'hb-inspector'},
  u'kind': u'bigquery#queryResponse',
  u'rows': [{u'f': [{u'v': u'1'}, {u'v': u'2'}]}],
  u'schema': {u'fields': [{u'mode': u'NULLABLE',
     u'name': u'a',
     u'type': u'INTEGER'},
    {u'mode': u'NULLABLE', u'name': u'b', u'type': u'INTEGER'}]},
  u'totalBytesProcessed': u'0',
  u'totalRows': u'1'},
 '_udf_resources': (),
 'query': 'SELECT 1 AS a, 2 AS b'}

In [58]: query.rows
Out[58]: [(1, 2)]

@c0b
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c0b commented Sep 22, 2016

I just found bq tool has a command switch --apilog can save the detail log, exposed the library used by bq tool's python code is google-api-python-client; that one is able to handle nested google-api-python-client; at least not crashing, but the data types handling are still not there googleapis/google-api-python-client#281

INFO:root:user-agent: google-api-python-client/1.3.1 (gzip)

@dhermes dhermes added the type: bug Error or flaw in code with unintended results or allowing sub-optimal usage patterns. label Oct 25, 2016
@theacodes
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Bump - this is blocking a critical sample.

@dhermes
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dhermes commented Oct 31, 2016

@tseaver You still planning to handle?

@theacodes
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Another bump here.

@c0b
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c0b commented Nov 14, 2016

blocked on this can't use google-cloud-python with the new BigQuery standard SQL

@theacodes
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Another bump, this is blocking samples and usage of this service.

/cc @omaray @jgeewax

@tseaver tseaver added the release blocking Required feature/issue must be fixed prior to next release. label Nov 21, 2016
@omaray
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omaray commented Nov 21, 2016

/cc @stephenplusplus

@gaurangsinha
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gaurangsinha commented Nov 25, 2016

Another bump, blocked on this.

Currently using a manual fix to:
google/cloud/bigquery/_helpers.py, line 61, in _record_from_json
Changed from

 for subfield, cell in zip(field.fields, value['f']):

to

record_iter = None
if 'f' in value:
    record_iter = zip(field.fields, value['f'])
elif 'v' in value and 'f' in value['v']:
    record_iter = zip(field.fields, value['v']['f'])
if record_iter:
    for subfield, cell in record_iter:

Also changed line 63, it's referencing the parent field mode instead of the subfield.
Changed from

if field.mode == 'REPEATED':

to

if subfield.mode == 'REPEATED':

@stephenplusplus
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@c0b since you helped us out with our schema parser over on google-cloud-node, does this issue affect us?

@tseaver
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tseaver commented Nov 28, 2016

@stephenplusplus Can you point me to the issue there?

@tseaver
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tseaver commented Nov 29, 2016

@gaurangsinha thanks for the suggested fix. I will investigate ASAP.

@tseaver
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tseaver commented Nov 30, 2016

@gaurangsinha Can you check out #2787 for your purposes? It makes a more general change to how RECORD and REPEATED mode columns are parsed.

@theacodes
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@tseaver when can we expect a release of the bigquery client that includes this fix?

@tseaver
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tseaver commented Dec 5, 2016

@jonparrott We can make a release whenever. I'm expecting that we will be "declaring beta" this week on bigquery, which would be the natural point for the release.

@theacodes
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It'd be great to get a release before then so I can get the samples ready.

@greghines
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greghines commented Jan 12, 2017

Hi - I am getting a strange error when trying the big query Python API. I think it is related to this discussion but not sure (and haven't found anything else relevant).

from google.cloud import bigquery 
client = bigquery.Client() 
query_results = client.run_sync_query("""
        SELECT
            fullVisitorId
        FROM dataset.table
        where hits.eventInfo.eventCategory is not Null
        limit 50;""") 

(I've removed the dataset and table names.) If I have the constraint "where hits is not Null" - this works just fine. But with the above code I get the error -

google.cloud.exceptions.BadRequest: 400 Cannot access field eventInfo on a value with type ARRAY<STRUCT<hitNumber INT64, time INT64, hour INT64, ...>> at [5:20] 

Is this error indeed related? Is so, when can we expect the fix to be released? (I installed the bigQuery client a couple of days ago so pretty sure I am using the most recent version.) If this error is not related, my apologies and any help pointing me in the right direction would be greatly appreciated.

Cheers, Greg

@tswast
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tswast commented Jan 12, 2017

@greghines Your error does not appear to be caused by the client library. Are you able to run the same query in the BigQuery UI?

@greghines
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@tswast - thanks for the response. Yes the code does run in the BigQuery UI

richkadel pushed a commit to richkadel/google-cloud-python that referenced this issue May 6, 2017
parthea pushed a commit that referenced this issue Oct 21, 2023
* Add new "quickstart" samples [(#547)](GoogleCloudPlatform/python-docs-samples#547)

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As requested in b/64770713.

This sample is linked in documentation https://cloud.google.com/bigtable/docs/scaling, and it would make more sense to update the guide here than in the documentation.

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This reverts commit fba66eec5b72a8313eb3fba0a6601306801b9212.

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* Display the score/confidence value

A small code addition to display the score/confidence value of a detected face above the face detection box on the output image. This is very useful to know the confidence!

* Changes applied to meet coding style requirements 

I have edited the already submitted code to meet the coding style requirements!

* Edits because white spaces

* Remove [(#1431)](GoogleCloudPlatform/python-docs-samples#1431)

I'm updating all the openapi files in the getting-started sample in all the sample repos to remove basePath: "/"
Here's the reason from simonz130:

From the OpenAPI 2 spec:
* basePath: "If it is not included, the API is served directly under the host. The value MUST start with a leading slash (/). "
* Paths for methods: "A relative path to an individual endpoint. The field name MUST begin with a slash. The path is appended to the basePath in order to construct the full URL."

This OpenAPI getting-started sample have basePath: "/", which (per strict spec interpretation) means all the paths start with double-slashes. (e.g "//v1/shelves" rather than "/v1/shelves"). Removing basepath="/" fixes that.

* Auto-update dependencies. [(#1846)](GoogleCloudPlatform/python-docs-samples#1846)

ACK, merging.

* update samples for product search GA [(#1861)](GoogleCloudPlatform/python-docs-samples#1861)

* update samples for product search GA

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* Use default font [(#1865)](GoogleCloudPlatform/python-docs-samples#1865)

Test environment does not support all fonts.

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* vision: update samples to address changes in model annotations. [(#1991)](GoogleCloudPlatform/python-docs-samples#1991)

changes to the vision model evaluation changed annotations for
some of the sample data used in these tests.  This corrects those
expectations to reflect current evaluation.

Background: internal issue 123358697

* Auto-update dependencies. [(#1980)](GoogleCloudPlatform/python-docs-samples#1980)

* Auto-update dependencies.

* Update requirements.txt

* Update requirements.txt

* Vision API: further fixes. [(#2002)](GoogleCloudPlatform/python-docs-samples#2002)

* Vision API: further fixes.

Redirects testing to the central cloud-samples-data asset bucket.
Relaxes case considerations.
Addresses web subtests, missed in previous PR.

* Added two samples for "OCR with PDF/TIFF as source files" [(#2034)](GoogleCloudPlatform/python-docs-samples#2034)

* Added two samples for "OCR with PDF/TIFF as source files"

* Moved the code to beta_snippets.py

* Fixed the sub-parser names.

* Shortened the line that was too long.

* Added newline at the end of the file

* Using the builtin open function instead

* Renamed a variable

* Fixed the wrong arg parameter

* Added extra comment lines

* Regenerated README.rst

* Added specific strings to be unit-tested

* Added the sample for async image batch annotation [(#2045)](GoogleCloudPlatform/python-docs-samples#2045)

* Added the sample for async image batch annotation

* Fixed the wrong function name

* Changes based on Noah's comments.

* Need newer library version for latest beta [(#2052)](GoogleCloudPlatform/python-docs-samples#2052)

* Fixed string in test [(#2135)](GoogleCloudPlatform/python-docs-samples#2135)

* Fixed string in test

* Updated to latest AutoML

* Update detect.py [(#2174)](GoogleCloudPlatform/python-docs-samples#2174)

1) I got argument parse error when bucket_name=bucket_name is given
2)blob_list[0] gave me folder name

* Revert "Update detect.py" [(#2274)](GoogleCloudPlatform/python-docs-samples#2274)

* Revert "Update detect.py [(#2174)](GoogleCloudPlatform/python-docs-samples#2174)"

This reverts commit 6eaad9a3166ab3262c1211c2f41fb4b5d8234b7d.

* Update beta_snippets_test.py

* Update beta_snippets.py

* Update detect.py

* Move import inside region tags [(#2211)](GoogleCloudPlatform/python-docs-samples#2211)

* Move import inside region tags

* Update detect.py

* Fix comment. [(#2108)](GoogleCloudPlatform/python-docs-samples#2108)

Comment should reflect real filename.

* Fix a typo in output message / remove duplicate parser assignment. [(#1999)](GoogleCloudPlatform/python-docs-samples#1999)

* Fix a typo in output message.

Fixes a minor typo error in the `draw_hint` function. Because the tutorial is one of the starting points for new users, it's worth correcting it to avoid confusion.

* Remove duplicate `argparse` assignment.

`argparse.ArgumentParser()` was assigned twice in if statement so removed the duplicate.

* move import re [(#2303)](GoogleCloudPlatform/python-docs-samples#2303)

* Makes quickstart more REPL friendly [(#2354)](GoogleCloudPlatform/python-docs-samples#2354)

* vision geo test fix [(#2353)](GoogleCloudPlatform/python-docs-samples#2353)

Gus already LGTM

* Purge products [(#2349)](GoogleCloudPlatform/python-docs-samples#2349)

* add vision_product_search_purge_products_in_product_set

* add vision_product_search_purge_orphan_products

* update comment

* flake

* update print message

* update python sample to use operation.result

* longer timeout

* remove unused variable

* Adds updates for samples profiler ... vision [(#2439)](GoogleCloudPlatform/python-docs-samples#2439)

* Update Pillow dependency per security alert CVE-2019-16865 [(#2492)](GoogleCloudPlatform/python-docs-samples#2492)

* Add Set Endpoint Samples [(#2497)](GoogleCloudPlatform/python-docs-samples#2497)

* Add Set Endpoint Samples

* Add additional test result option

* Sample Request update

* Add filter_

* Auto-update dependencies. [(#2005)](GoogleCloudPlatform/python-docs-samples#2005)

* Auto-update dependencies.

* Revert update of appengine/flexible/datastore.

* revert update of appengine/flexible/scipy

* revert update of bigquery/bqml

* revert update of bigquery/cloud-client

* revert update of bigquery/datalab-migration

* revert update of bigtable/quickstart

* revert update of compute/api

* revert update of container_registry/container_analysis

* revert update of dataflow/run_template

* revert update of datastore/cloud-ndb

* revert update of dialogflow/cloud-client

* revert update of dlp

* revert update of functions/imagemagick

* revert update of functions/ocr/app

* revert update of healthcare/api-client/fhir

* revert update of iam/api-client

* revert update of iot/api-client/gcs_file_to_device

* revert update of iot/api-client/mqtt_example

* revert update of language/automl

* revert update of run/image-processing

* revert update of vision/automl

* revert update testing/requirements.txt

* revert update of vision/cloud-client/detect

* revert update of vision/cloud-client/product_search

* revert update of jobs/v2/api_client

* revert update of jobs/v3/api_client

* revert update of opencensus

* revert update of translate/cloud-client

* revert update to speech/cloud-client

Co-authored-by: Kurtis Van Gent <31518063+kurtisvg@users.noreply.github.com>
Co-authored-by: Doug Mahugh <dmahugh@gmail.com>

* fix: get bounds for blocks instead of pages [(#2705)](GoogleCloudPlatform/python-docs-samples#2705)

* fix: use `page.bounding_box` when feature is page

Closes #2702

* fix: outline blocks instead of pages

Co-authored-by: Leah E. Cole <6719667+leahecole@users.noreply.github.com>

* Add vision ocr set endpoint samples [(#2569)](GoogleCloudPlatform/python-docs-samples#2569)

* Add vision ocr set endpoint samples

* Remove port number as it is optional in Python

* Use unique output names

* lint

* Add support for python2 print statements

* use uuid instead of datetime

* remove all tests that use https as they perform duplicate work

Co-authored-by: Leah E. Cole <6719667+leahecole@users.noreply.github.com>

* vision: update samples to throw errors if one occurs [(#2725)](GoogleCloudPlatform/python-docs-samples#2725)

* vision: update samples to throw errors if one occurs

* Add link to error page docs

* Add link to error message

Co-authored-by: Leah E. Cole <6719667+leahecole@users.noreply.github.com>
Co-authored-by: Gus Class <gguuss@gmail.com>

* vision: move published samples into master [(#2743)](GoogleCloudPlatform/python-docs-samples#2743)

Add generated samples for Vision API
Add required attribute mime_type
Resolve encoding error in py2
Remove autogenerated warnings
Remove coding: utf-8 line
Remove argument encoding checks
Remove CLI
Remove unnecessary statics, variables, and imports
Blacken with l=88
Remove unused region tag and comments
Verify that there are no published links pointing to removed region tags
Shorten docstring
Replace concrete file path with "path/to/your/document.pdf"

Co-authored-by: Yu-Han Liu <dizcology@hotmail.com>

* fix: vision product search tests to call setup and teardown and use uuid [(#2830)](GoogleCloudPlatform/python-docs-samples#2830)

* vision: fix flaky test [(#2988)](GoogleCloudPlatform/python-docs-samples#2988)

* vision: fix flaky tests to be more generic in the results [(#2915)](GoogleCloudPlatform/python-docs-samples#2915)

* chore(deps): update dependency google-cloud-storage to v1.26.0 [(#3046)](GoogleCloudPlatform/python-docs-samples#3046)

* chore(deps): update dependency google-cloud-storage to v1.26.0

* chore(deps): specify dependencies by python version

* chore: up other deps to try to remove errors

Co-authored-by: Leah E. Cole <6719667+leahecole@users.noreply.github.com>
Co-authored-by: Leah Cole <coleleah@google.com>

* Clarifying comment for batch requests [(#3071)](GoogleCloudPlatform/python-docs-samples#3071)

* Clarifying comment for batch requests

* vision: fixing linter for batch

* vision: remove redundant flaky web test [(#3090)](GoogleCloudPlatform/python-docs-samples#3090)

Fix: GoogleCloudPlatform/python-docs-samples#2880

* vision: fix flaky test [(#3091)](GoogleCloudPlatform/python-docs-samples#3091)

Fix: GoogleCloudPlatform/python-docs-samples#2876

* chore(deps): update dependency google-cloud-vision to v0.42.0 [(#3170)](GoogleCloudPlatform/python-docs-samples#3170)

* chore(deps): update dependency pillow to v6.2.2 [(#3186)](GoogleCloudPlatform/python-docs-samples#3186)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [pillow](https://python-pillow.org) ([source](https://github.com/python-pillow/Pillow)) | patch | `==6.2.1` -> `==6.2.2` |

---

### Release Notes

<details>
<summary>python-pillow/Pillow</summary>

### [`v6.2.2`](https://github.com/python-pillow/Pillow/blob/master/CHANGES.rst#&#8203;622-2020-01-02)

[Compare Source](https://github.com/python-pillow/Pillow/compare/6.2.1...6.2.2)

-   This is the last Pillow release to support Python 2.7 [#&#8203;3642](https://github.com/python-pillow/Pillow/issues/3642)

-   Overflow checks for realloc for tiff decoding. CVE-2020-5310
    [wiredfool, radarhere]

-   Catch SGI buffer overrun. CVE-2020-5311
    [radarhere]

-   Catch PCX P mode buffer overrun. CVE-2020-5312
    [radarhere]

-   Catch FLI buffer overrun. CVE-2020-5313
    [radarhere]

-   Raise an error for an invalid number of bands in FPX image. CVE-2019-19911
    [wiredfool, radarhere]

</details>

---

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* chore(deps): update dependency pillow to v7 [(#3218)](GoogleCloudPlatform/python-docs-samples#3218)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [pillow](https://python-pillow.org) ([source](https://github.com/python-pillow/Pillow)) | major | `==6.2.2` -> `==7.1.0` |

---

### Release Notes

<details>
<summary>python-pillow/Pillow</summary>

### [`v7.1.0`](https://github.com/python-pillow/Pillow/blob/master/CHANGES.rst#&#8203;710-2020-04-01)

[Compare Source](https://github.com/python-pillow/Pillow/compare/7.0.0...7.1.0)

-   Fix multiple OOB reads in FLI decoding [#&#8203;4503](https://github.com/python-pillow/Pillow/issues/4503)
    [wiredfool]

-   Fix buffer overflow in SGI-RLE decoding [#&#8203;4504](https://github.com/python-pillow/Pillow/issues/4504)
    [wiredfool, hugovk]

-   Fix bounds overflow in JPEG 2000 decoding [#&#8203;4505](https://github.com/python-pillow/Pillow/issues/4505)
    [wiredfool]

-   Fix bounds overflow in PCX decoding [#&#8203;4506](https://github.com/python-pillow/Pillow/issues/4506)
    [wiredfool]

-   Fix 2 buffer overflows in TIFF decoding [#&#8203;4507](https://github.com/python-pillow/Pillow/issues/4507)
    [wiredfool]

-   Add APNG support [#&#8203;4243](https://github.com/python-pillow/Pillow/issues/4243)
    [pmrowla, radarhere, hugovk]

-   ImageGrab.grab() for Linux with XCB [#&#8203;4260](https://github.com/python-pillow/Pillow/issues/4260)
    [nulano, radarhere]

-   Added three new channel operations [#&#8203;4230](https://github.com/python-pillow/Pillow/issues/4230)
    [dwastberg, radarhere]

-   Prevent masking of Image reduce method in Jpeg2KImagePlugin [#&#8203;4474](https://github.com/python-pillow/Pillow/issues/4474)
    [radarhere, homm]

-   Added reading of earlier ImageMagick PNG EXIF data [#&#8203;4471](https://github.com/python-pillow/Pillow/issues/4471)
    [radarhere]

-   Fixed endian handling for I;16 getextrema [#&#8203;4457](https://github.com/python-pillow/Pillow/issues/4457)
    [radarhere]

-   Release buffer if function returns prematurely [#&#8203;4381](https://github.com/python-pillow/Pillow/issues/4381)
    [radarhere]

-   Add JPEG comment to info dictionary [#&#8203;4455](https://github.com/python-pillow/Pillow/issues/4455)
    [radarhere]

-   Fix size calculation of Image.thumbnail() [#&#8203;4404](https://github.com/python-pillow/Pillow/issues/4404)
    [orlnub123]

-   Fixed stroke on FreeType &lt; 2.9 [#&#8203;4401](https://github.com/python-pillow/Pillow/issues/4401)
    [radarhere]

-   If present, only use alpha channel for bounding box [#&#8203;4454](https://github.com/python-pillow/Pillow/issues/4454)
    [radarhere]

-   Warn if an unknown feature is passed to features.check() [#&#8203;4438](https://github.com/python-pillow/Pillow/issues/4438)
    [jdufresne]

-   Fix Name field length when saving IM images [#&#8203;4424](https://github.com/python-pillow/Pillow/issues/4424)
    [hugovk, radarhere]

-   Allow saving of zero quality JPEG images [#&#8203;4440](https://github.com/python-pillow/Pillow/issues/4440)
    [radarhere]

-   Allow explicit zero width to hide outline [#&#8203;4334](https://github.com/python-pillow/Pillow/issues/4334)
    [radarhere]

-   Change ContainerIO return type to match file object mode [#&#8203;4297](https://github.com/python-pillow/Pillow/issues/4297)
    [jdufresne, radarhere]

-   Only draw each polygon pixel once [#&#8203;4333](https://github.com/python-pillow/Pillow/issues/4333)
    [radarhere]

-   Add support for shooting situation Exif IFD tags [#&#8203;4398](https://github.com/python-pillow/Pillow/issues/4398)
    [alexagv]

-   Handle multiple and malformed JPEG APP13 markers [#&#8203;4370](https://github.com/python-pillow/Pillow/issues/4370)
    [homm]

-   Depends: Update libwebp to 1.1.0 [#&#8203;4342](https://github.com/python-pillow/Pillow/issues/4342), libjpeg to 9d [#&#8203;4352](https://github.com/python-pillow/Pillow/issues/4352)
    [radarhere]

### [`v7.0.0`](https://github.com/python-pillow/Pillow/blob/master/CHANGES.rst#&#8203;700-2020-01-02)

[Compare Source](https://github.com/python-pillow/Pillow/compare/6.2.2...7.0.0)

-   Drop support for EOL Python 2.7 [#&#8203;4109](https://github.com/python-pillow/Pillow/issues/4109)
    [hugovk, radarhere, jdufresne]

-   Fix rounding error on RGB to L conversion [#&#8203;4320](https://github.com/python-pillow/Pillow/issues/4320)
    [homm]

-   Exif writing fixes: Rational boundaries and signed/unsigned types [#&#8203;3980](https://github.com/python-pillow/Pillow/issues/3980)
    [kkopachev, radarhere]

-   Allow loading of WMF images at a given DPI [#&#8203;4311](https://github.com/python-pillow/Pillow/issues/4311)
    [radarhere]

-   Added reduce operation [#&#8203;4251](https://github.com/python-pillow/Pillow/issues/4251)
    [homm]

-   Raise ValueError for io.StringIO in Image.open [#&#8203;4302](https://github.com/python-pillow/Pillow/issues/4302)
    [radarhere, hugovk]

-   Fix thumbnail geometry when DCT scaling is used [#&#8203;4231](https://github.com/python-pillow/Pillow/issues/4231)
    [homm, radarhere]

-   Use default DPI when exif provides invalid x_resolution [#&#8203;4147](https://github.com/python-pillow/Pillow/issues/4147)
    [beipang2, radarhere]

-   Change default resize resampling filter from NEAREST to BICUBIC [#&#8203;4255](https://github.com/python-pillow/Pillow/issues/4255)
    [homm]

-   Fixed black lines on upscaled images with the BOX filter [#&#8203;4278](https://github.com/python-pillow/Pillow/issues/4278)
    [homm]

-   Better thumbnail aspect ratio preservation [#&#8203;4256](https://github.com/python-pillow/Pillow/issues/4256)
    [homm]

-   Add La mode packing and unpacking [#&#8203;4248](https://github.com/python-pillow/Pillow/issues/4248)
    [homm]

-   Include tests in coverage reports [#&#8203;4173](https://github.com/python-pillow/Pillow/issues/4173)
    [hugovk]

-   Handle broken Photoshop data [#&#8203;4239](https://github.com/python-pillow/Pillow/issues/4239)
    [radarhere]

-   Raise a specific exception if no data is found for an MPO frame [#&#8203;4240](https://github.com/python-pillow/Pillow/issues/4240)
    [radarhere]

-   Fix Unicode support for PyPy [#&#8203;4145](https://github.com/python-pillow/Pillow/issues/4145)
    [nulano]

-   Added UnidentifiedImageError [#&#8203;4182](https://github.com/python-pillow/Pillow/issues/4182)
    [radarhere, hugovk]

-   Remove deprecated **version** from plugins [#&#8203;4197](https://github.com/python-pillow/Pillow/issues/4197)
    [hugovk, radarhere]

-   Fixed freeing unallocated pointer when resizing with height too large [#&#8203;4116](https://github.com/python-pillow/Pillow/issues/4116)
    [radarhere]

-   Copy info in Image.transform [#&#8203;4128](https://github.com/python-pillow/Pillow/issues/4128)
    [radarhere]

-   Corrected DdsImagePlugin setting info gamma [#&#8203;4171](https://github.com/python-pillow/Pillow/issues/4171)
    [radarhere]

-   Depends: Update libtiff to 4.1.0 [#&#8203;4195](https://github.com/python-pillow/Pillow/issues/4195), Tk Tcl to 8.6.10 [#&#8203;4229](https://github.com/python-pillow/Pillow/issues/4229), libimagequant to 2.12.6 [#&#8203;4318](https://github.com/python-pillow/Pillow/issues/4318)
    [radarhere]

-   Improve handling of file resources [#&#8203;3577](https://github.com/python-pillow/Pillow/issues/3577)
    [jdufresne]

-   Removed CI testing of Fedora 29 [#&#8203;4165](https://github.com/python-pillow/Pillow/issues/4165)
    [hugovk]

-   Added pypy3 to tox envlist [#&#8203;4137](https://github.com/python-pillow/Pillow/issues/4137)
    [jdufresne]

-   Drop support for EOL PyQt4 and PySide [#&#8203;4108](https://github.com/python-pillow/Pillow/issues/4108)
    [hugovk, radarhere]

-   Removed deprecated setting of TIFF image sizes [#&#8203;4114](https://github.com/python-pillow/Pillow/issues/4114)
    [radarhere]

-   Removed deprecated PILLOW_VERSION [#&#8203;4107](https://github.com/python-pillow/Pillow/issues/4107)
    [hugovk]

-   Changed default frombuffer raw decoder args [#&#8203;1730](https://github.com/python-pillow/Pillow/issues/1730)
    [radarhere]

</details>

---

### Renovate configuration

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:recycle: **Rebasing**: Never, or you tick the rebase/retry checkbox.

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* Simplify noxfile setup. [(#2806)](GoogleCloudPlatform/python-docs-samples#2806)

* chore(deps): update dependency requests to v2.23.0

* Simplify noxfile and add version control.

* Configure appengine/standard to only test Python 2.7.

* Update Kokokro configs to match noxfile.

* Add requirements-test to each folder.

* Remove Py2 versions from everything execept appengine/standard.

* Remove conftest.py.

* Remove appengine/standard/conftest.py

* Remove 'no-sucess-flaky-report' from pytest.ini.

* Add GAE SDK back to appengine/standard tests.

* Fix typo.

* Roll pytest to python 2 version.

* Add a bunch of testing requirements.

* Remove typo.

* Add appengine lib directory back in.

* Add some additional requirements.

* Fix issue with flake8 args.

* Even more requirements.

* Readd appengine conftest.py.

* Add a few more requirements.

* Even more Appengine requirements.

* Add webtest for appengine/standard/mailgun.

* Add some additional requirements.

* Add workaround for issue with mailjet-rest.

* Add responses for appengine/standard/mailjet.

Co-authored-by: Renovate Bot <bot@renovateapp.com>

* Update dependency google-cloud-vision to v1 [(#3227)](GoogleCloudPlatform/python-docs-samples#3227)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [google-cloud-vision](https://github.com/googleapis/python-vision) | major | `==0.42.0` -> `==1.0.0` |

---

### Release Notes

<details>
<summary>googleapis/python-vision</summary>

### [`v1.0.0`](https://github.com/googleapis/python-vision/blob/master/CHANGELOG.md#&#8203;100-httpswwwgithubcomgoogleapispython-visioncomparev0420v100-2020-02-28)

[Compare Source](https://github.com/googleapis/python-vision/compare/v0.42.0...v1.0.0)

##### Features

-   bump release status to GA ([#&#8203;11](https://www.github.com/googleapis/python-vision/issues/11)) ([2129bde](https://www.github.com/googleapis/python-vision/commit/2129bdedfa0dca85c5adc5350bff10d4a485df77))

</details>

---

### Renovate configuration

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:recycle: **Rebasing**: Never, or you tick the rebase/retry checkbox.

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* Update dependency pillow to v7.1.1 [(#3263)](GoogleCloudPlatform/python-docs-samples#3263)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [pillow](https://python-pillow.org) ([source](https://github.com/python-pillow/Pillow)) | patch | `==7.1.0` -> `==7.1.1` |

---

### Release Notes

<details>
<summary>python-pillow/Pillow</summary>

### [`v7.1.1`](https://github.com/python-pillow/Pillow/blob/master/CHANGES.rst#&#8203;711-2020-04-02)

[Compare Source](https://github.com/python-pillow/Pillow/compare/7.1.0...7.1.1)

-   Fix regression seeking and telling PNGs [#&#8203;4512](https://github.com/python-pillow/Pillow/issues/4512) [#&#8203;4514](https://github.com/python-pillow/Pillow/issues/4514)
    [hugovk, radarhere]

</details>

---

### Renovate configuration

:date: **Schedule**: At any time (no schedule defined).

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* vision: increase timeout for tests [(#3383)](GoogleCloudPlatform/python-docs-samples#3383)

Fix: GoogleCloudPlatform/python-docs-samples#2955
Fix: GoogleCloudPlatform/python-docs-samples#2992

* [vision] fix: longer timeout [(#3447)](GoogleCloudPlatform/python-docs-samples#3447)

fixes #2962

* testing: replace @flaky with @pytest.mark.flaky [(#3496)](GoogleCloudPlatform/python-docs-samples#3496)

* testing: replace @flaky with @pytest.mark.flaky

* lint

* mark few tests as flaky

that involves LRO polling.

* lint

* chore(deps): update dependency pillow to v7.1.2 [(#3557)](GoogleCloudPlatform/python-docs-samples#3557)

* chore(deps): update dependency google-cloud-storage to v1.28.0 [(#3260)](GoogleCloudPlatform/python-docs-samples#3260)

Co-authored-by: Takashi Matsuo <tmatsuo@google.com>

* [vision] fix: add timeout for LRO result and mark it as flaky [(#3684)](GoogleCloudPlatform/python-docs-samples#3684)

fixes #3674

* [vision] fix: mark a test as flaky [(#3709)](GoogleCloudPlatform/python-docs-samples#3709)

fixes #3702

* chore: some lint fixes [(#3751)](GoogleCloudPlatform/python-docs-samples#3751)

* chore: some lint fixes

* longer timeout, more retries

* disable detect_test.py::test_async_detect_document

* [vision] testing: retry upon errors [(#3764)](GoogleCloudPlatform/python-docs-samples#3764)

fixes #3734

I only wrapped some of the tests. Potentially we can do it for
everything.

* [vision] testing: re-enable test_async_detect_document [(#3761)](GoogleCloudPlatform/python-docs-samples#3761)

fixes #3753

also made the data PDF to be smaller.

* chore(deps): update dependency google-cloud-storage to v1.28.1 [(#3785)](GoogleCloudPlatform/python-docs-samples#3785)

* chore(deps): update dependency google-cloud-storage to v1.28.1

* [asset] testing: use uuid instead of time

Co-authored-by: Takashi Matsuo <tmatsuo@google.com>

* Replace GCLOUD_PROJECT with GOOGLE_CLOUD_PROJECT. [(#4022)](GoogleCloudPlatform/python-docs-samples#4022)

* chore(deps): update dependency google-cloud-storage to v1.29.0 [(#4040)](GoogleCloudPlatform/python-docs-samples#4040)

* chore(deps): update dependency pillow to v7.2.0 [(#4208)](GoogleCloudPlatform/python-docs-samples#4208)

* testing(vision): use different ids for test functions [(#4227)](GoogleCloudPlatform/python-docs-samples#4227)

fixes #4224

* chore(deps): update dependency pytest to v5.4.3 [(#4279)](GoogleCloudPlatform/python-docs-samples#4279)

* chore(deps): update dependency pytest to v5.4.3

* specify pytest for python 2 in appengine

Co-authored-by: Leah Cole <coleleah@google.com>

* Update dependency flaky to v3.7.0 [(#4300)](GoogleCloudPlatform/python-docs-samples#4300)

* Update dependency google-cloud-storage to v1.30.0

* Update dependency pytest to v6 [(#4390)](GoogleCloudPlatform/python-docs-samples#4390)

* feat: fixed doc string comment mismatch in Product Search [(#4432)](GoogleCloudPlatform/python-docs-samples#4432)

Changes documentation string for a GCS example from `file_path` to `image_uri`.

* chore(deps): update dependency google-cloud-storage to v1.31.0 [(#4564)](GoogleCloudPlatform/python-docs-samples#4564)

Co-authored-by: Takashi Matsuo <tmatsuo@google.com>

* chore: update templates

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