Changelog

1.6.2 (2021-11-01)

Features

Add PipelineJob.submit to create PipelineJob without monitoring it’s completion. (#798) (7ab05d5)
support new protobuf value param types for Pipeline Job client (#797) (2fc05ca)

Bug Fixes

Add retries when polling during monitoring runs (#786) (45401c0)
use version.py for versioning (#804) (514031f)
Widen system test timeout, handle tearing down failed training pipelines (#791) (78879e2)

Miscellaneous Chores

release 1.6.2 (#809) (e50b049)

1.6.1 (2021-10-25)

Features

Add debugging terminal support for CustomJob, HyperparameterTun… (#699) (2deb505)
add support for python 3.10 (#769) (8344804)
Add training_utils folder and environment_variables for training (141c008)
enable reduction server (#741) (8ef0ded)
enabling AutoML Forecasting training response to include BigQuery location of exported evaluated examples (#657) (c1c2326)
PipelineJob: allow PipelineSpec as param (#774) (f90a1bd)
pre batch creating TensorboardRuns and TensorboardTimeSeries in one_shot mode to speed up uploading (#772) (c9f68c6)

Bug Fixes

cast resource labels to dict type (#783) (255edc9)
Remove sync parameter from create_endpoint_sample (#695) (0477f5a)

Miscellaneous Chores

release 1.6.1 (#789) (4520d35)

1.6.0 (2021-10-12)

Features

add featurestore service to aiplatform v1 (#765) (68c88e4)
Add one shot profile uploads to tensorboard uploader. (#704) (a83f253)
Added column_specs, training_encryption_spec_key_name, model_encryption_spec_key_name to AutoMLForecastingTrainingJob.init and various split methods to AutoMLForecastingTrainingJob.run (#647) (7cb6976)
Lazy load Endpoint class (#655) (c795c6f)

1.5.0 (2021-09-30)

Features

Add data plane code snippets for feature store service (#713) (e3ea683)
add flaky test diagnostic script (#734) (09e48de)
add vizier service to aiplatform v1 BUILD.bazel (#731) (1a580ae)
code snippets for feature store control plane (#709) (8e06ced)
Updating the Tensorboard uploader to use the new batch write API so it runs more efficiently (#710) (9d1b01a)

Bug Fixes

#677 (#728) (7f548e4)
PipelineJob: use name as output only field (#719) (1c84464)
use the project id from BQ dataset instead of the default project id (#717) (e87a255)

1.4.3 (2021-09-17)

Features

PipelineJob: support dict, list, bool typed input parameters fr… (#693) (243b75c)

Bug Fixes

Update milli node_hours for image training (#663) (64768c3)
XAI Metadata compatibility with Model.upload (#705) (f0570cb)

Miscellaneous Chores

release 1.4.3 (#715) (b610486)

1.4.2 (2021-09-10)

Features

add explanation metadata get_metadata_protobuf for reuse (#672) (efb6d18)

1.4.1 (2021-09-07)

Features

add prediction service RPC RawPredict to aiplatform_v1beta1 feat: add tensorboard service RPCs to aiplatform_v1beta1: BatchCreateTensorboardRuns, BatchCreateTensorboardTimeSeries, WriteTensorboardExperimentData feat: add model_deployment_monitori… (#670) (b73cd94)
add Vizier service to aiplatform v1 (#671) (179150a)
add XAI, model monitoring, and index services to aiplatform v1 (#668) (1fbce55)
Update tensorboard uploader to use Dispatcher for handling different event types (#651) (d20b520), closes #519

Documentation

Add code sample for Pipelines (#684) (4f0c18e)

1.4.0 (2021-08-30)

Features

add filter and timestamp splits (#627) (1a13577)
add labels to all resource creation apis (#601) (4e7666a)
add PipelineJob.list (a58ea82)
add support for export_evaluated_data_items_config in AutoMLTab… (#583) (2a6b0a3)
add util functions to get URLs for Tensorboard web app. (#635) (8d88c00)
Add wait_for_resource_creation to BatchPredictionJob and unblock async creation when model is pending creation. (#660) (db580ad)
Added the VertexAiResourceNoun.to_dict() method (#588) (b478075)
expose base_output_dir for custom job (#586) (2f138d1)
expose boot disk type and size for CustomTrainingJob, CustomPythonPackageTrainingJob, and CustomContainerTrainingJob (#602) (355ea24)
split GAPIC samples by service (#599) (5f15b4f)

Bug Fixes

Fixed bug in TabularDataset.column_names (#590) (0fbcd59)
pipeline none values (#649) (2f89343)
Populate service_account and network in PipelineJob instead of pipeline_spec (#658) (8fde2ce)
re-remove extra TB dependencies introduced due to merge conflict (#593) (433b94a)
Update BatchPredictionJob.iter_outputs() and BQ docstrings (#631) (28f32fd)

1.3.0 (2021-07-30)

Features

add get method for PipelineJob (#561) (fe5e6e4)
add Samples section to CONTRIBUTING.rst (#558) (d35c466)
add tensorboard resource management (#539) (6f8d3d1)
add tf1 metadata builder (#526) (918998c)
add wait for creation and more informative exception when properties are not available (#566) (e346117)
Adds a new API method FindMostStableBuild (6a99b12)
Adds attribution_score_drift_threshold field (6a99b12)
Adds attribution_score_skew_thresholds field (6a99b12)
Adds BigQuery output table field to batch prediction job output config (6a99b12)
Adds CustomJob.enable_web_access field (6a99b12)
Adds CustomJob.web_access_uris field (6a99b12)
Adds Endpoint.network, Endpoint.private_endpoints fields and PrivateEndpoints message (6a99b12)
Adds Execution.State constants: CACHED and CANCELLED (6a99b12)
Adds Feature Store features (6a99b12)
Adds fields to Study message (6a99b12)
Adds IndexEndpoint.private_ip_ranges field (6a99b12)
Adds IndexEndpointService.deployed_index_id field (6a99b12)
Adds MetadataService.DeleteArtifact and DeleteExecution methods (6a99b12)
Adds ModelMonitoringObjectConfig.explanation_config field (6a99b12)
Adds ModelMonitoringObjectConfig.ExplanationConfig message field (6a99b12)
column specs for tabular transformation (#466) (71d0bd4)
enable_caching in PipelineJob to compile time settings (#557) (c9da662)
Removes breaking change from v1 version of AI Platform protos (6a99b12)

Bug Fixes

change default replica count to 1 for custom training job classes (#579) (c24251f)
create pipeline job with user-specified job id (#567) (df68ec3)
deps: pin ‘google-{api,cloud}-core’, ‘google-auth’ to allow 2.x versions (#556) (5d79795)
enable self signed jwt for grpc (#570) (6a99b12)

Documentation

fix spelling (#565) (fe5c702)

1.2.0 (2021-07-14)

Features

Add additional_experiments field to AutoMlTablesInputs (#540) (96ee726)
add always_use_jwt_access (#498) (6df4866)
add explain get_metadata function for tf2. (#507) (f6f9a97)
Add structure for XAI explain (from XAI SDK) (#502) (cb9ef11)
Add two new ModelType constants for Video Action Recognition training jobs (96ee726)
Adds AcceleratorType.NVIDIA_TESLA_A100 constant (f3a3d03)
Adds additional_experiments field to AutoMlForecastingInputs (8077b3d)
Adds additional_experiments field to AutoMlTablesInputs (#544) (8077b3d)
Adds AutoscalingMetricSpec message (f3a3d03)
Adds BigQuery output table field to batch prediction job output config (f3a3d03)
Adds fields to Study message (f3a3d03)
Adds JobState.JOB_STATE_EXPIRED constant (f3a3d03)
Adds PipelineService methods for Create, Get, List, Delete, Cancel (f3a3d03)
Adds two new ModelType constants for Video Action Recognition training jobs (8077b3d)
Removes AcceleratorType.TPU_V2 and TPU_V3 constants (#543) (f3a3d03)

Bug Fixes

Handle nested fields from BigQuery source when getting default column_names (#522) (3fc1d44)
log pipeline completion and raise pipeline failures (#523) (2508fe9)
making the uploader depend on tensorflow-proper (#499) (b95e040)
Set prediction client when listing Endpoints (#512) (95639ee)

1.1.1 (2021-06-22)

Features

add cancel method to pipeline client (#488) (3b19fff)

Bug Fixes

check if training_task_metadata is populated before logging backingCustomJob (#494) (2e627f8)

Documentation

omit mention of Python 2.7 in ‘CONTRIBUTING.rst’ (#1127) (#489) (cbc47f8)

Miscellaneous Chores

release 1.1.1 (1a38ce2)

1.1.0 (2021-06-17)

Features

add aiplatform API Vizier service (fdc968f)
add featurestore, index, metadata, monitoring, pipeline, and tensorboard services to aiplatform v1beta1 (fdc968f)
add invalid_row_count to ImportFeatureValuesResponse and ImportFeatureValuesOperationMetadata (fdc968f)
add pipeline client init and run to vertex AI (1f1226f)
add tensorboard support for CustomTrainingJob, CustomContainerTrainingJob, CustomPythonPackageTrainingJob (#462) (8cfd611)
adds enhanced protos for time series forecasting (fdc968f)
adds enhanced protos for time series forecasting (#374) (fdc968f)
allow the prediction endpoint to be overridden (#461) (c2cf612)
AutoMlImageSegmentationInputs.ModelType adds MOBILE_TF_LOW_LATENCY constant (fdc968f)
AutoMlVideoClassificationInputs.ModelType adds MOBILE_JETSON_VERSATILE_1 constant (fdc968f)
Expose additional attributes into Vertex SDK to close gap with GAPIC (#477) (572a27c)
ImageSegmentationPredictionResult.category_mask field changed to string data type (fdc968f)
remove unsupported accelerator types (fdc968f)
removes forecasting (time_series_forecasting proto) from public v1beta1 protos (fdc968f)
removes unused protos from schema/ folders: schema/io_format.proto, schema/saved_query_metadata.proto (fdc968f)
support additional_experiments for AutoML Tables and AutoML Forecasting (#428) (b4211f2)
support self-signed JWT flow for service accounts (fdc968f)

Bug Fixes

add async client to %name_%version/init.py (fdc968f)
add target_column docstring (#473) (c0543cd)
configuring timeouts for aiplatform v1 methods (fdc968f)
Enable MetadataStore to use credentials when aiplatfrom.init passed experiment and credentials. (#460) (e7bf0d8)
exclude docs and tests from package (#481) (b209904)
pass credentials to BQ and GCS clients (#469) (481d172)
remove display_name from FeatureStore (fdc968f)
Remove URI attribute from Endpoint sample (#478) (e3cbdd8)

Documentation

changes product name to Vertex AI (fdc968f)
correct link to fieldmask (fdc968f)
removes tinyurl links (fdc968f)

1.0.1 (2021-05-21)

Bug Fixes

use resource name location when passed full resource name (#421) (f40f322)

1.0.0 (2021-05-19)

Features

add custom and hp tuning (#388) (aab9e58)
add tensorboard support to custom job and hyperparameter tuning job (#404) (fa9bc39)

Bug Fixes

tb-gcp-uploader to show flags in “–help” correctly (#409) (9f603dd)

Miscellaneous Chores

release 1.0.0 (#407) (a2d7b68)

0.9.0 (2021-05-17)

Features

Add AutoML vision, Custom training job, and generic prediction samples (#300) (cc1a708)
Add VPC Peering support to CustomTrainingJob classes (#378) (56273f7)
AutoML Forecasting, Metadata Experiment Tracking, Tensorboard uploader (e94c9db)

Bug Fixes

deps: add packaging requirement (#392) (47c1530)
enable aiplatform unit tests (dcc459d)
rollback six to 1.15 (#391) (066624b)

0.8.0 (2021-05-11)

Features

Add export model (#353) (12c5be4)
add mbsdk video dataset samples (#307) (24d6920)
Add service account support to Custom Training and Model deployment (#342) (b4b1b12)
add services to aiplatform_v1beta1 (#367) (beb4032)
Added create_training_pipeline_custom_job_sample and create_training_pipeline_custom_training_managed_dataset_sample and fixed create_training_pipeline_image_classification_sample (#343) (1c6b998)
Added create_training_pipeline_custom_package_job_sample and create_training_pipeline_custom_container_job_sample and reworked create_training_pipeline_custom_job_sample (#351) (7abf8ef)
Added default AutoMLTabularTrainingJob column transformations (#357) (4fce8c4)
Added deploy_model_with_dedicated_resources_sample, deploy_model_with_automatic_resources_sample, upload_model and get_model samples (#337) (ef4f6f8)
Added explain tabular samples (#348) (c95d1ce)
aiplatform: Add support for setting User agent header (#364) (d50d26d)
expose env var in cust training class run func args (#366) (7ae28b8)
MBSDK Tabular samples (#338) (4241738)
update featurestore (#377) (bc17163)

Bug Fixes

Add all supported uCAIP GA regions (#350) (5e14c59)
aiplatform: Fix doc formatting (#359) (857f63d)
Bump google-cloud-storage min version to 1.32.0 (#371) (6fda925)
default model_display_name to _CustomTrainingJob.display_name when model_serving_container_image_uri is provided (#324) (a5fa7a2)
env formatiing (#379) (6bc4c61)
remove Optional type hint on deploy (#345) (79b0ab1)

0.7.1 (2021-04-14)

Bug Fixes

fix list failing without order_by and local sorting (#320) (06e99db)

0.7.0 (2021-04-14)

Features

Add Custom Container Prediction support, move to single API endpoint (#277) (ca7f6d6)
Add initial Model Builder SDK samples (#265) (1230dc6)
Add list() method to all resource nouns (#294) (3ec9386)
add support for multiple client versions, change aiplatform from compat.V1BETA1 to compat.V1 (#290) (89e3212)
Make aiplatform.Dataset private (#296) (1f0d5f3)
parse project location when passed full resource name to get apis (#297) (674227d)

Bug Fixes

add quotes to logged snippet (0ecd0a8)
make logging more informative during training (#310) (9a4d991)
remove TPU from accelerator test cases (57f4fcf)

0.6.0 (2021-03-22)

Features

add Vizier service (#266) (e5c1b1a)

Bug Fixes

skip create data labeling job sample tests (#254) (116a29b)

0.5.1 (2021-03-01)

Bug Fixes

fix create data labeling job samples tests (#244) (3c440de)
fix predict sample tests for proto-plus==1.14.2 (#250) (b1c9d88)
fix update export model sample, and add sample test (#239) (20b8859)

Documentation

update index.rst to include v1 (#246) (82193ef)

0.5.0 (2021-02-17)

Features

exposes v1 enhanced types and adds tests (#226) (42b587d)
LRO metadata (#204) (2863dc0)
moves manual enhanced lib edits outside of generated files (#198) (a04a561)
updates python-aiplatform to v1 (#212) (efc00ed)

Bug Fixes

correct text sentiment analysis sample (#222) (0befde3)
deps: remove optional dependencies (#187) (6589383)
Fix sample test (#215) (cdeb0ec)
reduces image size for test image (#213) (3ed0e09)

0.4.0 (2021-01-08)

Features

add create_batch_prediction_job samples (#67) (96a850f)
add create_hyperparameter_tuning_job_python_package sample (#76) (5155dee)
add create_training_pipeline_custom_training_managed_dataset sample (#75) (b012283)
add custom_job samples (#69) (fb165b3)
add data_labeling samples (#78) (7daacd5)
add get_custom_job and get_hyperparameter_tuning_job samples (#68) (26da7a7)
add schema namespace (#140) (1cbd4a5)
add video action recognition samples (#77) (4c60ad6)
Added tabular forecasting sample (#156) (a23857b)
Added tabular forecasting samples (#128) (69fc7fd)
adds function/method enhancements, demo samples (#122) (1a302d2)
adds text batch prediction samples (#82) (ad09c29)
initial generation of enhanced types (#102) (5ddbf16)
update create_training_pipeline samples (#142) (624a08d)
xai samples (#83) (5cf3859)

Bug Fixes

blacken on library, test files (#135) (53cdbab)
predict image samples params (#150) (7983b44)

Documentation

update readme (#81) (19dc31a)

0.3.1 (2020-11-13)

Features

add samples (#56) (53cc5f5)

0.3.0 (2020-11-05)

Features

generate v1beta1 (e80a4fc)
python-aiplatform beta library (#39) (81366dc)
regenerate v1beta1 (#4) (4ddc426)

Bug Fixes

re-add py sessions to noxfile (#22) (3c713d5)