Release History
3.1.0 (2020-11-10)
Training 3.4-preview
Features Added
- Support for
3.4-preview
API version.
3.0.0 (2020-06-22)
Training 3.3
Features
- Model ImageUrlCreateBatch has a new parameter metadata
- Model ImageIdCreateBatch has a new parameter metadata
- Model Prediction has a new parameter tag_type
- Model ImageFileCreateBatch has a new parameter metadata
- Model Image has a new parameter metadata
- Added operation get_images
- Added operation update_image_metadata
- Added operation get_artifact
- Added operation get_image_count
Breaking changes
- Operation import_project has a new signature
- Operation publish_iteration has a new signature
- Operation create_images_from_files has a new signature
- Operation create_images_from_urls has a new signature
- Operation create_images_from_predictions has a new signature
Prediction 3.1
Features
- Model Prediction has a new parameter tag_type
2.0.0 (2020-05-14)
Features
- Model Iteration has a new parameter training_time_in_minutes
- Model ProjectSettings has a new parameter image_processing_settings
- Model ProjectSettings has a new parameter detection_parameters
- Model ProjectSettings has a new parameter use_negative_set
- Model Project has a new parameter status
- Added operation CustomVisionPredictionClientOperationsMixin.detect_image_with_no_store
- Added operation CustomVisionPredictionClientOperationsMixin.detect_image_url
- Added operation CustomVisionPredictionClientOperationsMixin.classify_image_url
- Added operation CustomVisionPredictionClientOperationsMixin.detect_image_url_with_no_store
- Added operation CustomVisionPredictionClientOperationsMixin.classify_image_url_with_no_store
- Added operation CustomVisionPredictionClientOperationsMixin.classify_image_with_no_store
- Added operation CustomVisionPredictionClientOperationsMixin.classify_image
- Added operation CustomVisionPredictionClientOperationsMixin.detect_image
- Added operation group CustomVisionTrainingClientOperationsMixin
Breaking changes
- Credentials are now longer a simple string, but a
msrest.authentication.ApiKeyCredentials
instance instead
General Breaking changes
This version uses a next-generation code generator that might introduce breaking changes if from some import. In summary, some modules were incorrectly visible/importable and have been renamed. This fixed several issues caused by usage of classes that were not supposed to be used in the first place.
- CustomVisionPredictionClient cannot be imported from
azure.cognitiveservices.vision.customvision.prediction.custom_vision_prediction_client
anymore (import fromazure.cognitiveservices.vision.customvision.prediction
works like before) - CustomVisionPredictionClientConfiguration import has been moved from
azure.cognitiveservices.vision.customvision.prediction.custom_vision_prediction_client
toazure.cognitiveservices.vision.customvision.prediction
- A model
MyClass
from a "models" sub-module cannot be imported anymore usingazure.cognitiveservices.vision.customvision.prediction.models.my_class
(import fromazure.cognitiveservices.vision.customvision.prediction.models
works like before) - An operation class
MyClassOperations
from anoperations
sub-module cannot be imported anymore usingazure.cognitiveservices.vision.customvision.operations.prediction.my_class_operations
(import fromazure.cognitiveservices.vision.customvision.prediction.operations
works like before) - CustomVisionTrainingClient cannot be imported from
azure.cognitiveservices.vision.customvision.training.custom_vision_training_client
anymore (import fromazure.cognitiveservices.vision.customvision.training
works like before) - CustomVisionTrainingClientConfiguration import has been moved from
azure.cognitiveservices.vision.customvision.training.custom_vision_training_client
toazure.cognitiveservices.vision.customvision.training
- A model
MyClass
from a "models" sub-module cannot be imported anymore usingazure.cognitiveservices.vision.customvision.training.models.my_class
(import fromazure.cognitiveservices.vision.customvision.training.models
works like before) - An operation class
MyClassOperations
from anoperations
sub-module cannot be imported anymore usingazure.cognitiveservices.vision.customvision.operations.training.my_class_operations
(import fromazure.cognitiveservices.vision.customvision.training.operations
works like before)
Last but not least, HTTP connection pooling is now enabled by default. You should always use a client as a context manager, or call close(), or use no more than one client per process.
1.0.0 (2019-03-22)
This is a stable release of the Cognitive Services Custom Vision SDK.
Training
- Added an advanced training option to set a budget to train longer for improved iteration performance.
- Added additional export options targetting Vision AI Dev Kit and Docker ARM for Raspberry Pi.
Prediction
- PredictImage and PredictImageUrl have been replaced with project type specific calls. ClassifyImage and ClassifyImageUrl for image classification projects. DetectImage and DetectImageUrl for object detection projects .
- Prediction methods now take a name to designate which published iteration to use. Iterations can be published using the Custom Vision Training SDK.
0.4.0 (2018-11-13)
- The API client name was changed from TrainingAPI to CustomVisionTrainingClient, in keeping with other Azure SDKs.
- The way the Azure region is specfied has changed. Specifically, the
AzureRegion property was dropped in favor of an Endpoint property.
If you were previously specifying an AzureRegion value, you should
now specify
Endpoint=
https://{AzureRegion}.api.cognitive.microsoft.com
instead. This change ensures better global coverage. - Added ONNX 1.2 as an export option
- Added negative tag support.
0.3.0 (2018-07-12)
Features
- Added ability to create Multilabel or Multiclass image classification projects
- Fixes and improvements to Docker container export and export pipeline to know when a newer version is available
0.2.0 (2018-05-07)
Breaking changes
- Expect many breaking changes. As a preview package, we don't detail, but updated samples are available at:cognitive-services-python-sdk-samples
Features
- Adding support for object detection projects and expanded export functionality for image classification projects
- Client class can be used as a context manager to keep the underlying HTTP session open for performance
Bugfixes
- Compatibility of the sdist with wheel 0.31.0
Internal API version moved from 1.2 to 2.0
0.1.0 (2018-04-05)
- Initial Release