azureml

__init__.py

automl

vision

classification

common

classification_utils.py

constants.py

transforms.py

inference

score.py

read

dataloader.py

dataset_wrappers.py

utils.py

write

featurize_script.py

score_script.py

score_script_utils.py

models

base_model_wrapper.py

classification_model_wrappers.py

runner.py

trainer

criterion.py

train.py

NOTICE

aml_dataset_base_wrapper.py

artifacts_utils.py

average_meter.py

base_model_factory.py

base_model_settings.py

data_utils.py

dataloaders.py

dataset_helper.py

distributed_utils.py

errors.py

exceptions.py

logging_utils.py

mlflow

mlflow_model_wrapper.py

model_export_utils.py

parameters.py

prediction_dataset.py

pretrained_model_utilities.py

sku_validation.py

system_meter.py

tiling_dataset_element.py

tiling_utils.py

torch_utils.py

lrschedule.py

lrschedule_parameters.py

optimize.py

optimize_parameters.py

training_state.py

explainability

methods.py

xrai_utils.py

metrics

automl_classification_metrics.py

classification_metrics.py

object_detection

augmentations.py

boundingbox.py

coco_eval_box_converter.py

masktools.py

object_detection_utils.py

od_training_state.py

tiling_helper.py

data

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azureml-automl-dnn-vision

amlpypi

(Experimental) An ambiguous license classifier was found.

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Ambiguous License Classifier

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Bad text encoding

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What is bad semver?

Bad semver

Package has dependencies with an invalid semantic version. This could be a sign of beta, low quality, or unmaintained dependencies.

What is bad dependency semver?

Bad dependency semver

Source files contain bidirectional unicode control characters. This could indicate a Trojan source supply chain attack. See: trojansource.codes for more information.

What are bidirectional unicode control characters?

Bidirectional unicode control characters

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What is bin script confusion?

Bin script confusion

Semantic versions published out of chronological order.

What is a chronological version anomaly?

Chronological version anomaly

Project maintainer's SSH key has been compromised.

What is a compromised SSH key?

Compromised SSH key

(Experimental) Copyleft license information was found.

What do I need to know about license files?

Copyleft License

Contains a Critical Common Vulnerability and Exposure (CVE).

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Title

Critical CVE

Contains a high severity Common Vulnerability and Exposure (CVE).

What is a CVE?

High CVE

Uses debug, reflection and dynamic code execution features.

What is debug access?

Debug access

The maintainer of the package marked it as deprecated. This could indicate that a single version should not be used, or that the package is no longer maintained and any new vulnerabilities will not be fixed.

What is a deprecated package?

Deprecated

(Experimental) Contains a known deprecated SPDX license exception.

What is a deprecated SPDX exception?

Deprecated SPDX exception

(Experimental) License is deprecated which may have legal implications regarding the package's use.

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Deprecated license

Package name is similar to other popular packages and may not be the package you want.

What is a typosquat?

Possible typosquat attack

Dynamic require can indicate the package is performing dangerous or unsafe dynamic code execution.

What is dynamic require?

Dynamic require

Package does not contain any code. It may be removed, is name squatting, or the result of a faulty package publish.

What is an empty package?

Empty package

Package accesses environment variables, which may be a sign of credential stuffing or data theft.

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Environment variable access

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Name

Extraneous dependency

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What are file dependencies?

File dependency

Accesses the file system, and could potentially read sensitive data.

What is filesystem access?

Filesystem access

Package has a dependency with a floating version range. This can cause issues if the dependency publishes a new major version.

What are wildcard dependencies?

Wildcard dependency

Contains a dependency which resolves to a remote git URL. Dependencies fetched from git URLs are not immutable and can be used to inject untrusted code or reduce the likelihood of a reproducible install.

What are git dependencies?

Git dependency

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What are GitHub dependencies?

GitHub dependency

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AI-detected potential code anomaly

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AI-detected potential malware

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AI-detected potential security risk

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Why is native code a concern?

Native code

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What are high entropy strings?

High entropy strings

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Unicode homoglyphs

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HTTP dependency

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Install scripts

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Invalid manifest file

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Invisible chars

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License change

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License Policy Violation

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Long strings

Package has recently undergone a major refactor. It may be unstable or indicate significant internal changes. Use caution when updating to versions that include significant changes.

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