This SDK enables a set of First Party (Google owned) pipeline components that allow users to take their experience from Vertex AI SDK and other Google Cloud services and create a corresponding pipeline using KFP or Managed Pipelines.

google_cloud_pipeline_components-2.18.0.dist-info

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top_level.txt

google_cloud_pipeline_components

__init__.py

_image.py

_implementation

batch_prediction_pairwise.py

bulk_inferrer.py

deploy_llm_model.py

deployment_graph.py

env.py

function_based.py

generated

refined_image_versions.py

infer_preprocessor.py

model_evaluation_text_generation_pairwise.py

online_evaluation_pairwise.py

preference_data_formatter.py

preprocess_chat_dataset.py

private_text_comparison_importer.py

private_text_importer.py

reinforcement_learning_graph.py

reinforcer.py

reward_model_graph.py

reward_model_trainer.py

rlhf_preprocessor.py

supervised_fine_tuner.py

upload_llm_model.py

upload_tensorboard_metrics.py

utils.py

utils_test.py

validate_pipeline.py

model

get_model

component.py

model_evaluation

chunking

feature_store_grounding_pipeline.py

data_sampler

dataset_preprocessor

endpoint_batch_predict

error_analysis_annotation

evaluated_annotation

feature_attribution

feature_attribution_component.py

feature_attribution_graph_component.py

feature_extractor

import_evaluated_annotation

import_evaluation

llm_classification_postprocessor

llm_embedding

evaluation_llm_embedding_pipeline.py

llm_embedding_retrieval

llm_evaluation

llm_evaluation_preprocessor

llm_information_retrieval_preprocessor

llm_retrieval_metrics

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google-cloud-pipeline-components

google-cloud-components-pypi

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Ambiguous License Classifier

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Bad dependency semver

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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

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Copyleft License

Contains a Critical Common Vulnerability and Exposure (CVE).

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Title

Critical CVE

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High CVE

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Debug access

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Deprecated SPDX exception

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Deprecated license

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Possible typosquat attack

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Dynamic require

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Empty package

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Environment variable access

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File dependency

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

What is filesystem access?

Filesystem access

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Wildcard dependency

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GitHub dependency

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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

Install scripts are run when the package is installed. The majority of malware in npm is hidden in install scripts.

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Install scripts

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Invisible chars

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License Policy Violation

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What's wrong with long strings?

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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Major refactor

This package is malware. We have asked the package registry to remove it.

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Known malware

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