Official ZenML Hub Plugins

Examples

• langchain_qa_example: Example using langchain to ask questions to GPT about the ZenML documentation

Steps

Loading Datasets

• sklearn_dataset_steps: Steps for loading popular datasets from sklearn.datasets
  • Digit: sklearn_digits_loader_step
  • Iris: sklearn_iris_loader_step
  • Diabetes: sklearn_diabetes_loader_step
  • Breast Cancer Wisconsin: sklearn_breast_cancer_loader_step
  • Wine: sklearn_wine_loader_step
  • OpenML: sklearn_openml_loader_step
• torchvision_dataset_steps: Steps for loading popular computer vision datasets from torchvision.datasets
  • MNIST: pytorch_mnist_loader_step
  • Fashion-MNIST: pytorch_fashion_mnist_loader_step
  • CIFAR-10: pytorch_cifar10_loader_step
  • CIFAR-100: pytorch_cifar100_loader_step
• tensorflow_dataset_steps: Steps for loading popular computer vision datasets from tf.keras.datasets
  • CIFAR-10: tensorflow_cifar10_loader_step
  • CIFAR-100: tensorflow_cifar100_loader_step
  • Fashion-MNIST: tensorflow_fashion_mnist_loader_step
  • IMDB: tensorflow_imdb_loader_step
  • MNIST: tensorflow_mnist_loader_step
  • Reuters: tensorflow_reuters_loader_step
• huggingface_hub_steps: Steps for loading datasets from the HuggingFace Hub
  • Hub Dataset Loader: huggingface_hub_loader_step
• langchain_loader_steps: Steps for loading documents from the LangChain framework
  • Gitbook loader: gitbook_docs_loader_step
  • CSV loader: langchain_csv_loader_step
  • Markdown loader: langchain_markdown_loader_step
  • Notion loader: langchain_notion_loader_step
  • Youtube transcript loader: langchain_youtube_loader_step
  • Slack loader: slack_loader_step
  • Web URL loader: web_url_loader_step
• llama_index_loader_steps: Steps for loading datasets from the LLAMA Index Hub
  • LLAMA Index Loader: llama_index_loader_step

Using Stack Components

Model Deployers

• bentoml_steps:
  • bento_builder_step
  • bentoml_model_deployer_step
• kserve_steps:
  • kserve_model_deployer_step
  • kserve_custom_model_deployer_step
• mlflow_steps:
  • mlflow_model_deployer_step
  • mlflow_model_registry_deployer_step
• seldon_steps:
  • seldon_model_deployer_step
  • seldon_custom_model_deployer_step
  • seldon_mlflow_registry_deployer_step

Data Validators

• deepchecks_steps:
  • deepchecks_data_drift_check_step
  • deepchecks_data_integrity_check_step
  • deepchecks_model_drift_check_step
  • deepchecks_model_validation_check_step
• evidently_steps:
  • evidently_profile_step
  • evidently_report_step
  • evidently_test_step
• great_expectations_steps:
  • great_expectations_profiler_step
  • great_expectations_validator_step
• whylogs_steps:
  • whylogs_profiler_step

Data Annotators

• label_studio_steps:
  • get_or_create_dataset
  • get_labeled_data
  • sync_new_data_to_label_studio

Slack

• slack_steps:
  • slack_alerter_post_step
  • slack_alerter_ask_step