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mint.json
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{
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}
},
"font": {
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},
"background": {
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},
"layout": "sidenav",
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}
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],
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}
],
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"0.68.0",
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],
"navigation": [
{
"group": "\ud83d\ude80 Getting Started",
"pages": [
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"latest/getting-started/installation",
"latest/getting-started/core-concepts"
],
"version": "0.76.0"
},
{
"group": "\ud83d\udda5\ufe0f Deploying ZenML",
"pages": [
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"latest/getting-started/deploying-zenml/deploy-with-zenml-cli",
"latest/getting-started/deploying-zenml/deploy-with-docker",
"latest/getting-started/deploying-zenml/deploy-with-helm",
"latest/getting-started/deploying-zenml/deploy-using-huggingface-spaces",
"latest/getting-started/deploying-zenml/deploy-with-custom-image",
{
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"latest/getting-started/deploying-zenml/manage-the-deployed-services/troubleshoot-your-deployed-server",
"latest/getting-started/deploying-zenml/manage-the-deployed-services/troubleshoot-stack-components",
"latest/getting-started/deploying-zenml/manage-the-deployed-services/custom-secret-stores"
],
"icon": "gear",
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},
"latest/getting-started/deploying-zenml/secret-management",
"latest/getting-started/deploying-zenml/common-questions-answered"
],
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},
{
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"latest/getting-started/deploying-zenml/zenml-pro/system-architectures",
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"latest/getting-started/deploying-zenml/zenml-pro/user-management"
],
"version": "0.76.0"
},
{
"group": "\ud83d\udee0\ufe0f Using ZenML",
"pages": [
{
"group": " Set up a project repository",
"pages": [
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"latest/usage/setting-up-a-project-repository/connect-your-git-repository",
"latest/usage/setting-up-a-project-repository/using-project-templates",
"latest/usage/setting-up-a-project-repository/best-practices"
],
"icon": "cat",
"iconType": "solid"
},
{
"group": " Build a pipeline",
"pages": [
"latest/usage/build-pipelines/build-pipelines",
"latest/usage/build-pipelines/use-pipeline-step-parameters",
"latest/usage/build-pipelines/configuring-a-pipeline-at-runtime",
"latest/usage/build-pipelines/step-output-typing-and-annotation",
"latest/usage/build-pipelines/control-caching-behavior",
"latest/usage/build-pipelines/schedule-a-pipeline",
"latest/usage/build-pipelines/delete-a-pipeline",
"latest/usage/build-pipelines/compose-pipelines",
"latest/usage/build-pipelines/retry-steps",
"latest/usage/build-pipelines/run-pipelines-asynchronously",
"latest/usage/build-pipelines/control-execution-order-of-steps",
"latest/usage/build-pipelines/using-a-custom-step-invocation-id",
"latest/usage/build-pipelines/name-your-pipeline-and-runs",
"latest/usage/build-pipelines/use-failure-success-hooks",
"latest/usage/build-pipelines/hyper-parameter-tuning",
"latest/usage/build-pipelines/access-secrets-in-a-step",
"latest/usage/build-pipelines/run-an-individual-step",
"latest/usage/build-pipelines/fetching-pipelines",
"latest/usage/build-pipelines/get-past-pipeline-step-runs"
],
"icon": "link",
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},
{
"group": " Trigger a pipeline",
"pages": [
"latest/usage/trigger-pipelines/trigger-pipelines",
"latest/usage/trigger-pipelines/trigger-a-pipeline-from-client",
"latest/usage/trigger-pipelines/trigger-a-pipeline-from-another",
"latest/usage/trigger-pipelines/trigger-a-pipeline-from-rest-api"
],
"icon": "bullhorn",
"iconType": "solid"
},
{
"group": " Create and run templates",
"pages": [
"latest/usage/create-and-run-templates/create-and-run-templates",
"latest/usage/create-and-run-templates/create-a-run-template",
"latest/usage/create-and-run-templates/run-a-template"
],
"icon": "circle-play",
"iconType": "solid"
},
{
"group": " Use configuration files",
"pages": [
"latest/usage/use-configuration-files/use-configuration-files",
"latest/usage/use-configuration-files/how-to-use-config",
"latest/usage/use-configuration-files/what-can-be-configured",
"latest/usage/use-configuration-files/runtime-configuration",
"latest/usage/use-configuration-files/configuration-hierarchy",
"latest/usage/use-configuration-files/retrieve-used-configuration-of-a-run",
"latest/usage/use-configuration-files/autogenerate-a-template-yaml-file"
],
"icon": "files",
"iconType": "solid"
},
{
"group": " Customize Docker builds",
"pages": [
"latest/usage/customize-docker-builds/customize-docker-builds",
"latest/usage/customize-docker-builds/docker-settings-on-a-pipeline",
"latest/usage/customize-docker-builds/docker-settings-on-a-step",
"latest/usage/customize-docker-builds/specify-pip-dependencies-and-apt-packages",
"latest/usage/customize-docker-builds/use-your-own-docker-files",
"latest/usage/customize-docker-builds/which-files-are-built-into-the-image",
"latest/usage/customize-docker-builds/use-code-repositories-to-speed-up-docker-build-times",
"latest/usage/customize-docker-builds/define-where-an-image-is-built"
],
"icon": "docker",
"iconType": "solid"
},
{
"group": " Run remote pipelines from notebooks",
"pages": [
"latest/usage/run-remote-steps-and-pipelines-from-notebooks/run-remote-steps-and-pipelines-from-notebooks",
"latest/usage/run-remote-steps-and-pipelines-from-notebooks/limitations-of-defining-steps-in-notebook-cells",
"latest/usage/run-remote-steps-and-pipelines-from-notebooks/run-a-single-step-from-a-notebook"
],
"icon": "book",
"iconType": "solid"
},
{
"group": " Manage stacks & components",
"pages": [
"latest/usage/stack-deployment/stack-deployment",
"latest/usage/stack-deployment/deploy-a-cloud-stack",
"latest/usage/stack-deployment/deploy-a-cloud-stack-with-terraform",
"latest/usage/stack-deployment/register-a-cloud-stack",
"latest/usage/stack-deployment/deploy-a-stack-using-mlstacks",
"latest/usage/stack-deployment/reference-secrets-in-stack-configuration",
"latest/usage/stack-deployment/implement-a-custom-stack-component",
"latest/usage/stack-deployment/implement-a-custom-integration"
],
"icon": "hammer",
"iconType": "solid"
},
{
"group": " Train with GPUs",
"pages": [
"latest/usage/training-with-gpus/training-with-gpus",
"latest/usage/training-with-gpus/accelerate-distributed-training"
],
"icon": "car",
"iconType": "solid"
},
{
"group": " Control logging",
"pages": [
"latest/usage/control-logging/control-logging",
"latest/usage/control-logging/view-logs-on-the-dasbhoard",
"latest/usage/control-logging/enable-or-disable-logs-storing",
"latest/usage/control-logging/set-logging-verbosity",
"latest/usage/control-logging/disable-rich-traceback",
"latest/usage/control-logging/disable-colorful-logging"
],
"icon": "tree",
"iconType": "solid"
},
{
"group": " Handle Data/Artifacts",
"pages": [
"latest/usage/handle-data-artifacts/handle-data-artifacts",
"latest/usage/handle-data-artifacts/artifact-versioning",
"latest/usage/handle-data-artifacts/return-multiple-outputs-from-a-step",
"latest/usage/handle-data-artifacts/delete-an-artifact",
"latest/usage/handle-data-artifacts/tagging",
"latest/usage/handle-data-artifacts/get-arbitrary-artifacts-in-a-step",
"latest/usage/handle-data-artifacts/handle-custom-data-types",
"latest/usage/handle-data-artifacts/load-artifacts-into-memory",
"latest/usage/handle-data-artifacts/unmaterialized-artifacts",
"latest/usage/handle-data-artifacts/passing-artifacts-between-pipelines"
],
"icon": "server",
"iconType": "solid"
},
{
"group": " Visualizing artifacts",
"pages": [
"latest/usage/visualize-artifacts/visualize-artifacts",
"latest/usage/visualize-artifacts/types-of-visualizations",
"latest/usage/visualize-artifacts/creating-custom-visualizations",
"latest/usage/visualize-artifacts/visualizations-in-dashboard",
"latest/usage/visualize-artifacts/disabling-visualizations"
],
"icon": "chart-simple",
"iconType": "solid"
},
{
"group": " Use the Model Control Plane",
"pages": [
"latest/usage/use-the-model-control-plane/use-the-model-control-plane",
"latest/usage/use-the-model-control-plane/register-a-model",
"latest/usage/use-the-model-control-plane/delete-a-model",
"latest/usage/use-the-model-control-plane/associate-a-pipeline-with-a-model",
"latest/usage/use-the-model-control-plane/connecting-artifacts-via-a-model",
"latest/usage/use-the-model-control-plane/model-versions",
"latest/usage/use-the-model-control-plane/load-a-model-in-code",
"latest/usage/use-the-model-control-plane/promote-a-model",
"latest/usage/use-the-model-control-plane/linking-model-binaries-data-to-models",
"latest/usage/use-the-model-control-plane/load-artifacts-from-model"
],
"icon": "plane",
"iconType": "solid"
},
{
"group": " Track metrics and metadata",
"pages": [
"latest/usage/track-metrics-metadata/track-metrics-metadata",
"latest/usage/track-metrics-metadata/attach-metadata-to-a-model",
"latest/usage/track-metrics-metadata/attach-metadata-to-an-artifact",
"latest/usage/track-metrics-metadata/attach-metadata-to-steps",
"latest/usage/track-metrics-metadata/grouping-metadata",
"latest/usage/track-metrics-metadata/logging-metadata",
"latest/usage/track-metrics-metadata/fetch-metadata-within-steps",
"latest/usage/track-metrics-metadata/fetch-metadata-within-pipeline"
],
"icon": "chart-line",
"iconType": "solid"
},
{
"group": " Popular integrations",
"pages": [
"latest/usage/popular-integrations/popular-integrations",
"latest/usage/popular-integrations/aws-guide",
"latest/usage/popular-integrations/gcp-guide",
"latest/usage/popular-integrations/azure-guide",
"latest/usage/popular-integrations/kubeflow",
"latest/usage/popular-integrations/kubernetes",
"latest/usage/popular-integrations/mlflow",
"latest/usage/popular-integrations/skypilot"
],
"icon": "link-slash",
"iconType": "solid"
},
{
"group": " Connect services (AWS, GCP, Azure, K8s etc)",
"pages": [
"latest/usage/auth-management/auth-management",
"latest/usage/auth-management/service-connectors-guide",
"latest/usage/auth-management/best-security-practices",
"latest/usage/auth-management/docker-service-connector",
"latest/usage/auth-management/kubernetes-service-connector",
"latest/usage/auth-management/aws-service-connector",
"latest/usage/auth-management/gcp-service-connector",
"latest/usage/auth-management/azure-service-connector",
"latest/usage/auth-management/hyperai-service-connector"
],
"icon": "bolt",
"iconType": "solid"
},
{
"group": " Configure Python environments",
"pages": [
"latest/usage/configure-python-environments/configure-python-environments",
"latest/usage/configure-python-environments/handling-dependencies",
"latest/usage/configure-python-environments/configure-the-server-environment"
],
"icon": "python",
"iconType": "solid"
},
{
"group": " Connect to a server",
"pages": [
"latest/usage/connecting-to-zenml/connecting-to-zenml",
"latest/usage/connecting-to-zenml/connect-in-with-your-user-interactive",
"latest/usage/connecting-to-zenml/connect-with-a-service-account"
],
"icon": "bolt",
"iconType": "solid"
},
"latest/usage/interact-with-secrets",
"latest/usage/debug-and-solve-issues"
],
"version": "0.76.0"
},
{
"group": "Reference",
"pages": [
"latest/getting-started/reference/python-client",
"latest/getting-started/reference/global-settings",
"latest/getting-started/reference/environment-variables",
"latest/getting-started/reference/api-reference",
"latest/getting-started/reference/sdk-cli-reference",
"latest/getting-started/reference/how-do-i",
"latest/getting-started/reference/community-and-content",
"latest/getting-started/reference/faq"
],
"version": "0.76.0"
},
{
"group": " Migration guide",
"icon": "arrows-spin",
"iconType": "solid",
"pages": [
{
"group": "How to migrate",
"pages": [
"latest/getting-started/reference/migration-guide/migration-guide",
"latest/getting-started/reference/migration-guide/migration-zero-twenty",
"latest/getting-started/reference/migration-guide/migration-zero-thirty",
"latest/getting-started/reference/migration-guide/migration-zero-forty",
"latest/getting-started/reference/migration-guide/migration-zero-sixty"
],
"icon": "arrows-spin",
"iconType": "solid"
}
],
"version": "0.76.0"
},
{
"group": "\ud83e\udde9 Stacks",
"pages": [
"latest/stack-components/component-guide",
{
"group": " Orchestrators",
"pages": [
"latest/stack-components/orchestrators/orchestrators",
"latest/stack-components/orchestrators/local",
"latest/stack-components/orchestrators/local-docker",
"latest/stack-components/orchestrators/kubeflow",
"latest/stack-components/orchestrators/kubernetes",
"latest/stack-components/orchestrators/vertex",
"latest/stack-components/orchestrators/sagemaker",
"latest/stack-components/orchestrators/azureml",
"latest/stack-components/orchestrators/databricks",
"latest/stack-components/orchestrators/tekton",
"latest/stack-components/orchestrators/airflow",
"latest/stack-components/orchestrators/skypilot-vm",
"latest/stack-components/orchestrators/hyperai",
"latest/stack-components/orchestrators/lightning",
"latest/stack-components/orchestrators/custom"
],
"icon": "battery-full",
"iconType": "solid"
},
{
"group": " Artifact Stores",
"pages": [
"latest/stack-components/artifact-stores/artifact-stores",
"latest/stack-components/artifact-stores/local",
"latest/stack-components/artifact-stores/s3",
"latest/stack-components/artifact-stores/gcp",
"latest/stack-components/artifact-stores/azure",
"latest/stack-components/artifact-stores/custom"
],
"icon": "store",
"iconType": "solid"
},
{
"group": " Container Registries",
"pages": [
"latest/stack-components/container-registries/container-registries",
"latest/stack-components/container-registries/default",
"latest/stack-components/container-registries/dockerhub",
"latest/stack-components/container-registries/aws",
"latest/stack-components/container-registries/gcp",
"latest/stack-components/container-registries/azure",
"latest/stack-components/container-registries/github",
"latest/stack-components/container-registries/custom"
],
"icon": "docker",
"iconType": "solid"
},
{
"group": " Data Validators",
"pages": [
"latest/stack-components/data-validators/data-validators",
"latest/stack-components/data-validators/great-expectations",
"latest/stack-components/data-validators/deepchecks",
"latest/stack-components/data-validators/evidently",
"latest/stack-components/data-validators/whylogs",
"latest/stack-components/data-validators/custom"
],
"icon": "vial",
"iconType": "solid"
},
{
"group": " Experiment Trackers",
"pages": [
"latest/stack-components/experiment-trackers/experiment-trackers",
"latest/stack-components/experiment-trackers/comet",
"latest/stack-components/experiment-trackers/mlflow",
"latest/stack-components/experiment-trackers/neptune",
"latest/stack-components/experiment-trackers/wandb",
"latest/stack-components/experiment-trackers/custom"
],
"icon": "chart-line",
"iconType": "solid"
},
{
"group": " Model Deployers",
"pages": [
"latest/stack-components/model-deployers/model-deployers",
"latest/stack-components/model-deployers/mlflow",
"latest/stack-components/model-deployers/seldon",
"latest/stack-components/model-deployers/bentoml",
"latest/stack-components/model-deployers/huggingface",
"latest/stack-components/model-deployers/databricks",
"latest/stack-components/model-deployers/custom"
],
"icon": "person-running",
"iconType": "solid"
},
{
"group": " Step Operators",
"pages": [
"latest/stack-components/step-operators/step-operators",
"latest/stack-components/step-operators/sagemaker",
"latest/stack-components/step-operators/vertex",
"latest/stack-components/step-operators/azureml",
"latest/stack-components/step-operators/kubernetes",
"latest/stack-components/step-operators/spark-kubernetes",
"latest/stack-components/step-operators/custom"
],
"icon": "stairs",
"iconType": "solid"
},
{
"group": " Alerters",
"pages": [
"latest/stack-components/alerters/alerters",
"latest/stack-components/alerters/discord",
"latest/stack-components/alerters/slack",
"latest/stack-components/alerters/custom"
],
"icon": "exclamation",
"iconType": "solid"
},
{
"group": " Image Builders",
"pages": [
"latest/stack-components/image-builders/image-builders",
"latest/stack-components/image-builders/local",
"latest/stack-components/image-builders/kaniko",
"latest/stack-components/image-builders/gcp",
"latest/stack-components/image-builders/custom"
],
"icon": "image",
"iconType": "solid"
},
{
"group": " Annotators",
"pages": [
"latest/stack-components/annotators/annotators",
"latest/stack-components/annotators/argilla",
"latest/stack-components/annotators/label-studio",
"latest/stack-components/annotators/pigeon",
"latest/stack-components/annotators/prodigy",
"latest/stack-components/annotators/custom"
],
"icon": "tag",
"iconType": "solid"
},
{
"group": " Model Registries",
"pages": [
"latest/stack-components/model-registries/model-registries",
"latest/stack-components/model-registries/mlflow",
"latest/stack-components/model-registries/custom"
],
"icon": "book",
"iconType": "solid"
},
{
"group": " Feature Stores",
"pages": [
"latest/stack-components/feature-stores/feature-stores",
"latest/stack-components/feature-stores/feast",
"latest/stack-components/feature-stores/custom"
],
"icon": "shop",
"iconType": "solid"
}
],
"version": "0.76.0"
},
{
"group": "\ud83d\udcda User Guides",
"pages": [
{
"group": " Starter guide",
"pages": [
"latest/user-guide/guides/starter-guide",