Index

A

am_in_kubeflow() (in module hypermodel.utilities.kubeflow) analyze_distributions() (hypermodel.hml.model_container.ModelContainer method), [1]

apply_deploy_options() (hypermodel.hml.hml_pipeline.HmlPipeline method) apply_deployment() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) apply_service() (hypermodel.hml.hml_inference_app.HmlInferenceApp method)

B

bind_env() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) bind_gcp_auth() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) bind_model() (hypermodel.hml.model_container.ModelContainer method), [1]

bind_output_artifact_path() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) bind_output_file_path() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) bind_secret() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) build_training_matrix() (hypermodel.hml.model_container.ModelContainer method), [1]

C

cli_inference_group (hypermodel.hml.hml_inference_app.HmlInferenceApp attribute) config (hypermodel.platform.gcp.services.GooglePlatformServices attribute), [1] connect() (in module hypermodel.utilities.k8s)

create_experiment() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) create_job() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) create_merge_request() (hypermodel.hml.model_container.ModelContainer method), [1] create_pipeline() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method)

D

dataframe_from_query() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method) dataframe_from_table() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method) DataLake (class in hypermodel.platform.gcp.data_lake) DataWarehouse (class in hypermodel.platform.gcp.data_warehouse) delete_job() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) delete_pipeline() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) deploy() (hypermodel.hml.hml_inference_app.HmlInferenceApp method)

deploy_pipeline() (in module hypermodel.kubeflow.deploy) deploy_to_dev() (in module hypermodel.kubeflow.deploy_dev) describe_features() (in module hypermodel.features.numerical) download() (hypermodel.platform.gcp.data_lake.DataLake method) dry_run() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method) dump_distributions() (hypermodel.hml.model_container.ModelContainer method), [1] dump_model() (hypermodel.hml.model_container.ModelContainer method), [1] dump_reference() (hypermodel.hml.model_container.ModelContainer method), [1]

F

file_md5() (in module hypermodel.utilities.file_hash) find_experiment() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method)

find_job() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) find_pipeline() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method)

G

GcpBaseOp (class in hypermodel.platform.gcp.gcp_base_op) get() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) get_bucket_path() (hypermodel.hml.model_container.ModelContainer method), [1] get_dag() (hypermodel.hml.hml_pipeline.HmlPipeline method) get_local_path() (hypermodel.hml.model_container.ModelContainer method), [1]

get_model() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) get_unique_feature_values() (in module hypermodel.features.categorical) get_yaml() (hypermodel.hml.hml_inference_deployment.HmlInferenceDeployment method) git (hypermodel.platform.gcp.services.GooglePlatformServices attribute) GooglePlatformConfig (class in hypermodel.platform.gcp.config) GooglePlatformServices (class in hypermodel.platform.gcp.services)

H

HmlContainerOp (class in hypermodel.hml.hml_container_op) HmlInferenceApp (class in hypermodel.hml.hml_inference_app) HmlInferenceDeployment (class in hypermodel.hml.hml_inference_deployment) HmlPipeline (class in hypermodel.hml.hml_pipeline) HmlPipelineApp (class in hypermodel.hml.hml_pipeline_app) hypermodel (module) hypermodel.cli (module) hypermodel.cli.cli_start (module) hypermodel.cli.groups (module) hypermodel.cli.groups.k8s (module) hypermodel.cli.groups.lake (module) hypermodel.cli.groups.warehouse (module) hypermodel.features (module) hypermodel.features.categorical (module) hypermodel.features.numerical (module) hypermodel.hml.hml_container_op (module) hypermodel.hml.hml_inference_app (module) hypermodel.hml.hml_inference_deployment (module) hypermodel.hml.hml_pipeline (module) hypermodel.hml.hml_pipeline_app (module)

hypermodel.hml.model_container (module), [1] hypermodel.hml.prediction (module), [1] hypermodel.kubeflow (module) hypermodel.kubeflow.deploy (module) hypermodel.kubeflow.deploy_dev (module) hypermodel.kubeflow.kubeflow_client (module) hypermodel.model (module) hypermodel.model.table_schema (module) hypermodel.platform (module) hypermodel.platform.gcp (module) hypermodel.platform.gcp.config (module) hypermodel.platform.gcp.data_lake (module) hypermodel.platform.gcp.data_warehouse (module) hypermodel.platform.gcp.gcp_base_op (module) hypermodel.platform.gcp.services (module) hypermodel.platform.local (module) hypermodel.utilities (module) hypermodel.utilities.file_hash (module) hypermodel.utilities.hm_shell (module) hypermodel.utilities.k8s (module) hypermodel.utilities.kubeflow (module)

I

import_csv() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method)

invoke() (hypermodel.hml.hml_container_op.HmlContainerOp method)

K

KubeflowClient (class in hypermodel.kubeflow.kubeflow_client)

L

lake (hypermodel.platform.gcp.services.GooglePlatformServices attribute), [1] list_experiments() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) list_jobs() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) list_pipelines() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method)

list_runs() (hypermodel.kubeflow.kubeflow_client.KubeflowClient method) load() (hypermodel.hml.model_container.ModelContainer method), [1] load_distributions() (hypermodel.hml.model_container.ModelContainer method), [1] load_model() (hypermodel.hml.model_container.ModelContainer method), [1]

M

main() (in module hypermodel.cli.cli_start)

ModelContainer (class in hypermodel.hml.model_container), [1]

O

on_deploy() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) (hypermodel.hml.hml_pipeline_app.HmlPipelineApp method)

on_init() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) one_hot_encode() (in module hypermodel.features.categorical) op() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method)

P

publish() (hypermodel.hml.model_container.ModelContainer method), [1]

R

register_model() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) register_pipeline() (hypermodel.hml.hml_pipeline_app.HmlPipelineApp method)

run_all() (hypermodel.hml.hml_pipeline.HmlPipeline method) run_task() (hypermodel.hml.hml_pipeline.HmlPipeline method)

S

sanitize_k8s_name() (in module hypermodel.utilities.k8s) scale_by_mean_stdev() (in module hypermodel.features.numerical) secret_from_env() (in module hypermodel.utilities.k8s) secret_to_file() (in module hypermodel.utilities.k8s) select_into() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method)

sh() (in module hypermodel.utilities.hm_shell) SqlColumn (class in hypermodel.model.table_schema) SqlTable (class in hypermodel.model.table_schema) start_dev() (hypermodel.hml.hml_inference_app.HmlInferenceApp method) start_prod() (hypermodel.hml.hml_inference_app.HmlInferenceApp method)

T

table_schema() (hypermodel.platform.gcp.data_warehouse.DataWarehouse method)

to_sql() (hypermodel.model.table_schema.SqlColumn method) (hypermodel.model.table_schema.SqlTable method)

U

upload() (hypermodel.platform.gcp.data_lake.DataLake method)

W

warehouse (hypermodel.platform.gcp.services.GooglePlatformServices attribute), [1] with_command() (hypermodel.hml.hml_container_op.HmlContainerOp method) with_container() (hypermodel.platform.gcp.gcp_base_op.GcpBaseOp method) with_cron() (hypermodel.hml.hml_pipeline.HmlPipeline method) with_empty_dir() (hypermodel.hml.hml_container_op.HmlContainerOp method) (hypermodel.hml.hml_inference_deployment.HmlInferenceDeployment method) with_env() (hypermodel.hml.hml_container_op.HmlContainerOp method) (hypermodel.hml.hml_inference_deployment.HmlInferenceDeployment method)

with_experiment() (hypermodel.hml.hml_pipeline.HmlPipeline method) with_gcp_auth() (hypermodel.hml.hml_container_op.HmlContainerOp method) (hypermodel.hml.hml_inference_deployment.HmlInferenceDeployment method) with_image() (hypermodel.hml.hml_container_op.HmlContainerOp method) with_resources() (hypermodel.hml.hml_inference_deployment.HmlInferenceDeployment method) with_secret() (hypermodel.hml.hml_container_op.HmlContainerOp method)