Index

_

__init__() (merlin.batch.config.PredictionJobConfig method) (merlin.batch.config.PredictionJobResourceRequest method) (merlin.batch.sink.BigQuerySink method) (merlin.batch.source.BigQuerySource method)

A

active_model() (in module merlin) (in module merlin.fluent) active_project() (in module merlin) (in module merlin.fluent)

administrators (merlin.model.Project attribute) APPEND (merlin.batch.sink.SaveMode attribute) ARRAY (merlin.batch.config.ResultType attribute) artifact_uri (merlin.model.ModelVersion attribute) autostr() (in module merlin.util)

B

BigQuerySink (class in merlin.batch.sink)

BigQuerySource (class in merlin.batch.source)

C

cluster (merlin.environment.Environment attribute) COMPLETED (merlin.batch.job.JobStatus attribute) copy_pyfunc_dockerfile() (in module merlin.docker.docker) copy_standard_dockerfile() (in module merlin.docker.docker) cpu_request (merlin.resource_request.ResourceRequest attribute) (merlin.ResourceRequest attribute)

create_prediction_job() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) create_secret() (merlin.model.Project method) created_at (merlin.model.Model attribute) (merlin.model.ModelVersion attribute) (merlin.model.Project attribute)

D

default_resource_request (merlin.environment.Environment attribute) delete_secret() (merlin.model.Project method) delete_tag() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) deploy() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) (merlin.model.ModelVersion method)

DOUBLE (merlin.batch.config.ResultType attribute) download_artifact() (in module merlin.fluent) (merlin.model.ModelVersion method) download_files_from_gcs() (in module merlin.util)

E

endpoint (merlin.model.Model attribute) (merlin.model.ModelVersion attribute) env_vars (merlin.batch.config.PredictionJobConfig attribute) (merlin.endpoint.VersionEndpoint attribute) Environment (class in merlin.environment) environment (merlin.endpoint.ModelEndpoint attribute) (merlin.endpoint.VersionEndpoint attribute)

environment_name (merlin.endpoint.ModelEndpoint attribute) (merlin.endpoint.VersionEndpoint attribute) error (merlin.batch.job.PredictionJob attribute) ERROR (merlin.batch.sink.SaveMode attribute) ERRORIFEXISTS (merlin.batch.sink.SaveMode attribute)

F

FAILED (merlin.batch.job.JobStatus attribute) (merlin.endpoint.Status attribute) FAILED_SUBMISSION (merlin.batch.job.JobStatus attribute)

features (merlin.batch.source.BigQuerySource attribute) finish() (merlin.model.ModelVersion method) FLOAT (merlin.batch.config.ResultType attribute)

G

get_bucket_name() (in module merlin.util) get_default_environment() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) get_environment() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) get_gcs_path() (in module merlin.util) get_metric() (in module merlin.fluent) (merlin.model.ModelVersion method) get_model() (merlin.client.MerlinClient method) get_or_create_model() (merlin.client.MerlinClient method) (merlin.model.Project method)

get_or_create_project() (merlin.client.MerlinClient method) get_param() (in module merlin.fluent) (merlin.model.ModelVersion method) get_project() (merlin.client.MerlinClient method) get_run() (merlin.model.ModelVersion method) get_run_data() (merlin.model.ModelVersion method) get_tag() (in module merlin.fluent) (merlin.model.ModelVersion method) get_url() (in module merlin) (in module merlin.fluent) get_version() (merlin.model.Model method) guess_mlp_ui_url() (in module merlin.util)

I

id (merlin.batch.job.PredictionJob attribute) (merlin.endpoint.ModelEndpoint attribute) (merlin.endpoint.VersionEndpoint attribute) (merlin.model.Model attribute) (merlin.model.ModelVersion attribute) (merlin.model.Project attribute) IGNORE (merlin.batch.sink.SaveMode attribute)

infer() (merlin.model.PyFuncModel method) (merlin.model.PyFuncV2Model method) initialize() (merlin.model.PyFuncModel method) (merlin.model.PyFuncV2Model method) INTEGER (merlin.batch.config.ResultType attribute) is_default (merlin.environment.Environment attribute) item_type (merlin.batch.config.PredictionJobConfig attribute)

J

JobStatus (class in merlin.batch.job)

L

list_endpoint() (merlin.model.Model method) (merlin.model.ModelVersion method) list_environment() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) list_model() (merlin.model.Project method) list_model_endpoints() (in module merlin.fluent) list_prediction_job() (merlin.model.ModelVersion method) list_project() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) list_secret() (merlin.model.Project method) list_tag() (in module merlin.fluent) (merlin.model.ModelVersion method) list_version() (merlin.model.Model method) load_context() (merlin.model.PyFuncModel method) (merlin.model.PyFuncV2Model method) log_artifact() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method)

log_artifacts() (merlin.model.ModelVersion method) log_metric() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) log_model() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) log_param() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) log_pyfunc_model() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) log_pytorch_model() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) log_url (merlin.endpoint.VersionEndpoint attribute) LONG (merlin.batch.config.ResultType attribute)

M

max_replica (merlin.resource_request.ResourceRequest attribute) (merlin.ResourceRequest attribute) memory_request (merlin.resource_request.ResourceRequest attribute) (merlin.ResourceRequest attribute) merlin (module) merlin.batch (module) merlin.batch.big_query_util (module) merlin.batch.config (module) merlin.batch.job (module) merlin.batch.sink (module) merlin.batch.source (module) merlin.client (module) merlin.docker (module) merlin.docker.docker (module) merlin.endpoint (module) merlin.environment (module) merlin.fluent (module) merlin.merlin (module)

merlin.model (module) merlin.resource_request (module) merlin.util (module) merlin.validation (module) merlin.version (module) MerlinClient (class in merlin.client) min_replica (merlin.resource_request.ResourceRequest attribute) (merlin.ResourceRequest attribute) mlflow_experiment_id (merlin.model.Model attribute) mlflow_run_id (merlin.model.ModelVersion attribute) mlflow_tracking_url (merlin.model.Project attribute) mlflow_url (merlin.model.Model attribute) (merlin.model.ModelVersion attribute) Model (class in merlin.model) model (merlin.model.ModelVersion attribute) MODEL_TYPE_TO_IMAGE_MAP (merlin.model.ModelVersion attribute) ModelEndpoint (class in merlin.endpoint) ModelType (class in merlin.model) ModelVersion (class in merlin.model)

N

name (merlin.batch.job.PredictionJob attribute) (merlin.environment.Environment attribute) (merlin.model.Model attribute) (merlin.model.Project attribute)

new_model_version() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) (merlin.model.Model method)

O

ONNX (merlin.model.ModelType attribute) options (merlin.batch.sink.BigQuerySink attribute) (merlin.batch.source.BigQuerySource attribute)

OVERWRITE (merlin.batch.sink.SaveMode attribute)

P

PENDING (merlin.batch.job.JobStatus attribute) (merlin.endpoint.Status attribute) postprocess() (merlin.model.PyFuncV2Model method) predict() (merlin.model.PyFuncModel method) (merlin.model.PyFuncV2Model method) PredictionJob (class in merlin.batch.job) PredictionJobConfig (class in merlin.batch.config) PredictionJobResourceRequest (class in merlin.batch.config)

preprocess() (merlin.model.PyFuncV2Model method) Project (class in merlin.model) project (merlin.model.Model attribute) properties (merlin.model.ModelVersion attribute) PYFUNC (merlin.model.ModelType attribute) PYFUNC_V2 (merlin.model.ModelType attribute) PyFuncModel (class in merlin.model) PyFuncV2Model (class in merlin.model) PYTORCH (merlin.model.ModelType attribute)

R

raw_infer() (merlin.model.PyFuncV2Model method) readers (merlin.model.Project attribute) refresh() (merlin.batch.job.PredictionJob method) resource_request (merlin.batch.config.PredictionJobConfig attribute) ResourceRequest (class in merlin) (class in merlin.resource_request)

result_column (merlin.batch.sink.BigQuerySink attribute) result_type (merlin.batch.config.PredictionJobConfig attribute) ResultType (class in merlin.batch.config) RUNNING (merlin.batch.job.JobStatus attribute) (merlin.endpoint.Status attribute)

S

save_mode (merlin.batch.sink.BigQuerySink attribute) SaveMode (class in merlin.batch.sink) serve_traffic() (in module merlin) (in module merlin.fluent) (merlin.model.Model method) service_account_name (merlin.batch.config.PredictionJobConfig attribute) SERVING (merlin.endpoint.Status attribute) set_model() (in module merlin) (in module merlin.fluent) set_project() (in module merlin) (in module merlin.fluent) set_tag() (in module merlin) (in module merlin.fluent) (merlin.model.ModelVersion method) set_traffic() (in module merlin) (in module merlin.fluent) (merlin.model.Model method)

set_url() (in module merlin) (in module merlin.fluent) Sink (class in merlin.batch.sink) sink (merlin.batch.config.PredictionJobConfig attribute) SKLEARN (merlin.model.ModelType attribute) Source (class in merlin.batch.source) source (merlin.batch.config.PredictionJobConfig attribute) staging_bucket (merlin.batch.sink.BigQuerySink attribute) start() (merlin.model.ModelVersion method) start_server() (merlin.model.ModelVersion method) Status (class in merlin.endpoint) status (merlin.batch.job.PredictionJob attribute) (merlin.endpoint.ModelEndpoint attribute) (merlin.endpoint.VersionEndpoint attribute) stop() (merlin.batch.job.PredictionJob method) stop_serving_traffic() (in module merlin.fluent) (merlin.model.Model method) STRING (merlin.batch.config.ResultType attribute)

T

table (merlin.batch.sink.BigQuerySink attribute) (merlin.batch.source.BigQuerySource attribute) TENSORFLOW (merlin.model.ModelType attribute) TERMINATED (merlin.batch.job.JobStatus attribute) (merlin.endpoint.Status attribute) TERMINATING (merlin.batch.job.JobStatus attribute)

to_dict() (merlin.batch.config.PredictionJobResourceRequest method) (merlin.batch.sink.BigQuerySink method) (merlin.batch.sink.Sink method) (merlin.batch.source.BigQuerySource method) (merlin.batch.source.Source method) type (merlin.model.Model attribute)

U

undeploy() (in module merlin) (in module merlin.fluent) (merlin.client.MerlinClient method) (merlin.model.ModelVersion method) update_secret() (merlin.model.Project method) updated_at (merlin.model.Model attribute) (merlin.model.ModelVersion attribute) (merlin.model.Project attribute)

url (merlin.client.MerlinClient attribute) (merlin.endpoint.ModelEndpoint attribute) (merlin.endpoint.VersionEndpoint attribute) (merlin.model.ModelVersion attribute) (merlin.model.Project attribute)

V

valid_column() (in module merlin.batch.big_query_util) valid_columns() (in module merlin.batch.big_query_util) valid_dataset() (in module merlin.batch.big_query_util) valid_name_check() (in module merlin.util) valid_table_id() (in module merlin.batch.big_query_util)

valid_table_name() (in module merlin.batch.big_query_util) validate() (merlin.resource_request.ResourceRequest method) (merlin.ResourceRequest method) validate_model_dir() (in module merlin.validation) validate_text() (in module merlin.batch.big_query_util) VersionEndpoint (class in merlin.endpoint)

X

XGBOOST (merlin.model.ModelType attribute)