From 2f117bb2c0e6d7804a5061844516c2d2fe50d7c9 Mon Sep 17 00:00:00 2001 From: mrdzurb Date: Sat, 8 Oct 2022 00:36:34 +0000 Subject: [PATCH] Release version 2.6.6 --- ads/__init__.py | 16 +- ads/ads_version.json | 2 +- ads/cli.py | 18 +- ads/common/__init__.py | 2 + ads/common/auth.py | 9 +- ads/common/base_properties.py | 18 +- ads/common/data_serializer.py | 117 ++ ads/common/decorator/runtime_dependency.py | 1 + ads/common/model.py | 48 +- ads/common/model_artifact.py | 28 +- ads/common/model_export_util.py | 5 + ads/common/model_introspect.py | 3 +- ads/common/model_metadata.py | 1 + ads/common/model_metadata_mixin.py | 18 +- ads/common/utils.py | 60 - ads/config.py | 6 +- ads/dataflow/dataflow.py | 5 +- ads/dataset/factory.py | 9 + ads/feature_engineering/__init__.py | 1 + .../accessor/series_accessor.py | 19 + ads/feature_engineering/adsstring/__init__.py | 4 +- .../adsstring/oci_language/__init__.py | 8 + .../adsstring/string/__init__.py | 8 + .../feature_type/__init__.py | 1 + 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docs/source/user_guide/model_training/model_explainability/whatif.rst create mode 100644 docs/source/user_guide/model_training/tensorboard/tensorboard.rst diff --git a/ads/__init__.py b/ads/__init__.py index 2f2ecbaf8..a87714f7c 100644 --- a/ads/__init__.py +++ b/ads/__init__.py @@ -8,26 +8,26 @@ import os import logging import sys +import json +__version__ = "" +with open( + os.path.join(os.path.dirname(os.path.abspath(__file__)), "ads_version.json") +) as version_file: + __version__ = json.load(version_file)["version"] import oci import matplotlib.font_manager # causes matplotlib to regenerate its fonts -import json import ocifs from ads.common.decorator.deprecate import deprecated from ads.common.ipython import configure_plotting, _log_traceback from ads.feature_engineering.accessor.series_accessor import ADSSeriesAccessor from ads.feature_engineering.accessor.dataframe_accessor import ADSDataFrameAccessor - +from ads.common import auth os.environ["GIT_PYTHON_REFRESH"] = "quiet" -__version__ = "" -with open( - os.path.join(os.path.dirname(os.path.abspath(__file__)), "ads_version.json") -) as version_file: - __version__ = json.load(version_file)["version"] debug_mode = os.environ.get("DEBUG_MODE", False) documentation_mode = os.environ.get("DOCUMENTATION_MODE", "False") == "True" @@ -64,7 +64,7 @@ def set_auth( oci_config_path = oci_config_location else: logging.warning( - f"{oci_config_location} file not exists, default value oci.config.DEFAULT_LOCATION used instead" + f"{oci_config_location} file does not exist, default value oci.config.DEFAULT_LOCATION used instead" ) oci_config_path = oci.config.DEFAULT_LOCATION elif auth == "resource_principal": diff --git a/ads/ads_version.json b/ads/ads_version.json index 95a73d1e2..90678c1ba 100644 --- a/ads/ads_version.json +++ b/ads/ads_version.json @@ -1,3 +1,3 @@ { - "version": "2.6.5" + "version": "2.6.6" } diff --git a/ads/cli.py b/ads/cli.py index fb9e4a6cb..07955a0eb 100644 --- a/ads/cli.py +++ b/ads/cli.py @@ -3,13 +3,17 @@ # Copyright (c) 2021, 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - -import click -import ads.opctl.cli -import ads.jobs.cli -import os -import json - +try: + import click + import ads.opctl.cli + import ads.jobs.cli + import os + import json +except: + print( + "Please run `pip install oracle-ads[opctl]` to install the required dependencies for ADS CLI" + ) + exit() with open( os.path.join(os.path.dirname(os.path.abspath(__file__)), "ads_version.json") ) as version_file: diff --git a/ads/common/__init__.py b/ads/common/__init__.py index 82a9bb2dd..125013760 100644 --- a/ads/common/__init__.py +++ b/ads/common/__init__.py @@ -7,3 +7,5 @@ import logging logger = logging.getLogger(__name__) + +from ads.common import auth diff --git a/ads/common/auth.py b/ads/common/auth.py index 69088584f..03c896f93 100644 --- a/ads/common/auth.py +++ b/ads/common/auth.py @@ -7,6 +7,7 @@ import oci import os from ads.common import utils +import ads.telemetry def api_keys( @@ -42,7 +43,9 @@ def api_keys( >>> auth = authutil.api_keys(oci_config="/home/datascience/.oci/config", profile="TEST", client_kwargs={"timeout": 6000}) >>> oc.OCIClientFactory(**auth).object_storage # Creates Object storage client with timeout set to 6000 using API Key authentication """ - configuration = oci.config.from_file(oci_config, profile) + configuration = ads.telemetry.update_oci_client_config( + oci.config.from_file(oci_config, profile) + ) return { "config": configuration, "signer": oci.signer.Signer( @@ -82,8 +85,10 @@ def resource_principal(client_kwargs=None): >>> oc.OCIClientFactory(**auth).object_storage # Creates Object Storage client with timeout set to 6000 seconds using resource principal authentication """ + configuration = ads.telemetry.update_oci_client_config() + return { - "config": {}, + "config": configuration, "signer": oci.auth.signers.get_resource_principals_signer(), "client_kwargs": client_kwargs, } diff --git a/ads/common/base_properties.py b/ads/common/base_properties.py index 7a7589bf2..b39e8adf4 100644 --- a/ads/common/base_properties.py +++ b/ads/common/base_properties.py @@ -7,7 +7,7 @@ import dataclasses import json import os -from typing import Any, Dict, Optional +from typing import Any, Dict, Optional, Union from ads.common.config import Config, ConfigSection from ads.common.serializer import Serializable @@ -42,11 +42,21 @@ def __setattr__(self, name: str, value: Any): if value is None: self.__dict__[name] = value elif name in self.__annotations__: - if self.__annotations__[name] != type(value): + if hasattr(self.__annotations__[name], "__origin__"): + if self.__annotations__[name].__origin__ is Union and not isinstance( + value, self.__annotations__[name].__args__ + ): + raise TypeError( + f"Field `{name}` was expected to be of type `{self.__annotations__[name].__args__}` " + f"but type `{type(value)}` was provided." + ) + + elif self.__annotations__[name] != type(value): raise TypeError( - f"Field `{name}` was expected to be of type `{self.__annotations__[name].__name__}` " - f"but type `{type(value).__name__}` was provided." + f"Field `{name}` was expected to be of type `{self.__annotations__[name]}` " + f"but type `{type(value)}` was provided." ) + self.__dict__[name] = value def with_prop(self, name: str, value: Any) -> "BaseProperties": diff --git a/ads/common/data_serializer.py b/ads/common/data_serializer.py new file mode 100644 index 000000000..1ac60177b --- /dev/null +++ b/ads/common/data_serializer.py @@ -0,0 +1,117 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from __future__ import absolute_import, print_function + +import base64 +from io import BytesIO +from typing import Dict, List, Union +import requests +import json +import numpy as np +import pandas as pd + +DEFAULT_CONTENT_TYPE_JSON = "application/json" +DEFAULT_CONTENT_TYPE_BYTES = "application/octet-stream" + + +class InputDataSerializer: + """[An internal class] + Defines the contract for input data + + """ + + def __init__( + self, + data: Union[ + Dict, + str, + List, + np.ndarray, + pd.core.series.Series, + pd.core.frame.DataFrame, + ], + data_type=None, + ): + """ + Parameters + ---------- + data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, + pd.core.frame.DataFrame] + Data expected by the model deployment predict API. + data_type: Any, defaults to None. + Type of the data. If not provided, it will be checked against data. + + """ + if not data_type: + data_type = type(data) + if isinstance(data, np.ndarray): + np_bytes = BytesIO() + np.save(np_bytes, data, allow_pickle=True) + data = base64.b64encode(np_bytes.getvalue()).decode("utf-8") + elif isinstance(data, pd.core.series.Series): + data = data.tolist() + elif isinstance(data, pd.core.frame.DataFrame): + data = data.to_json() + elif ( + isinstance(data, dict) + or isinstance(data, str) + or isinstance(data, list) + or isinstance(data, tuple) + or isinstance(data, bytes) + ): + pass + else: + raise TypeError( + "The provided data type is not json serializable. " + "The supported data types are Dict, str, list, " + "numpy.ndarray, pd.core.series.Series, " + "pd.core.frame.DataFrame. Please " + "convert to the supported data types first. " + ) + + self._data = data + self._data_type = str(data_type) + + @property + def data(self): + return self._data + + @property + def data_type(self): + return self._data_type + + def to_dict(self): + return { + "data": self._data, + "data_type": self._data_type, + } + + def is_bytes(self): + return "bytes" in self.data_type + + def send(self, endpoint: str, dry_run: bool = False, **kwargs): + headers = dict() + if self.is_bytes(): + headers["Content-Type"] = ( + kwargs.get("content_type") or DEFAULT_CONTENT_TYPE_BYTES + ) + request_kwargs = {"data": self.data} # should pass bytes when using data + else: + headers["Content-Type"] = ( + kwargs.get("content_type") or DEFAULT_CONTENT_TYPE_JSON + ) + request_kwargs = {"json": self.to_dict()} + request_kwargs["headers"] = headers + if dry_run: + request_kwargs["headers"]["Accept"] = "*/*" + req = requests.Request("POST", endpoint, **request_kwargs).prepare() + if self.is_bytes(): + return req.body + return json.loads(req.body) + else: + request_kwargs["auth"] = kwargs.get("signer") + return requests.post(endpoint, **request_kwargs).json() diff --git a/ads/common/decorator/runtime_dependency.py b/ads/common/decorator/runtime_dependency.py index 18b1f38ed..8494dce1a 100644 --- a/ads/common/decorator/runtime_dependency.py +++ b/ads/common/decorator/runtime_dependency.py @@ -62,6 +62,7 @@ class OptionalDependency: GEO = "oracle-ads[geo]" ONNX = "oracle-ads[onnx]" OPTUNA = "oracle-ads[optuna]" + SPARK = "oracle-ads[spark]" def runtime_dependency( diff --git a/ads/common/model.py b/ads/common/model.py index 5bdfe8fd8..c5f25a7ac 100644 --- a/ads/common/model.py +++ b/ads/common/model.py @@ -23,9 +23,9 @@ runtime_dependency, OptionalDependency, ) +from ads.common.decorator.deprecate import deprecated from ads.common.utils import is_notebook from ads.dataset.pipeline import TransformerPipeline -from distutils import dir_util from sklearn.pipeline import Pipeline @@ -171,14 +171,18 @@ def rename(self, name): """ self.name = name + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def predict(self, X): """ Runs the models predict function on some data Parameters ---------- - X: MLData - A MLData object which holds the examples to be predicted on. + X: ADSData + A ADSData object which holds the examples to be predicted on. Returns ------- @@ -202,8 +206,8 @@ def predict_proba(self, X): Parameters ---------- - X: MLData - A MLData object which holds the examples to be predicted on. + X: ADSData + A ADSData object which holds the examples to be predicted on. Returns ------- @@ -218,16 +222,20 @@ def predict_proba(self, X): else: return self.est.predict_proba(X) + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def score(self, X, y_true, score_fn=None): """ Scores a model according to a custom score function Parameters ---------- - X: MLData - A MLData object which holds the examples to be predicted on. - y_true: MLData - A MLData object which holds ground truth labels for the examples which are being predicted on. + X: ADSData + A ADSData object which holds the examples to be predicted on. + y_true: ADSData + A ADSData object which holds ground truth labels for the examples which are being predicted on. score_fn: Scorer (callable) A callable object that returns a score, usually created with sklearn.metrics.make_scorer(). @@ -250,6 +258,10 @@ def score(self, X, y_true, score_fn=None): else: return self.est.score(X, y_true) + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def summary(self): """ A summary of the ADSModel @@ -274,14 +286,18 @@ def __repr__(self): def __getattr__(self, item): return getattr(self.est, item) + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def transform(self, X): """ - Process some MLData through the selected ADSModel transformers + Process some ADSData through the selected ADSModel transformers Parameters ---------- - X: MLData - A MLData object which holds the examples to be transformed. + X: ADSData + A ADSData object which holds the examples to be transformed. """ if hasattr(X, "copy"): @@ -310,6 +326,10 @@ def is_classifier(self): """ return hasattr(self, "classes_") and self.classes_ is not None + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def feature_names(self, X=None): model_type = self._underlying_model if model_type == "sklearn": @@ -367,6 +387,10 @@ def __getstate__(self): def __setstate__(self, state): self.__dict__ = state + @deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", + ) def prepare( self, target_dir=None, diff --git a/ads/common/model_artifact.py b/ads/common/model_artifact.py index 205af6abc..8a5fdc901 100644 --- a/ads/common/model_artifact.py +++ b/ads/common/model_artifact.py @@ -676,7 +676,6 @@ def SetResponseHeaders(self, headers, status_code): return load(output_bstream) - @runtime_dependency(module="IPython", install_from=OptionalDependency.NOTEBOOK) def save( self, display_name: str = None, @@ -850,18 +849,12 @@ def save( self._introspect() if self._introspect.status == TEST_STATUS.NOT_PASSED: msg = ( - "Model introspection failed. The model was not saved. " - "See the following table for details. " - "To save model artifacts ignoring " - "introspection use .save(ignore_introspection=True)." + "Model introspection not passed. " + "Use `.introspect()` method to get detailed information and follow the " + "messages to fix it. To save model artifacts ignoring introspection " + "use `.save(ignore_introspection=True...)`." ) - logger.error(msg) - - from IPython.core.display import display - - display(self._introspect.to_dataframe()) - raise (IntrospectionNotPassed()) - + raise IntrospectionNotPassed(msg) try: from ads.catalog.model import ModelCatalog @@ -1488,6 +1481,16 @@ def _save_file_size(self, file_path, data_type): replace=True, ) + def _prepare_data_for_schema( + self, + X_sample: Union[list, tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + y_sample: Union[list, tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + ): + """ + Any Framework-specific work before generic schema generation. + """ + return X_sample, y_sample + def populate_schema( self, data_sample: ADSData = None, @@ -1517,6 +1520,7 @@ def populate_schema( Pass in to `X_sample` and `y_sample` for other data types." X_sample = data_sample.X y_sample = data_sample.y + X_sample, y_sample = self._prepare_data_for_schema(X_sample, y_sample) self.schema_input = self._populate_schema( X_sample, schema_file_name=INPUT_SCHEMA_FILE_NAME, diff --git a/ads/common/model_export_util.py b/ads/common/model_export_util.py index ece51814b..b0db9352d 100644 --- a/ads/common/model_export_util.py +++ b/ads/common/model_export_util.py @@ -20,6 +20,7 @@ OptionalDependency, runtime_dependency, ) +from ads.common.decorator.deprecate import deprecated from ads.common.function.fn_util import ( generate_fn_artifacts, get_function_config, @@ -52,6 +53,10 @@ Progress_Steps_Wo_Fn = 4 +@deprecated( + "2.6.6", + details="Use framework specific Model utility class for saving and deploying model saving and deploying. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/quick_start.html", +) def prepare_generic_model( model_path: str, fn_artifact_files_included: bool = False, diff --git a/ads/common/model_introspect.py b/ads/common/model_introspect.py index f2bbd4688..ffd130c05 100644 --- a/ads/common/model_introspect.py +++ b/ads/common/model_introspect.py @@ -40,8 +40,7 @@ class IntrospectionNotPassed(ValueError): - def __init__(self): - super().__init__(f"Introspection not passed.") + pass class TEST_STATUS(str): diff --git a/ads/common/model_metadata.py b/ads/common/model_metadata.py index 167e8f69c..4e69cf6c8 100644 --- a/ads/common/model_metadata.py +++ b/ads/common/model_metadata.py @@ -195,6 +195,7 @@ class Framework(str, metaclass=ExtendedEnumMeta): FLAIR = "flair" WORD2VEC = "word2vec" ENSEMBLE = "ensemble" + SPARK = "spark" OTHER = "other" diff --git a/ads/common/model_metadata_mixin.py b/ads/common/model_metadata_mixin.py index 30e848f45..74b523a69 100644 --- a/ads/common/model_metadata_mixin.py +++ b/ads/common/model_metadata_mixin.py @@ -191,6 +191,16 @@ def _populate_metadata_custom(self): ) self.metadata_custom._add_many(model_metadata_items, replace=True) + def _prepare_data_for_schema( + self, + X_sample: Union[List, Tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + y_sample: Union[List, Tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + ): + """ + Any Framework-specific work before generic schema generation. + """ + return X_sample, y_sample + def _populate_provenance_metadata( self, training_script_path: str = "", @@ -277,7 +287,7 @@ def populate_metadata( and self.metadata_taxonomy[MetadataTaxonomyKeys.ALGORITHM].value is None ): logger.info( - "To auto-extract taxonomy metadata the model must be provided. Supported models: automl, keras, lightgbm, pytorch, sklearn, tensorflow, and xgboost." + "To auto-extract taxonomy metadata the model must be provided. Supported models: automl, keras, lightgbm, pytorch, sklearn, tensorflow, pyspark, and xgboost." ) if use_case_type is None: use_case_type = self.metadata_taxonomy[ @@ -287,7 +297,7 @@ def populate_metadata( model=self.estimator, use_case_type=use_case_type ) self._populate_metadata_custom() - self._populate_input_output_schema( + self.populate_schema( data_sample=data_sample, X_sample=X_sample, y_sample=y_sample, @@ -306,7 +316,7 @@ def populate_metadata( status="Done", ) - def _populate_input_output_schema( + def populate_schema( self, data_sample: ADSData = None, X_sample: Union[List, Tuple, pd.DataFrame, pd.Series, np.ndarray] = None, @@ -334,6 +344,8 @@ def _populate_input_output_schema( Pass in to `X_sample` and `y_sample` for other data types." X_sample = data_sample.X y_sample = data_sample.y + + X_sample, y_sample = self._prepare_data_for_schema(X_sample, y_sample) self.schema_input = self._populate_schema( X_sample, schema_file_name=INPUT_SCHEMA_FILE_NAME, diff --git a/ads/common/utils.py b/ads/common/utils.py index 958f0935a..5f3299169 100644 --- a/ads/common/utils.py +++ b/ads/common/utils.py @@ -1098,66 +1098,6 @@ def is_data_too_wide( return col_num > max_col_num -def _serialize_input_helper( - data: Union[ - Dict, - str, - List, - np.ndarray, - pd.core.series.Series, - pd.core.frame.DataFrame, - ], - data_type=None, -): - """Returns serializable input data. - - Parameters - ---------- - data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, - pd.core.frame.DataFrame] - Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. - - Returns - ------- - Dict - A dictionary containing serialized input data and original data type - information. - - Raises - ------ - TypeError - if provided data type is not supported. - """ - if not data_type: - data_type = type(data) - if isinstance(data, np.ndarray): - np_bytes = BytesIO() - np.save(np_bytes, data, allow_pickle=True) - data = base64.b64encode(np_bytes.getvalue()).decode("utf-8") - elif isinstance(data, pd.core.series.Series): - data = data.tolist() - elif isinstance(data, pd.core.frame.DataFrame): - data = data.to_json() - elif ( - isinstance(data, dict) - or isinstance(data, str) - or isinstance(data, list) - or isinstance(data, tuple) - or isinstance(data, bytes) - ): - pass - else: - raise TypeError("The provided data type is not json serializable. ") - - data_dict = { - "data": data, - "data_type": str(data_type), - } - return data_dict - - def get_files(directory: str): """List out all the file names under this directory. diff --git a/ads/config.py b/ads/config.py index 7a471b91b..5ad9fbafd 100644 --- a/ads/config.py +++ b/ads/config.py @@ -30,7 +30,11 @@ "OCI_RESOURCE_PRINCIPAL_RPT_ENDPOINT" ) COMPARTMENT_OCID = NB_SESSION_COMPARTMENT_OCID or JOB_RUN_COMPARTMENT_OCID -RESOURCE_OCID = NB_SESSION_OCID or JOB_RUN_OCID +MD_OCID = os.environ.get("MD_OCID") +DATAFLOW_RUN_OCID = os.environ.get("DATAFLOW_RUN_ID") +RESOURCE_OCID = ( + NB_SESSION_OCID or JOB_RUN_OCID or MD_OCID +) # We can add DATAFLOW_RUN_OCID here. Needs impact analysis @contextlib.contextmanager diff --git a/ads/dataflow/dataflow.py b/ads/dataflow/dataflow.py index 2e3467c7b..1a10a190a 100644 --- a/ads/dataflow/dataflow.py +++ b/ads/dataflow/dataflow.py @@ -61,7 +61,10 @@ class SPARK_VERSION(str): class DataFlow: - @deprecated("2.6.3") + @deprecated( + "2.6.3", + details="Use ads.jobs.DataFlow class for creating DataFlow applications and runs. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/apachespark/dataflow.html#create-run-data-flow-application-using-ads-python-sdk", + ) def __init__( self, compartment_id=None, diff --git a/ads/dataset/factory.py b/ads/dataset/factory.py index 0e35e174a..ad70104f5 100644 --- a/ads/dataset/factory.py +++ b/ads/dataset/factory.py @@ -52,6 +52,7 @@ runtime_dependency, OptionalDependency, ) +from ads.common.decorator.deprecate import deprecated default_snapshots_dir = None default_storage_options = None @@ -60,6 +61,10 @@ class DatasetFactory: @staticmethod + @deprecated( + "2.6.6", + details="Deprecated in favor of using Pandas. Pandas supports reading from object storage directly. Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/loading_data/connect.html", + ) def open( source, target=None, @@ -80,6 +85,10 @@ def open( """ Returns an object of ADSDataset or ADSDatasetWithTarget read from the given path + .. deprecated:: 2.6.6 + "Deprecated in favor of using Pandas. Pandas supports reading from object storage directly. + Check https://accelerated-data-science.readthedocs.io/en/latest/user_guide/loading_data/connect.html", + Parameters ---------- source: Union[str, pandas.DataFrame, h2o.DataFrame, pyspark.sql.dataframe.DataFrame] diff --git a/ads/feature_engineering/__init__.py b/ads/feature_engineering/__init__.py index 949f121cc..8ba9ece2f 100644 --- a/ads/feature_engineering/__init__.py +++ b/ads/feature_engineering/__init__.py @@ -13,6 +13,7 @@ from ads.feature_engineering.feature_type.base import Tag from ads.feature_engineering.adsimage.image import ADSImage from ads.feature_engineering.adsimage.image_reader import ADSImageReader +from ads.feature_engineering.feature_type.adsstring.oci_language import OCILanguage feature_type = feature_type_manager.feature_type_registered diff --git a/ads/feature_engineering/accessor/series_accessor.py b/ads/feature_engineering/accessor/series_accessor.py index 1249eeee3..ad2ce038f 100644 --- a/ads/feature_engineering/accessor/series_accessor.py +++ b/ads/feature_engineering/accessor/series_accessor.py @@ -46,6 +46,7 @@ from ads.feature_engineering.feature_type.handler.feature_validator import ( FeatureValidator, ) +from ads.feature_engineering.feature_type.adsstring.string import ADSString logger = logging.getLogger(__name__) @@ -371,6 +372,24 @@ def __getattr__(self, attr): return ADSSeriesValidator(self._feature_type, self._obj) for feature_type in self._feature_type: + if feature_type == ADSString: + # We need to initialize first to use the plugins. + if hasattr(feature_type("default"), attr): + methods = inspect.classify_class_attrs(feature_type) + for method in methods: + if method.name == attr: + if method.kind == "method": + return lambda *args, **kwargs: [ + getattr(ADSString(v), attr)(*args, **kwargs) + for v in self._obj.values + ] + + elif method.kind == "property": + attr_objects = [] + for v in self._obj.values: + attr_objects.append(getattr(feature_type(v), attr)) + return attr_objects + if hasattr(feature_type, attr): # non-instance methods, aka class method or static method non_ins_methods = [ diff --git a/ads/feature_engineering/adsstring/__init__.py b/ads/feature_engineering/adsstring/__init__.py index 7729f5528..1226ddd38 100644 --- a/ads/feature_engineering/adsstring/__init__.py +++ b/ads/feature_engineering/adsstring/__init__.py @@ -1,5 +1,7 @@ #!/usr/bin/env python # -*- coding: utf-8 -*-- -# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Copyright (c) 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +# The ADSString was moved to the feature_type folder. This INI file created for the back compatability diff --git a/ads/feature_engineering/adsstring/oci_language/__init__.py b/ads/feature_engineering/adsstring/oci_language/__init__.py new file mode 100644 index 000000000..eb1db437e --- /dev/null +++ b/ads/feature_engineering/adsstring/oci_language/__init__.py @@ -0,0 +1,8 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +# The ADSString was moved to the feature_type folder. This INI file created for the back compatability +from ads.feature_engineering.feature_type.adsstring.oci_language import OCILanguage diff --git a/ads/feature_engineering/adsstring/string/__init__.py b/ads/feature_engineering/adsstring/string/__init__.py new file mode 100644 index 000000000..91d29f81a --- /dev/null +++ b/ads/feature_engineering/adsstring/string/__init__.py @@ -0,0 +1,8 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +# The ADSString was moved to the feature_type folder. This INI file created for the back compatability +from ads.feature_engineering.feature_type.adsstring.string import ADSString diff --git a/ads/feature_engineering/feature_type/__init__.py b/ads/feature_engineering/feature_type/__init__.py index 90396b80a..0dd85042d 100644 --- a/ads/feature_engineering/feature_type/__init__.py +++ b/ads/feature_engineering/feature_type/__init__.py @@ -80,6 +80,7 @@ from ads.feature_engineering.feature_type.zip_code import ZipCode from ads.feature_engineering.feature_type.unknown import Unknown from ads.feature_engineering.feature_type.handler import warnings as w +from ads.feature_engineering.feature_type.adsstring.string import ADSString Address.warning.register("missing_values", w.missing_values_handler) diff --git a/ads/feature_engineering/feature_type/adsstring/__init__.py b/ads/feature_engineering/feature_type/adsstring/__init__.py new file mode 100644 index 000000000..7729f5528 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/feature_engineering/feature_type/adsstring/common_regex_mixin.py b/ads/feature_engineering/feature_type/adsstring/common_regex_mixin.py new file mode 100644 index 000000000..f67d98799 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/common_regex_mixin.py @@ -0,0 +1,164 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import re +from typing import List, Union, Dict + + +class CommonRegex(object): + + regexes = { + "date": re.compile( + r"(?:(?]+[^\s`!()\[\]{};:\'".,<>?\xab\xbb\u201c\u201d\u2018\u2019])?)', + re.IGNORECASE, + ), + "email": re.compile( + r"([a-z0-9!#$%&\'*+\/=?^_`{|.}~-]+@(?:[a-z0-9](?:[a-z0-9-]*[a-z0-9])?\.)+[a-z0-9](?:[a-z0-9-]*[a-z0-9])?)", + re.IGNORECASE, + ), + "ip": re.compile( + r"(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)", + re.IGNORECASE, + ), + "ipv6": re.compile( + r"\s*(?!.*::.*::)(?:(?!:)|:(?=:))(?:[0-9a-f]{0,4}(?:(?<=::)|(? str: + """Remove personal information in a string. + For example, "Jane's phone number is 123-456-7890" is turned into "Jane's phone number is [phone_number_US]." + + Parameters + ---------- + fields: (list(str) | dict) + either a list of fields to redact, e.g. ['email', 'phone_number_US'], in which case the redacted text is replaced + with capitalized word like [EMAIL] or [PHONE_NUMBER_US_WITH_EXT], or a dictionary where key is a field to redact and value + is the replacement text, e.g., {'email': 'HIDDEN_EMAIL'}. + + Returns + ------- + str + redacted string + """ + if isinstance(fields, list): + redact_map = { + field: self.redact_map[field] + for field in fields + if field in self.redact_map + } + else: + redact_map = { + k: "[" + v + "]" for k, v in fields.items() if k in self.redact_map + } + _string = self.string + for k, v in redact_map.items(): + _string = re.sub(CommonRegex.regexes[k], v, _string) + return _string diff --git a/ads/feature_engineering/feature_type/adsstring/oci_language.py b/ads/feature_engineering/feature_type/adsstring/oci_language.py new file mode 100644 index 000000000..eb2c6cdb9 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/oci_language.py @@ -0,0 +1,70 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import json +import oci.ai_language +import pandas as pd + +from ads.common import auth as authutil +from ads.common import oci_client + + +class OCILanguage(object): # pragma: no cover + def __init__(self, auth=None): + auth = auth if auth else authutil.default_signer() + self.ai_client = oci_client.OCIClientFactory(**auth).ai_language + + @property + def ner(self) -> pd.DataFrame: + detect_language_entities_details = ( + oci.ai_language.models.DetectLanguageEntitiesDetails(text=self.string) + ) + output = self.ai_client.detect_language_entities( + detect_language_entities_details + ) + return json.loads(str(output.data))["entities"] + + @property + def language_dominant(self) -> pd.DataFrame: + detect_dominant_language_details = ( + oci.ai_language.models.DetectDominantLanguageDetails(text=self.string) + ) + output = self.ai_client.detect_dominant_language( + detect_dominant_language_details + ) + return json.loads(str(output.data)) + + @property + def key_phrase(self) -> pd.DataFrame: + detect_language_key_phrases_details = ( + oci.ai_language.models.DetectLanguageKeyPhrasesDetails(text=self.string) + ) + output = self.ai_client.detect_language_key_phrases( + detect_language_key_phrases_details + ) + return json.loads(str(output.data))["key_phrases"] + + @property + def absa(self) -> pd.DataFrame: + detect_language_sentiments_details = ( + oci.ai_language.models.DetectLanguageSentimentsDetails(text=self.string) + ) + output = self.ai_client.detect_language_sentiments( + detect_language_sentiments_details + ) + return json.loads(str(output.data))["aspects"] + + @property + def text_classification(self) -> pd.DataFrame: + detect_language_text_clf_details = ( + oci.ai_language.models.DetectLanguageTextClassificationDetails( + text=self.string + ) + ) + output = self.ai_client.detect_language_text_classification( + detect_language_text_clf_details + ) + return json.loads(str(output.data))["text_classification"] diff --git a/ads/feature_engineering/feature_type/adsstring/parsers/__init__.py b/ads/feature_engineering/feature_type/adsstring/parsers/__init__.py new file mode 100644 index 000000000..7729f5528 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/parsers/__init__.py @@ -0,0 +1,5 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ diff --git a/ads/feature_engineering/feature_type/adsstring/parsers/base.py b/ads/feature_engineering/feature_type/adsstring/parsers/base.py new file mode 100644 index 000000000..963c56029 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/parsers/base.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +class Parser: + @property + def pos(self): + raise NotImplementedError() + + @property + def noun(self): + raise NotImplementedError() + + @property + def adjective(self): + raise NotImplementedError() + + @property + def adverb(self): + raise NotImplementedError() + + @property + def verb(self): + raise NotImplementedError() + + @property + def word(self): + raise NotImplementedError() + + @property + def sentence(self): + raise NotImplementedError() + + @property + def word_count(self): + raise NotImplementedError() + + @property + def bigram(self): + raise NotImplementedError() + + @property + def trigram(self): + raise NotImplementedError() diff --git a/ads/feature_engineering/feature_type/adsstring/parsers/nltk_parser.py b/ads/feature_engineering/feature_type/adsstring/parsers/nltk_parser.py new file mode 100644 index 000000000..f82b84d9d --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/parsers/nltk_parser.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +import functools +import nltk +import pandas as pd +from nltk import FreqDist, ngrams, pos_tag +from nltk.stem import SnowballStemmer +from nltk.tokenize import sent_tokenize, word_tokenize +from ads.feature_engineering.feature_type.adsstring.parsers.base import Parser +from typing import List + +if "CONDA_PREFIX" in os.environ: + nltk.data.path.append(f"{os.environ['CONDA_PREFIX']}/nltk") + + +class NLTKParser(Parser): + + stemmers = {} # language -> stemmer + + def __init__(self): + if not self.language in NLTKParser.stemmers: + NLTKParser.stemmers[self.language] = SnowballStemmer(self.language) + + @property + @functools.lru_cache() + def pos(self) -> pd.DataFrame: + return pd.DataFrame(data=self._pos(), columns=["Word", "Label"]) + + @functools.lru_cache() + def _pos(self): + return pos_tag(word_tokenize(self.string)) + + @property + @functools.lru_cache() + def adjective(self) -> List[str]: + return [word for (word, pos) in self._pos() if pos.startswith("JJ")] + + @property + @functools.lru_cache() + def noun(self) -> List[str]: + return [word for (word, pos) in self._pos() if pos.startswith("NN")] + + @property + @functools.lru_cache() + def adverb(self) -> List[str]: + return [word for (word, pos) in self._pos() if pos.startswith("RB")] + + @property + @functools.lru_cache() + def verb(self) -> List[str]: + return [word for (word, pos) in self._pos() if pos.startswith("VB")] + + @property + @functools.lru_cache() + def sentence(self) -> List[str]: + return sent_tokenize(self.string) + + @property + @functools.lru_cache() + def token(self) -> List[str]: + return word_tokenize(self.string) + + @property + def word(self) -> List[str]: + return [word.lower() for word in self.token if word.isalpha()] + + @property + @functools.lru_cache() + def word_count(self) -> pd.DataFrame: + word_count = list(FreqDist(self.word).items()) + df = pd.DataFrame(data=word_count, columns=["Word", "Count"]) + return df.sort_values( + ["Count", "Word"], ascending=[False, True], ignore_index=True + ) + + @property + @functools.lru_cache() + def bigram(self) -> pd.DataFrame: + res = list(ngrams(self.word, 2)) + return pd.DataFrame(data=res, columns=["Word 1", "Word 2"]) + + @property + @functools.lru_cache() + def trigram(self) -> pd.DataFrame: + res = list(ngrams(self.word, 3)) + return pd.DataFrame(data=res, columns=["Word 1", "Word 2", "Word 3"]) + + @property + @functools.lru_cache() + def stem(self) -> List: + return [NLTKParser.stemmers[self.language].stem(w) for w in self.word] diff --git a/ads/feature_engineering/feature_type/adsstring/parsers/spacy_parser.py b/ads/feature_engineering/feature_type/adsstring/parsers/spacy_parser.py new file mode 100644 index 000000000..4a1a0baa8 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/parsers/spacy_parser.py @@ -0,0 +1,221 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import itertools +from collections import Counter +from typing import List, Sequence, Tuple +import os +import functools +import pandas as pd + +from ads.feature_engineering.feature_type.adsstring.parsers.base import Parser +from ads.common.decorator.runtime_dependency import ( + runtime_dependency, + OptionalDependency, +) + + +# This module is only used when user installed spacy. spacy has conflicts with oci-cli. +class SpacyParser(Parser): # pragma: no cover + @runtime_dependency(module="spacy", install_from=OptionalDependency.TEXT) + def __init__(self): + try: + # for ADS conda packs, spacy files are located under $CONDA_PREFIX/spacy + self.nlp = spacy.load(f"{os.environ['CONDA_PREFIX']}/spacy") + except OSError: + try: + # if not inside a conda pack, trying loading first + # if failed download to default path + self.nlp = spacy.load("en_core_web_sm") + except: + from spacy.cli import download + + download("en_core_web_sm") + self.nlp = spacy.load("en_core_web_sm") + + @property + @functools.lru_cache() + def _parsed_nlp_obj(self): + return self.nlp(self.string) + + @property + @functools.lru_cache() + def pos(self) -> pd.DataFrame: + pos = ( + (token.text, token.pos_) + for token in self._parsed_nlp_obj + if not token.is_space + ) + return pd.DataFrame(data=pos, columns=["Word", "Label"]) + + def _pos_tokens(self, pos: str) -> List[str]: + return _f7( + [ + token.text + for token in self._parsed_nlp_obj + if ( + not token.is_stop + and not token.is_punct + and not token.is_space + and token.pos_ == pos + ) + ] + ) + + @property + @functools.lru_cache() + def noun(self) -> List[str]: + return self._pos_tokens("NOUN") + + @property + @functools.lru_cache() + def adjective(self) -> List[str]: + return self._pos_tokens("ADJ") + + @property + @functools.lru_cache() + def adverb(self) -> List[str]: + return self._pos_tokens("ADV") + + @property + @functools.lru_cache() + def verb(self) -> List[str]: + return self._pos_tokens("VERB") + + @property + @functools.lru_cache() + def noun_phrase(self) -> List[str]: + np = [] + for sentence in self.sentence: + for chunk in self.nlp(sentence).noun_chunks: + if chunk.text.strip(): + np.append(chunk.text.strip()) + + return np + + @property + @functools.lru_cache() + def entity_extract(self) -> pd.DataFrame: + return pd.DataFrame(data=self._entity_extract(), columns=["Entity", "Label"]) + + @functools.lru_cache() + def _entity_extract(self) -> List[Tuple[str, str]]: + entities = [] + for sentence in self.sentence: + entities.extend([(ent.text, ent.label_) for ent in self.nlp(sentence).ents]) + + return _f7(entities) + + def _entity_tokens(self, entity_label: str) -> List[str]: + return [ + token for (token, label) in self._entity_extract() if label == entity_label + ] + + @property + @functools.lru_cache() + def entity_people(self) -> List[str]: + # People, including fictional. + return self._entity_tokens("PERSON") + + @property + @functools.lru_cache() + def entity_location(self) -> List[str]: + # Location entity, i.e. countries, cities, states, mountain ranges, bodies of water, buildings, airports, highways, bridges + return ( + self._entity_tokens("GPE") + + self._entity_tokens("LOC") + + self._entity_tokens("FAC") + ) + + @property + @functools.lru_cache() + def entity_organization(self) -> List[str]: + # Companies, agencies, institutions. + return self._entity_tokens("ORG") + + @property + @functools.lru_cache() + def entity_artwork(self) -> List[str]: + # title of books, songs, etc + return self._entity_tokens("WORK_OF_ART") + + @property + @functools.lru_cache() + def entity_product(self) -> List[str]: + # product names, etc + return self._entity_tokens("PRODUCT") + + @property + @functools.lru_cache() + def sentence(self) -> List[str]: + return [sent.text.strip() for sent in self._parsed_nlp_obj.sents] + + @property + @functools.lru_cache() + def token(self) -> List[str]: + return [token.text for token in self._parsed_nlp_obj] + + def _words_by_sentence(self) -> List[str]: + x = [] + for sentence in self.sentence: + x.append([token.text for token in self.nlp(sentence) if token.is_alpha]) + + return x + + @property + @functools.lru_cache() + def word(self) -> List[str]: + return list(itertools.chain(*self._words_by_sentence())) + + def _ngrams(self, tokens, n): + return [tokens[i : i + n] for i in range(len(tokens) - n + 1)] + + @property + @functools.lru_cache() + def bigram(self) -> pd.DataFrame: + bigram = list( + itertools.chain( + *[ + self._ngrams(sentence_words, 2) + for sentence_words in self._words_by_sentence() + ] + ) + ) + return pd.DataFrame(data=bigram, columns=["Word 1", "Word 2"]) + + @property + @functools.lru_cache() + def trigram(self) -> pd.DataFrame: + trigram = list( + itertools.chain( + *[ + self._ngrams(sentence_words, 3) + for sentence_words in self._words_by_sentence() + ] + ) + ) + return pd.DataFrame(data=trigram, columns=["Word 1", "Word 2", "Word 3"]) + + @property + @functools.lru_cache() + def lemma(self) -> List[str]: + return [token.lemma_ for token in self._parsed_nlp_obj] + + @property + @functools.lru_cache() + def word_count(self) -> pd.DataFrame: + word_count = Counter([word.lower() for word in self.word]).most_common() + df = pd.DataFrame(data=word_count, columns=["Word", "Count"]) + return df.sort_values( + ["Count", "Word"], ascending=[False, True], ignore_index=True + ) + + +def _f7(seq: Sequence) -> List: + """order preserving de-duplicate sequence""" + seen = set() + seen_add = seen.add + return [x for x in seq if not (x in seen or seen_add(x))] diff --git a/ads/feature_engineering/feature_type/adsstring/string.py b/ads/feature_engineering/feature_type/adsstring/string.py new file mode 100644 index 000000000..0bfa3f023 --- /dev/null +++ b/ads/feature_engineering/feature_type/adsstring/string.py @@ -0,0 +1,258 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import functools + +from typing import Any, Callable +from ads.feature_engineering.feature_type.base import FeatureType +from ads.feature_engineering.feature_type.adsstring.common_regex_mixin import ( + CommonRegexMixin, +) +from ads.feature_engineering.feature_type.adsstring.oci_language import OCILanguage +from ads.common.decorator.runtime_dependency import OptionalDependency +from ads.feature_engineering.feature_type.adsstring.oci_language import OCILanguage + + +def to_adsstring(func: Callable) -> Callable: + """Decorator that converts output of a function to `ADSString` if it returns a string. + + Parameters + ---------- + func : Callable + function to decorate + + Returns + ------- + Callable + decorated function + """ + + @functools.wraps(func) + def wrapper(*args, **kwargs): + out = func(*args, **kwargs) + if isinstance(out, str): + return ADSString(out) + else: + return out + + return wrapper + + +def wrap_output_string(decorator: Callable) -> Callable: + """Class decorator that applies a decorator to all methods of a class. + + Parameters + ---------- + decorator : Callable + decorator to apply + + Returns + ------- + Callable + class decorator + """ + + def decorate(cls): + for attr in dir(cls): + if ( + not attr.startswith("__") + and not attr.startswith("_") + and callable(getattr(cls, attr)) + ): + setattr(cls, attr, decorator(getattr(cls, attr))) + return cls + + return decorate + + +@wrap_output_string(to_adsstring) +class ADSString(str, FeatureType, CommonRegexMixin): + """Defines an enhanced string class for the purporse of performing NLP tasks. + Its functionalities can be extended by registering plugins. + + Attributes + ---------- + plugins: List + list of plugins that add functionalities to the class. + string: str + plain string + + Example + ------- + >>> ADSString.nlp_backend('nltk') + >>> s = ADSString("Walking my dog on a breezy day is the best.") + >>> s.lower() # regular string methods still work + >>> s.replace("a", "e") + >>> s.nouns + >>> s.parts_of_speech + >>> s = ADSString("get in touch with my associate at john.smith@gmail.com to schedule") + >>> s.emails + >>> ADSString.plugin_register(OCILanguage) + >>> s = ADSString("This movie is awesome.") + >>> s.absa + """ + + plugins = [] + language_model_cache = dict() + description = "Type representing enhanced string class." + + def __init__(self, text: str, language="english") -> None: + """Initialze the class and register plugins. + + Parameters + ---------- + text : str + input text + language : str, optional + language of the text, by default "english". + + Raises + ------ + TypeError + input text is not a string. + """ + if not isinstance(text, str): + raise TypeError("Text must be a string.") + if isinstance(text, ADSString): + self.raw = text.string + else: + self.raw = text + self._string = self.raw.strip() + self.language = language + + if not hasattr(ADSString, "bases"): + # remember the bases before adding any plugins + setattr(ADSString, "bases", ADSString.__bases__) + else: + # reset bases before installing plugins + ADSString.__bases__ = ADSString.bases + + # adding default nlp plugin + ADSString.plugins.insert(0, OCILanguage) + + # remove duplicates and preserve order + _plugins = [] + for plg in ADSString.plugins[::-1]: + if plg not in _plugins: + _plugins.insert(0, plg) + + for cls in _plugins: + self.__class__.__bases__ = (cls,) + self.__class__.__bases__ + super(cls, self).__init__() + super(ADSString, self).__init__() + + @property + def string(self): + return self._string + + @classmethod + def nlp_backend(cls, backend: str = "nltk") -> None: + """Set backend for extracting NLP related properties. + + Parameters + ---------- + backend : str, optional + name of backend, by default 'nltk'. + + Raises + ------ + ModuleNotFoundError + module corresponding to backend is not found. + ValueError + input backend is invalid. + + Returns + ------- + None + """ + if backend == "spacy": + try: + import spacy + except: + raise ModuleNotFoundError( + f"The `spacy` module was not found. Please run " + f"`pip install {OptionalDependency.TEXT}`." + ) + from ads.feature_engineering.feature_type.adsstring.parsers.spacy_parser import ( + SpacyParser, + ) + + cls.plugin_register(SpacyParser) + elif backend == "nltk": + try: + import nltk + except: + raise ModuleNotFoundError("nltk must be installed.") + from ads.feature_engineering.feature_type.adsstring.parsers.nltk_parser import ( + NLTKParser, + ) + + cls.plugin_register(NLTKParser) + else: + raise ValueError( + "Currently only `nltk` and `spacy` are supported. Default uses `nltk`." + ) + + @classmethod + def plugin_clear(cls) -> None: + """Clears plugins.""" + cls.plugins.clear() + + @classmethod + def plugin_register(cls, plugin: Any) -> None: + """Register a plugin + + Parameters + ---------- + plugin : Any + plugin to register + + Returns + ------- + None + """ + cls.plugins.append(plugin) + + @classmethod + def plugin_list(cls) -> None: + """List registered plugins.""" + if not cls.plugins: + print("No plugin registered.") + return [] + + return [plugin.__name__ for plugin in cls.plugins] + + @classmethod + def help(cls, plugin: Any = None) -> None: + """List available properties. + + Parameters + ---------- + plugin : Any + registered plugin + + Returns + ------- + None + """ + if not plugin: + props = [ + attr + for attr in dir(cls) + if not attr.startswith("__") and not attr.startswith("_") + ] + print(f"{cls.__name__}::Available properties: {', '.join(props)}") + + else: + props = [ + attr + for attr in dir(plugin) + if not attr.startswith("__") and not attr.startswith("_") + ] + print( + f"{cls.__name__}::Available properties from plugin, {plugin.__name__}:" + ) + print(props) diff --git a/ads/feature_engineering/feature_type_manager.py b/ads/feature_engineering/feature_type_manager.py index 63e7474f4..c32c2601b 100644 --- a/ads/feature_engineering/feature_type_manager.py +++ b/ads/feature_engineering/feature_type_manager.py @@ -75,6 +75,7 @@ from ads.feature_engineering.feature_type.unknown import Unknown from ads.feature_engineering.feature_type.discrete import Discrete from ads.feature_engineering import exceptions +from ads.feature_engineering.feature_type.adsstring.string import ADSString logger = logging.getLogger(__name__) @@ -185,6 +186,7 @@ class FeatureTypeManager: Text, Unknown, Discrete, + ADSString, ] _name_to_type_map = {tp.name: tp for tp in _default_registered_type} diff --git a/ads/jobs/ads_job.py b/ads/jobs/ads_job.py index 0667f0312..355ec0f3a 100644 --- a/ads/jobs/ads_job.py +++ b/ads/jobs/ads_job.py @@ -3,12 +3,10 @@ # Copyright (c) 2021, 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -from copy import deepcopy from typing import List, Union from urllib.parse import urlparse import fsspec -from ads.common import utils from ads.common.auth import default_signer from ads.jobs.builders.base import Builder from ads.jobs.builders.infrastructure.dataflow import DataFlow, DataFlowRun @@ -42,7 +40,8 @@ class Job(Builder): .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) .with_block_storage_size(50) .with_log_group_id("") .with_log_id("") diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py index 0b5828bd8..9a194420c 100644 --- a/ads/jobs/builders/infrastructure/dsc_job.py +++ b/ads/jobs/builders/infrastructure/dsc_job.py @@ -11,25 +11,26 @@ import time import uuid from io import DEFAULT_BUFFER_SIZE -from typing import Dict, List, Optional, Union +from typing import Any, Dict, List, Optional, Union import fsspec import oci.data_science +import oci.util as oci_util import yaml -from oci.data_science.models import JobInfrastructureConfigurationDetails -from oci.exceptions import ServiceError from ads.common import utils from ads.common.oci_datascience import DSCNotebookSession, OCIDataScienceMixin from ads.common.oci_logging import OCILog from ads.common.oci_resource import ResourceNotFoundError -from ads.jobs.builders.runtimes.artifact import Artifact -from ads.jobs.builders.runtimes.container_runtime import ContainerRuntime -from ads.jobs.builders.runtimes.python_runtime import GitPythonRuntime from ads.jobs.builders.infrastructure.base import Infrastructure, RunInstance -from ads.jobs.builders.infrastructure.utils import get_value from ads.jobs.builders.infrastructure.dsc_job_runtime import ( DataScienceJobRuntimeManager, ) +from ads.jobs.builders.infrastructure.utils import get_value +from ads.jobs.builders.runtimes.artifact import Artifact +from ads.jobs.builders.runtimes.container_runtime import ContainerRuntime +from ads.jobs.builders.runtimes.python_runtime import GitPythonRuntime +from oci.data_science.models import JobInfrastructureConfigurationDetails +from oci.exceptions import ServiceError logger = logging.getLogger(__name__) @@ -71,13 +72,16 @@ class DSCJob(OCIDataScienceMixin, oci.data_science.models.Job): }, "jobInfrastructureConfigurationDetails": { "jobInfrastructureType": "STANDALONE", - "shapeName": "VM.Standard2.1", + "shapeName": "VM.Standard.E3.Flex", + "jobShapeConfigDetails": { + "memoryInGBs": 16, + "ocpus": 1 + }, "blockStorageSizeInGBs": "100", "subnetId": "" } } job = DSCJob(**job_payload) - """ DEFAULT_INFRA_TYPE = ( @@ -131,12 +135,15 @@ def artifact(self) -> Union[str, Artifact]: @artifact.setter def artifact(self, artifact: Union[str, Artifact]): - """Sets the job artifact""" + """Sets the job artifact.""" self._artifact = artifact def _load_infra_from_notebook(self, nb_config): """Loads the infrastructure configuration from notebook configuration.""" infra = self.job_infrastructure_configuration_details + nb_shape_config_details = oci_util.to_dict( + getattr(nb_config, "notebook_session_shape_config_details", None) or {} + ) if isinstance(infra, dict): infra_type = infra.get("jobInfrastructureType", self.DEFAULT_INFRA_TYPE) shape_name = infra.get("shapeName", nb_config.shape) @@ -144,6 +151,13 @@ def _load_infra_from_notebook(self, nb_config): "blockStorageSizeInGBs", nb_config.block_storage_size_in_gbs ) subnet_id = infra.get("subnetId", nb_config.subnet_id) + job_shape_config_details = infra.get("jobShapeConfigDetails", {}) + memory_in_gbs = job_shape_config_details.get( + "memoryInGBs", nb_shape_config_details.get("memory_in_gbs") + ) + ocpus = job_shape_config_details.get( + "ocpus", nb_shape_config_details.get("ocpus") + ) else: infra_type = ( infra.job_infrastructure_type @@ -165,6 +179,15 @@ def _load_infra_from_notebook(self, nb_config): if getattr(infra, "subnet_id", None) else nb_config.subnet_id ) + job_shape_config_details = oci_util.to_dict( + getattr(infra, "job_shape_config_details", {}) or {} + ) + memory_in_gbs = job_shape_config_details.get( + "memory_in_gbs", nb_shape_config_details.get("memory_in_gbs") + ) + ocpus = job_shape_config_details.get( + "ocpus", nb_shape_config_details.get("ocpus") + ) self.job_infrastructure_configuration_details = { "jobInfrastructureType": infra_type, @@ -182,6 +205,17 @@ def _load_infra_from_notebook(self, nb_config): } ) + # Specify shape config details + if memory_in_gbs or ocpus: + self.job_infrastructure_configuration_details.update( + { + "jobShapeConfigDetails": { + "memoryInGBs": memory_in_gbs, + "ocpus": ocpus, + } + } + ) + def load_properties_from_env(self) -> None: """Loads default properties from the environment""" if "NB_SESSION_OCID" in os.environ: @@ -566,7 +600,20 @@ def watch(self, interval: float = 3) -> DataScienceJobRun: def stop_condition(): """Stops the log streaming once the job is in a terminal state.""" self.sync() - return self.lifecycle_state in self.TERMINAL_STATES + if self.lifecycle_state not in self.TERMINAL_STATES: + return False + # Stop if time_finished is not available. + if not self.time_finished: + return True + # Stop only if time_finished is over 1 minute ago. + # This is for the time delay between job run stopped and the logs appear in oci logging. + if ( + datetime.datetime.now(self.time_finished.tzinfo) + - datetime.timedelta(minutes=1) + > self.time_finished + ): + return True + return False if not self.log_id and not self.log_group_id: print( @@ -675,6 +722,9 @@ class DataScienceJob(Infrastructure): CONST_SHAPE_NAME = "shapeName" CONST_BLOCK_STORAGE = "blockStorageSize" CONST_SUBNET_ID = "subnetId" + CONST_SHAPE_CONFIG_DETAILS = "shapeConfigDetails" + CONST_MEMORY_IN_GBS = "memoryInGBs" + CONST_OCPUS = "ocpus" CONST_LOG_ID = "logId" CONST_LOG_GROUP_ID = "logGroupId" @@ -687,10 +737,16 @@ class DataScienceJob(Infrastructure): CONST_SHAPE_NAME: "shape_name", CONST_BLOCK_STORAGE: "block_storage_size", CONST_SUBNET_ID: "subnet_id", + CONST_SHAPE_CONFIG_DETAILS: "shape_config_details", CONST_LOG_ID: "log_id", CONST_LOG_GROUP_ID: "log_group_id", } + shape_config_details_attribute_map = { + CONST_MEMORY_IN_GBS: "memory_in_gbs", + CONST_OCPUS: "ocpus", + } + payload_attribute_map = { CONST_PROJECT_ID: "project_id", CONST_COMPARTMENT_ID: "compartment_id", @@ -700,6 +756,7 @@ class DataScienceJob(Infrastructure): CONST_SHAPE_NAME: "job_infrastructure_configuration_details.shape_name", CONST_BLOCK_STORAGE: "job_infrastructure_configuration_details.block_storage_size_in_gbs", CONST_SUBNET_ID: "job_infrastructure_configuration_details.subnet_id", + CONST_SHAPE_CONFIG_DETAILS: "job_infrastructure_configuration_details.job_shape_config_details", CONST_LOG_ID: "job_log_configuration_details.log_id", CONST_LOG_GROUP_ID: "job_log_configuration_details.log_group_id", } @@ -712,12 +769,22 @@ class DataScienceJob(Infrastructure): def standardize_spec(spec): if not spec: return {} + + attribute_map = { + **DataScienceJob.attribute_map, + **DataScienceJob.shape_config_details_attribute_map, + } + snake_to_camel_map = {v: k for k, v in attribute_map.items()} + for key in list(spec.keys()): - if ( - key not in DataScienceJob.payload_attribute_map - and key in DataScienceJob.snake_to_camel_map - ): - spec[DataScienceJob.snake_to_camel_map[key]] = spec.pop(key) + if key not in attribute_map and key in snake_to_camel_map: + value = spec.pop(key) + if isinstance(value, dict): + spec[snake_to_camel_map[key]] = DataScienceJob.standardize_spec( + value + ) + else: + spec[snake_to_camel_map[key]] = value return spec def __init__(self, spec: Dict = None, **kwargs) -> None: @@ -929,6 +996,41 @@ def subnet_id(self) -> str: """Subnet ID""" return self.get_spec(self.CONST_SUBNET_ID) + def with_shape_config_details( + self, memory_in_gbs: float, ocpus: float, **kwargs: Dict[str, Any] + ) -> DataScienceJob: + """Sets the details for the job run shape configuration. + Specify only when a flex shape is selected. + For example `VM.Standard.E3.Flex` allows the memory_in_gbs and cpu count to be specified. + + Parameters + ---------- + memory_in_gbs: float + The size of the memory in GBs. + ocpus: float + The OCPUs count. + kwargs + Additional keyword arguments. + + Returns + ------- + DataScienceJob + The DataScienceJob instance (self) + """ + return self.set_spec( + self.CONST_SHAPE_CONFIG_DETAILS, + { + self.CONST_OCPUS: ocpus, + self.CONST_MEMORY_IN_GBS: memory_in_gbs, + **kwargs, + }, + ) + + @property + def shape_config_details(self) -> Dict: + """The details for the job run shape configuration.""" + return self.get_spec(self.CONST_SHAPE_CONFIG_DETAILS) + def with_log_id(self, log_id: str) -> DataScienceJob: """Sets the log OCID for the data science job. If log ID is specified, setting the log group ID (with_log_group_id()) is not strictly needed. @@ -1034,13 +1136,23 @@ def _update_from_dsc_model( ------- DataScienceJob The DataScienceJob instance (self) - """ + sub_level = { + self.CONST_SHAPE_CONFIG_DETAILS: self.shape_config_details_attribute_map + } self.dsc_job = dsc_job + for infra_attr, dsc_attr in self.payload_attribute_map.items(): value = get_value(dsc_job, dsc_attr) if value: - self._spec[infra_attr] = get_value(dsc_job, dsc_attr) + if infra_attr not in sub_level: + self._spec[infra_attr] = value + else: + self._spec[infra_attr] = {} + for sub_infra_attr, sub_dsc_attr in sub_level[infra_attr].items(): + sub_value = get_value(value, sub_dsc_attr) + if sub_value: + self._spec[infra_attr][sub_infra_attr] = sub_value return self def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: @@ -1062,17 +1174,20 @@ def _update_job_infra(self, dsc_job: DSCJob) -> DataScienceJob: self.CONST_SHAPE_NAME: "shapeName", self.CONST_SUBNET_ID: "subnetId", self.CONST_BLOCK_STORAGE: "blockStorageSizeInGBs", + self.CONST_SHAPE_CONFIG_DETAILS: "jobShapeConfigDetails", } + + if not dsc_job.job_infrastructure_configuration_details: + dsc_job.job_infrastructure_configuration_details = { + self.CONST_JOB_INFRA: DSCJob.DEFAULT_INFRA_TYPE, + self.CONST_BLOCK_STORAGE: 50, + } + for snake_attr, camel_attr in attr_map.items(): - if self.get_spec(snake_attr): - if not dsc_job.job_infrastructure_configuration_details: - dsc_job.job_infrastructure_configuration_details = { - self.CONST_JOB_INFRA: DSCJob.DEFAULT_INFRA_TYPE, - self.CONST_BLOCK_STORAGE: 50, - } - dsc_job.job_infrastructure_configuration_details[ - camel_attr - ] = self.get_spec(snake_attr) + value = self.get_spec(snake_attr) + if value: + dsc_job.job_infrastructure_configuration_details[camel_attr] = value + if dsc_job.job_infrastructure_configuration_details.get("subnetId"): dsc_job.job_infrastructure_configuration_details[ "jobInfrastructureType" @@ -1104,6 +1219,9 @@ def create(self, runtime, **kwargs) -> DataScienceJob: runtime, ContainerRuntime ): payload["display_name"] = self.name or utils.get_random_name_for_resource() + else: + payload["display_name"] = self.name + payload["job_log_configuration_details"] = self._prepare_log_config() self.dsc_job = DSCJob(**payload) diff --git a/ads/model/artifact.py b/ads/model/artifact.py index fa63e7831..32419dca6 100644 --- a/ads/model/artifact.py +++ b/ads/model/artifact.py @@ -7,6 +7,7 @@ import fnmatch import importlib import os +import sys import shutil import tempfile import uuid @@ -136,9 +137,9 @@ def __init__( raise ValueError("The `model_file_name` needs to be provided.") self.artifact_dir = os.path.abspath(os.path.expanduser(artifact_dir)) + sys.path.insert(0, self.artifact_dir) self.model_file_name = model_file_name self._env = Environment(loader=PackageLoader("ads", "templates")) - if reload: self.reload() @@ -307,7 +308,6 @@ def reload(self): self.score = importlib.util.module_from_spec(spec) spec.loader.exec_module(self.score) self.model = self.score.load_model() # load model in cache - # remove the cache files. for dir in [ os.path.join(self.artifact_dir, "__pycache__"), diff --git a/ads/model/deployment/__init__.py b/ads/model/deployment/__init__.py index a41964f9e..da52efb46 100644 --- a/ads/model/deployment/__init__.py +++ b/ads/model/deployment/__init__.py @@ -9,8 +9,6 @@ from .model_deployment import ( DEFAULT_POLL_INTERVAL, DEFAULT_WAIT_TIME, - DEFAULT_CONTENT_TYPE_JSON, - DEFAULT_CONTENT_TYPE_BYTES, ModelDeployment, ) from .model_deployment_properties import ModelDeploymentProperties diff --git a/ads/model/deployment/common/progress_bar.py b/ads/model/deployment/common/progress_bar.py index d70fd218b..13b770ef4 100644 --- a/ads/model/deployment/common/progress_bar.py +++ b/ads/model/deployment/common/progress_bar.py @@ -7,6 +7,7 @@ # Standard lib import time + # Third party from abc import abstractmethod from tqdm import tqdm_notebook diff --git a/ads/model/deployment/model_deployer.py b/ads/model/deployment/model_deployer.py index 6a93e4b49..07ac9fcc4 100644 --- a/ads/model/deployment/model_deployer.py +++ b/ads/model/deployment/model_deployer.py @@ -24,10 +24,12 @@ ... .with_prop("project_id", project_id) ... .with_prop("compartment_id", compartment_id) ... .with_instance_configuration( -... config={"INSTANCE_SHAPE":"VM.Standard2.1", +... config={"INSTANCE_SHAPE":"VM.Standard.E3.Flex", ... "INSTANCE_COUNT":"1", -... 'bandwidth_mbps':10}) -... .build() +... "bandwidth_mbps":10, +... "memory_in_gbs":10, +... "ocpus":2} +... ).build() >>> deployment_info = deployer.deploy(deployment_properties, ... max_wait_time=600, poll_interval=15) >>> print(deployment_info.model_deployment_id) @@ -74,7 +76,6 @@ class ModelDeployer: science client show_deployments(status) shows the deployments filtered by `status` in a Dataframe - """ def __init__(self, config: dict = None): @@ -125,7 +126,6 @@ def deploy( ------- ModelDeployment A ModelDeployment instance. - """ model_deployment = ModelDeployment( properties, diff --git a/ads/model/deployment/model_deployment.py b/ads/model/deployment/model_deployment.py index b8952919f..36b7cc6e2 100644 --- a/ads/model/deployment/model_deployment.py +++ b/ads/model/deployment/model_deployment.py @@ -15,6 +15,7 @@ import pandas as pd import requests from ads.common.auth import default_signer +from ads.common.data_serializer import InputDataSerializer from ads.common.oci_client import OCIClientFactory from ads.common.oci_logging import LOG_INTERVAL, LOG_RECORDS_LIMIT, OCILog @@ -26,8 +27,6 @@ DEFAULT_POLL_INTERVAL = 30 DEFAULT_WORKFLOW_STEPS = 6 DEFAULT_RETRYING_REQUEST_ATTEMPTS = 3 -DEFAULT_CONTENT_TYPE_JSON = "application/json" -DEFAULT_CONTENT_TYPE_BYTES = "application/octet-stream" TERMINAL_STATES = [State.ACTIVE, State.FAILED, State.DELETED, State.INACTIVE] @@ -152,7 +151,7 @@ class ModelDeployment: ---------- config: (dict) Deployment configuration parameters - deployment_properties: (ModelDeploymentProperties) + properties: (ModelDeploymentProperties) ModelDeploymentProperties object workflow_state_progress: (str) Workflow request id @@ -185,32 +184,32 @@ class ModelDeployment: def __init__( self, - properties=None, - config=None, - workflow_req_id=None, - model_deployment_id=None, - model_deployment_url="", + properties: Union[ModelDeploymentProperties, Dict] = None, + config: Dict = None, + workflow_req_id: str = None, + model_deployment_id: str = None, + model_deployment_url: str = "", **kwargs, ): - """Initializes a ModelDeployment + """Initializes a ModelDeployment object. Parameters ---------- - properties: ModelDeploymentProperties or dict + properties: (Union[ModelDeploymentProperties, Dict], optional). Defaults to None. Object containing deployment properties. - properties can be None when kwargs are used for specifying properties. - config: dict + The properties can be `None` when `kwargs` are used for specifying properties. + config: (Dict, optional). Defaults to None. ADS auth dictionary for OCI authentication. - This can be generated by calling ads.common.auth.api_keys() or ads.common.auth.resource_principal(). - If this is None, ads.common.default_signer(client_kwargs) will be used. - workflow_req_id: str - Workflow request id. Defaults to "" - model_deployment_id: str - Model deployment OCID. Defaults to "" - model_deployment_url: str - Model deployment url. Defaults to "" + This can be generated by calling `ads.common.auth.api_keys()` or `ads.common.auth.resource_principal()`. + If this is `None` then the `ads.common.default_signer(client_kwargs)` will be used. + workflow_req_id: (str, optional). Defaults to None. + Workflow request id. + model_deployment_id: (str, optional). Defaults to None. + Model deployment OCID. + model_deployment_url: (str, optional). Defaults to empty string. + Model deployment url. kwargs: - Keyword arguments for initializing ModelDeploymentProperties + Keyword arguments for initializing `ModelDeploymentProperties`. """ if config is None: @@ -453,7 +452,7 @@ def list_workflow_logs(self) -> list: return self.ds_client.list_work_request_logs(self.workflow_req_id).data def predict( - self, json_input: dict = None, data: Union[bytes, dict] = None, **kwargs + self, json_input: dict = None, data: InputDataSerializer = None, **kwargs ) -> dict: """Returns prediction of input data run against the model deployment endpoint @@ -461,8 +460,8 @@ def predict( ---------- json_input: dict Json payload for the prediction. - data: Union[bytes, dict] - Payload for the prediction. + data: InputDataSerializer + Serialized Data class instance kwargs: content_type: str @@ -476,37 +475,26 @@ def predict( Prediction results. """ - endpoint = self.url + endpoint = f"{self.url}/predict" signer = self.config.get("signer") - if not data and not json_input: + if data is None and json_input is None: raise AttributeError( "Neither `data` nor `json_input` are provided. You need to provide one of them." ) - if data and json_input: + if data is not None and json_input is not None: raise AttributeError( "`data` and `json_input` are both provided. You can only use one of them." ) - - content_type = kwargs.get("content_type", None) - - if data: - if isinstance(data, dict): - response = requests.post( - f"{endpoint}/predict", json=data, auth=signer - ).json() - else: - if not content_type: - content_type = DEFAULT_CONTENT_TYPE_BYTES - headers = {"Content-Type": content_type} - response = requests.post( - f"{endpoint}/predict", data=data, auth=signer, headers=headers - ).json() - - else: - response = requests.post( - f"{endpoint}/predict", json=json_input, auth=signer - ).json() - return response + if data is None: + data = InputDataSerializer(data=json_input) + elif not isinstance(data, InputDataSerializer): + data = InputDataSerializer(data=data) + + send_kwargs = { + "signer": signer, + "content_type": kwargs.get("content_type", None), + } + return data.send(endpoint=endpoint, **send_kwargs) def _wait_for_deletion( self, diff --git a/ads/model/deployment/model_deployment_properties.py b/ads/model/deployment/model_deployment_properties.py index 1f61982b8..5c1938a13 100644 --- a/ads/model/deployment/model_deployment_properties.py +++ b/ads/model/deployment/model_deployment_properties.py @@ -3,13 +3,14 @@ # Copyright (c) 2021, 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -from typing import Any, Optional, Union -import oci.data_science.models as data_science_models +from typing import Any, Dict, Optional, Union +import oci.data_science.models as data_science_models from ads.common import utils -from ads.common.oci_datascience import OCIDataScienceMixin from ads.common.auth import default_signer from ads.common.oci_client import OCIClientFactory +from ads.common.oci_datascience import OCIDataScienceMixin + from .common.utils import OCIClientManager @@ -50,6 +51,8 @@ class ModelDeploymentProperties( "access_log_id", "predict_log_group_id", "predict_log_id", + "memory_in_gbs", + "ocpus", ] def __init__( @@ -60,7 +63,7 @@ def __init__( data_science_models.ModelDeployment, data_science_models.CreateModelDeploymentDetails, data_science_models.UpdateModelDeploymentDetails, - dict, + Dict, ] = None, config: dict = None, **kwargs, @@ -69,23 +72,23 @@ def __init__( Parameters ---------- - model_id : str + model_id: (str, optiona). Defaults to None. Model Artifact OCID. The model_id must be specified either explicitly or as an attribute of the OCI object. - model_uri : str - uri to model files, can be local or in cloud storage. - oci_model_deployment: ModelDeployment or CreateModelDeploymentDetails or UpdateModelDeploymentDetails or dict - An OCI model or dict containing model deployment details. - The OCI model can be an instance of either ModelDeployment, - CreateModelDeploymentDetails or UpdateModelConfigurationDetails. - config : dict + model_uri: (str, optiona). Defaults to None. + Uri to model files, can be local or in cloud storage. + oci_model_deployment: (Union[ModelDeployment, CreateModelDeploymentDetails, UpdateModelDeploymentDetails, Dict], optional). Defaults to None. + An OCI model or Dict containing model deployment details. + The OCI model can be an instance of either `ModelDeployment`, + `CreateModelDeploymentDetails` or `UpdateModelConfigurationDetails`. + config : (Dict, optional). Defaults to None. ADS auth dictionary for OCI authentication. This can be generated by calling ads.common.auth.api_keys() or ads.common.auth.resource_principal(). If this is None, ads.common.default_signer(client_kwargs) will be used. - kwargs : + kwargs: Users can also initialize the object by using keyword arguments. - The following keyword arguments are supported by OCI models: + The following keyword arguments are supported by `oci.data_science.models.data_science_models.ModelDeployment`: - `display_name`, - `description`, @@ -108,7 +111,9 @@ def __init__( - `access_log_group_id`, - `access_log_id`, - `predict_log_group_id`, - - `predict_log_id`. + - `predict_log_id`, + - `memory_in_gbs`, + - `ocpus`. These additional arguments will be saved into appropriate properties in the OCI model. @@ -181,7 +186,13 @@ def __init__( # Config instance instance_config = {} - for key in ["instance_shape", "instance_count", "bandwidth_mbps"]: + for key in [ + "instance_shape", + "instance_count", + "bandwidth_mbps", + "memory_in_gbs", + "ocpus", + ]: if key in kwargs: instance_config[key] = kwargs[key] if instance_config: @@ -213,9 +224,11 @@ def with_instance_configuration(self, config): dictionary containing instance configuration about the deployment. The following keys are supported: - - instance_shape, - - instance_count, - - bandwidth_mbps. + - instance_shape: str, + - instance_count: int, + - bandwidth_mbps: int, + - memory_in_gbs: float, + - ocpus: float The instance_shape and instance_count are required when creating a new deployment. They are optional when updating an existing deployment. @@ -242,6 +255,18 @@ def with_instance_configuration(self, config): instance_configuration_object = data_science_models.InstanceConfiguration() if "instance_shape" in config: instance_configuration_object.instance_shape_name = config["instance_shape"] + + if config.get("memory_in_gbs") or config.get("ocpus"): + instance_shape_config_details = ( + data_science_models.ModelDeploymentInstanceShapeConfigDetails( + memory_in_gbs=config.pop("memory_in_gbs", None), + ocpus=config.pop("ocpus", None), + ) + ) + instance_configuration_object.model_deployment_instance_shape_config_details = ( + instance_shape_config_details + ) + model_configuration_details_object.instance_configuration = ( instance_configuration_object ) diff --git a/ads/model/extractor/model_info_extractor.py b/ads/model/extractor/model_info_extractor.py index 3530b7e09..89f846233 100644 --- a/ads/model/extractor/model_info_extractor.py +++ b/ads/model/extractor/model_info_extractor.py @@ -23,6 +23,8 @@ def normalize_hyperparameter(data: Dict) -> dict: Dict Normalized (json serializable) dictionary. """ + if not data: + return None new_dict = {} for key, value in data.items(): if isinstance(value, dict): diff --git a/ads/model/extractor/model_info_extractor_factory.py b/ads/model/extractor/model_info_extractor_factory.py index 645ba3541..5b00b8e8d 100644 --- a/ads/model/extractor/model_info_extractor_factory.py +++ b/ads/model/extractor/model_info_extractor_factory.py @@ -11,6 +11,7 @@ from ads.model.extractor.lightgbm_extractor import LightgbmExtractor from ads.model.extractor.keras_extractor import KerasExtractor from ads.model.extractor.automl_extractor import AutoMLExtractor +from ads.model.extractor.spark_extractor import SparkExtractor from ads.model.extractor.pytorch_extractor import PytorchExtractor from ads.model.extractor.tensorflow_extractor import TensorflowExtractor @@ -24,6 +25,7 @@ "bert", "transformers", "torch", + "spark", "automl", ] @@ -39,6 +41,7 @@ class ModelInfoExtractorFactory: Framework.ORACLE_AUTOML: AutoMLExtractor, Framework.TENSORFLOW: TensorflowExtractor, Framework.PYTORCH: PytorchExtractor, + Framework.SPARK: SparkExtractor, } @staticmethod @@ -90,6 +93,7 @@ def _get_estimator(model_bases): "bert": Framework.BERT, "transformers": Framework.TRANSFORMERS, "torch": Framework.PYTORCH, + "spark": Framework.SPARK, "automl": Framework.ORACLE_AUTOML, } for model_base in model_bases: diff --git a/ads/model/extractor/pytorch_extractor.py b/ads/model/extractor/pytorch_extractor.py index fdc95b806..d0dc53712 100644 --- a/ads/model/extractor/pytorch_extractor.py +++ b/ads/model/extractor/pytorch_extractor.py @@ -12,7 +12,7 @@ ) -class PytorchExtractor(ModelInfoExtractor): +class PyTorchExtractor(ModelInfoExtractor): """Class that extract model metadata from pytorch models. Attributes @@ -81,3 +81,7 @@ def hyperparameter(self): The hyperparameters of the model. """ return None + + +class PytorchExtractor(PyTorchExtractor): + pass diff --git a/ads/model/extractor/spark_extractor.py b/ads/model/extractor/spark_extractor.py new file mode 100644 index 000000000..ecfc74352 --- /dev/null +++ b/ads/model/extractor/spark_extractor.py @@ -0,0 +1,89 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2021, 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + + +from ads.common.decorator.runtime_dependency import ( + runtime_dependency, + OptionalDependency, +) + +from ads.model.extractor.model_info_extractor import ( + ModelInfoExtractor, + normalize_hyperparameter, +) +from ads.common.model_metadata import Framework + + +class SparkExtractor(ModelInfoExtractor): + """Class that extract model metadata from pyspark models. + + Attributes + ---------- + model: object + The model to extract metadata from. + estimator: object + The estimator to extract metadata from. + + Methods + ------- + framework(self) -> str + Returns the framework of the model. + algorithm(self) -> object + Returns the algorithm of the model. + version(self) -> str + Returns the version of framework of the model. + hyperparameter(self) -> dict + Returns the hyperparameter of the model. + """ + + def __init__(self, model): + self.model = model + + @property + def framework(self): + """Extracts the framework of the model. + + Returns + ---------- + str: + The framework of the model. + """ + return Framework.OTHER + + @property + def algorithm(self): + """Extracts the algorithm of the model. + + Returns + ---------- + object: + The algorithm of the model. + """ + return self.model.__class__.__name__ + + @property + @runtime_dependency(module="pyspark", install_from=OptionalDependency.SPARK) + def version(self): + """Extracts the framework version of the model. + + Returns + ---------- + str: + The framework version of the model. + """ + return pyspark.__version__ + + @property + def hyperparameter(self): + """Extracts the hyperparameters of the model. + + Returns + ---------- + dict: + The hyperparameters of the model + """ + hyperparams = {str(stage): stage.explainParams() for stage in self.model.stages} + return normalize_hyperparameter(hyperparams) diff --git a/ads/model/framework/automl_model.py b/ads/model/framework/automl_model.py index 3424cd9ac..11bd4e63e 100644 --- a/ads/model/framework/automl_model.py +++ b/ads/model/framework/automl_model.py @@ -11,7 +11,7 @@ import numpy as np import pandas as pd from ads.common import logger -from ads.common.utils import _serialize_input_helper +from ads.common.data_serializer import InputDataSerializer from ads.model.extractor.automl_extractor import AutoMLExtractor from ads.model.generic_model import GenericModel from ads.model.model_properties import ModelProperties @@ -230,7 +230,7 @@ def serialize_model( with open(model_path, "wb") as outfile: cloudpickle.dump(self.estimator, outfile) - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -248,13 +248,11 @@ def _serialize_input( data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, pd.core.frame.DataFrame] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type + InputDataSerializer + A class containing serialized input data and original data type information. Raises @@ -262,12 +260,4 @@ def _serialize_input( TypeError if provided data type is not supported. """ - try: - return _serialize_input_helper(data) - except: - raise TypeError( - "The supported data types are Dict, str, list, " - "numpy.ndarray, pd.core.series.Series, " - "pd.core.frame.DataFrame. Please " - "convert to the supported data types first. " - ) + return InputDataSerializer(data) diff --git a/ads/model/framework/lightgbm_model.py b/ads/model/framework/lightgbm_model.py index a855c5568..f31696fe0 100644 --- a/ads/model/framework/lightgbm_model.py +++ b/ads/model/framework/lightgbm_model.py @@ -16,15 +16,16 @@ runtime_dependency, OptionalDependency, ) -from ads.common.utils import _serialize_input_helper -from ads.model.generic_model import GenericModel +from ads.common.data_serializer import InputDataSerializer +from ads.model.generic_model import ( + GenericModel, + DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME, + DEFAULT_JOBLIB_FORMAT_MODEL_FILE_NAME, + DEFAULT_TXT_FORMAT_MODEL_FILE_NAME, +) from ads.model.model_properties import ModelProperties from joblib import dump -DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME = "model.onnx" -DEFAULT_JOBLIB_FORMAT_MODEL_FILE_NAME = "model.joblib" -DEFAULT_TXT_FORMAT_MODEL_FILE_NAME = "model.txt" - class LightGBMModel(GenericModel): """LightGBMModel class for estimators from Lightgbm framework. @@ -421,7 +422,7 @@ def generate_initial_types(self, X_sample: Any) -> List: ) return auto_generated_initial_types - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -437,15 +438,13 @@ def _serialize_input( Parameters ---------- data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, - pd.core.frame.DataFrame, torch.Tensor] + pd.core.frame.DataFrame] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type + InputDataSerializer + A class containing serialized input data and original data type information. Raises @@ -453,12 +452,4 @@ def _serialize_input( TypeError if provided data type is not supported. """ - try: - return _serialize_input_helper(data) - except: - raise TypeError( - "The supported data types are Dict, str, list, " - "numpy.ndarray, pd.core.series.Series, " - "pd.core.frame.DataFrame. Please " - "convert to the supported data types first. " - ) + return InputDataSerializer(data) diff --git a/ads/model/framework/pytorch_model.py b/ads/model/framework/pytorch_model.py index 40192c222..08e8a1d55 100644 --- a/ads/model/framework/pytorch_model.py +++ b/ads/model/framework/pytorch_model.py @@ -18,7 +18,7 @@ runtime_dependency, OptionalDependency, ) -from ads.common.utils import _serialize_input_helper +from ads.common.data_serializer import InputDataSerializer from ads.model.generic_model import GenericModel from ads.model.model_properties import ModelProperties @@ -360,7 +360,7 @@ def to_onnx( ) @runtime_dependency(module="torch", install_from=OptionalDependency.PYTORCH) - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -379,13 +379,11 @@ def _serialize_input( data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, pd.core.frame.DataFrame, torch.Tensor] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type + InputDataSerializer + A class containing serialized input data and original data type information. Raises @@ -393,18 +391,13 @@ def _serialize_input( TypeError if provided data type is not supported. """ - # the reason to leave the torch tensor here is because other modules - # might not require torch library. + data_type = type(data) + if isinstance(data, torch.Tensor): + buffer = BytesIO() + torch.save(data, buffer) + data = base64.b64encode(buffer.getvalue()).decode("utf-8") try: - data_type = type(data) - if isinstance(data, torch.Tensor): - buffer = BytesIO() - torch.save(data, buffer) - return { - "data": base64.b64encode(buffer.getvalue()).decode("utf-8"), - "data_type": str(data_type), - } - return _serialize_input_helper(data, data_type=data_type) + return InputDataSerializer(data, data_type=data_type) except: raise TypeError( "The supported data types are Dict, str, list, " diff --git a/ads/model/framework/sklearn_model.py b/ads/model/framework/sklearn_model.py index 09dc790ec..9a47cdd9d 100644 --- a/ads/model/framework/sklearn_model.py +++ b/ads/model/framework/sklearn_model.py @@ -15,15 +15,16 @@ OptionalDependency, ) from ads.model.extractor.sklearn_extractor import SklearnExtractor -from ads.common.utils import _serialize_input_helper -from ads.model.generic_model import GenericModel +from ads.common.data_serializer import InputDataSerializer +from ads.model.generic_model import ( + GenericModel, + DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME, + DEFAULT_JOBLIB_FORMAT_MODEL_FILE_NAME, +) from ads.model.model_properties import ModelProperties from joblib import dump from pandas.api.types import is_numeric_dtype, is_string_dtype -DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME = "model.onnx" -DEFAULT_JOBLIB_FORMAT_MODEL_FILE_NAME = "model.joblib" - class SklearnModel(GenericModel): """SklearnModel class for estimators from sklearn framework. @@ -544,7 +545,7 @@ def is_either_numerical_or_string_dataframe(data: pd.DataFrame) -> bool: ] ) - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -562,26 +563,15 @@ def _serialize_input( data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, pd.core.frame.DataFrame] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type - information. + InputDataSerializer + A class containing serialized input data and original data type information. Raises ------ TypeError if provided data type is not supported. """ - try: - return _serialize_input_helper(data) - except: - raise TypeError( - "The supported data types are Dict, str, list, " - "numpy.ndarray, pd.core.series.Series, " - "pd.core.frame.DataFrame. Please " - "convert to the supported data types first. " - ) + return InputDataSerializer(data) diff --git a/ads/model/framework/spark_model.py b/ads/model/framework/spark_model.py new file mode 100644 index 000000000..00324ff6a --- /dev/null +++ b/ads/model/framework/spark_model.py @@ -0,0 +1,409 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*-- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +import os +from typing import Any, Callable, Dict, List, Optional, Union, Tuple + +import numpy as np +import pandas as pd +from ads.common import logger +from ads.common.decorator.runtime_dependency import ( + runtime_dependency, + OptionalDependency, +) +from ads.model.extractor.spark_extractor import SparkExtractor +from ads.common.data_serializer import InputDataSerializer +from ads.model.generic_model import ( + GenericModel, + DEFAULT_MODEL_FOLDER_NAME, +) +from ads.model.model_properties import ModelProperties + +SPARK_DATAFRAME_SCHEMA_PATH = "_input_data_schema.json" + + +@runtime_dependency( + module="pyspark", + short_name="sql", + object="sql", + install_from=OptionalDependency.SPARK, +) +def _serialize_via_spark(data): + """ + If data is either a spark SQLDataFrames and spark.pandas dataframe/series + Return pandas version and data type of original + Else + Return data and None + """ + try: # runtime_dependency could not import this for unknown reason + import pyspark.pandas as ps + + ps_available = True + except: + ps_available = False + + def _get_or_create_spark_session(): + return sql.SparkSession.builder.appName("Convert pandas to spark").getOrCreate() + + if isinstance(data, sql.DataFrame): + data_type = type(data) + elif ps_available and ( + isinstance(data, ps.DataFrame) or isinstance(data, ps.Series) + ): + data_type = type(data) + data = data.to_spark() + elif isinstance(data, sql.types.Row): + spark_session = _get_or_create_spark_session() + data = spark_session.createDataFrame(data) + data_type = type(data) + elif isinstance(data, pd.core.frame.DataFrame): + data_type = type(data) + spark_session = _get_or_create_spark_session() + data = spark_session.createDataFrame(data) + elif isinstance(data, list): + if not len(data): + raise TypeError(f"Data cannot be empty. Provided data parameter is: {data}") + if isinstance(data[0], sql.types.Row): + spark_session = _get_or_create_spark_session() + data = spark_session.createDataFrame(data) + data_type = type(data) + else: + logger.warn( + f"ADS does not serialize data type: {type(data)} for Spark Models. User should proceed at their own risk. ADS supported data types are: `pyspark.sql.DataFrame`, `pandas.DataFrame`, and `pyspark.pandas.DataFrame`." + ) + return data, type(data), None + else: + logger.warn( + f"ADS does not serialize data type: {type(data)} for Spark Models. User should proceed at their own risk. ADS supported data types are: `pyspark.sql.DataFrame`, `pandas.DataFrame`, and `pyspark.pandas.DataFrame`." + ) + return data, type(data), None + return data, data_type, data.schema + + +class SparkDataSerializer(InputDataSerializer): + """[An internal class] + Defines the contract for input data to spark pipeline models + + """ + + @runtime_dependency( + module="pyspark", + short_name="sql", + object="sql", + install_from=OptionalDependency.SPARK, + ) + def __init__( + self, + data: Union[ + Dict, + str, + List, + np.ndarray, + pd.core.series.Series, + pd.core.frame.DataFrame, + ], + data_type=None, + ): + """ + Parameters + ---------- + data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, + pd.core.frame.DataFrame] + Data expected by the model deployment predict API. + data_type: Any, defaults to None. + Type of the data. If not provided, it will be checked against data. + + """ + data, data_type, _ = _serialize_via_spark(data) + if isinstance(data, sql.DataFrame): + data = data.toJSON().collect() + try: + super().__init__(data=data, data_type=data_type) + except: + raise TypeError( + f"Data type: {type(data)} unsupported. Please use `pyspark.sql.DataFrame`, `pyspark.pandas.DataFrame`, `pandas.DataFrame`." + ) + + +class SparkPipelineModel(GenericModel): + """SparkPipelineModel class for estimators from the pyspark framework. + + Attributes + ---------- + algorithm: str + The algorithm of the model. + artifact_dir: str + Artifact directory to store the files needed for deployment. + auth: Dict + Default authentication is set using the `ads.set_auth` API. To override the + default, use the `ads.common.auth.api_keys` or `ads.common.auth.resource_principal` to create + an authentication signer to instantiate an IdentityClient object. + ds_client: DataScienceClient + The data science client used by model deployment. + estimator: Callable + A trained pyspark estimator/model using pyspark. + framework: str + "spark", the framework name of the model. + hyperparameter: dict + The hyperparameters of the estimator. + metadata_custom: ModelCustomMetadata + The model custom metadata. + metadata_provenance: ModelProvenanceMetadata + The model provenance metadata. + metadata_taxonomy: ModelTaxonomyMetadata + The model taxonomy metadata. + model_artifact: ModelArtifact + This is built by calling prepare. + A ModelDeployment instance. + model_file_name: str + Name of the serialized model. + model_id: str + The model ID. + properties: ModelProperties + ModelProperties object required to save and deploy model. + runtime_info: RuntimeInfo + A RuntimeInfo instance. + schema_input: Schema + Schema describes the structure of the input data. + schema_output: Schema + Schema describes the structure of the output data. + serialize: bool + Whether to serialize the model to pkl file by default. If False, you need to serialize the model manually, + save it under artifact_dir and update the score.py manually. + version: str + The framework version of the model. + + Methods + ------- + delete_deployment(...) + Deletes the current model deployment. + deploy(..., **kwargs) + Deploys a model. + from_model_artifact(uri, model_file_name, artifact_dir, ..., **kwargs) + Loads model from the specified folder, or zip/tar archive. + from_model_catalog(model_id, model_file_name, artifact_dir, ..., **kwargs) + Loads model from model catalog. + introspect(...) + Runs model introspection. + predict(data, ...) + Returns prediction of input data run against the model deployment endpoint. + prepare(..., **kwargs) + Prepare and save the score.py, serialized model and runtime.yaml file. + reload(...) + Reloads the model artifact files: `score.py` and the `runtime.yaml`. + save(..., **kwargs) + Saves model artifacts to the model catalog. + summary_status(...) + Gets a summary table of the current status. + verify(data, ...) + Tests if deployment works in local environment. + + Examples + -------- + >>> import tempfile + >>> from ads.model.framework.spark_model import SparkPipelineModel + >>> from pyspark.ml.linalg import Vectors + >>> from pyspark.ml.classification import LogisticRegression + + >>> training = spark.createDataFrame([ + >>> (1.0, Vectors.dense([0.0, 1.1, 0.1])), + >>> (0.0, Vectors.dense([2.0, 1.0, -1.0])), + >>> (0.0, Vectors.dense([2.0, 1.3, 1.0])), + >>> (1.0, Vectors.dense([0.0, 1.2, -0.5]))], ["label", "features"]) + >>> lr_estimator = LogisticRegression(maxIter=10, regParam=0.001) + >>> pipeline = Pipeline(stages=[lr_estimator]) + >>> pipeline_model = pipeline.fit(training) + + >>> spark_model = SparkPipelineModel(estimator=pipeline_model, artifact_dir=tempfile.mkdtemp()) + >>> spark_model.prepare(inference_conda_env="dataexpl_p37_cpu_v3") + >>> spark_model.verify(training) + >>> spark_model.save() + >>> model_deployment = spark_model.deploy() + >>> spark_model.predict(training) + >>> spark_model.delete_deployment() + """ + + @runtime_dependency( + module="pyspark", + short_name="ml", + object="ml", + install_from=OptionalDependency.SPARK, + ) + def __init__( + self, + estimator: Callable, + artifact_dir: str, + properties: Optional[ModelProperties] = None, + auth: Dict = None, + **kwargs, + ): + """ + Initiates a SparkPipelineModel instance. + + Parameters + ---------- + estimator: Callable + SparkPipelineModel + artifact_dir: str + Directory for generate artifact. + properties: (ModelProperties, optional). Defaults to None. + ModelProperties object required to save and deploy model. + auth :(Dict, optional). Defaults to None. + The default authetication is set using `ads.set_auth` API. If you need to override the + default, use the `ads.common.auth.api_keys` or `ads.common.auth.resource_principal` to create appropriate + authentication signer and kwargs required to instantiate IdentityClient object. + + Returns + ------- + SparkPipelineModel + SparkPipelineModel instance. + + + Examples + -------- + >>> import tempfile + >>> from ads.model.framework.spark_model import SparkPipelineModel + >>> from pyspark.ml.linalg import Vectors + >>> from pyspark.ml.classification import LogisticRegression + >>> from pyspark.ml import Pipeline + + >>> training = spark.createDataFrame([ + >>> (1.0, Vectors.dense([0.0, 1.1, 0.1])), + >>> (0.0, Vectors.dense([2.0, 1.0, -1.0])), + >>> (0.0, Vectors.dense([2.0, 1.3, 1.0])), + >>> (1.0, Vectors.dense([0.0, 1.2, -0.5]))], ["label", "features"]) + >>> lr_estimator = LogisticRegression(maxIter=10, regParam=0.001) + >>> pipeline = Pipeline(stages=[lr_estimator]) + >>> pipeline_model = pipeline.fit(training) + + >>> spark_model = SparkPipelineModel(estimator=pipeline_model, artifact_dir=tempfile.mkdtemp()) + >>> spark_model.prepare(inference_conda_env="pyspark30_p37_cpu_v5") + >>> spark_model.verify(training) + >>> spark_model.save() + >>> model_deployment = spark_model.deploy() + >>> spark_model.predict(training) + >>> spark_model.delete_deployment() + """ + if not (type(estimator) in [ml.PipelineModel]): + raise TypeError( + f"{str(type(estimator))} is not supported in `SparkPipelineModel`s." + ) + super().__init__( + estimator=estimator, + artifact_dir=artifact_dir, + properties=properties, + auth=auth, + **kwargs, + ) + self.data_serializer_class = SparkDataSerializer + self._extractor = SparkExtractor(estimator) + self.framework = self._extractor.framework + self.algorithm = self._extractor.algorithm + self.version = self._extractor.version + self.hyperparameter = self._extractor.hyperparameter + + @staticmethod + def _handle_model_file_name(as_onnx: bool, model_file_name: str): + """ + Process folder name for saving model. + + Parameters + ---------- + as_onnx: bool + To convert to onnx format + model_file_name: str + File name for saving model. + + Returns + ------- + str + Processed file name. (Folder in the case of spark serialization) + """ + if as_onnx: + raise NotImplementedError( + "The Spark to Onnx Conversion is not supported because it is unstable. Please set as_onnx to False (default) to perform a spark model serialization" + ) + if not model_file_name: + return DEFAULT_MODEL_FOLDER_NAME + return model_file_name + + def serialize_model( + self, + as_onnx: bool = False, + X_sample: Optional[ + Union[ + Dict, + str, + List, + np.ndarray, + pd.core.series.Series, + pd.core.frame.DataFrame, + "pyspark.sql.DataFrame", + "pyspark.pandas.DataFrame", + ] + ] = None, + force_overwrite: bool = False, + **kwargs, + ) -> None: + """ + Serialize and save pyspark model using spark serialization. + + Parameters + ---------- + force_overwrite: (bool, optional). Defaults to False. + If set as True, overwrite serialized model if exists. + + Returns + ------- + None + """ + if as_onnx: + raise NotImplementedError( + "The Spark to Onnx Conversion is not supported because it is unstable. Please set as_onnx to False (default) to perform a spark model serialization" + ) + if not X_sample: + raise TypeError( + "X_Sample is required to serialize spark models. Please pass in an X_sample to `prepare`." + ) + model_path = os.path.join(self.artifact_dir, self.model_file_name) + if os.path.exists(model_path) and not force_overwrite: + raise ValueError( + "Model file already exists and will not be overwritten. " + "Set `force_overwrite` to True if you wish to overwrite." + ) + if not os.path.exists(self.artifact_dir): + os.makedirs(self.artifact_dir) + self.estimator.write().overwrite().save(model_path) + + @runtime_dependency( + module="pyspark", + short_name="sql", + object="sql", + install_from=OptionalDependency.SPARK, + ) + def _prepare_data_for_schema( + self, + X_sample: Union[List, Tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + y_sample: Union[List, Tuple, pd.DataFrame, pd.Series, np.ndarray] = None, + **kwargs, + ): + """Generate Spark Schema and format Spark DataFrame as Pandas for ADS Schema Generation""" + input_schema_path = os.path.join( + self.artifact_dir, + self.model_file_name + SPARK_DATAFRAME_SCHEMA_PATH, + ) + X_sample, data_type, schema = _serialize_via_spark(X_sample) + if not schema: + raise TypeError( + f"Data type: {data_type} unsupported. Please use `pyspark.sql.DataFrame`, `pyspark.pandas.DataFrame`, or `pandas.DataFrame`." + ) + with open(input_schema_path, "w") as f: + f.write(schema.json()) + + if isinstance(X_sample, sql.DataFrame): + X_sample = X_sample.toPandas() + + return X_sample, y_sample diff --git a/ads/model/framework/tensorflow_model.py b/ads/model/framework/tensorflow_model.py index b15740a7b..0b998b69d 100644 --- a/ads/model/framework/tensorflow_model.py +++ b/ads/model/framework/tensorflow_model.py @@ -16,7 +16,7 @@ OptionalDependency, ) from ads.model.extractor.tensorflow_extractor import TensorflowExtractor -from ads.common.utils import _serialize_input_helper +from ads.common.data_serializer import InputDataSerializer from ads.model.generic_model import GenericModel from ads.model.model_properties import ModelProperties @@ -403,7 +403,7 @@ def to_onnx( short_name="tf", install_from=OptionalDependency.TENSORFLOW, ) - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -422,27 +422,22 @@ def _serialize_input( data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, pd.core.frame.DataFrame, tf.Tensor] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type - information. + InputDataSerializer + A class containing serialized input data and original data type information. Raises ------ TypeError if provided data type is not supported. """ - # the reason why we dont include tf.tensor in the _serialize_input_helper - # is because other modules might not need tensorflow library. try: data_type = type(data) if isinstance(data, tf.Tensor): data = data.numpy() - return _serialize_input_helper(data, data_type=data_type) + return InputDataSerializer(data, data_type=data_type) except: raise TypeError( "The supported data types are Dict, str, list, " diff --git a/ads/model/framework/xgboost_model.py b/ads/model/framework/xgboost_model.py index 8c6794456..a3f52f99f 100644 --- a/ads/model/framework/xgboost_model.py +++ b/ads/model/framework/xgboost_model.py @@ -14,14 +14,15 @@ runtime_dependency, OptionalDependency, ) -from ads.common.utils import _serialize_input_helper +from ads.common.data_serializer import InputDataSerializer from ads.model.extractor.xgboost_extractor import XgboostExtractor -from ads.model.generic_model import GenericModel +from ads.model.generic_model import ( + GenericModel, + DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME, + DEFAULT_JSON_FORMAT_MODEL_FILE_NAME, +) from ads.model.model_properties import ModelProperties -DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME = "model.onnx" -DEFAULT_JSON_FORMAT_MODEL_FILE_NAME = "model.json" - class XGBoostModel(GenericModel): """XGBoostModel class for estimators from xgboost framework. @@ -462,7 +463,7 @@ def generate_initial_types(self, X_sample: Any) -> List: ) return auto_generated_initial_types - def _serialize_input( + def get_data_serializer( self, data: Union[ Dict, @@ -480,13 +481,11 @@ def _serialize_input( data: Union[Dict, str, list, numpy.ndarray, pd.core.series.Series, pd.core.frame.DataFrame] Data expected by the model deployment predict API. - data_type: Any, defaults to None. - Type of the data. If not provided, it will be checked against data. Returns ------- - Dict - A dictionary containing serialized input data and original data type + InputDataSerializer + A class containing serialized input data and original data type information. Raises @@ -494,12 +493,4 @@ def _serialize_input( TypeError if provided data type is not supported. """ - try: - return _serialize_input_helper(data) - except: - raise TypeError( - "The supported data types are dict, str, list, tuple, bytes, " - "numpy.ndarray, pd.core.series.Series, " - "pd.core.frame.DataFrame. Please " - "convert to the supported data types first. " - ) + return InputDataSerializer(data) diff --git a/ads/model/generic_model.py b/ads/model/generic_model.py index e0166df8c..737d2caef 100644 --- a/ads/model/generic_model.py +++ b/ads/model/generic_model.py @@ -22,6 +22,7 @@ from ads.common import utils from ads.common import auth as authutil from ads.common import logger, oci_client +from ads.common.data_serializer import InputDataSerializer from ads.common.decorator.runtime_dependency import ( OptionalDependency, runtime_dependency, @@ -55,8 +56,6 @@ from ads.model.artifact import ModelArtifact from ads.model.common.utils import _extract_locals from ads.model.deployment import ( - DEFAULT_CONTENT_TYPE_BYTES, - DEFAULT_CONTENT_TYPE_JSON, DEFAULT_POLL_INTERVAL, DEFAULT_WAIT_TIME, ModelDeployer, @@ -75,6 +74,11 @@ MODEL_DEPLOYMENT_INSTANCE_COUNT = 1 MODEL_DEPLOYMENT_BANDWIDTH_MBPS = 10 +DEFAULT_ONNX_FORMAT_MODEL_FILE_NAME = "model.onnx" +DEFAULT_JSON_FORMAT_MODEL_FILE_NAME = "model.json" +DEFAULT_JOBLIB_FORMAT_MODEL_FILE_NAME = "model.joblib" +DEFAULT_TXT_FORMAT_MODEL_FILE_NAME = "model.txt" +DEFAULT_MODEL_FOLDER_NAME = "model" ONNX_DATA_TRANSFORMER = "onnx_data_transformer.json" _ATTRIBUTES_TO_SHOW_ = [ @@ -84,6 +88,11 @@ "model_id", "model_deployment_id", ] +FRAMEWORKS_WITHOUT_ONNX_DATA_TRANSFORM = [ + Framework.TENSORFLOW, + Framework.PYTORCH, + Framework.SPARK, +] class NotActiveDeploymentError(Exception): @@ -249,6 +258,7 @@ def __init__( self.metadata_provenance = ModelProvenanceMetadata() self.schema_input = Schema() self.schema_output = Schema() + self.data_serializer_class = InputDataSerializer self.model_file_name = None if artifact_dir: self.artifact_dir = os.path.abspath(os.path.expanduser(artifact_dir)) @@ -365,7 +375,7 @@ def _onnx_data_transformer( force_overwrite: bool = False, ): """Apply onnx data transformer to data.""" - if self.framework in [Framework.TENSORFLOW, Framework.PYTORCH] or X is None: + if self.framework in FRAMEWORKS_WITHOUT_ONNX_DATA_TRANSFORM or X is None: return X try: if hasattr(self, "onnx_data_preprocessor") and isinstance( @@ -580,7 +590,13 @@ def prepare( jinja_template_filename = "score_onnx_new" else: if self.framework: - jinja_template_filename = "score_" + self.framework + if self.framework == "other": + logger.warn( + f"Framework: other given. Attempting to use the spark template for score.py generation." + ) + jinja_template_filename = "score_spark" + else: + jinja_template_filename = "score_" + self.framework else: jinja_template_filename = ( "score-pkl" if self._serialize else "score_generic" @@ -615,13 +631,17 @@ def prepare( status=ModelState.AVAILABLE.value, ) - def verify(self, data: Any, **kwargs) -> Dict[str, Any]: + def verify( + self, data: Any, reload_artifacts: bool = True, **kwargs + ) -> Dict[str, Any]: """test if deployment works in local environment. Parameters ---------- - data: Any. + data: Any Data used to test if deployment works in local environment. + reload_artifacts: bool. Defaults to True. + Whether to reload artifacts or not. kwargs: content_type: str, used to indicate the media type of the resource. @@ -630,38 +650,17 @@ def verify(self, data: Any, **kwargs) -> Dict[str, Any]: Dict A dictionary which contains prediction results. """ - url = f"http://127.0.0.1:8000/predict" - content_type = kwargs.get("content_type", None) - data_dict = self._handle_input_data(data) - if isinstance(data_dict, dict) and "bytes" in data_dict["data_type"]: - if not content_type: - content_type = DEFAULT_CONTENT_TYPE_BYTES - headers = { - "Content-Type": content_type, - "Accept": "*/*", - } - # should pass bytes when using data - req = requests.Request( - "POST", url, data=data_dict["data"], headers=headers - ).prepare() - request_body = req.body - else: - if not content_type: - content_type = DEFAULT_CONTENT_TYPE_JSON - headers = { - "Content-Type": content_type, - "Accept": "*/*", - } - req = requests.Request( - "POST", url, json=data_dict, headers=headers - ).prepare() - request_body = json.loads(req.body) + endpoint = f"http://127.0.0.1:8000/predict" - self.model_artifact.reload() + serialized_data = self.get_data_serializer(data) + request_body = serialized_data.send(endpoint, dry_run=True, **kwargs) + + if reload_artifacts: + self.model_artifact.reload() prediction = self.model_artifact.predict(request_body) try: - req = requests.Request("POST", url, json=prediction, headers=headers) + requests.Request("POST", endpoint, json=prediction) except: raise TypeError( "The prediction result is not json serializable. " @@ -673,40 +672,6 @@ def verify(self, data: Any, **kwargs) -> Dict[str, Any]: ) return prediction - def _serialize_input( - self, - data: Union[ - Dict, - str, - List, - np.ndarray, - pd.core.series.Series, - pd.core.frame.DataFrame, - ], - ) -> Union[Dict, List, str]: - """Returns serializable input data. - - Parameters - ---------- - data: Union[Dict, str, list, numpy.ndarray, - pd.core.series.Series, pd.core.frame.DataFrame] - data_type: (Any, otional). Defaults to None. - Type of the data. If not provided, it will be checked against data. - - Returns - ------- - Union[Dict, List, str] - Serializable input data. - - Raises - ------ - TypeError - If provided data type is not supported. - """ - raise SerializeInputNotImplementedError( - "`_serialize_input` is not implemented." - ) - def introspect(self) -> pd.DataFrame: """Conducts instrospection. @@ -882,6 +847,7 @@ def from_model_catalog( properties=properties, ) + result_model.model_id = model_id # Populate metadata result_model.metadata_custom = oci_model.metadata_custom result_model.metadata_taxonomy = oci_model.metadata_taxonomy @@ -1018,7 +984,6 @@ def reload(self) -> None: # reload runtime.yaml self.reload_runtime_info() - @runtime_dependency(module="IPython", install_from=OptionalDependency.NOTEBOOK) def save( self, display_name: Optional[str] = None, @@ -1104,26 +1069,18 @@ def save( if self._introspect.status == TEST_STATUS.NOT_PASSED: msg = ( "Model introspection not passed. " - "See the table below for " - "more detailed information and follow the messages to fix it, " - "otherwise you might come across errors during model deployment. " - "To save model artifacts ignoring " - "introspection use .save(ignore_introspection=True...)." + "Use `.introspect()` method to get detailed information and follow the " + "messages to fix it. To save model artifacts ignoring introspection " + "use `.save(ignore_introspection=True...)`." ) - logger.error(msg) - - from IPython.core.display import display - - display(self._introspect.to_dataframe()) - self._summary_status.update_status( detail="Conducted Introspect Test", status="Failed" ) self._summary_status.update_action( detail="Conducted Introspect Test", - action=f"Check introspect table for the reason why it failed.", + action=f"Use `.introspect()` method to get detailed information.", ) - raise IntrospectionNotPassed() + raise IntrospectionNotPassed(msg) else: self._summary_status.update_status( detail="Conducted Introspect Test", status=ModelState.DONE.value @@ -1184,6 +1141,8 @@ def deploy( deployment_log_group_id: Optional[str] = None, deployment_access_log_id: Optional[str] = None, deployment_predict_log_id: Optional[str] = None, + deployment_memory_in_gbs: Optional[float] = None, + deployment_ocpus: Optional[float] = None, **kwargs: Dict, ) -> ModelDeployment: """ @@ -1205,6 +1164,10 @@ def deploy( The number of instance used for deployment. deployment_bandwidth_mbps: (int, optional). Defaults to 10. The bandwidth limit on the load balancer in Mbps. + deployment_memory_in_gbs: (float, optional). Defaults to None. + Specifies the size of the memory of the model deployment instance in GBs. + deployment_ocpus: (float, optional). Defaults to None. + Specifies the ocpus count of the model deployment instance. deployment_log_group_id: (str, optional). Defaults to None. The oci logging group id. The access log and predict log share the same log group. deployment_access_log_id: (str, optional). Defaults to None. @@ -1221,6 +1184,13 @@ def deploy( Negative implies infinite wait time. poll_interval : (int, optional). Defaults to 60 seconds. Poll interval in seconds. + freeform_tags: (Dict[str, str], optional). Defaults to None. + Freeform tags of the model deployment. + defined_tags: (Dict[str, dict[str, object]], optional). Defaults to None. + Defined tags of the model deployment. + + Also can be any keyword argument for initializing the `ads.model.deployment.ModelDeploymentProperties`. + See `ads.model.deployment.ModelDeploymentProperties()` for details. Returns ------- @@ -1242,6 +1212,9 @@ def deploy( kwargs.pop("project_id", None) kwargs.pop("compartment_id", None) + max_wait_time = kwargs.pop("max_wait_time", DEFAULT_WAIT_TIME) + poll_interval = kwargs.pop("poll_interval", DEFAULT_POLL_INTERVAL) + self.properties.compartment_id = ( self.properties.compartment_id or _COMPARTMENT_OCID ) @@ -1275,7 +1248,7 @@ def deploy( ) model_deployment_properties = ( - ModelDeploymentProperties(self.model_id, config=self.auth) + ModelDeploymentProperties(self.model_id, config=self.auth, **kwargs) .with_prop("display_name", display_name) .with_prop("description", description) .with_prop("project_id", self.properties.project_id) @@ -1285,6 +1258,8 @@ def deploy( "INSTANCE_SHAPE": self.properties.deployment_instance_shape, "INSTANCE_COUNT": self.properties.deployment_instance_count, "bandwidth_mbps": self.properties.deployment_bandwidth_mbps, + "memory_in_gbs": self.properties.deployment_memory_in_gbs, + "ocpus": self.properties.deployment_ocpus, } ) ) @@ -1306,8 +1281,8 @@ def deploy( self.model_deployment = ModelDeployer(config=self.auth).deploy( properties=model_deployment_properties, wait_for_completion=wait_for_completion, - max_wait_time=kwargs.pop("max_wait_time", DEFAULT_WAIT_TIME), - poll_interval=kwargs.pop("poll_interval", DEFAULT_POLL_INTERVAL), + max_wait_time=max_wait_time, + poll_interval=poll_interval, **kwargs, ) self._summary_status.update_status( @@ -1348,6 +1323,8 @@ def prepare_save_deploy( deployment_log_group_id: Optional[str] = None, deployment_access_log_id: Optional[str] = None, deployment_predict_log_id: Optional[str] = None, + deployment_memory_in_gbs: Optional[float] = None, + deployment_ocpus: Optional[float] = None, bucket_uri: Optional[str] = None, overwrite_existing_artifact: Optional[bool] = True, remove_existing_artifact: Optional[bool] = True, @@ -1433,6 +1410,10 @@ def prepare_save_deploy( The access log OCID for the access logs. https://docs.oracle.com/en-us/iaas/data-science/using/model_dep_using_logging.htm deployment_predict_log_id: (str, optional). Defaults to None. The predict log OCID for the predict logs. https://docs.oracle.com/en-us/iaas/data-science/using/model_dep_using_logging.htm + deployment_memory_in_gbs: (float, optional). Defaults to None. + Specifies the size of the memory of the model deployment instance in GBs. + deployment_ocpus: (float, optional). Defaults to None. + Specifies the ocpus count of the model deployment instance. bucket_uri: (str, optional). Defaults to None. The OCI Object Storage URI where model artifacts will be copied to. The `bucket_uri` is only necessary for downloading large artifacts with @@ -1458,6 +1439,13 @@ def prepare_save_deploy( Negative implies infinite wait time. poll_interval : (int, optional). Defaults to 60 seconds. Poll interval in seconds. + freeform_tags: (Dict[str, str], optional). Defaults to None. + Freeform tags of the model deployment. + defined_tags: (Dict[str, dict[str, object]], optional). Defaults to None. + Defined tags of the model deployment. + + Also can be any keyword argument for initializing the `ads.model.deployment.ModelDeploymentProperties`. + See `ads.model.deployment.ModelDeploymentProperties()` for details. Returns ------- @@ -1495,6 +1483,7 @@ def prepare_save_deploy( # Set default model_display_name if not specified - randomly generated easy to remember name generated if not model_display_name: model_display_name = utils.get_random_name_for_resource() + self.save( display_name=model_display_name, description=model_description, @@ -1511,6 +1500,7 @@ def prepare_save_deploy( # Set default deployment_display_name if not specified - randomly generated easy to remember name generated if not deployment_display_name: deployment_display_name = utils.get_random_name_for_resource() + self.deploy( wait_for_completion=wait_for_completion, display_name=deployment_display_name, @@ -1521,6 +1511,8 @@ def prepare_save_deploy( deployment_log_group_id=self.properties.deployment_log_group_id, deployment_access_log_id=self.properties.deployment_access_log_id, deployment_predict_log_id=self.properties.deployment_predict_log_id, + deployment_memory_in_gbs=self.properties.deployment_memory_in_gbs, + deployment_ocpus=self.properties.deployment_ocpus, kwargs=kwargs, ) return self.model_deployment @@ -1558,23 +1550,20 @@ def predict(self, data: Any, **kwargs) -> Dict[str, Any]: current_state = self.model_deployment.state.name.upper() if current_state != ModelDeploymentState.ACTIVE.name: raise NotActiveDeploymentError(current_state) - data_dict = self._handle_input_data(data) - if isinstance(data_dict, dict) and "bytes" in data_dict["data_type"]: - prediction = self.model_deployment.predict(data=data_dict["data"], **kwargs) - else: - prediction = self.model_deployment.predict(json_input=data_dict, **kwargs) + serialized_data = self.get_data_serializer(data) + prediction = self.model_deployment.predict(data=serialized_data, **kwargs) self._summary_status.update_status( detail="Called deployment predict endpoint", status=ModelState.DONE.value ) return prediction - def _handle_input_data(self, data: any): - """For generic model where _serialize_input is not implemented, check - if the data is json serializable. For other frameworks, serialize the - data using _serialize_input and double check if the resulted data is - json serializable. + def get_data_serializer(self, data: any): + """The data_serializer_class class is set in ``init`` and used here. + Frameworks should subclass the InputDataSerializer class, then + set that as the ``self.data_serializer_class``. + Frameworks should avoid overwriting this method whenever possible. Parameters ---------- @@ -1586,17 +1575,7 @@ def _handle_input_data(self, data: any): data Serialized data. """ - try: - data_dict = self._serialize_input(data) - except SerializeInputNotImplementedError as e: - data_dict = data - if isinstance(data, bytes): - data_dict = { - "data": data, - "data_type": str(type(data)), - } - - return data_dict + return self.data_serializer_class(data=data) @staticmethod def _is_json_serializable(data: Any) -> bool: diff --git a/ads/model/model_properties.py b/ads/model/model_properties.py index 928411e64..984711f36 100644 --- a/ads/model/model_properties.py +++ b/ads/model/model_properties.py @@ -6,6 +6,7 @@ from dataclasses import dataclass from os import environ +from typing import Union from ads.common.base_properties import BaseProperties @@ -32,6 +33,8 @@ class ModelProperties(BaseProperties): deployment_log_group_id: str = None deployment_access_log_id: str = None deployment_predict_log_id: str = None + deployment_memory_in_gbs: Union[float, int] = None + deployment_ocpus: Union[float, int] = None def _adjust_with_env(self) -> None: """Adjusts env variables. This method is used within `with_env` method.""" diff --git a/ads/opctl/backend/ads_ml_job.py b/ads/opctl/backend/ads_ml_job.py index e3de61247..eae1ae596 100644 --- a/ads/opctl/backend/ads_ml_job.py +++ b/ads/opctl/backend/ads_ml_job.py @@ -275,7 +275,6 @@ def _run_with_image(self, payload: Job) -> Tuple[str, str]: class MLJobDistributedBackend(MLJobBackend): - DIAGNOSTIC_COMMAND = "python -m ads.opctl.diagnostics -t distributed" def __init__(self, config: Dict) -> None: @@ -320,8 +319,25 @@ def prepare_job_config(self, cluster_info): for i in range(cluster_info.cluster.worker.replicas): conf = copy.deepcopy(worker_jobrun_conf) conf["envVars"]["RANK"] = str(i + 1) - conf["name"] = conf.get("name", "worker") + conf["name"] = ( + conf.get("name", worker_jobrun_conf["envVars"]["OCI__MODE"]) + + "_" + + str(i) + ) worker_jobrun_conf_list.append(conf) + ps_jobrun_conf = job_conf_helper.job_run_info("ps") + ps_jobrun_conf_list = [] + if ps_jobrun_conf: + for i in range(cluster_info.cluster.ps.replicas): + conf = copy.deepcopy(ps_jobrun_conf) + conf["name"] = ( + conf.get("name", worker_jobrun_conf["envVars"]["OCI__MODE"]) + + "_" + + str(i) + ) + ps_jobrun_conf_list.append(conf) + + worker_jobrun_conf_list.extend(ps_jobrun_conf_list) return main_jobrun_conf, worker_jobrun_conf_list @staticmethod @@ -362,7 +378,7 @@ def run_diagnostics(self, cluster_info, dry_run=False, **kwargs): main_jobrun = job.run( conf["name"], env_var=conf["envVars"], - freeform_tags={"distributed_training": "oracle-ads"}, + # freeform_tags={"distributed_training": "oracle-ads"}, ) self.job = job main_jobrun.watch() @@ -397,12 +413,10 @@ def run(self, cluster_info, dry_run=False) -> None: "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~" ) if cluster_info.cluster.worker: - for i in range(cluster_info.cluster.worker.replicas): + print(f"Creating Job Runs with following details:") + for i in range(len(worker_jobrun_conf_list)): worker_jobrun_conf = worker_jobrun_conf_list[i] - print(f"Creating Worker Job Run {i} with following details:") - print( - f"Name: {self.generate_worker_name(worker_jobrun_conf, i)}" - ) + print("Name: " + worker_jobrun_conf.get("name")) print("Additional Environment Variables: ") worker_env_Vars = worker_jobrun_conf.get("envVars", {}) for k in worker_env_Vars: @@ -421,17 +435,17 @@ def run(self, cluster_info, dry_run=False) -> None: main_jobrun = job.run( conf["name"], env_var=conf["envVars"], - freeform_tags={"distributed_training": "oracle-ads"}, + # freeform_tags={"distributed_training": "oracle-ads"}, ) # Start worker job worker_jobruns = [] if cluster_info.cluster.worker: - for i in range(cluster_info.cluster.worker.replicas): + for i in range(len(worker_jobrun_conf_list)): worker_jobrun_conf = worker_jobrun_conf_list[i] conf = dict(worker_jobrun_conf) jobrun = job.run( - self.generate_worker_name(worker_jobrun_conf, i), + worker_jobrun_conf.get("name"), env_var=conf["envVars"], ) worker_jobruns.append(jobrun) diff --git a/ads/opctl/backend/local.py b/ads/opctl/backend/local.py index bf14d9e74..5b863c502 100644 --- a/ads/opctl/backend/local.py +++ b/ads/opctl/backend/local.py @@ -12,6 +12,7 @@ from ads.opctl import logger from ads.opctl.backend.base import Backend from ads.opctl.config.resolver import ConfigResolver +from ads.opctl.distributed.cmds import local_run, load_ini from ads.opctl.constants import ( ML_JOB_IMAGE, ML_JOB_GPU_IMAGE, @@ -389,3 +390,21 @@ def _activate_conda_env_and_run( # Bad Request ("OCI runtime create failed: container_linux.go:380: # starting container process caused: exec: "source": executable file not found in $PATH: unknown") # command=["source", f"/home/datascience/conda/{slug}/bin/activate", "&&", command] + + +class LocalBackendDistributed(LocalBackend): + def __init__(self, config: Dict) -> None: + """ + Initialize a LocalBackendDistributed object with given config. This serves local single node(docker) testing + for Distributed Tranining + + + Parameters + ---------- + config: dict + dictionary of configurations + """ + self.config = config + + def run(self): + local_run(self.config, load_ini()) diff --git a/ads/opctl/cli.py b/ads/opctl/cli.py index 71a85b0b1..ed88b5377 100644 --- a/ads/opctl/cli.py +++ b/ads/opctl/cli.py @@ -309,6 +309,48 @@ def _add_options(func): is_flag=True, help="During dry run, the actual operation is not performed, only the steps are enumerated.", ) +@click.option( + "--nobuild", + "-nobuild", + default=False, + is_flag=True, + help="skip re-building the docker image", +) +@click.option( + "--auto_increment", + "-i", + default=False, + is_flag=True, + help="Increments tag of the image while rebuilding", +) +@click.option( + "--nopush", + "-nopush", + default=False, + is_flag=True, + help="Image is not pushed to OCIR", +) +@click.option( + "--tag", + "-t", + help="tag of image", + required=False, + default=None +) +@click.option( + "--registry", + "-reg", + help="registry to push to", + required=False, + default=None +) +@click.option( + "--dockerfile", + "-df", + help="relative path to Dockerfile", + required=False, + default=None +) def run(file, **kwargs): """ Runs the workload on the targeted backend. When run `distributed` yaml spec, the backend is always OCI Data Science Jobs diff --git a/ads/opctl/cmds.py b/ads/opctl/cmds.py index da8fb77d2..65c98f453 100644 --- a/ads/opctl/cmds.py +++ b/ads/opctl/cmds.py @@ -12,7 +12,7 @@ from ads.common.oci_datascience import DSCNotebookSession from ads.opctl.backend.ads_ml_job import MLJobBackend, MLJobDistributedBackend -from ads.opctl.backend.local import LocalBackend +from ads.opctl.backend.local import LocalBackend, LocalBackendDistributed from ads.opctl.backend.ads_dataflow import DataFlowBackend from ads.opctl.config.base import ConfigProcessor from ads.opctl.config.merger import ConfigMerger @@ -22,6 +22,13 @@ from ads.opctl.config.yaml_parsers import YamlSpecParser import fsspec +from ads.opctl.distributed.cmds import ( + update_ini, + increment_tag_in_ini, + docker_build_cmd, + update_image, + verify_and_publish_image, +) from ads.opctl.constants import ( DEFAULT_OCI_CONFIG_FILE, DEFAULT_PROFILE, @@ -40,7 +47,6 @@ class _BackendFactory: - BACKENDS_MAP = { "local": LocalBackend, "job": MLJobBackend, @@ -78,26 +84,75 @@ def run(config: Dict, **kwargs) -> Dict: """ p = ConfigProcessor(config).step(ConfigMerger, **kwargs) if config.get("kind") == "distributed": # TODO: add kind factory - cluster_def = YamlSpecParser.parse_content(config) - backend = MLJobDistributedBackend(p.config) - - # Define job first, - # Then Run - cluster_run_info = backend.run( - cluster_info=cluster_def, dry_run=p.config["execution"].get("dry_run") + print( + "......................... Initializing the process ..................................." ) - if cluster_run_info: - cluster_run = {} - cluster_run["jobId"] = cluster_run_info[0].id - cluster_run["workDir"] = cluster_def.cluster.work_dir - cluster_run["mainJobRunId"] = cluster_run_info[1].id - if len(cluster_run_info[2]) > 0: - cluster_run["workerJobRunIds"] = [wj.id for wj in cluster_run_info[2]] - yamlContent = yaml.dump(cluster_run) - print(yamlContent) - print(f"# \u2b50 To stream the logs of the main job run:") - print(f"# \u0024 ads opctl watch {cluster_run['mainJobRunId']}") - return cluster_run_info + ini = update_ini( + kwargs["tag"], + kwargs["registry"], + kwargs["dockerfile"], + kwargs["source_folder"], + config, + kwargs["nobuild"], + ) + nobuild = kwargs["nobuild"] + mode = kwargs["backend"] + increment = kwargs["auto_increment"] + + if not nobuild: + if increment: + ini = increment_tag_in_ini(ini) + docker_build_cmd(ini) + config = update_image(config, ini) + + if mode == "local": + print( + "\u26A0 Docker Image: " + + ini.get("main", "registry") + + ":" + + ini.get("main", "tag") + + " is not pushed to oci artifacts." + ) + print("running image: " + config["spec"]["cluster"]["spec"]["image"]) + + backend = LocalBackendDistributed(config) + backend.run() + elif mode == "dataflow": + raise RuntimeError( + "backend operator for distributed training can either be local or job" + ) + else: + if not kwargs["dry_run"]: + verify_and_publish_image(kwargs["nopush"], config) + + print("running image: " + config["spec"]["cluster"]["spec"]["image"]) + cluster_def = YamlSpecParser.parse_content(config) + + backend = MLJobDistributedBackend(p.config) + + # Define job first, + # Then Run + cluster_run_info = backend.run( + cluster_info=cluster_def, dry_run=p.config["execution"].get("dry_run") + ) + if cluster_run_info: + cluster_run = {} + cluster_run["jobId"] = cluster_run_info[0].id + cluster_run["workDir"] = cluster_def.cluster.work_dir + cluster_run["mainJobRunId"] = { + cluster_run_info[1].name: cluster_run_info[1].id + } + if len(cluster_run_info[2]) > 0: + cluster_run["otherJobRunIds"] = [ + {wj.name: wj.id} for wj in cluster_run_info[2] + ] + yamlContent = yaml.dump(cluster_run) + print(yamlContent) + print(f"# \u2b50 To stream the logs of the main job run:") + print( + f"# \u0024 ads opctl watch {list(cluster_run['mainJobRunId'].values())[0]}" + ) + return cluster_run_info else: if p.config["execution"].get("job_id", None): p.config["execution"]["backend"] = "job" diff --git a/ads/opctl/config/yaml_parsers/distributed/yaml_parser.py b/ads/opctl/config/yaml_parsers/distributed/yaml_parser.py index a25d86b6a..7b81989fd 100644 --- a/ads/opctl/config/yaml_parsers/distributed/yaml_parser.py +++ b/ads/opctl/config/yaml_parsers/distributed/yaml_parser.py @@ -40,6 +40,7 @@ def parse_cluster(self, cluster_def): "config", "main", "worker", + "ps", "ephemeral", "certificate", ], @@ -53,10 +54,11 @@ def parse_cluster(self, cluster_def): cluster_default_config = cluster_spec.get("config") main = self.parse_main(cluster_spec.get("main")) worker = self.parse_worker(cluster_spec.get("worker")) + ps = self.parse_ps(cluster_spec.get("ps")) translated_config = self.translate_config(cluster_default_config) certificate = self.parse_certificate(cluster_spec.get("certificate")) logger.debug( - f"Cluster: [name: {name}, type: {cluster_type}, image: {image}, work_dir: {work_dir}, config: {translated_config}, main: {main}, worker: {worker}]" + f"Cluster: [name: {name}, type: {cluster_type}, image: {image}, work_dir: {work_dir}, config: {translated_config}, main: {main}, worker: {worker}, ps: {ps}]" ) return Cluster( name=name, @@ -66,6 +68,7 @@ def parse_cluster(self, cluster_def): config=translated_config, main=main, worker=worker, + ps=ps, ephemeral=ephemeral, certificate=certificate, ) @@ -87,13 +90,7 @@ def parse_main(self, main): ) return Main(name=name, image=image, replicas=replicas, config=translated_config) - def parse_worker(self, worker): - if not worker: - return None - Worker = namedtuple( - "Worker", field_names=["name", "image", "replicas", "config"] - ) - worker_spec = worker + def parse_worker_params(self, worker_spec): name = worker_spec.get("name") replicas = worker_spec.get("replicas") or 1 image = worker_spec.get("image") @@ -102,9 +99,27 @@ def parse_worker(self, worker): logger.debug( f"Worker: [name: {name}, image: {image}, replicas: {replicas}, config: {translated_config}]" ) - return Worker( - name=name, image=image, replicas=replicas, config=translated_config + return name, image, replicas, translated_config + + def parse_worker(self, worker): + if not worker: + return None + Worker = namedtuple("Worker", field_names=["name", "image", "replicas", "config"]) + name, image, replicas, translated_config = self.parse_worker_params(worker) + logger.debug( + f"Worker: [name: {name}, image: {image}, replicas: {replicas}, config: {translated_config}]" + ) + return Worker(name=name, image=image, replicas=replicas, config=translated_config) + + def parse_ps(self, worker): + if not worker: + return None + Ps = namedtuple("PS", field_names=["name", "image", "replicas", "config"]) + name, image, replicas, translated_config = self.parse_worker_params(worker) + logger.debug( + f"PS: [name: {name}, image: {image}, replicas: {replicas}, config: {translated_config}]" ) + return Ps(name=name, image=image, replicas=replicas, config=translated_config) def parse_runtime(self, runtime): PythonRuntime = namedtuple( diff --git a/ads/opctl/constants.py b/ads/opctl/constants.py index 705394b59..180f96ea9 100644 --- a/ads/opctl/constants.py +++ b/ads/opctl/constants.py @@ -22,4 +22,3 @@ DEFAULT_IMAGE_CONDA_DIR = "/opt/conda/envs" DEFAULT_NOTEBOOK_SESSION_SPARK_CONF_DIR = "/home/datascience/spark_conf_dir" DEFAULT_NOTEBOOK_SESSION_CONDA_DIR = "/home/datascience/conda" -ADS_DATAFLOW_CONFIG_FILE_NAME = "dataflow_config.ini" diff --git a/ads/opctl/distributed/cli.py b/ads/opctl/distributed/cli.py index daf67b271..cee55287a 100644 --- a/ads/opctl/distributed/cli.py +++ b/ads/opctl/distributed/cli.py @@ -3,19 +3,19 @@ # Copyright (c) 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ - - import os + import click -import yaml +from ads.opctl.utils import publish_image as publish_image_cmd from ads.opctl.utils import suppress_traceback +from ads.opctl.distributed.cmds import update_ini, docker_build_cmd from ads.opctl.distributed.cmds import ( initialize_workspace, show_config_info, cancel_distributed_run, - generate_docker_compose_yaml, ) +from configparser import ConfigParser @click.group("distributed-training") @@ -146,37 +146,54 @@ def cancel(job_id, file, debug, **kwargs): @commands.command() +@click.option("--tag", "-t", help="tag of image", required=False, default=None) @click.option( - "--file", - "-f", - help="YAML file with cluster run information", - default=None, - required=False, + "--registry", "-reg", help="registry to push to", required=False, default=None ) @click.option( - "--output", - "-o", - help="Output path for Docker compose YAML file. Defaults to docker-compose.yml in same directory as the YAML file.", - default=None, + "--dockerfile", + "-df", + help="relative path to Dockerfile", required=False, + default=None, ) -@click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) +@click.option("--debug", "-d", help="set debug mode", is_flag=True, default=None) @click.option( - "--oci-config", - help="OCI Config file location. Defaults to ~/.oci", - default=None, + "--push", "-p", help="push docker image to registry", is_flag=True, default=None +) +@click.option( + "--source-folder", + "-s", + help="source scripts folder that will be mounted during a local run", required=False, + default=None, ) -def generate_docker_compose(file, output, **kwargs): - """Generates docker-compose.yml from ADS distributed training YAML specification.""" - debug = kwargs["debug"] - if os.path.exists(file): - if output is None: - output = os.path.abspath( - os.path.join(os.path.dirname(file), "docker-compose.yml") - ) - with open(file, "r", encoding="utf-8") as f: - config = suppress_traceback(debug)(yaml.safe_load)(f.read()) - generate_docker_compose_yaml(config, output, **kwargs) +def build_image(tag, registry, dockerfile, source_folder, **kwargs): + debug = kwargs.pop("debug") + push = kwargs["push"] + ini = update_ini( + tag, registry, dockerfile, source_folder, config=None, nobuild=False + ) + img_name = ini.get("main", "registry") + ":" + ini.get("main", "tag") + docker_build_cmd(ini) + if push: + print("pushing docker image") + suppress_traceback(debug)(publish_image_cmd)(img_name) + + +@commands.command() +@click.argument("image", default="None") +@click.help_option("--help", "-h") +@click.option("--debug", "-d", help="set debug mode", is_flag=True, default=False) +def publish_image(**kwargs): + debug = kwargs.pop("debug") + if kwargs["image"] == "None": + config = ConfigParser() + if os.path.isfile("config.ini"): + config.read("config.ini") + img_name = config.get("main", "registry") + ":" + config.get("main", "tag") + else: + raise ValueError("Arg image is missing") else: - raise FileNotFoundError(f"{file} is not found") + img_name = kwargs["image"] + suppress_traceback(debug)(publish_image_cmd)(img_name) diff --git a/ads/opctl/distributed/cmds.py b/ads/opctl/distributed/cmds.py index e7c0d6d42..1f8810396 100644 --- a/ads/opctl/distributed/cmds.py +++ b/ads/opctl/distributed/cmds.py @@ -4,21 +4,23 @@ # Copyright (c) 2022 Oracle and/or its affiliates. # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -import copy import os import fsspec import subprocess import yaml import json +import re +import docker +from configparser import ConfigParser from ads.common.auth import get_signer from urllib.parse import urlparse from ads.jobs import Job, DataScienceJobRun from ads.jobs.builders.runtimes.artifact import Artifact -from ads.opctl.backend.ads_ml_job import MLJobDistributedBackend -from ads.opctl.config.base import ConfigProcessor -from ads.opctl.config.merger import ConfigMerger from ads.opctl.utils import OCIAuthContext -from ads.opctl.config.yaml_parsers import YamlSpecParser +from ads.opctl.utils import publish_image as publish_image_cmd +from ads.opctl.utils import run_command + +ini_file = "config.ini" def _artifact_file_name(cluster_type, version): @@ -45,7 +47,7 @@ def initialize_workspace(cluster_type, version): ["tar", "-xvf", local_file_name, "-C", "oci_dist_training_artifacts"] ) print( - f"Check oci_dist_training_artifacts/{cluster_type.replace('-','_')}/{version}/README.md for build instructions " + f"Check oci_dist_training_artifacts/{cluster_type.replace('-', '_')}/{version}/README.md for build instructions " ) finally: if os.path.exists(local_file_name): @@ -68,40 +70,26 @@ def production_mode_base_uri(cluster_type, version): def cancel_distributed_run(job_id, cluster_file_name, **kwargs): - workerJobRunIds = [] - mainjob = None if cluster_file_name: with open(cluster_file_name) as cf: content = yaml.load(cf, yaml.SafeLoader) job_id = content["jobId"] - workerJobRunIds = content.get("workerJobRunIds") - mainjob = content.get("mainJobRunId") + with OCIAuthContext(profile=kwargs.get("oci_profile", "DEFAULT")): import ads ads.set_auth("api_key") - if workerJobRunIds: - for id in workerJobRunIds: - print(f"Cancelling Job Run: {id}") - try: - DataScienceJobRun.from_ocid(id).cancel() - except Exception as e: - print(f"Error cancelling: {e}") - if mainjob: - print(f"Cancelling Job Run: {mainjob}") - DataScienceJobRun.from_ocid(mainjob).cancel() - else: - job = Job.from_datascience_job(job_id) - runs = job.run_list() - for job_run in runs: - print(f"Cancelling Job Run: {job_run.id}") - try: - job_run.cancel() - except Exception as e: - print(f"Error cancelling: {e}") - if not runs: - print(f"No Job runs found for : {job_id}") + job = Job.from_datascience_job(job_id) + runs = job.run_list() + for job_run in runs: + print(f"Cancelling Job Run: {job_run.id}") + try: + job_run.cancel() + except Exception as e: + print(f"Error cancelling: {e}") + if not runs: + print(f"No Job runs found for : {job_id}") def show_config_info(job_id, work_dir, cluster_file_name, worker_info, **kwargs): @@ -148,70 +136,559 @@ def show_config_info(job_id, work_dir, cluster_file_name, worker_info, **kwargs) ) -def generate_docker_compose_yaml(config: dict, output: str, **kwargs): - """Generates the docker compose YAML from ADS distributed training config. +def verify_image(img_name): + """ + Verify if the input image exists in OCI registry Parameters ---------- - config : dict - ADS distributed training config loaded from YAML. - output : str - Docker compose YAML output file path. - """ - oci_config_path = kwargs.get("oci_config") - if not oci_config_path: - oci_config_path = "~/.oci" - p = ConfigProcessor(config).step(ConfigMerger, **kwargs) - backend = MLJobDistributedBackend(p.config) - cluster_info = YamlSpecParser.parse_content(config) - main_jobrun_conf, worker_jobrun_conf_list = backend.prepare_job_config( - cluster_info=cluster_info - ) + img_name + Name of the docker image - services = dict() - envs = dict( - OCI_IAM_TYPE="api_key", - SHAPE=cluster_info.infrastructure["spec"]["shapeName"] - ) - volumes = [ - "~/.oci:/home/datascience/.oci", - "~/.oci:/root/.oci", - "./work_dir:/work_dir", - "./artifacts:/opt/ml" + Returns + None + ------- + + """ + client = docker.from_env() + try: + client.images.get_registry_data(img_name) + return 1 + except Exception: + return 0 + + +def update_ini(tag, registry, dockerfile, source_folder, config, nobuild): + """ + Stores and updates input args in config.ini in Local + + Parameters + ---------- + tag + tag of image + registry + registry to push to + dockerfile + relative path to Dockerfile + source_folder + source scripts folder that will be mounted during a local run + config + Job config + nobuild + flag for building the docker + + Returns + dict of config.ini file + ------- + + """ + ini = ConfigParser(allow_no_value=True) + if config is None: + img_name = "@test" + else: + img_name = ( + config.get("spec", {}).get("cluster", {}).get("spec", {}).get("image") + ) + + if tag is not None: + tag1 = tag + else: + if img_name.startswith("@"): + tag1 = tag + else: + if len(img_name.rsplit(":", 1)) == 1: + tag1 = "latest" + else: + tag1 = img_name.rsplit(":", 1)[1] + if registry is not None: + registry1 = registry + else: + if img_name.startswith("@"): + registry1 = registry + else: + registry1 = img_name.rsplit(":", 1)[0] + + if os.path.isfile(ini_file): + ini.read(ini_file) + if tag1 is not None: + ini.set("main", "tag", tag1) + if registry1 is not None: + ini.set("main", "registry", registry1) + if dockerfile is not None: + ini.set("main", "dockerfile", dockerfile) + if source_folder is not None: + ini.set("main", "source_folder", source_folder) + else: + ini.add_section("main") + if tag1 is not None: + ini.set("main", "tag", tag1) + else: + raise ValueError("tag arg is missing") + if registry1 is not None: + ini.set("main", "registry", registry1) + else: + raise ValueError("registry arg is missing") + if dockerfile is not None: + ini.set("main", "dockerfile", dockerfile) + else: + if nobuild: + ini.set("main", "dockerfile", "DUMMY_PATH") + else: + raise ValueError("dockerfile arg is missing") + if source_folder is not None: + ini.set("main", "source_folder", source_folder) + else: + ini.set("main", "source_folder", ".") + ini.set("main", "; mount oci keys for local testing", None) + if ini.has_option("main", "oci_key_mnt"): + pass + else: + ini.set("main", "oci_key_mnt", "~/.oci:/home/oci_dist_training/.oci") + if ini.get("main", "dockerfile") == "DUMMY_PATH" and not nobuild: + raise ValueError("dockerfile arg is missing") + if os.path.exists(ini_file): + os.remove(ini_file) + with open(ini_file, "w") as f: + ini.write(f) + return ini + + +def load_ini(): + """ + Loads config.ini from local in dict + Returns + None + ------- + + """ + ini = ConfigParser(allow_no_value=True) + if os.path.isfile(ini_file): + ini.read(ini_file) + return ini + else: + raise RuntimeError(f"ini_file file {ini_file} not found !") + + +def increment_tag_in_ini(ini): + """ + increments tag of image and update latest in config.ini file + + Parameters + ---------- + ini + config.ini file dictionary + Returns + updated config.ini file + ------- + + """ + ini = increment_tag(ini) + refresh_ini(ini, "config.ini") + return ini + + +def increment_tag(ini): + """ + Increments the tag of the image + + Parameters + ---------- + ini + config.ini file dictionary + + Returns + updated ini dict + ------- + + """ + tag_name = ini.get("main", "tag") + m = re.search(r"_v_\d+$", tag_name) + if m is not None: + updated_tag = re.sub( + r"[0-9]+$", + lambda x: f"{str(int(x.group()) + 1).zfill(len(x.group()))}", + tag_name, + ) + else: + updated_tag = f"{tag_name}_v_1" + ini.set("main", "tag", updated_tag) + return ini + + +def refresh_ini(ini, ini_file): + """ + write updated config.ini in local + + Parameters + ---------- + ini + config.ini file dictionary + ini_file + Name of the config file + + Returns + ------- + + """ + if os.path.exists(ini_file): + os.remove(ini_file) + with open(ini_file, "w") as f: + ini.write(f) + return ini + + +def docker_build_cmd(ini): + """ + Builds the docker image + + Parameters + ---------- + ini + config.ini file dictionary + + Returns + None + ------- + + """ + cmd = get_cmd(ini) + return run_cmd(cmd) + + +def get_cmd(ini): + """ + Docker build command + + Parameters + ---------- + ini + config.ini file dictionary + Returns + Docker build command + ------- + + """ + command = [ + "docker", + "build", + "--build-arg", + "CODE_DIR=" + ini.get("main", "source_folder"), + "-t", + ini.get("main", "registry") + ":" + ini.get("main", "tag"), + "-f", + ini.get("main", "dockerfile"), ] - main_env = copy.deepcopy(envs) - main_env.update(backend.job.runtime.envs) - main_env.update(main_jobrun_conf.get("envVars", {})) - services[main_jobrun_conf["name"]] = { - "image": backend.job.runtime.image, - "environment": main_env, - "network_mode": "host", - "volumes": volumes.copy(), - } - for i, worker_jobrun_conf in enumerate(worker_jobrun_conf_list): - worker_env = copy.deepcopy(envs) - worker_env.update(backend.job.runtime.envs) - worker_env.update(worker_jobrun_conf.get("envVars", {})) - services[backend.generate_worker_name(worker_jobrun_conf, i)] = { - "image": backend.job.runtime.image, - "environment": worker_env, - "network_mode": "host", - "volumes": volumes.copy(), - } - compose = dict(services=services) - if output: - output = os.path.abspath(os.path.expanduser(output)) - with open(output, "w", encoding="utf-8") as f: - yaml.dump(compose, f) - print(f"Docker compose file saved to {output}") + if os.environ.get("no_proxy"): + command += ["--build-arg", f"no_proxy={os.environ['no_proxy']}"] + if os.environ.get("http_proxy"): + command += ["--build-arg", f"http_proxy={os.environ['http_proxy']}"] + if os.environ.get("https_proxy"): + command += ["--build-arg", f"https_proxy={os.environ['https_proxy']}"] + command += ["."] + return command + + +def run_cmd(cmd): + """ + Run cli command + Parameters + ---------- + cmd + input cli command + + Returns + None + ------- + + """ + proc = run_command(cmd) + if proc.returncode != 0: + raise RuntimeError(f"Docker build failed.") + return 1 + + +def horovod_cmd(code_mount, oci_key_mount, config): + """ + CLI command to run horovod distributed framework on local + + Parameters + ---------- + code_mount + source_folder to be mounted + oci_key_mount + oci keys to be mounted + config + Job config + + Returns + List: CLI command + ------- + + """ + command = [ + "docker", + "run", + "-v", + code_mount, + "-v", + oci_key_mount, + "--env", + "OCI_IAM_TYPE=api_key", + "--rm", + "--entrypoint", + "/miniconda/envs/env/bin/horovodrun", + config["spec"]["cluster"]["spec"]["image"], + "--gloo", + "-np", + "2", + "-H", + "localhost:2", + "/miniconda/envs/env/bin/python", + config["spec"]["runtime"]["spec"]["entryPoint"], + ] + return command + + +def pytorch_cmd(code_mount, oci_key_mount, config): + """ + CLI command to run Pytorch distributed framework on local + + Parameters + ---------- + code_mount + source_folder to be mounted + oci_key_mount + oci keys to be mounted + config + Job config + + Returns + List: CLI command + ------- + + """ + command = [ + "docker", + "run", + "-v", + code_mount, + "-v", + oci_key_mount, + "--env", + "OCI_IAM_TYPE=api_key", + "--env", + "WORLD_SIZE=1", + "--env", + "RANK=0", + "--env", + "LOCAL_RANK=0", + "--rm", + "--entrypoint", + "/opt/conda/bin/python", + config["spec"]["cluster"]["spec"]["image"], + config["spec"]["runtime"]["spec"]["entryPoint"], + ] + return command + + +def dask_cmd(code_mount, oci_key_mount, config): + """ + CLI command to run Dask distributed framework on local + + Parameters + ---------- + code_mount + source_folder to be mounted + oci_key_mount + oci keys to be mounted + config + Job config + + Returns + List: CLI command + ------- + + """ + command = [ + "docker", + "run", + "-v", + code_mount, + "-v", + oci_key_mount, + "--env", + "OCI_IAM_TYPE=api_key", + "--env", + "SCHEDULER_IP=tcp://127.0.0.1", + "--rm", + "--entrypoint", + "/bin/sh", + config["spec"]["cluster"]["spec"]["image"], + "-c", + "(nohup dask-scheduler >scheduler.log &) && (nohup dask-worker localhost:8786 >worker.log &) && " + "/miniconda/envs/daskenv/bin/python " + + config["spec"]["runtime"]["spec"]["entryPoint"], + ] + return command + + +def tensorflow_cmd(code_mount, oci_key_mount, config): + """ + CLI command to run Tensorflow distributed framework on local + + Parameters + ---------- + code_mount + source_folder to be mounted + oci_key_mount + oci keys to be mounted + config + Job config + + Returns + List: CLI command + ------- + + """ + if "ps" in config["spec"]["cluster"]["spec"]: + # this is for the parameter server strategy. + command = [ + "docker", + "run", + "-v", + code_mount, + "-v", + oci_key_mount, + "--env", + "OCI_IAM_TYPE=api_key", + "--rm", + "--entrypoint", + "/bin/sh", + config["spec"]["cluster"]["spec"]["image"], + "/etc/datascience/local_test.sh", + config["spec"]["runtime"]["spec"]["entryPoint"], + ] + + else: + # this is for the mirror and multiworkermirror strategy. + command = [ + "docker", + "run", + "-v", + code_mount, + "-v", + oci_key_mount, + "--env", + "OCI_IAM_TYPE=api_key", + "--env", + 'TF_CONFIG={"cluster": {"worker": ["localhost:12345"]}, "task": {"type": "worker", "index": 0}}', + "--rm", + "--entrypoint", + "/miniconda/bin/python", + config["spec"]["cluster"]["spec"]["image"], + config["spec"]["runtime"]["spec"]["entryPoint"], + ] + return command + + +def local_run(config, ini): + """ + + Local run distributed framework on local based on input args + + Parameters + ---------- + ini + config.ini file dictionary + config + Job run config + + Returns + None + ------- + + """ + cwd = os.path.join(os.getcwd(), ini.get("main", "source_folder")) + code_mount = os.path.join(cwd, ":/code/") + oci_key_mount = ( + os.path.expanduser(ini.get("main", "oci_key_mnt").split(":")[0]) + + ":" + + ini.get("main", "oci_key_mnt").split(":")[1] + ) + if config["spec"]["cluster"]["kind"].lower() == "horovod": + command = horovod_cmd(code_mount, oci_key_mount, config) + elif config["spec"]["cluster"]["kind"].lower() == "pytorch": + command = pytorch_cmd(code_mount, oci_key_mount, config) + elif config["spec"]["cluster"]["kind"].lower() == "dask": + command = dask_cmd(code_mount, oci_key_mount, config) + elif config["spec"]["cluster"]["kind"].lower() == "tensorflow": + command = tensorflow_cmd(code_mount, oci_key_mount, config) else: - print("=" * 80) - print("docker-compose.yml") - print("=" * 80) - print(yaml.dump(compose)) - print("=" * 80) - print( - "Please add any port mappings for communication, for example:\n" - "ports:\n" - '- "30000:29400"\n' + raise RuntimeError(f"Framework not supported") + try: + command += config["spec"]["runtime"]["spec"]["args"] + except KeyError: + pass + print("Running: ", " ".join(command)) + proc = run_command(command) + if proc.returncode != 0: + raise RuntimeError(f"Failed to run local") + return 1 + + +def update_image(config, ini): + """ + Update Image name in job config with latest build image + + Parameters + ---------- + config + Job run config + ini + config.ini file dictionary + + Returns + Updated Job run config + ------- + + """ + config["spec"]["cluster"]["spec"]["image"] = ( + ini.get("main", "registry") + ":" + ini.get("main", "tag") ) + return config + + +def verify_and_publish_image(nopush, config): + """ + verify existence of docker image in OCI registry and publish it + Parameters + ---------- + nopush + Doesn't push image to OCI registry + config + Job run config + + Returns + None + ------- + + """ + if not nopush: + publish_image_cmd(config["spec"]["cluster"]["spec"]["image"]) + else: + if not verify_image(config["spec"]["cluster"]["spec"]["image"]): + print( + "\u26A0 Image: " + + config["spec"]["cluster"]["spec"]["image"] + + " does not exist in registry" + ) + print("In order to push the image to registry enter Y else N ") + inp = input("[Y/N]\n") + if inp == "Y": + print("\u2705 pushing image to registry") + publish_image_cmd(config["spec"]["cluster"]["spec"]["image"]) + else: + raise RuntimeError( + "Stopping the execution as image doesn't exist in OCI registry" + ) + return 1 diff --git a/ads/opctl/distributed/common/abstract_cluster_provider.py b/ads/opctl/distributed/common/abstract_cluster_provider.py index df32717b0..3880338f4 100644 --- a/ads/opctl/distributed/common/abstract_cluster_provider.py +++ b/ads/opctl/distributed/common/abstract_cluster_provider.py @@ -155,9 +155,9 @@ def _get_my_work_dir(self): self.my_work_dir = os.path.join(self.work_dir, self.jobDefID) self.config_file = os.path.join( self.my_work_dir, - f"{self.mode}_{self.jobRunID}_config.json" - if self.mode == "WORKER" - else "MAIN_config.json", + "MAIN_config.json" + if self.mode == "MAIN" + else f"{self.mode}_{self.jobRunID}_config.json", ) # Config file location def export_config_files(self): @@ -249,7 +249,7 @@ def setup_configuration(self, config: dict = None): # tmpdir = self.my_work_dir # self.tmpdir = tmpdir config = config or self.configuration() - print(f"Writing configuration: {config}", flush=True) + print(f"Writing configuration: {config} to file: {self.config_file}", flush=True) with fsspec.open(self.config_file, "w", **self.authinfo) as conf: conf.write(json.dumps(config)) @@ -296,6 +296,12 @@ def start_worker(self): """ pass + def start_ps(self): + """ + Implement this for starting the ps process. Eg. `tf-parameter-server` for tensorflow + """ + pass + def start(self): """ Starts the cluster processes @@ -306,6 +312,9 @@ def start(self): elif self.mode == "WORKER": # Check if the docker is staretd in worker mode print(f"Starting worker process", flush=True) self.when_ready(self.start_worker) + elif self.mode == "PS": # Check if the docker is staretd in worker mode + print(f"Starting ps process", flush=True) + self.when_ready(self.start_ps) else: print(f"Not a valid mode: {self.mode}", flush=True) raise Exception("Not a valid mode") diff --git a/ads/opctl/distributed/common/cluster_config_helper.py b/ads/opctl/distributed/common/cluster_config_helper.py index 15d484ae1..c5dae9344 100644 --- a/ads/opctl/distributed/common/cluster_config_helper.py +++ b/ads/opctl/distributed/common/cluster_config_helper.py @@ -33,6 +33,9 @@ def job_def_info(self): job["envVars"]["OCI__WORKER_COUNT"] = ( cluster.worker.replicas if cluster.worker is not None else 0 ) + if cluster.ps is not None: + job["envVars"]["OCI__PS_COUNT"] = cluster.ps.replicas + job["envVars"]["OCI__START_ARGS"] = cluster.config.cmd_args.strip() job["envVars"]["OCI__ENTRY_SCRIPT"] = self.cluster_info.runtime.entry_point diff --git a/ads/telemetry/__init__.py b/ads/telemetry/__init__.py new file mode 100644 index 000000000..fd0669a95 --- /dev/null +++ b/ads/telemetry/__init__.py @@ -0,0 +1,7 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ + +from .telemetry import * diff --git a/ads/telemetry/telemetry.py b/ads/telemetry/telemetry.py new file mode 100644 index 000000000..20239e21a --- /dev/null +++ b/ads/telemetry/telemetry.py @@ -0,0 +1,54 @@ +#!/usr/bin/env python +# -*- coding: utf-8; -*- + +# Copyright (c) 2022 Oracle and/or its affiliates. +# Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ +from ads import __version__ +from enum import Enum, auto + +import ads.config + +EXTRA_USER_AGENT_INFO = "EXTRA_USER_AGENT_INFO" +USER_AGENT_KEY = "additional_user_agent" +ENV_MD_OCID = "MD_OCID" +UNKNOWN = "UNKNOWN" + + +class Surface(Enum): + """ + An Enum class for labeling the surface where ADS is being used + """ + + WORKSTATION = auto() + DATASCIENCE_JOB = auto() + DATASCIENCE_NOTEBOOK = auto() + DATASCIENCE_MODEL_DEPLOYMENT = auto() + DATAFLOW = auto() + OCI_SERVICE = auto() + + @classmethod + def surface(cls): + surface = cls.WORKSTATION + if ( + ads.config.OCI_RESOURCE_PRINCIPAL_VERSION + or ads.config.OCI_RESOURCE_PRINCIPAL_RPT_PATH + or ads.config.OCI_RESOURCE_PRINCIPAL_RPT_ID + ): + surface = cls.OCI_SERVICE + if ads.config.JOB_RUN_OCID: + surface = cls.DATASCIENCE_JOB + elif ads.config.NB_SESSION_OCID: + surface = cls.DATASCIENCE_NOTEBOOK + elif ads.config.MD_OCID: + surface = cls.DATASCIENCE_MODEL_DEPLOYMENT + elif ads.config.DATAFLOW_RUN_OCID: + surface = cls.DATAFLOW + return surface + + +def update_oci_client_config(config={}): + if not config.get(USER_AGENT_KEY): + config[ + USER_AGENT_KEY + ] = f"oracle-ads/version={__version__}/surface={Surface.surface().name}" # To be enabled in future - /api={os.environ.get(EXTRA_USER_AGENT_INFO,UNKNOWN)}" + return config diff --git a/ads/templates/score-pkl.jinja2 b/ads/templates/score-pkl.jinja2 index bd8590095..5e4ecd9c8 100644 --- a/ads/templates/score-pkl.jinja2 +++ b/ads/templates/score-pkl.jinja2 @@ -35,6 +35,25 @@ def load_model(model_file_name=model_name): else: raise Exception(f'{model_file_name} is not found in model directory {model_dir}') +def deserialize(data): + """ + Deserialize json serialization data to data in original type when sent to predict. + + Parameters + ---------- + data: serialized input data. + + Returns + ------- + data: deserialized input data. + + """ + if isinstance(data, bytes): + return data + + data_type = data.get('data_type', '') if isinstance(data, dict) else '' + json_data = data.get('data', data) if isinstance(data, dict) else data + return json_data def pre_inference(data): """ @@ -49,7 +68,7 @@ def pre_inference(data): data: Data format after any processing. """ - return data + return deserialize(data) def post_inference(yhat): """ diff --git a/ads/templates/score_generic.jinja2 b/ads/templates/score_generic.jinja2 index 1fcd736d1..18e6c6bd5 100644 --- a/ads/templates/score_generic.jinja2 +++ b/ads/templates/score_generic.jinja2 @@ -28,6 +28,25 @@ def load_model(model_file_name=model_name): else: raise Exception(f'{model_file_name} is not found in model directory {model_dir}') +def deserialize(data): + """ + Deserialize json serialization data to data in original type when sent to predict. + + Parameters + ---------- + data: serialized input data. + + Returns + ------- + data: deserialized input data. + + """ + if isinstance(data, bytes): + return data + + data_type = data.get('data_type', '') if isinstance(data, dict) else '' + json_data = data.get('data', data) if isinstance(data, dict) else data + return json_data def pre_inference(data): """ @@ -42,7 +61,7 @@ def pre_inference(data): data: Data format after any processing. """ - return data + return deserialize(data) def post_inference(yhat): diff --git a/ads/templates/score_spark.jinja2 b/ads/templates/score_spark.jinja2 new file mode 100644 index 000000000..5fbd3ca01 --- /dev/null +++ b/ads/templates/score_spark.jinja2 @@ -0,0 +1,154 @@ +import os +import sys +import json +from functools import lru_cache +from collections.abc import Iterable + +# Importing pyspark libraries +from pyspark.ml.pipeline import PipelineModel +from pyspark.sql import SparkSession +from pyspark.sql.types import StructType + +""" + Inference script. This script is used for prediction by scoring server when schema is known. +""" + +model_name = '{{model_file_name}}' +spark_input_schema = model_name + "_input_data_schema.json" + +spark = SparkSession \ + .builder \ + .appName('Spark Model Inference') \ + .getOrCreate() + + +@lru_cache(maxsize=10) +def load_model(model_file_name=model_name): + """ + Loads model from the serialized format + + Returns + ------- + model: a model instance on which predict API can be invoked + """ + model_dir = os.path.dirname(os.path.realpath(__file__)) + if model_dir not in sys.path: + sys.path.insert(0, model_dir) + contents = os.listdir(model_dir) + try: + print(f'Start loading {model_file_name} from model directory {model_dir} ...') + loaded_model = PipelineModel.load(os.path.join(model_dir, model_file_name)) + print("Model is successfully loaded.") + return loaded_model + except Exception as e: + error_msg = f"Failed to load the model and gave the exception: {e}." + raise Exception(error_msg) + +@lru_cache(maxsize=1) +def fetch_data_type_from_schema(input_schema_path=os.path.join(os.path.dirname(os.path.realpath(__file__)), "input_schema.json")): + """ + Returns data type information fetch from input_schema.json. + + Parameters + ---------- + input_schema_path: path of input schema. + + Returns + ------- + data_type: data type fetch from input_schema.json. + + """ + data_type = {} + if os.path.exists(input_schema_path): + schema = json.load(open(input_schema_path)) + for col in schema['schema']: + data_type[col['name']] = col['dtype'] + else: + print("input_schema has to be passed in in order to recover the same data type. pass `X_sample` in `ads.model.framework.spark_model.SparkPipelineModel.prepare` function to generate the input_schema. Otherwise, the data type might be changed after serialization/deserialization.") + return data_type + +def deserialize(data, input_schema_path): + """ + Deserialize json serialization data to data in original type when sent to predict. + + Parameters + ---------- + data: serialized input data. + input_schema_path: path of input schema. + + Returns + ------- + data: deserialized input data. + + """ + data_type = data.get('data_type', '') if isinstance(data, dict) else '' + json_data = data.get('data', data) if isinstance(data, dict) else data + + spark_schema_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), spark_input_schema) + with open(spark_schema_path) as f: + spark_schema = StructType.fromJson(json.loads(f.read())) + + if isinstance(json_data, str) or not isinstance(json_data, Iterable): + json_data = [json_data] + + try: + rdd_data = spark.sparkContext.parallelize(json_data) + return spark.read.json(rdd_data, schema=spark_schema) + except: + raise TypeError(f"Unsupported data_type: {data_type} or failed to load data with provided spark schema: {spark_schema}. Only supported data types are: pyspark.sql.dataframe.DataFrame, pyspark.pandas.dataframe.DataFrame, pandas.DataFrame, json") + +def pre_inference(data, input_schema_path): + """ + Preprocess data + + Parameters + ---------- + data: Data format as expected by the predict API of the core estimator. + input_schema_path: path of input schema. + + Returns + ------- + data: Data format after any processing. + + """ + data = deserialize(data, input_schema_path) + return data + +def post_inference(yhat, input_cols): + """ + Post-process the model results + + Parameters + ---------- + yhat: Data format after calling model.predict. + + Returns + ------- + yhat: Data format after any processing. + + """ + return yhat.toPandas()['prediction'].to_list() + +def predict(data, model=load_model(), input_schema_path=os.path.join(os.path.dirname(os.path.realpath(__file__)), "input_schema.json")): + """ + Returns prediction given the model and data to predict + + Parameters + ---------- + model: Model instance returned by load_model API + data: Data format as expected by the predict API of the core estimator. For eg. in case of sckit models it could be numpy array/List of list/Pandas DataFrame + input_schema_path: path of input schema. + + Returns + ------- + predictions: Output from scoring server + Format: {'prediction': output from model.predict method} + + """ + + input = pre_inference(data, input_schema_path) + input_cols = input.columns + print("Dataset Count: " + str(input.count())) + + yhat = post_inference(model.transform(input), input_cols) + return {'prediction': yhat} diff --git a/docs/requirements.txt b/docs/requirements.txt index bba5dbc83..d98f2baa6 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -5,3 +5,4 @@ sphinx sphinxcontrib-napoleon sphinx-rtd-theme pandoc +sphinx-copybutton diff --git a/docs/source/_static/badge_beta.svg b/docs/source/_static/badge_beta.svg new file mode 100644 index 000000000..63247615e --- /dev/null +++ b/docs/source/_static/badge_beta.svg @@ -0,0 +1 @@ +project status: limited availabilityproject statuslimited availability \ No newline at end of file diff --git a/docs/source/_static/badge_deprecated.svg b/docs/source/_static/badge_deprecated.svg new file mode 100644 index 000000000..6558a63f6 --- /dev/null +++ b/docs/source/_static/badge_deprecated.svg @@ -0,0 +1 @@ +warning: deprecatedwarningdeprecated \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 9c4885b1c..96cebc086 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -30,6 +30,7 @@ "sphinx.ext.graphviz", "sphinx.ext.inheritance_diagram", "nbsphinx", + "sphinx_copybutton", ] # Add any paths that contain templates here, relative to this directory. diff --git a/docs/source/index.rst b/docs/source/index.rst index 28f194f0b..e7e2ff7c6 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -1,3 +1,11 @@ + +.. meta:: + :description lang=en: + Oracle Accelerated Data Science SDK (ORACLE-ADS) + is a Python library that is part of the Oracle Cloud Infrastructure Data Science service. ORACLE-ADS is the client + library and CLI for Machine learning engineers to work with Cloud Infrastructure (CPU and GPU VMs, Storage etc, Spark) for Data, Models, + Notebooks, Pipelines and Jobs. + Oracle Accelerated Data Science SDK (ADS) ========================================= @@ -11,42 +19,37 @@ Oracle Accelerated Data Science SDK (ADS) .. toctree:: :hidden: :maxdepth: 5 - :caption: Configuration: + :caption: Installation and Configuration: - user_guide/overview/overview user_guide/quick_start/quick_start - user_guide/configuration/index + user_guide/cli/quickstart + user_guide/cli/authentication + user_guide/cli/opctl/configure + user_guide/cli/opctl/local-development-setup .. toctree:: :hidden: :maxdepth: 5 :caption: Tasks: - user_guide/loading_data/index - user_guide/data_catalog_metastore/index + user_guide/loading_data/connect + user_guide/apachespark/spark + user_guide/data_labeling/index user_guide/data_transformation/data_transformation user_guide/data_visualization/visualization - user_guide/model_training/automl + user_guide/model_training/index + user_guide/model_registration/introduction + user_guide/ADSString/index .. toctree:: :hidden: :maxdepth: 5 - :caption: Components: + :caption: Integrations: user_guide/big_data_service/index - user_guide/data_flow/dataflow - user_guide/data_labeling/index - user_guide/feature_type/index user_guide/jobs/index user_guide/logs/logs - user_guide/model_catalog/model_catalog - user_guide/model_deployment/index - user_guide/model_evaluation/index - user_guide/model_explainability/index - user_guide/model_serialization/index user_guide/secrets/index - user_guide/ADSString/index - user_guide/text_extraction/text_dataset .. toctree:: :hidden: @@ -57,12 +60,34 @@ Oracle Accelerated Data Science SDK (ADS) .. admonition:: Oracle Accelerated Data Science (ADS) SDK - The Oracle Accelerated Data Science (ADS) SDK is a Python library that is included as part of the Oracle Cloud Infrastructure Data Science service. ADS offers a friendly user interface, with objects and methods that cover all the steps involved in the lifecycle of machine learning models, from data acquisition to model evaluation and interpretation. + The Oracle Accelerated Data Science (ADS) SDK is maintained by the Oracle Cloud Infrastructure Data Science service team. It speeds up common data science activities by providing tools that automate and/or simplify common data science tasks, along with providing a data scientist friendly pythonic interface to Oracle Cloud Infrastructure (OCI) services, most notably OCI Data Science, Data Flow, Object Storage, and the Autonomous Database. ADS gives you an interface to manage the lifecycle of machine learning models, from data acquisition to model evaluation, interpretation, and model deployment. + + With ADS you can: + + - Read datasets from Oracle Object Storage, Oracle RDBMS (ATP/ADW/On-prem), AWS S3, and other sources into Pandas dataframes. + - Easily compute summary statistics on your dataframes and perform data profiling. + - Tune models using hyperparameter optimization with the ADSTuner tool. + - Generate detailed evaluation reports of your model candidates with the ADSEvaluator module. + - Save machine learning models to the OCI Data Science Models. + - Deploy those models as HTTPS endpoints with Model Deployment. + - Launch distributed ETL, data processing, and model training jobs in Spark with OCI Data Flow. + - Train machine learning models in OCI Data Science Jobs. + - Manage the lifecycle of conda environments through the ads conda command line interface (CLI). + - Distributed Training with PyTorch, Horovod and Dask |beta| + +.. |beta| image:: _static/badge_beta.svg + .. admonition:: Installation python3 -m pip install oracle-ads + |PyPI|_ + +.. |PyPI| image:: https://img.shields.io/pypi/v/oracle-ads.svg +.. _PyPI: https://pypi.org/project/oracle-ads/ + + .. admonition:: Source Code `https://github.com/oracle/accelerated-data-science `_ @@ -81,3 +106,84 @@ Oracle Accelerated Data Science SDK (ADS) ADS SDK version: X.Y.Z Pandas version: x.y.z Debug mode: False + + +Additional Documentation +++++++++++++++++++++++++ + + - `OCI Data Science and AI services Examples `_ + - `Oracle AI & Data Science Blog `_ + - `OCI Documentation `_ + +Examples +++++++++ + +Load data from Object Storage +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. code-block:: python3 + + import ads + import oci + import pandas as pd + + ads.set_auth( + auth="api_key", oci_config_location=oci.config.DEFAULT_LOCATION, profile="DEFAULT" + ) + bucket_name = "" + path = "" + namespace = "" + df = pd.read_csv( + f"oci://{bucket_name}@{namespace}/{path}", storage_options=ads.auth.default_signer() + ) + + + +Load data from Autonomous DB +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +This example uses SQL injection safe binding variables. + +.. code-block:: python3 + + import ads + import pandas as pd + + connection_parameters = { + "user_name": "", + "password": "", + "service_name": "", + "wallet_location": "", + } + + df = pd.DataFrame.ads.read_sql( + """ + SELECT * + FROM SH.SALES + WHERE ROWNUM <= :max_rows + """, + bind_variables={ max_rows : 100 }, + connection_parameters=connection_parameters, + ) + +More Examples +~~~~~~~~~~~~~ + +See :doc:`quick start` guide for more examples + +Contributing +++++++++++++ + +This project welcomes contributions from the community. Before submitting a pull request, please review our contribution guide `CONTRIBUTING.md `_. + +Find Getting Started instructions for developers in `README-development.md `_ + +Security +++++++++ + +Consult the security guide `SECURITY.md `_ for our responsible security vulnerability disclosure process. + +License ++++++++ + +Copyright (c) 2020, 2022 Oracle and/or its affiliates. Licensed under the `Universal Permissive License v1.0 `_ \ No newline at end of file diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index 3975e2fb3..1b0297e11 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -2,6 +2,23 @@ Release Notes ============= +2.6.6 +----- +Release date: October 7, 2022 + +* Added ``SparkPipelineModel`` model serialization class for fast and easy model deployment. +* Added support for flexible shapes for Jobs and Model Deployments. +* Added support for ``freeform_tags`` and ``defined_tags`` for Model Deployments. +* Added the ``populate_schema()`` method to the ``GenericModel`` class. Populate input and output schemas for model artifacts. +* The ``ADSString`` was added to the Feature types system. Use the enhanced string class functionalities such as regular expression (RegEx) matching and natural language parsing within Pandas dataframes and series. +* Saving model does not require iPython dependencies + +Following APIs are deprecated: + +* DatasetFactory.open +* ADSModel.prepare +* ads.common.model_export_util.prepare_generic_model + 2.6.5 ----- Release date: September 16, 2022 @@ -51,7 +68,7 @@ Release date: June 21, 2022 * ``torch`` * ``viz`` - Use ``python3 -m pip install oracle-ads[XXX]`` where XXX are the group names. + Use ``python3 -m pip install "oracle-ads[XXX]"`` where XXX are the group names. 2.6.1 ----- diff --git a/docs/source/user_guide/ADSString/index.rst b/docs/source/user_guide/ADSString/index.rst index 7c36bcce9..fb308c89a 100644 --- a/docs/source/user_guide/ADSString/index.rst +++ b/docs/source/user_guide/ADSString/index.rst @@ -1,8 +1,12 @@ .. _ADSString: -###### -NLP -###### +###################### +Manipulating Text Data +###################### + + +TextStrings +----------- .. toctree:: :maxdepth: 1 @@ -13,3 +17,11 @@ NLP plugin regex_match still_a_string + +Text Extraction +--------------- + +.. toctree:: + :maxdepth: 1 + + ../text_extraction/text_dataset diff --git a/docs/source/user_guide/_template/prerequisite/data_flow.rst b/docs/source/user_guide/_template/prerequisite/data_flow.rst index b0060c5d4..07a4e8b33 100644 --- a/docs/source/user_guide/_template/prerequisite/data_flow.rst +++ b/docs/source/user_guide/_template/prerequisite/data_flow.rst @@ -1,3 +1,4 @@ -* Data Flow requires a bucket to store the logs, and a data warehouse bucket. Refer to the Data Flow documentation for `setting up storage `_. -* Data Flow requires policies to be set in IAM to access resources to manage and run applications. Refer to the Data Flow documentation on how to `setup policies `__. +* DataFlow requires a bucket to store the logs, and a data warehouse bucket. Refer to the Data Flow documentation for `setting up storage `_. +* DataFlow requires policies to be set in IAM to access resources to manage and run applications. Refer to the Data Flow documentation on how to `setup policies `__. +* DataFlow natively supports conda packs published to OCI Object Storage. Ensure the Data Flow Resource has read access to the bucket or path of your published conda pack, and that the spark version >= 3 when running your Data Flow Application. * The ``core-site.xml`` file needs to be :ref:`configured`. diff --git a/docs/source/user_guide/apachespark/dataflow.rst b/docs/source/user_guide/apachespark/dataflow.rst new file mode 100644 index 000000000..8ae1433ef --- /dev/null +++ b/docs/source/user_guide/apachespark/dataflow.rst @@ -0,0 +1,647 @@ +=============================================== +Running your Spark Application on OCI Data Flow +=============================================== + +Submit your code to DataFlow for workloads that require larger resources. + +Notebook Extension +================== + + +For most Notebook users, local or OCI Notebook Sessions, the notebook extension is the most straightforward integration with dataflow. It's a "Set It and Forget It" API with options to update ad-hoc. You can configure your dataflow runs by running ``ads opctl configure`` in the terminal. + +After setting up your dataflow config, you can return to the Notebook. Import ``ads`` and ``DataFlowConfig``: + +.. code-block:: python + + import ads + from ads.jobs.utils import DataFlowConfig + +Load the dataflow extension inside the notebook cell - + +.. code-block:: python + + %load_ext ads.jobs.extension + +Define config. If you have not yet configured your dataflow setting, or would like to amend the defaults, you can modify as shown below: + +.. code-block:: python + + dataflow_config = DataFlowConfig() + dataflow_config.compartment_id = "ocid1.compartment." + dataflow_config.driver_shape = "VM.Standard2.1" + dataflow_config.executor_shape = "VM.Standard2.1" + dataflow_config.logs_bucket_uri = "oci://@/" + dataflow_config.spark_version = "3.2.1" + dataflow_config.configuration = {"spark.driver.memory": "512m"} + +Use the config defined above to submit the cell. + +.. admonition:: Tip + + Get more information about the dataflow extension by running ``%dataflow -h`` + +Call the dataflow magic command in the first line of your cell to run it on dataflow. + +.. code-block:: python + + %%dataflow run -f a_script.py -c {dataflow_config} -w -o -- abc -l 5 -v + + +This header will: +- save the cell as a file called ``script.py`` and store it in your ``dataflow_config.script_bucket`` +- After the ``--`` notation, all parameters are sent to your script. For example ``abc`` is a positional argument, and ``l`` and ``v`` are named arguments. + + +Below is a full example: + +.. code-block:: python + + %%dataflow run -f a_script.py -c {dataflow_config} -w -o -- abc -l 5 -v + from pyspark.sql import SparkSession + import click + + + @click.command() + @click.argument("app_name") + @click.option( + "--limit", "-l", help="max number of rows to print", default=10, required=False + ) + @click.option("--verbose", "-v", help="print out result in verbose mode", is_flag=True) + def main(app_name, limit, verbose): + # Create a Spark session + spark = SparkSession.builder.appName(app_name).getOrCreate() + + # Load a csv file from dataflow public storage + df = ( + spark.read.format("csv") + .option("header", "true") + .option("multiLine", "true") + .load( + "oci://oow_2019_dataflow_lab@bigdatadatasciencelarge/usercontent/kaggle_berlin_airbnb_listings_summary.csv" + ) + ) + + # Create a temp view and do some SQL operations + df.createOrReplaceTempView("berlin") + query_result_df = spark.sql( + """ + SELECT + city, + zipcode, + CONCAT(latitude,',', longitude) AS lat_long + FROM berlin + """ + ).limit(limit) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + if verbose: + rows = query_result_df.toJSON().collect() + for i, row in enumerate(rows): + print(f"record {i}") + print(row) + + + if __name__ == "__main__": + main() + + +ADS CLI +======= + +**Prerequisites** + +1. :doc:`Install ADS CLI<../cli/quickstart>` +2. :doc:`Configure Defaults<../cli/opctl/configure>` + +.. admonition:: Tip + + If, for some reason, you are unable to use CLI, instead skip to the ``Create, Run Data Flow Application Using ADS Python SDK`` section below. + +Sometimes your code is too complex to run in a single cell, and it's better run as a notebook or file. In that case, use the ADS Opctl CLI. + +To submit your notebook to DataFlow using the ``ads`` CLI, run: + +.. code-block:: shell + + ads opctl run -s -e -b dataflow + +.. admonition:: Tip + + You can avoid running cells that are not DataFlow environment compatible by tagging the cells and then providing the tag names to ignore. In the following example cells that are tagged ``ignore`` and ``remove`` will be ignored - + ``--exclude-tag ignore --exclude-tag remove`` + +.. admonition:: Tip + + You can run the notebook in your local pyspark environment before submitting to ``DataFlow`` using the same CLI with ``-b local`` + + .. code-block:: shell + + # Activate the Pyspark conda environment in local + ads opctl run -s -e -b local + +You could submit a notebook using ADS SDK APIs. Here is an example to submit a notebook - + +.. code-block:: python + + from ads.jobs import Job, DataFlow, DataFlowNotebookRuntime + + df = ( + DataFlow() + .with_compartment_id( + "ocid1.compartment.oc1..aaaaaaaapvb3hearqum6wjvlcpzm5ptfxqa7xfftpth4h72xx46ygavkqteq" + ) + .with_driver_shape("VM.Standard2.1") + .with_executor_shape("VM.Standard2.1") + .with_logs_bucket_uri("oci://mybucket@mytenancy/") + ) + rt = ( + DataFlowNotebookRuntime() + .with_notebook( + "" + ) # This could be local path or http path to notebook ipynb file + .with_script_bucket("") + .with_exclude_tag(["ignore", "remove"]) # Cells to Ignore + ) + job = Job(infrastructure=df, runtime=rt).create(overwrite=True) + df_run = job.run(wait=True) + + + +ADS Python SDK +============== + +To create a Data Flow application using the ADS Python API you need two components: + +- ``DataFlow``, a subclass of ``Infrastructure``. +- ``DataFlowRuntime``, a subclass of ``Runtime``. + +``DataFlow`` stores properties specific to Data Flow service, such as +compartment_id, logs_bucket_uri, and so on. +You can set them using the ``with_{property}`` functions: + +- ``with_compartment_id`` +- ``with_configuration`` +- ``with_driver_shape`` +- ``with_executor_shape`` +- ``with_language`` +- ``with_logs_bucket_uri`` +- ``with_metastore_id`` (`doc `__) +- ``with_num_executors`` +- ``with_spark_version`` +- ``with_warehouse_bucket_uri`` + +For more details, see `DataFlow class documentation `__. + +``DataFlowRuntime`` stores properties related to the script to be run, such as the path to the script and +CLI arguments. Likewise all properties can be set using ``with_{property}``. +The ``DataFlowRuntime`` properties are: + +- ``with_script_uri`` +- ``with_script_bucket`` +- ``with_archive_uri`` (`doc `__) +- ``with_archive_bucket`` +- ``with_custom_conda`` + +For more details, see the `runtime class documentation <../../ads.jobs.html#module-ads.jobs.builders.runtimes.python_runtime>`__. + +Since service configurations remain mostly unchanged across multiple experiments, a ``DataFlow`` +object can be reused and combined with various ``DataFlowRuntime`` parameters to +create applications. + +In the following "hello-world" example, ``DataFlow`` is populated with ``compartment_id``, +``driver_shape``, ``executor_shape``, and ``spark_version``. +``DataFlowRuntime`` is populated with ``script_uri`` and +``script_bucket``. The ``script_uri`` specifies the path to the script. It can be +local or remote (an Object Storage path). If the path is local, then +``script_bucket`` must be specified additionally because Data Flow +requires a script to be available in Object Storage. ADS +performs the upload step for you, as long as you give the bucket name +or the Object Storage path prefix to upload the script. Either can be +given to ``script_bucket``. For example,  either +``with_script_bucket("")`` or +``with_script_bucket("oci://@/")`` is +accepted. In the next example, the prefix is given for ``script_bucket``. + +.. code-block:: python + + from ads.jobs import DataFlow, Job, DataFlowRuntime + from uuid import uuid4 + import os + import tempfile + + with tempfile.TemporaryDirectory() as td: + with open(os.path.join(td, "script.py"), "w") as f: + f.write( + """ + import pyspark + + def main(): + print("Hello World") + print("Spark version is", pyspark.__version__) + + if __name__ == "__main__": + main() + """ + ) + name = f"dataflow-app-{str(uuid4())}" + dataflow_configs = ( + DataFlow() + .with_compartment_id("oci.xx.") + .with_logs_bucket_uri("oci://mybucket@mynamespace/dflogs") + .with_driver_shape("VM.Standard2.1") + .with_executor_shape("VM.Standard2.1") + .with_spark_version("3.0.2") + ) + runtime_config = ( + DataFlowRuntime() + .with_script_uri(os.path.join(td, "script.py")) + .with_script_bucket("oci://mybucket@namespace/prefix") + .with_custom_conda("oci://@/") + ) + df = Job(name=name, infrastructure=dataflow_configs, runtime=runtime_config) + df.create() + + +To run this application, you could use: + +.. code-block:: python + + df_run = df.run() + +After the run completes, check the ``stdout`` log from the application by running: + +.. code-block:: python + + print(df_run.logs.application.stdout) + +You should this in the log: + +.. code-block:: python + + Hello World + Spark version is 3.0.2 + +**Note on Policy** + +.. parsed-literal:: + + ALLOW SERVICE dataflow TO READ objects IN tenancy WHERE target.bucket.name='dataflow-logs' + + +Data Flow supports adding third-party libraries using a ZIP file, usually called ``archive.zip``, see the `Data Flow documentation `__ +about how to create ZIP files. Similar to scripts, you can specify an archive ZIP for a Data Flow application using ``with_archive_uri``. +In the next example, ``archive_uri`` is given as an Object Storage location. +``archive_uri`` can also be local so you must specify ``with_archive_bucket`` and follow the same rule as ``with_script_bucket``. + +.. code-block:: python + + from ads.jobs import DataFlow, DataFlowRun, DataFlowRuntime, Job + from uuid import uuid4 + import tempfile + import os + + with tempfile.TemporaryDirectory() as td: + with open(os.path.join(td, "script.py"), "w") as f: + f.write( + ''' + from pyspark.sql import SparkSession + import click + + + @click.command() + @click.argument("app_name") + @click.option( + "--limit", "-l", help="max number of row to print", default=10, required=False + ) + @click.option("--verbose", "-v", help="print out result in verbose mode", is_flag=True) + def main(app_name, limit, verbose): + # Create a Spark session + spark = SparkSession.builder.appName(app_name).getOrCreate() + + # Load a csv file from dataflow public storage + df = ( + spark.read.format("csv") + .option("header", "true") + .option("multiLine", "true") + .load( + "oci://oow_2019_dataflow_lab@bigdatadatasciencelarge/usercontent/kaggle_berlin_airbnb_listings_summary.csv" + ) + ) + + # Create a temp view and do some SQL operations + df.createOrReplaceTempView("berlin") + query_result_df = spark.sql( + """ + SELECT + city, + zipcode, + CONCAT(latitude,',', longitude) AS lat_long + FROM berlin + """ + ).limit(limit) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + if verbose: + rows = query_result_df.toJSON().collect() + for i, row in enumerate(rows): + print(f"record {i}") + print(row) + + + if __name__ == "__main__": + main() + ''' + ) + + name = f"dataflow-app-{str(uuid4())}" + dataflow_configs = ( + DataFlow() + .with_compartment_id("oci1.xxx.") + .with_logs_bucket_uri("oci://mybucket@mynamespace/prefix") + .with_driver_shape("VM.Standard2.1") + .with_executor_shape("VM.Standard2.1") + .with_spark_version("3.0.2") + ) + runtime_config = ( + DataFlowRuntime() + .with_script_uri(os.path.join(td, "script.py")) + .with_script_bucket("oci://@/prefix/path") + .with_archive_uri("oci://@/prefix/archive.zip") + .with_custom_conda(uri="oci://@/") + ) + df = Job(name=name, infrastructure=dataflow_configs, runtime=runtime_config) + df.create() + + +You can pass arguments to a Data Flow run as a list of strings: + +.. code-block:: python + + df_run = df.run(args=["run-test", "-v", "-l", "5"]) + +You can save the application specification into a YAML file for future +reuse. You could also use the ``json`` format. + +.. code-block:: python + + print(df.to_yaml("sample-df.yaml")) + +You can also load a Data Flow application directly from the YAML file saved in the +previous example: + +.. code-block:: python + + df2 = Job.from_yaml(uri="sample-df.yaml") + +Creating a new job and a run: + +.. code-block:: python + + df_run2 = df2.create().run() + +Deleting a job cancels associated runs: + +.. code-block:: python + + df2.delete() + df_run2.status + +You can also load a Data Flow application from an OCID: + + df3 = Job.from_dataflow_job(df.id) + +Creating a run under the same application: + +.. code-block:: python + + df_run3 = df3.run() + +Now there are 2 runs under the ``df`` application: + +.. code-block:: python + + assert len(df.run_list()) == 2 + +When you run a Data Flow application, a ``DataFlowRun`` object is created. +You can check the status, wait for a run to finish, check its logs +afterwards, or cancel a run in progress. For example: + +.. code-block:: python + + df_run.status + df_run.wait() + +``watch`` is an alias of ``wait``, so you can also call ``df_run.watch()``. + +There are three types of logs for a run: + +- application log +- driver log +- executor log + +Each log consists of ``stdout`` and ``stderr``. For example, to access ``stdout`` +from application log, you could use: + + df_run.logs.application.stdout + +Then you could check it with: + +:: + + df_run.logs.application.stderr + df_run.logs.executor.stdout + df_run.logs.executor.stderr + +You can also examine ``head`` or ``tail`` of the log, or download it to a local path. For example, + +.. code-block:: python + + log = df_run.logs.application.stdout + log.head(n=1) + log.tail(n=1) + log.download() + +For the sample script, the log prints first five rows of a sample dataframe in JSON +and it looks like: + +.. code-block:: python + + record 0 + {"city":"Berlin","zipcode":"10119","lat_long":"52.53453732241747,13.402556926822387"} + record 1 + {"city":"Berlin","zipcode":"10437","lat_long":"52.54851279221664,13.404552826587466"} + record 2 + {"city":"Berlin","zipcode":"10405","lat_long":"52.534996191586714,13.417578665333295"} + record 3 + {"city":"Berlin","zipcode":"10777","lat_long":"52.498854933130026,13.34906453348717"} + record 4 + {"city":"Berlin","zipcode":"10437","lat_long":"52.5431572633131,13.415091104515707"} + +Calling ``log.head(n=1)`` returns this: + +.. code-block:: python + + 'record 0' + +Calling ``log.tail(n=1)`` returns this: + +.. code-block:: python + + {"city":"Berlin","zipcode":"10437","lat_long":"52.5431572633131,13.415091104515707"} + + +A link to run the page in the OCI Console is given using the ``run_details_link`` +property: + +.. code-block:: python + + df_run.run_details_link + +To list Data Flow applications, a compartment id must be given +with any optional filtering criteria. For example, you can filter by +name of the application: + +.. code-block:: python + + Job.dataflow_job(compartment_id=compartment_id, display_name=name) + +YAML +++++ + +You can create a Data Flow job directly from a YAML string. You can pass a YAML string +into the ``Job.from_yaml()`` function to build a Data Flow job: + +.. code:: yaml + + kind: job + spec: + id: + infrastructure: + kind: infrastructure + spec: + compartmentId: + driverShape: VM.Standard2.1 + executorShape: VM.Standard2.1 + id: + language: PYTHON + logsBucketUri: + numExecutors: 1 + sparkVersion: 2.4.4 + type: dataFlow + name: dataflow_app_name + runtime: + kind: runtime + spec: + scriptBucket: bucket_name + scriptPathURI: oci://@/ + type: dataFlow + +**Data Flow Infrastructure YAML Schema** + +.. code:: yaml + + kind: + allowed: + - infrastructure + required: true + type: string + spec: + required: true + type: dict + schema: + compartmentId: + required: false + type: string + displayName: + required: false + type: string + driverShape: + required: false + type: string + executorShape: + required: false + type: string + id: + required: false + type: string + language: + required: false + type: string + logsBucketUri: + required: false + type: string + metastoreId: + required: false + type: string + numExecutors: + required: false + type: integer + sparkVersion: + required: false + type: string + type: + allowed: + - dataFlow + required: true + type: string + +**Data Flow Runtime YAML Schema** + +.. code:: yaml + + kind: + allowed: + - runtime + required: true + type: string + spec: + required: true + type: dict + schema: + archiveBucket: + required: false + type: string + archiveUri: + required: false + type: string + args: + nullable: true + required: false + schema: + type: string + type: list + conda: + nullable: false + required: false + type: dict + schema: + slug: + required: true + type: string + type: + allowed: + - service + required: true + type: string + env: + type: list + required: false + schema: + type: dict + freeform_tag: + required: false + type: dict + scriptBucket: + required: false + type: string + scriptPathURI: + required: false + type: string + type: + allowed: + - dataFlow + required: true + type: string diff --git a/docs/source/user_guide/apachespark/quickstart.rst b/docs/source/user_guide/apachespark/quickstart.rst new file mode 100644 index 000000000..2dfc7fb1e --- /dev/null +++ b/docs/source/user_guide/apachespark/quickstart.rst @@ -0,0 +1,280 @@ +=========== +Quick Start +=========== + +Data Flow is a hosted Apache Spark server. It is quick to start, and can scale to handle large datasets in parallel. ADS provides a convenient API for creating and maintaining workloads on Data Flow. + +Submit a Dummy Python Script to DataFlow +======================================== + +From a Python Environment +------------------------- + +Submit a python script to DataFlow entirely from your python environment. +The following snippet uses a dummy python script that prints "Hello World" +followed by the spark version, 3.2.1. + +.. code-block:: python + + from ads.jobs import DataFlow, Job, DataFlowRuntime + from uuid import uuid4 + import os + import tempfile + + with tempfile.TemporaryDirectory() as td: + with open(os.path.join(td, "script.py"), "w") as f: + f.write( + """ + import pyspark + + def main(): + print("Hello World") + print("Spark version is", pyspark.__version__) + + if __name__ == "__main__": + main() + """ + ) + name = f"dataflow-app-{str(uuid4())}" + dataflow_configs = ( + DataFlow() + .with_compartment_id("oci.xx.") + .with_logs_bucket_uri("oci://@/") + .with_driver_shape("VM.Standard2.1") + .with_executor_shape("VM.Standard2.1") + .with_spark_version("3.2.1") + ) + runtime_config = ( + DataFlowRuntime() + .with_script_uri(os.path.join(td, "script.py")) + .with_script_bucket("oci://@/") + ) + df = Job(name=name, infrastructure=dataflow_configs, runtime=runtime_config) + df.create() + df_run = df.run() + +From the Command Line +--------------------- + +The same result can be achieved from the command line using ``ads CLI`` and a yaml file. + +Assuming you have the following two files written in your current directory as ``script.py`` and ``dataflow.yaml`` respectively: + + +.. code-block:: python + + # script.py + import pyspark + def main(): + print("Hello World") + print("Spark version is", pyspark.__version__) + if __name__ == "__main__": + main() + + +.. code-block:: yaml + + # dataflow.yaml + kind: job + spec: + name: dataflow-app- + infrastructure: + kind: infrastructure + spec: + compartmentId: oci.xx. + logsBucketUri: oci://@/ + driverShape: VM.Standard2.1 + executorShape: VM.Standard2.1 + sparkVersion: 3.2.1 + numExecutors: 1 + type: dataFlow + runtime: + kind: runtime + spec: + scriptUri: script.py + scriptBucket: oci://@/ + + +.. code-block:: shell + + ads jobs run -f dataflow.yaml + + +Real Data Flow Example with Conda Environment +============================================= + +From PySpark v3.0.0 and onwards, Data Flow allows a published conda environment as the `Spark runtime environment `_ when built with `ADS`. Data Flow supports published conda environments only. Conda packs are tar'd conda environments. When you publish your own conda packs to object storage, ensure that the DataFlow Resource has access to read the object or bucket. +Below is a more built-out example using conda packs: + +From a Python Environment +------------------------- + +.. code-block:: python + + from ads.jobs import DataFlow, Job, DataFlowRuntime + from uuid import uuid4 + import os + import tempfile + + with tempfile.TemporaryDirectory() as td: + with open(os.path.join(td, "script.py"), "w") as f: + f.write( + ''' + from pyspark.sql import SparkSession + import click + + @click.command() + @click.argument("app_name") + @click.option( + "--limit", "-l", help="max number of row to print", default=10, required=False + ) + @click.option("--verbose", "-v", help="print out result in verbose mode", is_flag=True) + def main(app_name, limit, verbose): + Create a Spark session + spark = SparkSession.builder.appName(app_name).getOrCreate() + + Load a csv file from dataflow public storage + df = ( + spark.read.format("csv") + .option("header", "true") + .option("multiLine", "true") + .load( + "oci://oow_2019_dataflow_lab@bigdatadatasciencelarge/usercontent/kaggle_berlin_airbnb_listings_summary.csv" + ) + ) + + Create a temp view and do some SQL operations + df.createOrReplaceTempView("berlin") + query_result_df = spark.sql( + """ + SELECT + city, + zipcode, + CONCAT(latitude,',', longitude) AS lat_long + FROM berlin + """ + ).limit(limit) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + if verbose: + rows = query_result_df.toJSON().collect() + for i, row in enumerate(rows): + print(f"record {i}") + print(row) + + if __name__ == "__main__": + main() + ''' + ) + name = f"dataflow-app-{str(uuid4())}" + dataflow_configs = ( + DataFlow() + .with_compartment_id("oci.xx.") + .with_logs_bucket_uri("oci://@/") + .with_driver_shape("VM.Standard2.1") + .with_executor_shape("VM.Standard2.1") + .with_spark_version("3.2.1") + ) + runtime_config = ( + DataFlowRuntime() + .with_script_uri(os.path.join(td, "script.py")) + .with_script_bucket("oci://@/") + .with_custom_conda(uri="oci://@/") + .with_arguments(["run-test", "-v", "-l", "5"]) + ) + df = Job(name=name, infrastructure=dataflow_configs, runtime=runtime_config) + df.create() + df_run = df.run() + + +From the Command Line +--------------------- + +Again, assume you have the following two files written in your current directory as ``script.py`` and ``dataflow.yaml`` respectively: + +.. code-block:: python + + # script.py + from pyspark.sql import SparkSession + import click + + @click.command() + @click.argument("app_name") + @click.option( + "--limit", "-l", help="max number of row to print", default=10, required=False + ) + @click.option("--verbose", "-v", help="print out result in verbose mode", is_flag=True) + def main(app_name, limit, verbose): + Create a Spark session + spark = SparkSession.builder.appName(app_name).getOrCreate() + + Load a csv file from dataflow public storage + df = ( + spark.read.format("csv") + .option("header", "true") + .option("multiLine", "true") + .load( + "oci://oow_2019_dataflow_lab@bigdatadatasciencelarge/usercontent/kaggle_berlin_airbnb_listings_summary.csv" + ) + ) + + Create a temp view and do some SQL operations + df.createOrReplaceTempView("berlin") + query_result_df = spark.sql( + """ + SELECT + city, + zipcode, + CONCAT(latitude,',', longitude) AS lat_long + FROM berlin + """ + ).limit(limit) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + if verbose: + rows = query_result_df.toJSON().collect() + for i, row in enumerate(rows): + print(f"record {i}") + print(row) + + + if __name__ == "__main__": + main() + + +.. code-block:: yaml + + # dataflow.yaml + kind: job + spec: + name: dataflow-app- + infrastructure: + kind: infrastructure + spec: + compartmentId: oci.xx. + logsBucketUri: oci://@/ + driverShape: VM.Standard2.1 + executorShape: VM.Standard2.1 + sparkVersion: 3.2.1 + numExecutors: 1 + type: dataFlow + runtime: + kind: runtime + spec: + scriptUri: script.py + scriptBucket: oci://@/ + conda: + uri: oci://@/ + type: published + args: + - "run-test" + - "-v" + - "-l" + - "5" + + +.. code-block:: shell + + ads jobs run -f dataflow.yaml \ No newline at end of file diff --git a/docs/source/user_guide/apachespark/setup-installation.rst b/docs/source/user_guide/apachespark/setup-installation.rst new file mode 100644 index 000000000..c1f0a4c68 --- /dev/null +++ b/docs/source/user_guide/apachespark/setup-installation.rst @@ -0,0 +1,203 @@ +Setup and Installation +*********************** + +Notebook Session Development +============================= + +Follow these set up instructions to submit Spark Jobs to Data Flow from an OCI Notebook Session. + +Pyspark Environment +------------------- + +To setup PySpark environment, install one of the PySpark conda environments from the ``Environment Explorer`` + +Example - + +.. code-block:: shell + + odsc conda install -s pyspark30_p37_cpu_v5 + +Find the information about the latest pyspark conda environment `here `_ + +Activate the conda environment to upgrade to the latest ``oracle-ads`` + +.. code-block:: shell + + conda activate /home/datascience/conda/pyspark30_p37_cpu_v5 + pip install oracle-ads[data_science, data, opctl] --upgrade + + +Configuring core-site.xml +------------------------- + +When the conda environment is installed, a templated version of `core-site.xml` is also installed. You can update the `core-site.xml` file using an automated configuration or manually. + +**Authentication with Resource Principals** + +Authentication to Object Storage can be done with a resource principal. + +For automated configuration, run the following command in a terminal + +.. code-block:: bash + + odsc core-site config -a resource_principal + +This command will populate the file ``~/spark_conf_dir/core-site.xml`` with the values needed to connect to Object Storage. + +The following command line options are available: + +- `-a`, `--authentication` Authentication mode. Supports `resource_principal` and `api_key` (default). +- `-r`, `--region` Name of the region. +- `-o`, `--overwrite` Overwrite `core-site.xml`. +- `-O`, `--output` Output path for `core-site.xml`. +- `-q`, `--quiet` Suppress non-error output. +- `-h`, `--help` Show help message and exit. + +To manually configure the ``core-site.xml`` file, you edit the file, and then specify these values: + +``fs.oci.client.hostname``: The Object Storage endpoint for your region. See `https://docs.oracle.com/iaas/api/#/en/objectstorage/20160918/` for available endpoints. + +``fs.oci.client.custom.authenticator``: Set the value to `com.oracle.bmc.hdfs.auth.ResourcePrincipalsCustomAuthenticator`. + +When using resource principals, these properties don't need to be configured: + +- ``fs.oci.client.auth.tenantId`` +- ``fs.oci.client.auth.userId`` +- ``fs.oci.client.auth.fingerprint`` +- ``fs.oci.client.auth.pemfilepath`` + +The following example `core-site.xml` file illustrates using resource principals for authentication to access Object Storage: + +:: + + + + + fs.oci.client.hostname + https://objectstorage.us-ashburn-1.oraclecloud.com + + + fs.oci.client.custom.authenticator + com.oracle.bmc.hdfs.auth.ResourcePrincipalsCustomAuthenticator + + + +For details, see `HDFS connector for Object Storage #using resource principals for authentication `_. + + + +**Authentication with API Keys** + +When using authentication with **API keys**, the `core-site.xml` file is be updated in two ways, automated or manual configuration. + +For automated configuration, you use the `odsc` command line tool. With an OCI configuration file, you can run + +.. code-block:: bash + + odsc core-site config -o + +By default, this command uses the OCI configuration file stored in ``~/.oci/config``, automatically populates the ``core-site.xml`` file, +and then saves it to ``~/spark_conf_dir/core-site.xml``. + +The following command line options are available: + +- `-a`, `--authentication` Authentication mode. Supports `resource_principal` and `api_key` (default). +- `-c`, `--configuration` Path to the OCI configuration file. +- `-p`, `--profile` Name of the profile. +- `-r`, `--region` Name of the region. +- `-o`, `--overwrite` Overwrite `core-site.xml`. +- `-O`, `--output` Output path for `core-site.xml`. +- `-q`, `--quiet` Suppress non-error output. +- `-h, \--help` Show help message and exit. + +To manually configure the ``core-site.xml`` file, you must specify these parameters: + +``fs.oci.client.hostname``: Address of Object Storage. For example, `https://objectstorage.us-ashburn-1.oraclecloud.com`. You must replace us-ashburn-1 with the region you are in. +``fs.oci.client.auth.tenantId``: OCID of your tenancy. +``fs.oci.client.auth.userId``: Your user OCID. +``fs.oci.client.auth.fingerprint``: Fingerprint for the key pair. +``fs.oci.client.auth.pemfilepath``: The fully qualified file name of the private key used for authentication. + +The values of these parameters are found in the OCI configuration file. + + + +Local Development +================== + +Follow these set up instructions to submit Spark Jobs to Data Flow from your local machine. + +PySpark Environment +-------------------- + +**Prerequisite** + + You have completed :doc:`Local Development Environment Setup<../cli/opctl/local-development-setup>` + +Use ``ADS CLI`` to setup a PySpark conda environment. Currently, the ADS CLI only supports fetching conda packs ``published`` by you. If you haven't already published a conda pack, you can create one using ``ADS CLI`` + +To install from your published environment source - + +.. code-block:: shell + + ads conda install oci://mybucket@mynamespace/path/to/pyspark/env + +To create a conda pack for your local use - + +.. code-block:: shell + + cat < pyspark.yaml + + dependencies: + - pyspark + - pip + - pip: + - oracle-ads + name: pysparkenv + EOF + +.. code-block:: shell + + ads create -f pyspark.yaml + +.. code-block:: shell + + ads publish -s pysparkenv + + +Developing in Visual Studio Code +-------------------------------- + +**Prerequisites** + +1. Setup Visual Studio Code development environment by following steps from :doc:`Local Development Environment Setup<../cli/opctl/local-development-setup>` +2. ``ads conda install ``. Currently, we cannot access service pack directly. You can instead publish a pyspark service pack to your object storage and use the URI for the pack in OCI Object Storage. + +Once the development environment is setup, you could write your code and run it from the terminal of the Visual Studio Code. + +``core-site.xml`` is setup automatically when you install a pyspark conda pack. + + +Logging From DataFlow +===================== + +If using the ADS Python SDK, + +To create and run a Data Flow application, you must specify a +compartment and a bucket for storing logs under the same +compartment: + +.. code-block:: python + + compartment_id = "" + logs_bucket_uri = "" + +Ensure that you set up the correct policies. For instance, for +Data Flow to access logs bucket, use a policy like: + +:: + + ALLOW SERVICE dataflow TO READ objects IN tenancy WHERE target.bucket.name='dataflow-logs' + +For more information, see the `Data Flow documentation `__. + diff --git a/docs/source/user_guide/apachespark/spark-defaults_conf.rst b/docs/source/user_guide/apachespark/spark-defaults_conf.rst new file mode 100644 index 000000000..0e060d49b --- /dev/null +++ b/docs/source/user_guide/apachespark/spark-defaults_conf.rst @@ -0,0 +1,88 @@ +.. _configuration-spark_defaults_conf: + +``spark-defaults.conf`` +*********************** + +The ``spark-defaults.conf`` file is used to define the properties that are used by Spark. This file can be configured manually or with the aid of the ``odsc`` command-line tool. The best practice is to use the ``odsc data-catalog config`` command-line tool when you want to connect to Data Catalog. It gathers information about your environment and uses that to build the file. + +The ``odsc data-catalog config`` command-line tool uses the ``--metastore`` option to define the Data Catalog Metastore OCID. There are no required command-line options. Default values are used or values are taken from your notebook session environment and OCI configuration file. Below is a discussion of common parameters that you may need to override. + +The ``--authentication`` option sets the authentication mode. It supports resource principal and API keys. The preferred method for authentication is resource principal and this is sent with ``--authentication resource_principal``. If you want to use API keys then used the option ``--authentication api_key``. If the ``--authentication`` is not specified, API keys will be used. When API keys are used, information from the OCI configuration file is used to create the ``spark-defaults.conf`` file. + +The Object Storage and Data Catalog are regional services. By default, the region is set to the region that your notebook session is in. This information is taken from the environment variable ``NB_REGION``. Use the ``--region`` option to override this behavior. + +The default location of the ``spark-defaults.conf`` file is in the ``~/spark_conf_dir`` directory, as defined in the ``SPARK_CONF_DIR`` environment variable. Use the ``--output`` option to define the directory where the file is to be written. + +``odsc`` Command-line +===================== + +The ``odsc data-catalog config`` command-line tool is ideal for setting up the ``spark-defaults.conf`` file as it gathers information about your environment and uses that to build the file. + +You will need to determine what settings are appropriate for your configuration. However, the following will work for most configurations. + +.. code-block:: bash + + odsc data-catalog config --authentication resource_principal + +If the option ``--authentication api_key`` is used, it will extract information from the OCI configuration file that is stored in ``~/.oci/config``. Use the ``--config`` option to change the path and the ``--profile`` option to specify what OCI configuration profile will be used. The default profile is ``DEFAULT``. + +A default Data Catalog Metastore OCID can be set using the ``--metastore`` option. This value can be overridden at run-time. + +.. code-block:: bash + + odsc data-catalog config --authentication resource_principal --metastore + +The ```` must be replaced with the OCID for the Data Catalog Metastore that is to be used. + +For details on the command-line option use the command: + +.. code-block:: bash + + odsc data-catalog config --help + +Manual +====== + +The ``odsc`` command-line tool is the preferred method for configuring the ``spark-defaults.conf`` file. However, if you are not in a notebook session or if you have special requirements, you may need to manually configure the file. This section will guide you through the steps. + +When a Data Science Conda environment is installed, it includes a template of the ``spark-defaults.conf`` file. The following sections provide guidance to make the required changes. + +These parameters define the Object Storage address that backs the Data Catalog entry. This is the location of the data warehouse. You also need to define the address of the Data Catalog Metastore. + +* ``spark.hadoop.fs.oci.client.hostname``: Address of Object Storage for the data warehouse. For example, ``https://objectstorage.us-ashburn-1.oraclecloud.com``. Replace ``us-ashburn-1`` with the region you are in. +* ``spark.hadoop.oci.metastore.uris``: The address of Data Catalog Metastore. For example, ``https://datacatalog.us-ashburn-1.oci.oraclecloud.com/`` Replace ``us-ashburn-1`` with the region you are in. + +You can set a default metastore with the following parameter. This can be overridden at run time. Setting it is optional. + +* ``spark.hadoop.oracle.dcat.metastore.id``: The OCID of Data Catalog Metastore. For example, ``ocid1.datacatalogmetastore..`` + +Depending on the authentication method that is to be used there are additional parameters that need to be set. See the following sections for guidance. + +Resource Principal +------------------ + +Update the ``spark-defaults.conf`` file parameters to use resource principal to authenticate: + +* ``spark.hadoop.fs.oci.client.custom.authenticator``: Set the value to ``com.oracle.bmc.hdfs.auth.ResourcePrincipalsCustomAuthenticator``. +* ``spark.hadoop.oracle.dcat.metastore.client.custom.authentication_provider``: Set the value to ``com.oracle.bmc.hdfs.auth.ResourcePrincipalsCustomAuthenticator``. + +API Keys +-------- + +Update the ``spark-defaults.conf`` file parameters to use API keys to authenticate: + +* ``spark.hadoop.OCI_FINGERPRINT_METADATA``: Fingerprint for the key pair being used. +* ``spark.hadoop.OCI_PASSPHRASE_METADATA``: Passphrase used for the key if it is encrypted. +* ``spark.hadoop.OCI_PVT_KEY_FILE_PATH``: The full path and file name of the private key used for authentication. +* ``spark.hadoop.OCI_REGION_METADATA``: An Oracle Cloud Infrastructure region. Example: ``us-ashburn-1`` +* ``spark.hadoop.OCI_USER_METADATA``: Your user OCID. +* ``spark.hadoop.fs.oci.client.auth.fingerprint``: Fingerprint for the key pair being used. +* ``spark.hadoop.fs.oci.client.auth.passphrase``: Passphrase used for the key if it is encrypted. +* ``spark.hadoop.fs.oci.client.auth.pemfilepath``: The full path and file name of the private key used for authentication. +* ``spark.hadoop.fs.oci.client.auth.tenantId``: OCID of your tenancy. +* ``spark.hadoop.fs.oci.client.auth.userId``: Your user OCID. +* ``spark.hadoop.fs.oci.client.custom.authenticator``: Set the value to ``com.oracle.pic.dcat.metastore.commons.auth.provider.UserPrincipalsCustomAuthenticationDetailsProvider`` +* ``spark.hadoop.spark.hadoop.OCI_TENANT_METADATA``: OCID of your tenancy. + +The values of these parameters are found in the OCI configuration file. + diff --git a/docs/source/user_guide/apachespark/spark.rst b/docs/source/user_guide/apachespark/spark.rst new file mode 100644 index 000000000..62dc9dcde --- /dev/null +++ b/docs/source/user_guide/apachespark/spark.rst @@ -0,0 +1,24 @@ +========================= +Working with Apache Spark +========================= + + +.. admonition:: DataFlow + + Oracle Cloud Infrastructure (OCI) Data Flow is a fully managed, serverless, and on-demand Apache Spark Service that performs data processing or model training tasks on extremely large datasets without infrastructure to deploy or manage. + + `Getting Started with Data Flow `_ + +``ads`` integrates with OCI Data Flow allowing users to submit and monitor Spark jobs from Notebook Sessions or from their local machine. + + +.. toctree:: + :maxdepth: 2 + + quickstart + setup-installation + dataflow + spark-defaults_conf + ../data_catalog_metastore/index + ../data_flow/legacy_dataflow + diff --git a/docs/source/user_guide/big_data_service/index.rst b/docs/source/user_guide/big_data_service/index.rst index 0e71d4bf7..6e5840e81 100644 --- a/docs/source/user_guide/big_data_service/index.rst +++ b/docs/source/user_guide/big_data_service/index.rst @@ -6,10 +6,13 @@ Big Data Service .. versionadded:: 2.5.10 +The Oracle Big Data Service (BDS) is an Oracle Cloud Infrastructure (OCI) service designed for a diverse set of big data use cases and workloads. From short-lived clusters used to tackle specific tasks to long-lived clusters that manage data lakes. BDS scales to meet an organization's requirements at a low cost and with the highest levels of security. To be able to connect to the BDS from the notebook session, the cluster created must have Kerberos enabled. + + .. toctree:: - :maxdepth: 1 + :hidden: + :maxdepth: 2 - overview quick_start conda_env connect diff --git a/docs/source/user_guide/cli/authentication.rst b/docs/source/user_guide/cli/authentication.rst new file mode 100644 index 000000000..850c38305 --- /dev/null +++ b/docs/source/user_guide/cli/authentication.rst @@ -0,0 +1,89 @@ +Authentication +============== + +When you are working within a notebook session, you are operating as the ``datascience`` Linux user. This user does not have an OCI Identity and Access Management (IAM) identity, so it has no access to the Oracle Cloud Infrastructure API. Oracle Cloud Infrastructure resources include Data Science projects, models, jobs, model deployment, and the resources of other OCI services, such as Object Storage, Functions, Vault, Data Flow, and so on. To access these resources, you must use one of the two provided authentication approaches: + + +1. Authenticating Using Resource Principals +------------------------------------------- + +**Prerequisite** + +* You are operating within a OCI service that has resource principal based authentication configured +* You have setup the required policies allowing the ``resourcetype`` within which you are operating to use/manage the target OCI resources. + + +This is the generally preferred way to authenticate with an OCI service. A resource principal is a feature of IAM that enables resources to be authorized principal actors that can perform actions on service resources. Each resource has its own identity, and it authenticates using the certificates that are added to it. These certificates are automatically created, assigned to resources, and rotated avoiding the need for you to upload credentials to your notebook session. + +Data Science enables you to authenticate using your notebook session's resource principal to access other OCI resources. When compared to using the OCI configuration and key files approach, using resource principals provides a more secure and easy way to authenticate to the OCI APIs. + +You can choose to use the resource principal to authenticate while using the Accelerated Data Science (ADS) SDK by running ``ads.set_auth(auth='resource_principal')`` in a notebook cell. For example: + +.. code-block:: python + + import ads + ads.set_auth(auth='resource_principal') + compartment_id = os.environ['NB_SESSION_COMPARTMENT_OCID'] + pc = ProjectCatalog(compartment_id=compartment_id) + pc.list_projects() + + +2. Authenticating Using API Keys +-------------------------------- + +**Prerequisite** + +* You have setup api keys as per the instruction `here `_ + +Use API Key setup when you are working from a local workstation or on platform which does not support resource principals. + +This is the default method of authentication. You can also authenticate as your own personal IAM user by creating or uploading OCI configuration and API key files inside your notebook session environment. The OCI configuration file contains the necessary credentials to authenticate your user against the model catalog and other OCI services like Object Storage. The example notebook, `api_keys.ipynb` demonstrates how to create these files. + +You can follow the steps in `api_keys.ipynb ` for step by step instruction on setting up API Keys. + +.. note:: + If you already have an OCI configuration file (``config``) and associated keys, you can upload them directly to the ``/home/datascience/.oci`` directory using the JupyterLab **Upload Files** or the drag-and-drop option. + + +3. Overriding Defaults +---------------------- + +The default authentication that is used by ADS is set with the ``set_auth()`` method. However, each relevant ADS method has an optional parameter to specify the authentication method to use. The most common use case for this is when you have different permissions in different API keys or there are differences between the permissions granted in the resource principals and your API keys. + +Most ADS methods do not require a signer to be explicitly given. By default, ADS uses the API keys to sign requests to OCI resources. The ``set_auth()`` method is used to explicitly set a default signing method. This method accepts one of two strings ``"api_key"`` or ``"resource_principal"``. + +The ``~/.oci/config`` configuration allow for multiple configurations to be stored in the same file. The ``set_auth()`` method takes is ``oci_config_location`` parameter that specifies the location of the configuration, and the default is ``"~/.oci/config"``. Each configuration is called a profile, and the default profile is ``DEFAULT``. The ``set_auth()`` method takes in a parameter ``profile``. It specifies which profile in the ``~/.oci/config`` configuration file to use. In this context, the ``profile`` parameter is only used when API keys are being used. If no value for ``profile`` is specified, then the ``DEFAULT`` profile section is used. + +.. code-block:: python + + ads.set_auth("api_key") # default signer is set to API Keys + ads.set_auth("api_key", profile = "TEST") # default signer is set to API Keys and to use TEST profile + ads.set_auth("api_key", oci_config_location = "~/.test_oci/config") # default signer is set to API Keys and to use non-default oci_config_location + + +The ``auth`` module has helper functions that return a signer which is used for authentication. The ``api_keys()`` method returns a signer that uses the API keys in the ``.oci`` configuration directory. There are optional parameters to specify the location of the API keys and the profile section. The ``resource_principal()`` method returns a signer that uses resource principals. The method ``default_signer()`` returns either a signer for API Keys or resource principals depending on the defaults that have been set. The ``set_auth()`` method determines which signer type is the default. If nothing is set then API keys are the default. + +.. code-block:: python + + from ads.common import auth as authutil + from ads.common import oci_client as oc + + # Example 1: Create Object Storage client with the default signer. + auth = authutil.default_signer() + oc.OCIClientFactory(**auth).object_storage + + # Example 2: Create Object Storage client with timeout set to 6000 using resource principal authentication. + auth = authutil.resource_principal({"timeout": 6000}) + oc.OCIClientFactory(**auth).object_storag + + # Example 3: Create Object Storage client with timeout set to 6000 using API Key authentication. + auth = authutil.api_keys(oci_config="/home/datascience/.oci/config", profile="TEST", kwargs={"timeout": 6000}) + oc.OCIClientFactory(**auth).object_storage + + +In the this example, the default authentication uses API keys specified with the ``set_auth`` method. However, since the ``os_auth`` is specified to use resource principals, the notebook session uses the resource principal to access OCI Object Store. + +.. code-block:: python + + set_auth("api_key") # default signer is set to api_key + os_auth = authutil.resource_principal() # use resource principal to as the preferred way to access object store diff --git a/docs/source/user_guide/cli/opctl/_template/jobs.rst b/docs/source/user_guide/cli/opctl/_template/jobs.rst new file mode 100644 index 000000000..91218854b --- /dev/null +++ b/docs/source/user_guide/cli/opctl/_template/jobs.rst @@ -0,0 +1,50 @@ +++++++++++++++++++++++++++++++++++++++++++++ +Working with OCI Data Science Jobs Using CLI +++++++++++++++++++++++++++++++++++++++++++++ + +Prerequisite +------------ + +.. include:: jobs_local_prerequisite.rst + +Running a Pre Defined Job +------------------------- + +.. code-block:: shell + + aads opctl run -j + +Delete Job or Job Run +--------------------- + +.. code-block:: shell + + ads opctl delete + +Cancel Job Run +-------------- + +.. code-block:: shell + + ads opctl cancel + +Cancel Distributed Training Job +------------------------------- + +Stop a running cluster using ``cancel`` subcommand. + +**Option 1: Using Job OCID and Work Dir** + +.. code-block:: shell + + ads opctl cancel -j --work-dir + +**Option 2: Using cluster info file** + +Cluster info file is a yaml file with output generated from ``ads opctl run -f`` + +.. code-block:: shell + + ads opctl cancel -j --work-dir + +This command requires an api key or resource principal setup. The logs are streamed from the logging service. If your job is not attached to logging service, this option will show only the lifecycle state. diff --git a/docs/source/user_guide/cli/opctl/_template/jobs_local_prerequisite.rst b/docs/source/user_guide/cli/opctl/_template/jobs_local_prerequisite.rst new file mode 100644 index 000000000..4ceee3959 --- /dev/null +++ b/docs/source/user_guide/cli/opctl/_template/jobs_local_prerequisite.rst @@ -0,0 +1,2 @@ + +* Complete :doc:`Build Development Container Image <../localdev/jobs_container_image>` \ No newline at end of file diff --git a/docs/source/user_guide/cli/opctl/_template/monitoring.rst b/docs/source/user_guide/cli/opctl/_template/monitoring.rst new file mode 100644 index 000000000..d2ec78c82 --- /dev/null +++ b/docs/source/user_guide/cli/opctl/_template/monitoring.rst @@ -0,0 +1,17 @@ +=================== +Monitoring With CLI +=================== + + ++++++ +watch ++++++ + +You can tail the logs generated by ``OCI Data Science Job Runs`` or ``OCI DataFlow Application Runs`` using the ``watch`` subcommand. + +.. code-block:: shell + + ads opctl watch + +This command requires an api key or resource principal setup. The logs are streamed from the logging service. If your job is not attached to logging service, this option will show only the lifecycle state. + diff --git a/docs/source/user_guide/cli/opctl/configure.rst b/docs/source/user_guide/cli/opctl/configure.rst new file mode 100644 index 000000000..fb8597a20 --- /dev/null +++ b/docs/source/user_guide/cli/opctl/configure.rst @@ -0,0 +1,68 @@ +CLI Configuration +================= + +**Prerequisite** + +* You have completed :doc:`ADS CLI installation <../quickstart>` + + +Setup default values for different options while running ``OCI Data Sciecne Jobs`` or ``OCI DataFlow``. By setting defaults, you can avoid inputing compartment ocid, project ocid, etc. + +To setup configuration run - + +.. code-block:: shell + + ads opctl configure + +This will prompt you to setup default ADS CLI configurations for each OCI profile defined in your OCI config. By default, all the files are generated in the ``~/.ads_ops`` folder. + + + +``~/.ads_ops/config.ini`` will contain OCI profile defaults and conda pack related information. For example: + +.. code-block:: + + [OCI] + oci_config = ~/.oci/config + oci_profile = ANOTHERPROF + + [CONDA] + conda_pack_folder = + conda_pack_os_prefix = oci://my-bucket@mynamespace/conda_environments/ + +``~/.ads_ops/ml_job_config.ini`` will contain defaults for running ``Data Science Job``. Defaults are set for each profile listed in your oci config file. Here is a sample - + +.. code-block:: + + [DEFAULT] + compartment_id = oci.xxxx. + project_id = oci.xxxx. + subnet_id = oci.xxxx. + log_group_id = oci.xxxx. + log_id = oci.xxxx. + shape_name = VM.Standard2.2 + block_storage_size_in_GBs = 100 + + [ANOTHERPROF] + compartment_id = oci.xxxx. + project_id = oci.xxxx. + subnet_id = oci.xxxx. + shape_name = VM.Standard2.1 + log_group_id =ocid1.loggroup.oc1.xxx.xxxxx + log_id = oci.xxxx. + block_storage_size_in_GBs = 50 + + +``~/.ads_ops/dataflow_config.ini`` will contain defaults for running ``Data Science Job``. Defaults are set for each profile listed in your oci config file. Here is a sample - + +.. code-block:: + + [MYTENANCYPROF] + compartment_id = oci.xxxx. + driver_shape = VM.Standard2.1 + executor_shape = VM.Standard2.1 + logs_bucket_uri = oci://mybucket@mytenancy/dataflow/logs + script_bucket = oci://mybucket@mytenancy/dataflow/mycode/ + num_executors = 3 + spark_version = 3.0.2 + archive_bucket = oci://mybucket@mytenancy/dataflow/archive diff --git a/docs/source/user_guide/cli/opctl/local-development-setup.rst b/docs/source/user_guide/cli/opctl/local-development-setup.rst new file mode 100644 index 000000000..ae0888056 --- /dev/null +++ b/docs/source/user_guide/cli/opctl/local-development-setup.rst @@ -0,0 +1,29 @@ +=================================== +Local Development Environment Setup +=================================== + +**Prerequisite** + +* You have completed :doc:`ADS CLI installation <../quickstart>` +* You have completed :doc:`Configuaration ` + +Setup up your workstation for development and testing your code locally before you submit it as a OCI Data Science Job. This section will guide you on how to setup environment for - + +* Building an OCI Data Science compatible conda environments on your workstation or CICD pipeline and publishing to object storage +* Developing and testing code with a conda environment that is compatible with OCI Data Science Notebooks and OCI Data Science Jobs +* Developing and testing code for running Bring Your Own Container (BYOC) jobs. + +**Note** + +* In this version you cannot directly access the Service provided conda environments from ADS CLI, but you can publish a service provided conda pack from an OCI Data Science Notebook session to your object storage bucket and then use the CLI to access the published version. + +.. toctree:: + :hidden: + :maxdepth: 1 + + localdev/jobs_container_image + localdev/vscode + localdev/condapack + localdev/jobs + + diff --git a/docs/source/user_guide/cli/opctl/localdev/condapack.rst b/docs/source/user_guide/cli/opctl/localdev/condapack.rst new file mode 100644 index 000000000..7f6a81c93 --- /dev/null +++ b/docs/source/user_guide/cli/opctl/localdev/condapack.rst @@ -0,0 +1,46 @@ +++++++++++++++++++++++++ +Working with Conda packs +++++++++++++++++++++++++ + +Conda packs provide runtime dependencies and a ``python`` runtime for your code. The conda packs can be built inside an ``OCI Data Science Notebook`` session or you can build it locally on your workstation. ``ads opctl`` cli provides a way to setup a development environment to build and use the conda packs. You can push the conda packs that you build locally to Object Storage and use them in Jobs, Notebooks, Pipelines, or in Model Deployments. + +**Prerequisites** + +1. Build a local ``OCI Data Science Job`` :doc:`compatible docker image` +2. Connect to Object Storage through the Internet +3. Setup conda pack bucket, namespace, and authentication information using ``ads opctl configure``. Refer to configuration :doc:`instructions<../configure>`. + +**Note** + +* In this version you cannot directly access the Service provided conda environments from ADS CLI, but you can publish a service provided conda pack from an OCI Data Science Notebook session to your object storage bucket and then use the CLI to access the published version. + +------ +create +------ + +.. code-block:: shell + + ads opctl conda create -n -f + +Build conda packs from your workstation using ``ads opctl conda create`` subcommand. + +------- +publish +------- + +.. code-block:: shell + + ads opctl conda publish -s + +Publish conda pack to the object storage bucket from your laptop or workstation. You can use this conda pack inside ``OCI Data Science Jobs``, ``OCI Data Science Notebooks`` and ``OCI Data Science Model Deployment`` + + +------- +install +------- + +Install conda pack using its URI. The conda pack can be used inside the docker image that you built. Use Visual Studio Code that is configured with the conda pack to help you test your code locally before submitting to OCI. + +.. code-block:: shell + + ads opctl conda install -u "oci://mybucket@namespace/conda_environment/path/to/my/conda" diff --git a/docs/source/user_guide/cli/opctl/localdev/jobs.rst b/docs/source/user_guide/cli/opctl/localdev/jobs.rst new file mode 100644 index 000000000..8af0dd52a --- /dev/null +++ b/docs/source/user_guide/cli/opctl/localdev/jobs.rst @@ -0,0 +1,72 @@ ++++++++++++++++++++++++++++++++ +Build Your Own Container (BYOC) ++++++++++++++++++++++++++++++++ + + + +Test Container image +-------------------- + +OCI Data Science Jobs allows you to use custom container images. ``ads`` cli can help you test a container image locally, publish it, and run it in OCI with a uniform interface. + +Running an image locally can be conveniently achieved with "docker run" directly. "ads opctl" commands are provided here only to be symmetric to remote runs on OCI ML Job. The command looks like + +.. code-block:: shell + + ads opctl run -i -e -c "docker cmd" --env-var ENV_NAME=value -b + +``-b`` option can take either ``local`` - runs the container locally or ``job`` - runs the container on OCI. + + +Setup VS Code to use container as development environment +--------------------------------------------------------- + +During the course of development, it is more productive to work within the container environment to iterate over the code. You can setup your VS Code environment to use the container as your development environment as shown here - + +.. code-block:: shell + + ads opctl init-vscode -i ubuntu --env-var TEST=test -v /Users//.oci:/root/.oci + +A `devcontainer.json` is created with following contents - + +.. code-block:: json + + { + "image": "ubuntu", + "mounts": [ + "source=/Users//.oci,target=/root/.oci,type=bind" + ], + "extensions": [ + "ms-python.python" + ], + "containerEnv": { + "TEST": "test" + } + } + +Publish image to registry +------------------------- + +To run a container image with OCI Data Science Job, the image needs to be in a registry accessible by OCI Data Science Job. "ads opctl publish-image" is a thin wrapper on "docker push". The command looks like + + +.. code-block:: shell + + ads opctl publish-image + +The image will be pushed to the ``docker registry`` specified in ``ml_job_config.ini``. Check `confiuration `_ for defaults. To overwrite the registry, use `-r `. + + +Run container image on OCI Data Science +--------------------------------------- + +To run a container on OCI Data Science, provide ``ml_job`` for ``-b`` option. Here is an example - + + +.. code-block:: shell + + ads opctl run -i .ocir.io//ubuntu -e bash -c '-c "echo $TEST"' -b job --env-var TEST=test + + + + diff --git a/docs/source/user_guide/cli/opctl/localdev/jobs_container_image.rst b/docs/source/user_guide/cli/opctl/localdev/jobs_container_image.rst new file mode 100644 index 000000000..0c185907c --- /dev/null +++ b/docs/source/user_guide/cli/opctl/localdev/jobs_container_image.rst @@ -0,0 +1,26 @@ ++++++++++++++++++++++++++++++++++ +Build Development Container Image ++++++++++++++++++++++++++++++++++ + +To setup an environment that matches OCI Data Science, a container image must be built. With a Data Science compatible container image you can do the following - + +* Build and Publish custom conda packs that can be used within Data Science environment. Enable building conda packs in your CICD pipeline. +* Install an existing conda pack that was published from an OCI Data Science Notebook. +* Develop code locally against the same conda pack that will be used within an OCID Data Science image. + +**Prerequisites** + +1. Install docker on your workstation +2. Internet connection to pull dependencies +3. If the access is restricted through proxy - + - Setup proxy environment variables ``https_proxy``, ``https_proxy`` and ``no_proxy`` + - For ``Linux`` Workstation - update proxy variables in ``docker.service`` file and restart docker + - For ``mac`` - update proxy setting in the docker desktop +4. ADS cli is installed. Check CLI Installation section :doc:`here<../../quickstart>` + +Build a container image with name ``ml-job`` + +.. code-block:: shell + + ads opctl build-image job-local + diff --git a/docs/source/user_guide/cli/opctl/localdev/vscode.rst b/docs/source/user_guide/cli/opctl/localdev/vscode.rst new file mode 100644 index 000000000..29f36496f --- /dev/null +++ b/docs/source/user_guide/cli/opctl/localdev/vscode.rst @@ -0,0 +1,30 @@ ++++++++++++++++++++++++++++++ +Setting up Visual Studio Code ++++++++++++++++++++++++++++++ + +`Visual Studio Code `_ can automatically run the code that you are developing inside a preconfigured container. An ``OCI Data Science`` compatible container on your workstation can be used as a development environment. Visual Studio Code can automatically launch the container using the information from ``devcontainer.json``, which is created in the code directory. Automatically generate this file and further customize it with plugins. For more details `see `_ + +**Prerequisites** + +1. ADS CLI is :doc:`configured` +2. Install Visual Studio Code +3. :doc:`Build Development Container Image` +4. Install Visual Studio Code extension for `Remote Development `_ + +.. code-block:: shell + + ads opctl init-vscode -s + +``source-folder`` is a directory on your workstation where the code will reside. + +``env-var`` - Use this option to setup the environment variables required when the container used for development is started. + +If you have to setup a proxy, you can use the following command - + +.. code-block:: shell + + ads opctl init-vscode -s --env-var http_proxy=$http_proxy https_proxy=$https_proxy no_proxy=$no_proxy + +The generated ``.devcontainer.json`` includes the python extension for Visual Studio Code by default. + +Open the ``source_folder`` using Visual Studio Code. More details on running the workspace within the container can be found `here `_ diff --git a/docs/source/user_guide/cli/quickstart.rst b/docs/source/user_guide/cli/quickstart.rst new file mode 100644 index 000000000..a9800521e --- /dev/null +++ b/docs/source/user_guide/cli/quickstart.rst @@ -0,0 +1,152 @@ +====================== +Installation and Setup +====================== + +~~~~~~~~~~~~~~~ +Install ADS CLI +~~~~~~~~~~~~~~~ + +**Prerequisites** + +* Linux/Mac (Intel CPU) +* For Mac on M series - Experimental. +* For Windows: Use `Windows Subsystem for Linux (WSL) `_ +* python >=3.7, <3.10 + +``ads`` cli provides a command line interface to Jobs API related features. Set up your development environment, build docker images compliant with Notebook session and Data Science Jobs, build and publish conda pack locally, start distributed training, etc. + +.. admonition:: Installation + + Install ADS and enable CLI: + + .. code-block:: shell + + python3 -m pip install "oracle-ads[opctl]" + +.. admonition:: Tip + + ``ads opctl`` subcommand lets us setup your local development envrionment for Data Science Jobs. More information can be found by running ``ads opctl -h`` + + +~~~~~~~~~~~~~~~~~~~~~~~~~~ +Install ``oracle-ads`` SDK +~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Data Science Conda Environments +=============================== + +ADS is installed in the data science conda environments. Upgrade your existing oracle-ads package by running - + +.. code-block:: bash + + $ python3 -m pip install oracle-ads --upgrade + +Install in Local Environments +============================= + +You have various options when installing ADS. + +Installing the ``oracle-ads`` base package +++++++++++++++++++++++++++++++++++++++++++ + +.. code-block:: bash + + $ python3 -m pip install oracle-ads + + +Installing extras libraries ++++++++++++++++++++++++++++ + +The ``all-optional`` module will install all optional dependencies. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[all-optional] + +To work with gradient boosting models, install the ``boosted`` module. This module includes XGBoost and LightGBM model classes. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[boosted] + +For big data use cases using Oracle Big Data Service (BDS), install the ``bds`` module. It includes the following libraries: `ibis-framework[impala]`, `hdfs[kerberos]` and `sqlalchemy`. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[bds] + +To work with a broad set of data formats (for example, Excel, Avro, etc.) install the ``data`` module. It includes the following libraries: `fastavro`, `openpyxl`, `pandavro`, `asteval`, `datefinder`, `htmllistparse`, and `sqlalchemy`. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[data] + +To work with geospatial data install the ``geo`` module. It includes the `geopandas` and libraries from the `viz` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[geo] + +Install the ``notebook`` module to use ADS within the Oracle Cloud Infrastructure Data Science service `Notebook Session `_. This module installs `ipywidgets` and `ipython` libraries. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[notebook] + +To work with ONNX-compatible run times and libraries designed to maximize performance and model portability, install the ``onnx`` module. It includes the following libraries, `onnx`, `onnxruntime`, `onnxmltools`, `skl2onnx`, `xgboost`, `lightgbm` and libraries from the `viz` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[onnx] + +For infrastructure tasks, install the ``opctl`` module. It includes the following libraries, `oci-cli`, `docker`, `conda-pack`, `nbconvert`, `nbformat`, and `inflection`. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[opctl] + +For hyperparameter optimization tasks install the ``optuna`` module. It includes the `optuna` and libraries from the `viz` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[optuna] + +For Spark tasks install the ``spark`` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[spark] + +Install the ``tensorflow`` module to include `tensorflow` and libraries from the ``viz`` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[tensorflow] + +For text related tasks, install the ``text`` module. This will include the `wordcloud`, `spacy` libraries. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[text] + +Install the ``torch`` module to include `pytorch` and libraries from the ``viz`` module. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[torch] + +Install the ``viz`` module to include libraries for visualization tasks. Some of the key packages are `bokeh`, `folium`, `seaborn` and related packages. + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[viz] + +**Note** + +Multiple extra dependencies can be installed together. For example: + +.. code-block:: bash + + $ python3 -m pip install oracle-ads[notebook,viz,text] + + diff --git a/docs/source/user_guide/data_catalog_metastore/index.rst b/docs/source/user_guide/data_catalog_metastore/index.rst index 3b1f7e7fe..09358244e 100644 --- a/docs/source/user_guide/data_catalog_metastore/index.rst +++ b/docs/source/user_guide/data_catalog_metastore/index.rst @@ -4,10 +4,23 @@ Data Catalog Metastore ###################### +This section demonstrates how to configure the ``spark-defaults.conf`` file so that you can connect with the Oracle Cloud Infrastructure (OCI) `Data Catalog Metastore `__. This connection is used to run a `PySpark `__ application using OCI `Data Flow `__ and `Data Science Jobs `__. The data will be stored in OCI `Object Storage `__. Thus, you will work with data that is stored in Object Storage, information about the location and structure of that data will be managed by Data Catalog Metastore, compute will be provided by Data Flow and all of this will be run in a Job. + +OCI `Data Catalog `__ is a metadata management service that helps data professionals discover data and support data governance. The `Data Catalog Metastore `__ provides schema definitions for objects in structured and unstructured data assets that reside in Object Storage. Use the metastore as a central metadata repository to manage data tables that are backed by files in Object Storage. + +OCI `Data Flow `__ is a fully managed `Apache Spark `__ service. This section demonstrates how to use PySpark to create Spark applications. + +`Data Science Jobs `__ allows you to run customized tasks outside of a notebook session. A Job is a template that describes a task that you want to perform. In this section, that task is to run a PySpark application using Data Flow. Since the Job is run outside of a notebook, command-line arguments can be passed to the Job such that it performs customized activities. OCI `Logging `__ is used to capture events. You can also read and write data to Object Storage directly or with the aid of Data Catalog. + +Data Flow can access the Data Catalog Metastore to securely store and retrieve schema definitions for unstructured and structured data assets in Object Storage. For integration with Data Flow, the metastore provides an invocation endpoint. This endpoint is a Hive Metastore interface. + +`Apache Hive `__ is a data warehousing framework that facilitates read, write, or manage operations on large datasets residing in distributed file systems. The Data Catalog Metastore is backed by the Apache Hive Metastore. A Hive Metastore is the central repository of metadata for a Hive cluster. It stores metadata for data structures such as databases, tables, and partitions in a relational database, backed by files maintained in Object Storage. `Apache Spark SQL `__ makes use of a Hive Metastore for this purpose. + + .. toctree:: + :hidden: :maxdepth: 1 - overview prerequisite quick_start data_flow diff --git a/docs/source/user_guide/data_flow/legacy_dataflow.rst b/docs/source/user_guide/data_flow/legacy_dataflow.rst new file mode 100644 index 000000000..eb25592bc --- /dev/null +++ b/docs/source/user_guide/data_flow/legacy_dataflow.rst @@ -0,0 +1,1139 @@ +.. _data-flow-8: + +[Legacy] +********************* +.. deprecated:: v2.6.3 July 2022 + +.. image:: ../../_static/lifecycle-deprecated.svg + + is an OCI service for creating and running Spark applications. +ADS can be used to to create and run PySpark applications directly from a notebook session. + +Prerequisite +============ + +To access , there are a number of steps that are needed to be completed. + +.. include:: ../_template/prerequisite/data_flow.rst + +Create a Instance +=========================== + +First, you create a ``DataFlow`` object instance. + +By default, all artifacts are stored using the ``dataflow_base_folder`` optional argument. By default, all artifacts are stored in ``/home/datascience/dataflow``. +The ``dataflow_base_folder`` directory contains multiple subdirectories, each one corresponds to a different application. The name of the subdirectory corresponds to the application name that a random string is added as a suffix. +In each application directory, artifacts generated by separate runs are stored in different folders. Each folder is identified by the run display name and the run creation time. All the run specific artifacts including the script, the run configuration, and the run logs are saved in the corresponding run folder. + +Also, you can choose to use a specific compartment using the optional ``compartment_id`` argument when creating the dataflow instance. Otherwise, it uses the **same** compartment as **your notebook session** to create the instance. + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + data_flow = DataFlow( + compartment_id="", + dataflow_base_folder="" + ) + +Generate a Script Using a Template +================================== + +We provide simple ``PySpark`` or ``sparksql`` templates for you to get started with . You can use ``data_flow.template()`` to generate a pre-written template. + +We support these templates: + +The ``standard_pyspark`` template is used for standard PySpark jobs. + +The ``sparksql`` template is used for sparksql jobs. + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + data_flow = DataFlow() + data_flow.template(job_type='standard_pyspark') + +``data_flow.template()`` returns the local path to the script you have generated. + +Create a Application +============================== + +The application creation process has two stages, preparation and creation. + +In the preparation stage, you prepare the configuration object necessary to create a application. You must provide values for these three parameters: + +* ``display_name``: The name you give your application. +* ``pyspark_file_path``: The local path to your ``PySpark`` script. +* ``script_bucket``: The bucket used to read/write the ``PySpark`` script in Object Storage. + +ADS checks that the bucket exists, and that you can write to it from your notebook sesssion. Optionally, you can change values for these parameters: + +* ``compartment_id``: The OCID of the compartment to create a application. If it's not provided, the same compartment as your dataflow object is used. +* ``driver_shape``: The driver shape used to create the application. The default value is ``"VM.Standard2.4"``. +* ``executor_shape``: The executor shape to create the application. The default value is ``"VM.Standard2.4"``. +* ``logs_bucket``: The bucket used to store run logs in Object Storage. The default value is ``"dataflow-logs"``. +* ``num_executors``: The number of executor VMs requested. The default value is ``1``. + +.. note:: + + If you want to use a private bucket as the ``logs_bucket``, ensure that you add a corresponding service policy using ` Identity: Policy Set Up `_. + +Then you can use ``prepare_app()`` to create the configuration object necessary to create the application. + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + + data_flow = DataFlow() + app_config = data_flow.prepare_app( + display_name="", + script_bucket="" , + pyspark_file_path="" + ) + +After you have the application configured, you can create a application using ``create_app``: + +.. code-block:: python3 + + app = data_flow.create_app(app_config) + +Your local script is uploaded to the script bucket in this application creation step. Object Storage supports file versioning that creates an object version when the content changes, or the object is deleted. You can enable ``Object Versioning`` in your bucket in the OCI Console to prevent overwriting of existing files in Object Storage. + +You can create an application with a script file that exists in Object Storage by setting ``overwrite_script=True`` in ``create_app``. Similarly, you can set ``overwrite_archive=True`` to create an application with an archive file that exists in Object Storage. By default, the ``overwrite_script`` and ``overwrite_archive`` options are set to ``false``. + +.. code-block:: python3 + + app = data_flow.create_app(app_config, overwrite_script=True, overwrite_archive=True) + +You can explore a few attributes of the ``DataFlowApp`` object. + +First , you can look at the configuration of the application. + +.. code-block:: python3 + + app.config + +Next, you could get a URL link to the OCI Console Application Details page. + +.. code-block:: python3 + + app.oci_link + + +Load an Existing Application +-------------------------------------- + +As an alternative to creating applications in ADS, you can load existing applications created elsewhere. These applications must be Python applications. To load an existing applications, you need the application's OCID. + +.. code-block:: python3 + + existing_app = data_flow.load_app(app_id, target_folder) + +You can find the ``app_id`` in the the OCI Console or by listing existing applications. + +Optionally, you could assign a value to the parameter ``target_folder``. This parameter is the directory you want to store the local artifacts of this application in. If ``target_folder`` is not provided, then the local artifacts of this application are stored in the ``dataflow_base_folder`` folder defined by the ``dataflow`` object instance. + +Listing Applications +------------------------------ + +From ADS you can list applications, that are returned a as a list of dictionaries, with a function to +provide the data in a Pandas dataframe. The default sort order is the most recent run first. + +For example, to list the most recent five applications use this code: + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + data_flow = DataFlow() + data_flow.list_apps().to_dataframe().head(5) + + +Create a Run +---------------------- + +After an application is created or loaded in your notebook session, the next logical step is to execute a run of that application. The process of running (or creating) a run is similar to creating an application. + +First, you configure the run using the ``prepare_run()`` method of the ``DataFlowApp`` object. You only need to provide a value for the name of your run using ``run_display_name``: + +.. code-block:: python3 + + run_config = app.prepare_run(run_display_name="") + +You could use a compartment different from your application to create a run by specifying the ``compartment_id`` in ``prepare_run``. By default, it uses the same compartment as your application to create the run. + +Optionally, you can specify the ``logs_bucket`` to store the logs of your run. By default, the run inherits the ``logs_bucket`` from the parent application, but you can overwrite that option. + +Every time the application launches a run, a local folder representing this run is created. This folder stores all the information including the script, the run configuration, and any logs that are stored in the logs bucket. + +Then, you can create a run using the ``run_config`` generated in the preparation stage. During this process, you can monitor the run while the job is running. You can also pull logs into your local directories by setting, ``save_log_to_local=True``. + +.. code-block:: python3 + + run = app.run(run_config, save_log_to_local=True) + +The ``DataFlowRun`` object has some useful attributes similar to the ``DataFlowApp`` object. + +You can check the status of the run with: + +.. code-block:: python3 + + run.status + +You can get the configuration file that created this run. The run configuration and the PySpark script used in this run are also saved in the corresponding run directory in your notebook environment. + +.. code-block:: python3 + + run.config + +You can get the run directory where the artifacts are stored in your notebook environment with: + +.. code-block:: python3 + + run.local_dir + +Similarly, you can get a clickable link to the OCI Console Run Details page with: + +.. code-block:: python3 + + run.oci_link + +Fetching Logs +------------- + +After a run has completed, you can examine the logs using ADS. There are two types of logs, ``stdout`` and ``stderr``. + +.. code-block:: python3 + + run.log_stdout.head() # show first rows of stdout + run.log_stdout.tail() # show last lines of stdout + + # where the logs are stored on OCI Storage + run.log_stdout.oci_path + + # the path to the saved logs in the notebook environment if ``save_log_to_local`` was ``True`` when you create this run + run.log_stdout.local_path + + +If ``save_log_to_local`` is set to ``False`` during ``app.run(...)``, you can fetch logs by calling the ``fetch_log(...).save()`` method on the ``DataFlowRun`` object with the correct logs type. + +.. code-block:: python3 + + run.fetch_log("stdout").save() + run.fetch_log("stderr").save() + +.. note:: + + Due to a limitation of ``PySpark`` (specifically Python applications in Spark), both ``stdout`` and ``stderr`` are merged into the ``stdout`` stream. + +Edit and Synchronize PySpark Script +----------------------------------- + +The integration with ADS supports the edit-run-edit cycle, so the local +PySpark script can be edited, and is automatically synchronized to Object Storage +each time the application is run. + + obtains the PySpark script from Object Storage +so the local files in the notebook session are not visible to . The +``app.run(...)`` method compares the content hash of the local file with the remote copy +on Object Storage. If any change is detected, the new local version is copied over to the remote. For +the first run the synchronization creates the remote file and generates a fully qualified +URL with namespace that's required for . + +Synchronizing is the default setting in ``app.run(...)``. If you don't want the application to sync with the local modified files, you need to include ``sync=False`` as an argument parameter in ``app.run(...)``. + +Arguments and Parameters +------------------------ + +Passing arguments to PySpark scripts is done with the ``arguments`` value in ``prepare_app``. Additional to the arguments +supports, is a parameter dictionary that you can use to interpolate arguments. To just pass arguments, the ``script_parameter`` section +may be ignored. However, any key-value pair defined in ``script_parameter`` can be referenced in arguments using the ``${key}`` syntax, and +the value of that key is passed as the argument value. + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + + data_flow = DataFlow() + app_config = data_flow.prepare_app( + display_name, + script_bucket, + pyspark_file_path, + arguments = ['${foo}', 'bar', '-d', '--file', '${filename}'], + script_parameters={ + 'foo': 'val1 val2', + 'filename': 'file1', + } + ) + app = data_flow.create_app(app_config) + + run_config = app.prepare_run(run_display_name="test-run") + run = app.run(run_config) + +.. note:: + + The arguments in the format of ``${arg}`` are replaced by the value provided in script parameters when passed in, while arguments not in this format are passed into the script verbatim. + +You can override the values of some or all script parameters in each run by passing different values to ``prepare_run()``. + +.. code-block:: python3 + + run_config = app.prepare_run(run_display_name="test-run", foo='val3') + run = app.run(run_config) + + +Add Third-Party Libraries +------------------------- + +Your PySpark applications might have custom dependencies in the form of Python wheels or virtual environments, see `Adding Third-Party Libraries to Applications `_. + +Pass the archive file to your applications with ``archive_path`` and ``archive_bucket`` values in ``prepare_app``. + +* ``archive_path``: The local path to archive file. + +* ``archive_bucket``: The bucket used to read and write the archive file in Object Storage; if not provided, ``archive_bucket`` will use the bucket for PySpark bucket by default. + +Use ``prepare_app()`` to create the configuration object necessary to create the application. + +.. code-block:: python3 + + from ads.dataflow.dataflow import DataFlow + + data_flow = DataFlow() + app_config = data_flow.prepare_app( + display_name="", + script_bucket="", + pyspark_file_path="", + archive_path="", + archive_bucket="" + ) + +The behavior of the archive file is very similar to the PySpark script when creating: + +* An application, the local archive file is uploaded to the specified bucket Object Storage. +* A run, the latest local archive file is synchronized to the remote file in Object Storage. The ``sync`` parameter controls this behavior. +* Loading an existing application created with ``archive_uri``, the archive file is obtained from Object Storage, and saved in the local directory. + +Fetching PySpark Output +----------------------- + +After the application has run and any ``stdout`` captured in the log file, the PySpark script likely produces some form of output. Usually a PySpark script batch processes something. For example, sampling data, aggregating data, preprocessing data. You can load the resulting output as an ``ADSDataset.open()`` using the ``ocis://`` protocol handler. + +The only way to get output from PySpark back into the notebook session is to create files in Object Storage that is read into the notebook, or use the ``stdout`` stream. + +Following is a simple example of a PySpark script producing output printed in a portable JSON-L format, though CSV works too. This method, while convenient as an example, is not a recommended for large data. + +.. code-block:: python3 + + from pyspark.sql import SparkSession + + def main(): + + # create a spark session + spark = SparkSession \ + .builder \ + .appName("Python Spark SQL basic example") \ + .getOrCreate() + + # load an example csv file from dataflow public storage into DataFrame + original_df = spark\ + .read\ + .format("csv")\ + .option("header", "true")\ + .option("multiLine", "true")\ + .load("oci://oow_2019_dataflow_lab@bigdatadatasciencelarge/usercontent/kaggle_berlin_airbnb_listings_summary.csv") + + # the dataframe as a sql view so we can perform SQL on it + original_df.createOrReplaceTempView("berlin") + + query_result_df = spark.sql(""" + SELECT + city, + zipcode, + number_of_reviews, + CONCAT(latitude, ',', longitude) AS lat_long + FROM + berlin""" + ) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + + print('\n'\ + .join(query_result_df\ + .toJSON()\ + .collect())) + + if __name__ == '__main__': + main() + + +After you run the stdout stream (which contains CSV formatted data), it can be interpreted as a string using ``Pandas``. + +.. code-block:: python3 + + import io + import pandas as pd + + # the PySpark script wrote to the log as jsonL, and we read the log back as a pandas dataframe + df = pd.read_json((str(run.log_stdout)), lines=True) + + df.head() + + +Example Notebook: Develop Pyspark jobs locally - from local to remote workflows +=============================================================================== + +This notebook provides spark operations for customers by bridging the existing local spark workflows with cloud based capabilities. Data scientists can use their familiar local environments with JupyterLab, and work with remote data and remote clusters simply by selecting a kernel. The operations demonstrated are, how to: + +* Use the interactive spark environment and produce a spark script, +* Prepare and create an application, +* Prepare and create a run, +* List existing dataflow applications, +* Retrieve and display the logs, + +The purpose of the dataflow module is to provide an efficient and convenient way for you to launch a Spark application, and run Spark jobs. The interactive Spark kernel provides a simple and efficient way to edit and build your Spark script, and easy access to read from an OCI filesystem. + +.. code-block:: python3 + + import io + import matplotlib.pyplot as plt + import os + from os import path + import pandas as pd + import tempfile + import uuid + + from ads.dataflow.dataflow import DataFlow + + from pyspark.sql import SparkSession + +**Build your PySPark Script Using an Interactive Spark kernel** + +Set up spark session in your PySPark conda environment: + +.. code-block:: python3 + + # create a spark session + spark = SparkSession \ + .builder \ + .appName("Python Spark SQL basic example") \ + .config("spark.driver.cores", "4") \ + .config("spark.executor.cores", "4") \ + .getOrCreate() + +Load the Employee Attrition data file from OCI Object Storage into a Spark DataFrame: + +.. code-block:: python3 + + emp_attrition = spark\ + .read\ + .format("csv")\ + .option("header", "true")\ + .option("inferSchema", "true")\ + .option("multiLine", "true")\ + .load("oci://hosted-ds-datasets@bigdatadatasciencelarge/synthetic/orcl_attrition.csv") \ + .cache() # cache the dataset to increase computing speed + emp_attrition.createOrReplaceTempView("emp_attrition") + +Next, explore the dataframe: + +.. code-block:: python3 + + spark.sql('select * from emp_attrition limit 5').toPandas() + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
AgeAttritionTravelForWork...name
042Yesinfrequent...Tracy Moore
150Nooften...Andrew Hoover
238Yesinfrequent...Julie Bell
334Nooften...Thomas Adams
428Noinfrequent...Johnathan Burnett
+

5 rows × 36 columns

+
+ +Visualize how monthly income and age relate to one another in the context of years in industry: + +.. code-block:: python3 + + fig, ax = plt.subplots() + plot = spark.sql(""" + SELECT + Age, + MonthlyIncome, + YearsInIndustry + FROM + emp_attrition + """).toPandas().plot.scatter(x="Age", y="MonthlyIncome", title='Age vs Monthly Income', + c="YearsInIndustry", cmap="viridis", figsize=(12,12), ax=ax) + plot.set_xlabel("Age") + plot.set_ylabel("Monthly Income") + plot + +.. parsed-literal:: + + + +View all of the columns in the table: + +.. code-block:: python3 + + spark.sql("show columns from emp_attrition").show() + +.. parsed-literal:: + + +--------------------+ + | col_name| + +--------------------+ + | Age| + | Attrition| + | TravelForWork| + | SalaryLevel| + | JobFunction| + | CommuteLength| + | EducationalLevel| + | EducationField| + | Directs| + | EmployeeNumber| + | EnvironmentSatisf..| + | Gender| + | HourlyRate| + | JobInvolvement| + | JobLevel| + | JobRole| + | JobSatisfaction| + | MaritalStatus| + | MonthlyIncome| + | MonthlyRate| + +--------------------+ + only showing top 20 rows + +Select a few columns using Spark, and convert it into a Pandas dataframe: + +.. code-block:: python3 + + df = spark.sql(""" + SELECT + Age, + MonthlyIncome, + YearsInIndustry + FROM + emp_attrition """).limit(10).toPandas() + df + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
AgeMonthlyIncomeYearsInIndustry
04259938
150513010
23820907
33429098
42834686
53330688
660267012
73126931
839952610
937523717
+
+ +You can work with different compression formats within . For example, snappy Parquet: + +.. code-block:: python3 + + # Writing to a snappy parquet file + df.to_parquet('emp_attrition.parquet.snappy', compression='snappy') + pd.read_parquet('emp_attrition.parquet.snappy') + +.. raw:: html + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
AgeMonthlyIncomeYearsInIndustry
04259938
150513010
23820907
33429098
42834686
53330688
660267012
73126931
839952610
937523717
+
+ +.. code-block:: python3 + + # We are able to read in this snappy parquet file to a spark dataframe + read_snappy_df = SparkSession \ + .builder \ + .appName("Snappy Compression Loading Example") \ + .config("spark.io.compression.codec", "org.apache.spark.io.SnappyCompressionCodec") \ + .getOrCreate() \ + .read \ + .format("parquet") \ + .load(f"{os.getcwd()}/emp_attrition.parquet.snappy") + + read_snappy_df.first() + +.. parsed-literal:: + + Row(Age=42, MonthlyIncome=5993, YearsInIndustry=8) + +Other compression formats that supports include snappy Parquet, and Gzip on both CSV and Parquet. + +You might have query that you want to run in from previous explorations, review the `dataflow.ipynb` notebook example that shows you how to submit a job to . + +.. code-block:: python3 + + dataflow_base_folder = tempfile.mkdtemp() + data_flow = DataFlow(dataflow_base_folder=dataflow_base_folder) + print("Data flow directory: {}".format(dataflow_base_folder)) + +.. parsed-literal:: + + Data flow directory: /tmp/tmpe18x_qbr + +.. code-block:: python3 + + pyspark_file_path = path.join(dataflow_base_folder, "example-{}.py".format(str(uuid.uuid4())[-6:])) + script = ''' + from pyspark.sql import SparkSession + + def main(): + + # Create a Spark session + spark = SparkSession \\ + .builder \\ + .appName("Python Spark SQL basic example") \\ + .getOrCreate() + + # Load a csv file from dataflow public storage + df = spark \\ + .read \\ + .format("csv") \\ + .option("header", "true") \\ + .option("multiLine", "true") \\ + .load("oci://hosted-ds-datasets@bigdatadatasciencelarge/synthetic/orcl_attrition.csv") + + # Create a temp view and do some SQL operations + df.createOrReplaceTempView("emp_attrition") + query_result_df = spark.sql(""" + SELECT + Age, + MonthlyIncome, + YearsInIndustry + FROM emp_attrition + """) + + # Convert the filtered Spark DataFrame into JSON format + # Note: we are writing to the spark stdout log so that we can retrieve the log later at the end of the notebook. + print('\\n'.join(query_result_df.toJSON().collect())) + + if __name__ == '__main__': + main() + ''' + + with open(pyspark_file_path, 'w') as f: + print(script.strip(), file=f) + + print("Script path: {}".format(pyspark_file_path)) + +.. parsed-literal:: + + Script path: /tmp/example.py + +.. code-block:: python3 + + script_bucket = "test" # Update the value + logs_bucket = "dataflow-log" # Update the value + display_name = "sample_Data_Flow_app" + + app_config = data_flow.prepare_app(display_name=display_name, + script_bucket=script_bucket, + pyspark_file_path=pyspark_file_path, + logs_bucket=logs_bucket) + + app = data_flow.create_app(app_config) + + run_display_name = "sample_Data_Flow_run" + run_config = app.prepare_run(run_display_name=run_display_name) + + run = app.run(run_config, save_log_to_local=True) + +.. code-block:: python3 + + run.status + +.. parsed-literal:: + + 'SUCCEEDED' + +.. code-block:: python3 + + run.config + +.. parsed-literal:: + + {'compartment_id': 'ocid1.compartment..', + 'script_bucket': 'test', + 'pyspark_file_path': '/tmp/tmpe18x_qbr/example-0054ed.py', + 'archive_path': None, + 'archive_bucket': None, + 'run_display_name': 'sample_Data_Flow_run', + 'logs_bucket': 'dataflow-log', + 'logs_bucket_uri': 'oci://dataflow-log@ociodscdev', + 'driver_shape': 'VM.Standard2.4', + 'executor_shape': 'VM.Standard2.4', + 'num_executors': 1} + +.. code-block:: python3 + + run.oci_link + +.. parsed-literal:: + + Saving processed data to jdbc:oracle:thin:@database_high?TNS_ADMIN=/tmp/ + + +**Read from the Database Using PySpark** + +PySpark can be used to load data from an Oracle Autonomous Database (ADB) into a Spark application. The next cell makes a JDBC connection to the database defined using the ``adb_url`` variable, and accesses the table defined with ``table_name``. The credentials stored in the vault and previously read into memory are used. After this command is run, you can perform Spark operations on it. + +The table is relatively small so the notebook uses PySpark in the notebook session. However, for larger jobs, we recommended that you use the `Oracle `__ service. + +.. code-block:: python3 + + if "adb_url" in globals(): + output_dataframe = sc.read \ + .format("jdbc") \ + .option("url", adb_url) \ + .option("dbtable", table_name) \ + .option("user", user) \ + .option("password", password) \ + .load() + else: + print("Skipping as it appears that you do not have adb_url configured.") + +The database table is loaded into Spark so that you can perform operations to transform, model, and more. In the next cell, the notebook prints the table demonstrating that it was successfully loaded into Spark from the ADB. + +.. code-block:: python3 + + if "adb_url" in globals(): + output_dataframe.show() + else: + print("Skipping as it appears that you do not have output_dataframe configured.") + + +.. parsed-literal:: + + +----+----------+--------------+------------+-------------------+-------------+-----------------+---------------+--------+---------------+------------------------+-------+-----------+---------------+---------+---------------------+---------------+--------------+--------------+------------+-------------------+-------+---------+------------------+------------------+-------------------------+------------------+-----------------+----------------+----------------------+----------------+-----------+--------------------+------------------------+---------------------+------------------+ + | Age| Attrition| TravelForWork| SalaryLevel| JobFunction| CommuteLength| EducationalLevel| EducationField| Directs| EmployeeNumber| EnvironmentSatisfaction| Gender| HourlyRate| JobInvolvement| JobLevel| JobRole| JobSatisfaction| MaritalStatus| MonthlyIncome| MonthlyRate| NumCompaniesWorked| Over18| OverTime| PercentSalaryHike| PerformanceRating| RelationshipSatisfaction| WeeklyWorkedHours| StockOptionLevel| YearsinIndustry| TrainingTimesLastYear| WorkLifeBalance| YearsOnJob| YearsAtCurrentLevel| YearsSinceLastPromotion| YearsWithCurrManager| name| + +----+----------+--------------+------------+-------------------+-------------+-----------------+---------------+--------+---------------+------------------------+-------+-----------+---------------+---------+---------------------+---------------+--------------+--------------+------------+-------------------+-------+---------+------------------+------------------+-------------------------+------------------+-----------------+----------------+----------------------+----------------+-----------+--------------------+------------------------+---------------------+------------------+ + | 42| Yes| infrequent| 5054| Product Management| 2| L2| Life Sciences| 1| 1| 2| Female| 94| 3| 2| Sales Executive| 4| Single| 5993| 19479| 8| Y| Yes| 11| 3| 1| 80| 0| 8| 0| 1| 6| 4| 0| 5| Tracy Moore| + | 50| No| often| 1278| Software Developer| 9| L1| Life Sciences| 1| 2| 3| Male| 61| 2| 2| Research Scientist| 2| Married| 5130| 24907| 1| Y| No| 23| 4| 4| 80| 1| 10| 3| 3| 10| 7| 1| 7| Andrew Hoover| + | 38| Yes| infrequent| 6296| Software Developer| 3| L2| Other| 1| 4| 4| Male| 92| 2| 1| Laboratory Techni...| 3| Single| 2090| 2396| 6| Y| Yes| 15| 3| 2| 80| 0| 7| 3| 3| 0| 0| 0| 0| Julie Bell| + | 34| No| often| 6384| Software Developer| 4| L4| Life Sciences| 1| 5| 4| Female| 56| 3| 1| Research Scientist| 3| Married| 2909| 23159| 1| Y| Yes| 11| 3| 3| 80| 0| 8| 3| 3| 8| 7| 3| 0| Thomas Adams| + | 28| No| infrequent| 2710| Software Developer| 3| L1| Medical| 1| 7| 1| Male| 40| 3| 1| Laboratory Techni...| 2| Married| 3468| 16632| 9| Y| No| 12| 3| 4| 80| 1| 6| 3| 3| 2| 2| 2| 2| Johnathan Burnett| + | 33| No| often| 4608| Software Developer| 3| L2| Life Sciences| 1| 8| 4| Male| 79| 3| 1| Laboratory Techni...| 4| Single| 3068| 11864| 0| Y| No| 13| 3| 3| 80| 0| 8| 2| 2| 7| 7| 3| 6| Rhonda Grant| + | 60| No| infrequent| 6072| Software Developer| 4| L3| Medical| 1| 10| 3| Female| 81| 4| 1| Laboratory Techni...| 1| Married| 2670| 9964| 4| Y| Yes| 20| 4| 1| 80| 3| 12| 3| 2| 1| 0| 0| 0| Brandon Gill| + | 31| No| infrequent| 6228| Software Developer| 25| L1| Life Sciences| 1| 11| 4| Male| 67| 3| 1| Laboratory Techni...| 3| Divorced| 2693| 13335| 1| Y| No| 22| 4| 2| 80| 1| 1| 2| 3| 1| 0| 0| 0| Debbie Chan| + | 39| No| often| 990| Software Developer| 24| L3| Life Sciences| 1| 12| 4| Male| 44| 2| 3| Manufacturing Dir...| 3| Single| 9526| 8787| 0| Y| No| 21| 4| 2| 80| 0| 10| 2| 3| 9| 7| 1| 8| Kayla Ward| + | 37| No| infrequent| 5958| Software Developer| 28| L3| Medical| 1| 13| 3| Male| 94| 3| 2| Healthcare Repres...| 3| Married| 5237| 16577| 6| Y| No| 13| 3| 2| 80| 2| 17| 3| 2| 7| 7| 7| 7| Angel Vaughn| + | 36| No| infrequent| 3710| Software Developer| 17| L3| Medical| 1| 14| 1| Male| 84| 4| 1| Laboratory Techni...| 2| Married| 2426| 16479| 0| Y| No| 13| 3| 3| 80| 1| 6| 5| 3| 5| 4| 0| 3| Samantha Parker| + | 30| No| infrequent| 700| Software Developer| 16| L2| Life Sciences| 1| 15| 4| Female| 49| 2| 2| Laboratory Techni...| 3| Single| 4193| 12682| 0| Y| Yes| 12| 3| 4| 80| 0| 10| 3| 3| 9| 5| 0| 8| Melanie Mcbride| + | 32| No| infrequent| 3072| Software Developer| 27| L1| Life Sciences| 1| 16| 1| Male| 31| 3| 1| Research Scientist| 3| Divorced| 2911| 15170| 1| Y| No| 17| 3| 4| 80| 1| 5| 1| 2| 5| 2| 4| 3| Bradley Hall| + | 35| No| infrequent| 6172| Software Developer| 20| L2| Medical| 1| 18| 2| Male| 93| 3| 1| Laboratory Techni...| 4| Divorced| 2661| 8758| 0| Y| No| 11| 3| 3| 80| 1| 3| 2| 3| 2| 2| 1| 2| Patrick Lee| + | 29| Yes| infrequent| 472| Software Developer| 25| L3| Life Sciences| 1| 19| 3| Male| 50| 2| 1| Laboratory Techni...| 3| Single| 2028| 12947| 5| Y| Yes| 14| 3| 2| 80| 0| 6| 4| 3| 4| 2| 0| 3| Jessica Willis| + | 30| No| infrequent| 6370| Software Developer| 22| L4| Life Sciences| 1| 20| 2| Female| 51| 4| 3| Manufacturing Dir...| 1| Divorced| 9980| 10195| 1| Y| No| 11| 3| 3| 80| 1| 10| 1| 3| 10| 9| 8| 8| Chad Scott| + | 33| No| infrequent| 1530| Software Developer| 6| L2| Life Sciences| 1| 21| 1| Male| 80| 4| 1| Research Scientist| 2| Divorced| 3298| 15053| 0| Y| Yes| 12| 3| 4| 80| 2| 7| 5| 2| 6| 2| 0| 5| Gregory Bennett| + | 23| No| none| 5150| Software Developer| 17| L2| Medical| 1| 22| 4| Male| 96| 4| 1| Laboratory Techni...| 4| Divorced| 2935| 7324| 1| Y| Yes| 13| 3| 2| 80| 2| 1| 2| 2| 1| 0| 0| 0| Jesse Palmer| + | 54| No| infrequent| 5590| Product Management| 3| L4| Life Sciences| 1| 23| 1| Female| 78| 2| 4| Manager| 4| Married| 15427| 22021| 2| Y| No| 16| 3| 3| 80| 0| 31| 3| 3| 25| 8| 3| 7| Dr. Erin Good DDS| + | 39| No| infrequent| 1700| Software Developer| 3| L3| Life Sciences| 1| 24| 4| Male| 45| 3| 1| Research Scientist| 4| Single| 3944| 4306| 5| Y| Yes| 11| 3| 3| 80| 0| 6| 3| 3| 3| 2| 1| 2| Kathy Patrick| + +----+----------+--------------+------------+-------------------+-------------+-----------------+---------------+--------+---------------+------------------------+-------+-----------+---------------+---------+---------------------+---------------+--------------+--------------+------------+-------------------+-------+---------+------------------+------------------+-------------------------+------------------+-----------------+----------------+----------------------+----------------+-----------+--------------------+------------------------+---------------------+------------------+ + only showing top 20 rows + +**Cleaning Up Artifacts** + +This example created a number of artifacts, such as unzipping the wallet file, creating a database table, and starting a Spark cluster. Next, you remove these resources. + +.. code-block:: python3 + + if wallet_path != "": + connection.update_repository(key="pyspark_adb", value=adb_creds) + connection.import_wallet(wallet_path=wallet_path, key="pyspark_adb") + conn = cx_Oracle.connect(user, password, tnsname) + cursor = conn.cursor() + cursor.execute(f"DROP TABLE {table_name}") + cursor.close() + conn.close() + else: + print("Skipping as it appears that you do not have wallet_path specified.") + + if "tns_path" in globals(): + shutil.rmtree(tns_path) + + sc.stop() + +Example Notebook: Using the ADB with PySpark +============================================ + +This notebook demonstrates how to use PySpark to process data in Object Storage, and save the results to an ADB. It also demonstrates how to query data from an ADB using a local PySpark session. + +.. code-block:: python3 + + import base64 + import cx_Oracle + import oci + import os + import shutil + import tempfile + import zipfile + + from ads.database import connection + from ads.vault.vault import Vault + from pyspark import SparkConf + from pyspark.sql import SparkSession + from urllib.parse import urlparse + +**Introduction** + +It has become a common practice to store structured and semi-structured data using services such as Object Storage. This provides a scalable solution to store vast quantities of data that can be post-processed. However, using a relational database management system (RDMS) such as the Oracle ADB provides advantages like ACID compliance, rapid relational joins, support for complex business logic, and more. It is important to be able to access information stored in Object Storage, process that information, and load it into an RBMS. This notebook demonstrates how to use PySpark, a Python interface to Apache Spark, to perform these operations. + +This notebook uses a publicly accessible Object Storage location to read from. However, an ADB needs to be configured with permissions to create a table, write to that table, and read from it. It also assumes that the credentials to access the database are stored in the Vault. This is the best practice as it prevents the credentials from being stored locally or in the notebook where they may be accessible to others. If you do not have credentials stored in the Vault. Once credentials to the database, are stored in the Vault, you need the OCIDs for the Vault, encryption key, and the secret. + +ADBs have an additional level of security that is needed to access them and are wallet file. You can obtain the wallet file from your account administrator or download it using the steps that are outlined in the [downloading a wallet(https://docs.oracle.com/en-us/iaas/Content/Database/Tasks/adbconnecting.htm#access). The wallet file is a ZIP file. This notebook unzips the wallet and updates the configuration settings so you don’t have to. + +The database connection also needs the TNS name of the database. Your database administrator can give you the TNS name of the database that you have access to. + +**Setup the Required Variables** + +The required variables to set up are: + +1. ``vault_id``, ``key_id``, ``secret_ocid``: The OCID of the secret by + storing the username and password required to connect to your + ADB in a secret within the OCI Vault service. Note + that the secret is the credential needed to access a database. This + notebook is designed so that any secret can be stored as long as it + is in the form of a dictionary. To store your secret, just modify the + dictionary, see the ``vault.ipynb`` example notebook for detailed + steps to generate this OCID. +2. ``tnsname``: A TNS name valid for the database. +3. ``wallet_path``: The local path to your wallet ZIP file, see the + ``autonomous_database.ipynb`` example notebook for instructions on + accessing the wallet file. + +.. code-block:: python3 + + secret_ocid = "secret_ocid" + tnsname = "tnsname" + wallet_path = "wallet_path" + vault_id = "vault_id" + key_id = "key_id" + +**Obtain Credentials from the Vault** + +If the ``vault_id``, ``key_id``, and ``secret_id`` have been updated, then the notebook obtains a handle to the vault with a variable called ``vault``. This uses the ``get_secret()`` method to return a dictionary with the user credentials. The approach assumes that the Accelerated Data Science (ADS) library was used to store the secret. + +.. code-block:: python3 + + if vault_id != "" and key_id != "" and secret_ocid != "": + print("Getting wallet username and password") + vault = Vault(vault_id=vault_id, key_id=key_id) + adb_creds = vault.get_secret(secret_ocid) + user = adb_creds["username"] + password = adb_creds["password"] + else: + print("Skipping as it appears that you do not have vault, key, and secret ocid specified.") + +.. parsed-literal:: + + Getting wallet username and password + +**Setup the Wallet** + +An ADB requires a wallet file to access the database. The ``wallet_path`` variable defines the location of this file. The next cell prepares the wallet file to make a connection to the database. It also creates the ADB connection string, ``adb_url``. + +.. code-block:: python3 + + def setup_wallet(wallet_path): + """ + Prepare ADB wallet file for use in PySpark. + """ + + temporary_directory = tempfile.mkdtemp() + zip_file_path = os.path.join(temporary_directory, "wallet.zip") + + # Extract everything locally. + with zipfile.ZipFile(wallet_path, "r") as zip_ref: + zip_ref.extractall(temporary_directory) + + return temporary_directory + + if wallet_path != "": + print("Setting up wallet") + tns_path = setup_wallet(wallet_path) + else: + print("Skipping as it appears that you do not have wallet_path specified.") + +.. parsed-literal:: + + Setting up wallet + +.. code-block:: python3 + + if "tns_path" in globals() and tnsname != "": + adb_url = f"jdbc:oracle:thin:@{tnsname}?TNS_ADMIN={tns_path}" + else: + print("Skipping, as the tns_path or tnsname are not defined.") + +**Reading Data from Object Storage** + +This notebook uses PySpark to access the Object Storage file. The next cell creates a Spark application called “Python Spark SQL Example” and returns a SparkContext. The ``SparkContext``, normally called ``sc``, is a handle to the Spark application. + +The data file that is used is relatively small so the notebook uses PySpark by running a version of Spark in local mode. That means, it is running in the notebook session. For larger jobs, we recommended that you use the `Oracle `__ service, which is an Oracle managed Spark service. + +.. code-block:: python3 + + # create a spark session + sc = SparkSession \ + .builder \ + .appName("Python Spark SQL Example") \ + .getOrCreate() + +This notebook reads in a data file that is stored in an Oracle Object Storage file. This is defined with the ``file_path`` variable. The ``SparkContext`` with the ``read.option().csv()`` methods is used to read in the CSV file from Object Storage into a data frame. + +.. code-block:: python3 + + file_path = "oci://hosted-ds-datasets@bigdatadatasciencelarge/synthetic/orcl_attrition.csv" + input_dataframe = sc.read.option("header", "true").csv(file_path) + +**Save the Data to the Database** + +This notebook creates a table in your database with the name specified with ``table_name``. The name that is defined should be unique so that it does not interfere with any existing table in your database. If it does, change the value to something that is unique. + +.. code-block:: python3 + + table_name = "ODSC_PYSPARK_ADB_DEMO" + + if tnsname != "" and "adb_url" in globals(): + print("Saving processed data to " + adb_url) + properties = { + "oracle.net.tns_admin": tnsname, + "password": password, + "user": user, + } + input_dataframe.write.jdbc( + url=adb_url, table=table_name, properties=properties + ) + else: + print("Skipping as it appears that you do not have tnsname specified.") + diff --git a/docs/source/user_guide/data_labeling/index.rst b/docs/source/user_guide/data_labeling/index.rst index 412450836..97df2ad7f 100644 --- a/docs/source/user_guide/data_labeling/index.rst +++ b/docs/source/user_guide/data_labeling/index.rst @@ -1,10 +1,19 @@ .. _data-labeling-8: -############## -Data Labeling -############## +############# +Labeling Data +############# + +The Oracle Cloud Infrastructure (OCI) Data Labeling service allows you to create and browse datasets, view data records (text, images) and apply labels for the purposes of building AI/machine learning (ML) models. The service also provides interactive user interfaces that enable the labeling process. After you label records, you can export the dataset as line-delimited JSON Lines (JSONL) for use in model development. + +Datasets are the core resource available within the Data Labeling service. They contain records and their associated labels. A record represents a single image or text document. Records are stored by reference to their original source such as path on Object Storage. You can also upload records from local storage. Labels are annotations that describe a data record. There are three different dataset formats, each having its respective annotation classes: + +* Images: Single label, multiple label, and object detection. Supported image types are ``.png``, ``.jpeg``, and ``.jpg``. +* Text: Single label, multiple label, and entity extraction. Plain text, ``.txt``, files are supported. +* Document: Single label and multiple label. Supported document types are ``.pdf`` and ``.tiff``. .. toctree:: + :hidden: :maxdepth: 1 overview diff --git a/docs/source/user_guide/jobs/data_science_job.rst b/docs/source/user_guide/jobs/data_science_job.rst index 793c3856c..a2f37bbec 100644 --- a/docs/source/user_guide/jobs/data_science_job.rst +++ b/docs/source/user_guide/jobs/data_science_job.rst @@ -19,7 +19,8 @@ The Data Science job infrastructure is defined by a ``DataScienceJob`` instance. .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) .with_log_group_id("") .with_log_id("") @@ -52,20 +53,23 @@ In some cases, you may want to override the shape and block storage size. For e Data Science jobs support the following shapes: -================ ========== =========== -Shape Name Core Count Memory (GB) -================ ========== =========== -VM.Standard2.1 1 15 -VM.Standard2.2 2 30 -VM.Standard2.4 4 60 -VM.Standard2.8 8 120 -VM.Standard2.16 16 240 -VM.Standard2.24 24 320 -VM.GPU2.1 12 72 -VM.GPU3.1 6 90 -VM.GPU3.2 12 180 -VM.GPU3.4 24 360 -================ ========== =========== +==================== ========== =========== +Shape Name Core Count Memory (GB) +==================== ========== =========== +VM.Optimized3.Flex 18 256 +VM.Standard3.Flex 32 512 +VM.Standard.E4.Flex 16 1024 +VM.Standard2.1 1 15 +VM.Standard2.2 2 30 +VM.Standard2.4 4 60 +VM.Standard2.8 8 120 +VM.Standard2.16 16 240 +VM.Standard2.24 24 320 +VM.GPU2.1 12 72 +VM.GPU3.1 6 90 +VM.GPU3.2 12 180 +VM.GPU3.4 24 360 +==================== ========== =========== You can get a list of currently supported shapes by calling ``DataScienceJob.instance_shapes()``. @@ -235,7 +239,10 @@ Here is an example of a YAML file representing the job defined in the preceding compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime @@ -316,4 +323,7 @@ Here is an example of a YAML file representing the job defined in the preceding subnetId: required: false type: "string" + shapeConfigDetails: + required: false + type: "dict" diff --git a/docs/source/user_guide/jobs/index.rst b/docs/source/user_guide/jobs/index.rst index 2d3fa2394..9e8bc1416 100644 --- a/docs/source/user_guide/jobs/index.rst +++ b/docs/source/user_guide/jobs/index.rst @@ -1,8 +1,8 @@ .. _jobs-1: -#### -Jobs -#### +################# +Data Science Jobs +################# Oracle Cloud Infrastructure (OCI) Data Science jobs enable you to define and run a repeatable machine learning task on a fully managed infrastructure, such as **data preparation, model training, hyperparameter optimization, batch inference, and so on**. @@ -12,8 +12,9 @@ Oracle Cloud Infrastructure (OCI) Data Science jobs enable you to define and run overview data_science_job run_container - run_data_flow run_git run_notebook run_script run_zip + ../cli/opctl/_template/jobs + ../cli/opctl/_template/monitoring diff --git a/docs/source/user_guide/jobs/run_container.rst b/docs/source/user_guide/jobs/run_container.rst index c37588309..8de7d1bb8 100644 --- a/docs/source/user_guide/jobs/run_container.rst +++ b/docs/source/user_guide/jobs/run_container.rst @@ -26,7 +26,8 @@ To configure ``ContainerRuntime``, you must specify the container ``image``. Sim .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) ) .with_runtime( @@ -62,7 +63,10 @@ You could use the following YAML to create the same job: compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime diff --git a/docs/source/user_guide/jobs/run_git.rst b/docs/source/user_guide/jobs/run_git.rst index 7e80e05f4..af62160ee 100644 --- a/docs/source/user_guide/jobs/run_git.rst +++ b/docs/source/user_guide/jobs/run_git.rst @@ -1,7 +1,7 @@ Run a Git Repo ************** - -The ADS ``GitPythonRuntime`` class allows you to run source code from a Git repository as a Data Science job. The next example shows how to run a + +The ADS ``GitPythonRuntime`` class allows you to run source code from a Git repository as a Data Science job. The next example shows how to run a `PyTorch Neural Network Example to train third order polynomial predicting y=sin(x) `__. Python @@ -25,7 +25,8 @@ To configure the ``GitPythonRuntime``, you must specify the source code ``url`` .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) ) .with_runtime( @@ -55,7 +56,7 @@ public. To use a private repository, you must first save an SSH key to an `OCI Vault `__ as a secret, and provide the ``secret_ocid`` to the ``with_source()`` method, see `Managing Secret with Vault `__. For example, you could use `GitHub Deploy Key `__. -The entry point specifies how the source code is invoked. The ``.with_entrypiont()`` has the following arguments: +The entry point specifies how the source code is invoked. The ``.with_entrypiont()`` has the following arguments: * ``func``: Optional. The function in the script specified by ``path`` to call. If you don't specify it, then the script specified by ``path`` is run as a Python script in a subprocess. * ``path``: Required. The relative path for the script, module, or file to start the job. @@ -64,12 +65,12 @@ With the ``GitPythonRuntime`` class, you can save the output files from the job ``oci://BUCKET_NAME@BUCKET_NAMESPACE/PREFIX`` -The ``GitPythonRuntime`` also supports these additional configurations: +The ``GitPythonRuntime`` also supports these additional configurations: -* The ``.with_python_path()`` method allows you to add additional Python paths to the runtime. By default, the code directory checked out from Git is added to ``sys.path``. Additional Python paths are appended before the code directory is appended. +* The ``.with_python_path()`` method allows you to add additional Python paths to the runtime. By default, the code directory checked out from Git is added to ``sys.path``. Additional Python paths are appended before the code directory is appended. * The ``.with_argument()`` method allows you to pass arguments to invoke the script or function. For running a script, the arguments are passed in as CLI arguments. For running a function, the ``list`` and ``dict`` JSON serializable objects are supported and are passed into the function. -The ``GitPythonRuntime`` method updates metadata in the free form tags of the job run after the job run finishes. The following tags are added automatically: +The ``GitPythonRuntime`` method updates metadata in the free form tags of the job run after the job run finishes. The following tags are added automatically: * ``commit``: The Git commit ID. * ``method``: The entry function or method. @@ -101,7 +102,10 @@ You could create the preceding example job with the following YAML file: compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 name: git_example runtime: diff --git a/docs/source/user_guide/jobs/run_notebook.rst b/docs/source/user_guide/jobs/run_notebook.rst index 5e6019b83..a9b7805b9 100644 --- a/docs/source/user_guide/jobs/run_notebook.rst +++ b/docs/source/user_guide/jobs/run_notebook.rst @@ -24,7 +24,8 @@ Python .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) ) .with_runtime( diff --git a/docs/source/user_guide/jobs/run_script.rst b/docs/source/user_guide/jobs/run_script.rst index c9e0b1a02..48f22cb35 100644 --- a/docs/source/user_guide/jobs/run_script.rst +++ b/docs/source/user_guide/jobs/run_script.rst @@ -35,7 +35,8 @@ Next, you specify the desired infrastructure to run the job. If you are in a not .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) ) @@ -54,7 +55,7 @@ Finally, you create and run the job, which gives you access to the .. code-block:: python3 job.create() - job_run = job.run() + job_run = job.run() Additionally, you can acquire the job run using the OCID: @@ -67,7 +68,7 @@ The ``.watch()`` method is useful to monitor the progress of the job run: .. code-block:: python3 - job_run.watch() + job_run.watch() After the job has been created and runs successfully, you can find the output of the script in the logs if you configured logging. @@ -91,7 +92,10 @@ You could also initialize a job directly from a YAML string. For example, to cr compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 name: runtime: @@ -105,7 +109,7 @@ You could also initialize a job directly from a YAML string. For example, to cr Command Line Arguments ====================== -If the Python script that you want to run as a job requires CLI arguments, +If the Python script that you want to run as a job requires CLI arguments, use the ``.with_argument()`` method to pass the arguments to the job. Python @@ -128,14 +132,14 @@ This example runs a job with CLI arguments: .with_log_id("") .with_log_group_id("") ) - + # The CLI argument can be passed in using `with_argument` when defining the runtime job.with_runtime( ScriptRuntime() .with_source("job_script_argument.py") .with_argument("", "") ) - + job.create() job_run = job.run() @@ -166,7 +170,10 @@ You could create the preceding example job with the following YAML file: compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime @@ -197,7 +204,7 @@ Suppose you want to run the following python script named ``job_script_env.py``: This example runs a job with environment variables: .. code-block:: python3 - + job = Job() job.with_infrastructure( DataScienceJob() @@ -209,7 +216,8 @@ This example runs a job with environment variables: .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) .with_block_storage_size(50) ) @@ -247,7 +255,10 @@ You could create the preceding example job with the following YAML file: compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime diff --git a/docs/source/user_guide/jobs/run_zip.rst b/docs/source/user_guide/jobs/run_zip.rst index 699615ab8..15ac26792 100644 --- a/docs/source/user_guide/jobs/run_zip.rst +++ b/docs/source/user_guide/jobs/run_zip.rst @@ -31,7 +31,8 @@ You must specify the ``entrypoint``, which is the relative path from the ZIP fil .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) .with_block_storage_size(50) ) .with_runtime( @@ -65,7 +66,10 @@ You could use the following YAML example to create the same job with ``ScriptRun compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime @@ -113,7 +117,8 @@ Following is an example of creating a job with ``PythonRuntime``: .with_compartment_id("") .with_project_id("") .with_subnet_id("") - .with_shape_name("VM.Standard2.1") + .with_shape_name("VM.Standard.E3.Flex") + .with_shape_config_details(memory_in_gbs=16, ocpus=1) # Applicable only for the flexible shapes .with_block_storage_size(50) ) .with_runtime( @@ -152,7 +157,10 @@ You could use the following YAML to create the same job with ``PythonRuntime``: compartmentId: projectId: subnetId: - shapeName: VM.Standard2.1 + shapeName: VM.Standard.E3.Flex + shapeConfigDetails: + memoryInGBs: 16 + ocpus: 1 blockStorageSize: 50 runtime: kind: runtime diff --git a/docs/source/user_guide/loading_data/connect.rst b/docs/source/user_guide/loading_data/connect.rst index caadafc28..6d7fe4703 100644 --- a/docs/source/user_guide/loading_data/connect.rst +++ b/docs/source/user_guide/loading_data/connect.rst @@ -1,3 +1,8 @@ +############ +Loading Data +############ + + Connecting to Data Sources ************************** @@ -37,6 +42,23 @@ To load a dataframe from Object Storage using the resource principal method, you namespace = df = pd.read_csv(f"oci://{bucket_name}@{namespace}/{file_name}", storage_options=default_signer()) +To write a pandas dataframe to object storage, provide the file name in the following format - ``oci://@/`` + +.. code-block:: python3 + + ads.set_auth(auth='resource_principal') + bucket_name = + file_name = + namespace = + df = pd.to_csv(f"oci://{bucket_name}@{namespace}/{file_name}", index=False, storage_options=default_signer()) + + # To setup the content type while writing to object storage, set ``oci_additional_kwargs`` attribute with ``storage_options`` to the desired content type + + storage_optons = default_signer() + storage_options['oci_additional_kwargs'] = {"content_type":"application/octet-stream"} + df = pd.to_csv(f"oci://{bucket_name}@{namespace}/{file_name}", index=False, storage_options=storage_options) + + Local Storage ============= @@ -68,6 +90,8 @@ The Pandas ``read_sql(...)`` function is a general, database independent approac Use the Pandas ADS accessor drop-in replacement, ``pd.DataFrame.ads.read_sql(...)``, instead of using ``pd.read_sql``. +See :doc:`how to <../secrets/autonomous_database>` save and retrieve credentials from OCI Vault + **Example** .. code-block:: python3  @@ -112,6 +136,9 @@ Oracle Database to Pandas - No Wallet If your database connection doesn't require a wallet file, you can connect to the database by specifying ``host/port/sid/service name``. +See :doc:`how to <../secrets/oracle>` save and retrieve credentials from OCI Vault + + **Example** .. code-block:: python3  @@ -233,6 +260,9 @@ MySQL To load a dataframe from a MySQL database, you must set ``engine=mysql`` in ``pd.DataFrame.ads.read_sql``. +See :doc:`how to <../secrets/mysql>` save and retrieve credentials from OCI Vault + + **Example** .. code-block:: python3  @@ -315,6 +345,9 @@ BDS Hive To load a dataframe from BDS Hive, set ``engine="hive"`` in ``pd.DataFrame.ads.read_sql``. +See :doc:`how to <../secrets/big_data_service>` save and retrieve credentials from OCI Vault + + Connection Parameters --------------------- @@ -499,4 +532,10 @@ ADS supports reading files into ``PyArrow`` dataset directly via ``ocifs``. ``oc fs = ocifs.OCIFileSystem(**default_signer()) ds = ds.dataset(f"{bucket_name}@{namespace}/{path}/", filesystem=fs) +DataSetFactory +************** + +.. toctree:: + :maxdepth: 2 + connect_legacy diff --git a/docs/source/user_guide/loading_data/connect_legacy.rst b/docs/source/user_guide/loading_data/connect_legacy.rst index ae4d43e78..f3a856b45 100644 --- a/docs/source/user_guide/loading_data/connect_legacy.rst +++ b/docs/source/user_guide/loading_data/connect_legacy.rst @@ -1,6 +1,19 @@ -Connect with ``DatasetFactory`` +Connect with ``DatasetFactory`` ******************************* + +.. admonition:: Deprecation Note |deprecated| + + * ``DataSetFactory.open`` is deprecated in favor of Pandas to read from file systems. + * Pandas(>1.2.1) can connect to object storage using uri format - ``oci://bucket@namepace/path/to/data``. + * To read from Oracle database or MySQL, see DataBase sections under :doc:`Connecting to Datasources` + * ``DataSetFactory.from_dataframe`` is supported to create ``ADSDataset`` class from ``pandas`` dataframe + + See :doc:`Connecting to Datasources` for examples. + +.. |deprecated| image:: /_static/badge_deprecated.svg + + You can load data into ADS in several different ways from Oracle Cloud Infrastructure Object Storage, cx_Oracle, or S3. Following are some examples. Begin by loading the required libraries and modules: diff --git a/docs/source/user_guide/model_deployment/deploy.rst b/docs/source/user_guide/model_deployment/deploy.rst index 1638d43fb..f3f436177 100644 --- a/docs/source/user_guide/model_deployment/deploy.rst +++ b/docs/source/user_guide/model_deployment/deploy.rst @@ -29,7 +29,13 @@ After a ``ModelDeploymentProperties`` object is created, then you use ``model_de ).with_logging_configuration( "", "", "", "" ).with_instance_configuration( - config={"INSTANCE_SHAPE":"VM.Standard2.1", "INSTANCE_COUNT":"1",'bandwidth_mbps':10} + config={ + "INSTANCE_SHAPE":"VM.Standard.E4.Flex", + "INSTANCE_COUNT":"1", + "bandwidth_mbps":10, + "memory_in_gbs":10, + "ocpus":1 + } ) deployer = ModelDeployer() deployment = deployer.deploy(model_deployment_properties) @@ -51,8 +57,10 @@ You define the model deployment properties using the following parameters: * ``display_name``: A name that identifies the model deployment in the Console. * ``freeform_tags``: A dictionary of freeform tags to be attached to the model deployment. Optional. * ``instance_count``: The number of instances to deploy. -* ``instance_shape``: The instance compute shape to use. For example, “VM.Standard2.1” +* ``instance_shape``: The instance compute shape to use. For example, “VM.Standard2.1”. +* ``memory_in_gbs``: The size of the memory of the model deployment instance in GBs. Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. * ``model_id``: Model OCID that is used in the model deployment. +* ``ocpus``: The ocpus count of the model deployment instance. Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. * ``predict_log_group_id``: Log group OCID for the predict logs. Required when ``predict_log_id`` is specified. * ``predict_log_id``: Custom logger OCID for the predict logs. Required when ``predict_log_group_id`` is specified. * ``project_id``: Project OCID that the model deployment will belong to. @@ -65,8 +73,10 @@ You define the model deployment properties using the following parameters: deployment = deployer.deploy( model_id="", display_name="Model Deployment Demo using ADS", - instance_shape="VM.Standard2.1", + instance_shape="VM.Standard.E4.Flex", instance_count=1, + memory_in_gbs=6, # Applicable for the flexible shapes for example, “VM.Standard.E4.Flex”. + ocpus=2, # Applicable for the flexible shapes for example, “VM.Standard.E4.Flex”. project_id="", compartment_id="", # The following are optional diff --git a/docs/source/user_guide/model_deployment/properties.rst b/docs/source/user_guide/model_deployment/properties.rst index c1b7b2ea6..a90484250 100644 --- a/docs/source/user_guide/model_deployment/properties.rst +++ b/docs/source/user_guide/model_deployment/properties.rst @@ -21,11 +21,17 @@ The ``ModelDeploymentProperties`` class is a container to store model deployment ).with_logging_configuration( "", "", "", "" ).with_instance_configuration( - config={"INSTANCE_SHAPE":"VM.Standard2.1", "INSTANCE_COUNT":"1",'bandwidth_mbps':10} + config={ + "INSTANCE_SHAPE":"VM.Standard.E4.Flex", + "INSTANCE_COUNT":"1", + "bandwidth_mbps":10, + "memory_in_gbs":10, + "ocpus":1 + } ) -Alternatively, you could specify a ``model_uri`` instead of a ``model_id``. The -``model_uri`` is the path to the directory containing the model artifact. This can be a local path or +Alternatively, you can specify a ``model_uri`` instead of a ``model_id``. The +``model_uri`` is the path to the directory containing the model artifact. This can be a local path or the URI of Object Storage. For example, ``oci://your_bucket@your_namespace/path/to/dir``. .. code-block:: python3 @@ -47,7 +53,11 @@ The ``ModelDeployment`` class has a number of attributes that provide informatio * ``description``: Description of the model deployment. * ``display_name``: Name of the model that is displayed in the Console. * ``freeform_tags``: User-defined tags. +* ``instance_count``: The number of instances to deploy. +* ``instance_shape``: The instance compute shape to use. For example, “VM.Standard2.1”. +* ``memory_in_gbs``: The size of the memory of the model deployment instance in GBs. Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. * ``model_id``: OCID of the deployed model. +* ``ocpus``: The ocpus count of the model deployment instance. Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. * ``project_id``: OCID of the project the model deployment belongs to. To access these properties use the ``.properties`` accessor on a ``ModelDeployment`` object. For example, to determine the OCID of the project that a model deployment is associated with, use the command: diff --git a/docs/source/user_guide/model_registration/_template/delete_deployment.rst b/docs/source/user_guide/model_registration/_template/delete_deployment.rst new file mode 100644 index 000000000..a26052fb3 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/delete_deployment.rst @@ -0,0 +1,9 @@ +Use the ``.delete_deployment()`` method on the serialization model object to delete a model deployment. You must delete a model deployment before deleting its associated model from the model catalog. + +Each time you call the ``.deploy()`` method, it creates a new deployment. Only the most recent deployment is attached to the object. + +The ``.delete_deployment()`` method deletes the most recent deployment and takes the following optional parameter: + +- ``wait_for_completion: (bool, optional)``. Defaults to ``False`` and the process runs in the background. If set to ``True``, the method returns when the model deployment is deleted. + + diff --git a/docs/source/user_guide/model_registration/_template/deploy.rst b/docs/source/user_guide/model_registration/_template/deploy.rst new file mode 100644 index 000000000..874a42cf4 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/deploy.rst @@ -0,0 +1,12 @@ +You can use the ``.deploy()`` method to deploy a model. You must first save the model to the model catalog, and then deploy it. + +The ``.deploy()`` method returns a ``ModelDeployment`` object. Specify deployment attributes such as display name, instance type, number of instances, maximum router bandwidth, and logging groups. The API takes the following parameters: + +See `API documentation <../../ads.model.html#id1>`__ for more details about the parameters. + + +.. admonition:: Tips + + * Providing ``deployment_access_log_id`` and ``deployment_predict_log_id`` helps in debugging your model inference setup. + * Default Load Balancer configuration has bandwidth of 10 Mbps. `Refer service document to help you choose the right setup. `_ + * Check for supported instance shapes `here `_ . diff --git a/docs/source/user_guide/model_registration/_template/initialize.rst b/docs/source/user_guide/model_registration/_template/initialize.rst new file mode 100644 index 000000000..2afc19c66 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/initialize.rst @@ -0,0 +1,24 @@ +The ``properties`` is an instance of the ``ModelProperties`` class and has the following predefined fields: + +- ``bucket_uri``: str +- ``compartment_id``: str +- ``deployment_access_log_id``: str +- ``deployment_bandwidth_mbps``: int +- ``deployment_instance_count``: int +- ``deployment_instance_shape``: str +- ``deployment_log_group_id``: str +- ``deployment_predict_log_id``: str +- ``deployment_memory_in_gbs``: Union[float, int] +- ``deployment_ocpus``: Union[float, int] +- ``inference_conda_env``: str +- ``inference_python_version``: str +- ``overwrite_existing_artifact``: bool +- ``project_id``: str +- ``remove_existing_artifact``: bool +- ``training_conda_env``: str +- ``training_id``: str +- ``training_python_version``: str +- ``training_resource_id``: str +- ``training_script_path``: str + +By default, ``properties`` is populated from the environment variables when not specified. For example, in notebook sessions the environment variables are preset and stored in project id (``PROJECT_OCID``) and compartment id (``NB_SESSION_COMPARTMENT_OCID``). So ``properties`` populates these environment variables, and uses the values in methods such as ``.save()`` and ``.deploy()``. Pass in values to overwrite the defaults. When you use a method that includes an instance of ``properties``, then ``properties`` records the values that you pass in. For example, when you pass ``inference_conda_env`` into the ``.prepare()`` method, then ``properties`` records the value. To reuse the properties file in different places, you can export the properties file using the ``.to_yaml()`` method then reload it into a different machine using the ``.from_yaml()`` method. \ No newline at end of file diff --git a/docs/source/user_guide/model_registration/_template/loading_model_artifact.rst b/docs/source/user_guide/model_registration/_template/loading_model_artifact.rst new file mode 100644 index 000000000..b5dd3f2fd --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/loading_model_artifact.rst @@ -0,0 +1,12 @@ +Model Artifact +-------------- + +A model artifact is a collection of files used to create a model deployment. Some example files included in a model artifact are the serialized model, ``score.py``, and ``runtime.yaml``. You can store your model artifact in a local directory, in a ZIP or TAR format. Then use the ``.from_model_artifact()`` method to import the model artifact into the serialization model class. The ``.from_model_artifact()`` method takes the following parameters: + +* ``artifact_dir`` (str): Artifact directory to store the files needed for deployment. +* ``auth`` (Dict, optional): Defaults to ``None``. The default authentication is set using the ``ads.set_auth`` API. To override the default, use ``ads.common.auth.api_keys()`` or ``ads.common.auth.resource_principal()`` and create the appropriate authentication signer and the ``**kwargs`` required to instantiate the ``IdentityClient`` object. +* ``force_overwrite`` (bool, optional): Defaults to ``False``. If ``True``, it will overwrite existing files. +* ``model_file_name`` (str): The serialized model file name. +* ``properties`` (ModelProperties, optional): Defaults to ``None``. ``ModelProperties`` object required to save and deploy the model. +* ``uri`` (str): The path to the folder, ZIP, or TAR file that contains the model artifact. The model artifact must contain the serialized model, the ``score.py``, ``runtime.yaml`` and other files needed for deployment. The content of the URI is copied to the ``artifact_dir`` folder. + diff --git a/docs/source/user_guide/model_registration/_template/loading_model_catalog.rst b/docs/source/user_guide/model_registration/_template/loading_model_catalog.rst new file mode 100644 index 000000000..7027f9745 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/loading_model_catalog.rst @@ -0,0 +1,17 @@ +Model Catalog +------------- + +To populate a serialization model object from a model stored in the model catalog, call the ``.from_model_catalog()`` method. This method uses the model OCID to download the model artifacts, write them to the ``artifact_dir``, and update the serialization model object. The ``.from_model_catalog()`` method takes the following parameters: + +* ``artifact_dir`` (str): Artifact directory to store the files needed for deployment. +* ``auth`` (Dict, optional): Defaults to ``None``. The default authentication is set using the ``ads.set_auth`` API. To override the default, use ``ads.common.auth.api_keys()`` or ``ads.common.auth.resource_principal()`` and create the appropriate authentication signer and the ``**kwargs`` required to instantiate the ``IdentityClient`` object. +* ``bucket_uri`` (str, optional). Defaults to ``None``. The OCI Object Storage URI where model artifacts will be copied to. The ``bucket_uri`` is only necessary for uploading large artifacts with size greater than 2GB. Example: ``oci://@/prefix/``. +* ``force_overwrite`` (bool, optional): Defaults to ``False``. If ``True``, it will overwrite existing files. +* ``model_id`` (str): The model OCID. +* ``model_file_name`` (str): The serialized model file name. +* ``overwrite_existing_artifact`` (bool, optional). Defaults to ``True``. Overwrite target bucket artifact if exists. +* ``properties`` (ModelProperties, optional): Defaults to None. Define the properties to save and deploy the model. +* ``**kwargs``: + - ``compartment_id`` (str, optional): Compartment OCID. If not specified, the value will be taken from the environment variables. + - ``timeout`` (int, optional): Defaults to 10 seconds. The connection timeout in seconds for the client. + diff --git a/docs/source/user_guide/model_registration/_template/loading_model_deployment.rst b/docs/source/user_guide/model_registration/_template/loading_model_deployment.rst new file mode 100644 index 000000000..cd9769766 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/loading_model_deployment.rst @@ -0,0 +1,18 @@ +Model Deployment +---------------- + +.. versionadded:: 2.6.2 + +To populate a serialization model object from a model deployment, call the ``.from_model_deployment()`` method. This method accepts a model deployment OCID. It downloads the model artifacts, writes them to the model artifact directory (``artifact_dir``), and updates the serialization model object. The ``.from_model_deployment()`` method takes the following parameters: + +* ``artifact_dir`` (str): Artifact directory to store the files needed for deployment. +* ``auth`` (Dict, optional): Defaults to ``None``. The default authentication is set using the ``ads.set_auth`` API. To override the default, use ``ads.common.auth.api_keys()`` or ``ads.common.auth.resource_principal()``. Supply the appropriate authentication signer and the ``**kwargs`` required to instantiate an ``IdentityClient`` object. +* ``bucket_uri`` (str, optional). Defaults to ``None``. The OCI Object Storage URI where model artifacts are copied to. The ``bucket_uri`` is only necessary for uploading large artifacts with size greater than 2 GB. For example, ``oci://@/prefix/``. +* ``force_overwrite`` (bool, optional): Defaults to ``False``. If ``True``, it will overwrite existing files in the artifact directory. +* ``model_deployment_id`` (str): The model deployment OCID. +* ``model_file_name`` (str): The serialized model file name. +* ``overwrite_existing_artifact`` (bool, optional). Defaults to ``True``. Overwrite target bucket artifact if exists. +* ``properties`` (ModelProperties, optional): Defaults to ``None``. Define the properties to save and deploy the model. +* ``**kwargs``: + - ``compartment_id`` (str, optional): Compartment OCID. If not specified, the value will be taken from the environment variables. + - ``timeout`` (int, optional): Defaults to 10 seconds. The connection timeout in seconds for the client. \ No newline at end of file diff --git a/docs/source/user_guide/model_registration/_template/overview.rst b/docs/source/user_guide/model_registration/_template/overview.rst new file mode 100644 index 000000000..f41beadda --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/overview.rst @@ -0,0 +1,2 @@ +The ``.verify()`` method simulates a model deployment by calling the ``load_model()`` and ``predict()`` methods in the ``score.py`` file. With the ``.verify()`` method, you can debug your ``score.py`` file without deploying any models. The ``.save()`` method deploys a model artifact to the model catalog. The ``.deploy()`` method deploys a model to a REST endpoint. + diff --git a/docs/source/user_guide/model_registration/_template/predict.rst b/docs/source/user_guide/model_registration/_template/predict.rst new file mode 100644 index 000000000..9d8afb77e --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/predict.rst @@ -0,0 +1,5 @@ +To invoke the endpoint of your deployed model, call the ``.predict()`` method. The ``.predict()`` method sends a request to the deployed endpoint, and computes the inference values based on the data that you input in the ``.predict()`` method. + +See how to deploy and invoke deployed endpoint for different frameworks :doc:`here`. + +See `API documentation <../../ads.model.html#id6>`__ for more details about the parameters. diff --git a/docs/source/user_guide/model_registration/_template/prepare.rst b/docs/source/user_guide/model_registration/_template/prepare.rst new file mode 100644 index 000000000..1d590a480 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/prepare.rst @@ -0,0 +1,23 @@ +The ``.prepare()`` method serializes the model and prepares and saves the ``score.py`` and ``runtime.yaml`` files using the following parameters: + +* ``as_onnx`` (bool, optional): Defaults to ``False``. If ``True``, it will serialize as an ONNX model. +* ``force_overwrite`` (bool, optional): Defaults to ``False``. If ``True``, it will overwrite existing files. +* ``ignore_pending_changes`` (bool): Defaults to ``False``. If ``False``, it will ignore the pending changes in Git. +* ``inference_conda_env`` (str, optional): Defaults to ``None``. Can be either slug or the Object Storage path of the conda environment. You can only pass in slugs if the conda environment is a Data Science service environment. +* ``inference_python_version`` (str, optional): Defaults to ``None``. The version of Python to use in the model deployment. +* ``max_col_num`` (int, optional): Defaults to ``utils.DATA_SCHEMA_MAX_COL_NUM``. Do not automatically generate the input schema if the input data has more than this number of features. +* ``model_file_name`` (str): Name of the serialized model. +* ``namespace`` (str, optional): Namespace of the OCI region. This is used for identifying which region the service environment is from when you provide a slug to the ``inference_conda_env`` or ``training_conda_env`` parameters. +* ``training_conda_env`` (str, optional): Defaults to ``None``. Can be either slug or object storage path of the conda environment that was used to train the model. You can only pass in a slug if the conda environment is a Data Science service environment. +* ``training_id`` (str, optional): Defaults to value from environment variables. The training OCID for the model. Can be a notebook session or job OCID. +* ``training_python_version`` (str, optional): Defaults to None. The version of Python used to train the model. +* ``training_script_path`` (str): Defaults to ``None``. The training script path. +* ``use_case_type`` (str): The use case type of the model. Use it with the ``UserCaseType`` class or the string provided in ``UseCaseType``. For example, ``use_case_type=UseCaseType.BINARY_CLASSIFICATION`` or ``use_case_type="binary_classification"``, see the ``UseCaseType`` class to see all supported types. +* ``X_sample`` (Union[list, tuple, pd.Series, np.ndarray, pd.DataFrame]): Defaults to ``None``. A sample of the input data. It is used to generate the input schema. +* ``y_sample`` (Union[list, tuple, pd.Series, np.ndarray, pd.DataFrame]): Defaults to None. A sample of output data. It is used to generate the output schema. +* ``**kwarg``: + - ``impute_values`` (dict, optional): The dictionary where the key is the column index (or names is accepted for Pandas dataframe), and the value is the imputed value for the corresponding column. + +.. versionadded:: 2.6.3 + +If you run the code using a service conda pack in a notebook session, you do not need to pass ``inference_conda_env``. The ``.prepare()`` method automatically tries to detect the conda environment. \ No newline at end of file diff --git a/docs/source/user_guide/model_registration/_template/prepare_save_deploy.rst b/docs/source/user_guide/model_registration/_template/prepare_save_deploy.rst new file mode 100644 index 000000000..5e44c48d5 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/prepare_save_deploy.rst @@ -0,0 +1,101 @@ +.. versionadded:: 2.6.3 + +The ``.prepare_save_deploy()`` method is a shortcut for the functions ``.prepare()``, ``.save()``, and ``.deploy()``. This method returns a ``ModelDeployment`` object and is available for all frameworks. The method takes the following parameters: + +* ``inference_conda_env``: (str, optional). Defaults to None. + Can either be a slug or an object storage path for the conda pack. + You can only pass in slugs if the conda pack is a service pack. +* ``inference_python_version``: (str, optional). Defaults to None. + The Python version to use in the deployment. +* ``training_conda_env``: (str, optional). Defaults to None. + Can either be a slug or an object storage path for the conda pack. + You can only pass in slugs if the conda pack is a service pack. +* ``training_python_version``: (str, optional). Defaults to None. + Python version to use for training. +* ``model_file_name``: (str). + Name of the serialized model. +* ``as_onnx``: (bool, optional). Defaults to False. + Whether to serialize as ONNX model. +* ``initial_types``: (list[Tuple], optional). + Defaults to None. Only used for SklearnModel, LightGBMModel and XGBoostModel. + Each element is a tuple of a variable name and a type. + Check this link :ref:`http://onnx.ai/sklearn-onnx/api_summary.html#id2>` for + explanations and examples for ``initial_types``. +* ``force_overwrite``: (bool, optional). Defaults to False. + Whether to overwrite existing files. +* ``namespace``: (str, optional). + Namespace of region. Use this parameter to identify the service pack region + when you pass a slug to ``inference_conda_env`` and ``training_conda_env``. +* ``use_case_type``: str + The use case type of the model. Assign a value using the``UseCaseType`` class or provide a string in ``UseCaseType``. For + example, use_case_type=UseCaseType.BINARY_CLASSIFICATION or use_case_type="binary_classification". Check + the ``UseCaseType`` class to see supported types. +* ``X_sample``: Union[list, tuple, pd.Series, np.ndarray, pd.DataFrame]. Defaults to None. + A sample of input data used to generate input schema. +* ``y_sample``: Union[list, tuple, pd.Series, np.ndarray, pd.DataFrame]. Defaults to None. + A sample of output data used to generate output schema. +* ``training_script_path``: str. Defaults to None. + Training script path. +* ``training_id``: (str, optional). Defaults to value from environment variables. + The training OCID for model. Can be notebook session or job OCID. +* ``ignore_pending_changes``: bool. Defaults to False. + Whether to ignore pending changes in git. +* ``max_col_num``: (int, optional). Defaults to ``utils.DATA_SCHEMA_MAX_COL_NUM``. + Do not generate the input schema if the input has more than this + number of features(columns). +* ``model_display_name``: (str, optional). Defaults to None. + The name of the model. +* ``model_description``: (str, optional). Defaults to None. + The description of the model. +* ``model_freeform_tags`` : Dict(str, str), Defaults to None. + Freeform tags for the model. +* ``model_defined_tags`` : (Dict(str, dict(str, object)), optional). Defaults to None. + Defined tags for the model. +* ``ignore_introspection``: (bool, optional). Defaults to None. + Determine whether to ignore the result of model introspection or not. + If set to True, the save will ignore all model introspection errors. +* ``wait_for_completion`` : (bool, optional). Defaults to True. + Determine whether to wait for deployment to complete before proceeding. +* ``display_name``: (str, optional). Defaults to None. + The name of the model. +* ``description``: (str, optional). Defaults to None. + The description of the model. +* ``deployment_instance_shape``: (str, optional). Default to ``VM.Standard2.1``. + The shape of the instance used for deployment. +* ``deployment_instance_count``: (int, optional). Defaults to 1. + The number of instances used for deployment. +* ``deployment_bandwidth_mbps``: (int, optional). Defaults to 10. + The bandwidth limit on the load balancer in Mbps. +* ``deployment_log_group_id``: (str, optional). Defaults to None. + The oci logging group id. The access log and predict log share the same log group. +* ``deployment_access_log_id``: (str, optional). Defaults to None. + The access log OCID for the access logs. :ref:`https://docs.oracle.com/iaas/data-science/using/model_dep_using_logging.htm>` +* ``deployment_predict_log_id``: (str, optional). Defaults to None. + The predict log OCID for the predict logs. :ref:`https://docs.oracle.com/iaas/data-science/using/model_dep_using_logging.htm>` +* ``deployment_memory_in_gbs``: (float, optional). Defaults to ``None``. + Specifies the size of the memory of the model deployment instance in GBs. + Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. +* ``deployment_ocpus``: (float, optional). Defaults to ``None``. + Specifies the ocpus count of the model deployment instance. + Applicable for the flexible shapes, for example, “VM.Standard.E4.Flex”. +* ``kwargs``: + * ``defined_tags``: (Dict[str, dict[str, object]], optional). Defaults to ``None``. + Defined tags of the model and model deployment. + * ``freeform_tags``: (Dict[str, str], optional). Defaults to ``None``. + Freeform tags of the model and model deployment. + * ``impute_values``: (dict, optional). + The dictionary where the key is the column index (or names is accepted + for pandas dataframe) and the value is the impute value for the corresponding column. + * ``project_id``: (str, optional). + Project OCID. If not specified, gets the value either + from the environment variables or model properties. + * ``compartment_id`` : (str, optional). + Compartment OCID. If not specified, gets the value either + from the environment variables or model properties. + * ``timeout``: (int, optional). Defaults to 10 seconds. + The connection timeout in seconds for the client. + * ``max_wait_time`` : (int, optional). Defaults to 1200 seconds. + Maximum amount of time to wait in seconds. + Negative values imply infinite wait time. + * ``poll_interval`` : (int, optional). Defaults to 60 seconds. + Poll interval in seconds. diff --git a/docs/source/user_guide/model_registration/_template/save.rst b/docs/source/user_guide/model_registration/_template/save.rst new file mode 100644 index 000000000..db4db4b5b --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/save.rst @@ -0,0 +1,18 @@ +After you are satisfied with the performance of your model and have verified that the ``score.py`` file is working, use the ``.save()`` method to save the model to the model catalog. The ``.save()`` method bundles up the model artifacts, stores them in the model catalog, and returns the model OCID. + +The ``.save()`` method stores the model artifacts in the model catalog. It takes the following parameters: + +* ``bucket_uri`` (str, optional). Defaults to ``None``. The OCI Object Storage URI where model artifacts aree copied to. The ``bucket_uri`` is only necessary for uploading large artifacts with size greater than 2 GB. For example, ``oci://@/prefix/``. +* ``defined_tags`` (Dict(str, dict(str, object)), optional): Defaults to ``None``. Defined tags for the model. +* ``description`` (str, optional): Defaults to ``None``. The description of the model. +* ``display_name`` (str, optional): Defaults to ``None``. The name of the model. +* ``freeform_tags`` Dict(str, str): Defaults to ``None``. Free form tags for the model. +* ``ignore_introspection`` (bool, optional): Defaults to ``None``. Determines whether to ignore the result of model introspection or not. If set to ``True``, then ``.save()`` ignores all model introspection errors. +* ``overwrite_existing_artifact`` (bool, optional). Defaults to ``True``. Overwrite target bucket artifact if exists. +* ``remove_existing_artifact`` (bool, optional). Defaults to ``True``. Whether artifacts uploaded to the Object Storage bucket is removed or not. +* ``**kwargs``: + - ``compartment_id`` (str, optional): Compartment OCID. If not specified, the value is taken either from the environment variables or model properties. + - ``project_id`` (str, optional): Project OCID. If not specified, the value is taken either from the environment variables or model properties. + - ``timeout`` (int, optional): Defaults to 10 seconds. The connection timeout in seconds for the client. + +The ``.save()`` method reloads ``score.py`` and ``runtime.yaml`` files from disk to find any changes that have been made to the files. If ``ignore_introspection=False``, then it conducts an introspection test to determine if the model deployment may have issues. If potential problems are detected, it suggests possible remedies. Lastly, it uploads the artifacts to the model catalog and returns the model OCID. You can also call ``.instrospect()`` to conduct the test any time after you call ``.prepare()``. \ No newline at end of file diff --git a/docs/source/user_guide/model_registration/_template/score.rst b/docs/source/user_guide/model_registration/_template/score.rst new file mode 100644 index 000000000..e098db6cf --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/score.rst @@ -0,0 +1,72 @@ +score.py +-------- + +In the prepare step, the service automatically generates a ``score.py`` file in the artifact directory. + + +``score.py`` is used by the Data Science Model Deployment service to generate predictions in the input feature. Here is a minimal ``score.py`` implementation - + +.. code-block:: python3 + + import joblib + model_name = "model.joblib" + + def load_model(): # load_model must mandatorily return ``not None`` object. + + model = None + with open(os.path.join(os.path.dirname(os.path.realpath(__file__)), model_file_name), "rb") as mfile: + model = joblib.load(mfile) + return model + + def predict(data, model=load_model()): + return model.predict(data).tolist() + + +ADS autogenerates framework specific score.py which provides following functionality - + +* Parse the input data and convert to pandas dataframe/numpy array/list +* Ensure the data type after converting to pandas dataframe matches the training time. This is achieved using the schema definition generated during ``prepare`` step. +* Serialize prediction generated by the model such that it is json serializable to avoid deployment runtime errors + +You could customize the score.py to fit your use case. The most common use case for changing the ``score.py`` file is to add preprocessing and postprocessing steps to the ``predict()`` method. + +Refer Cusotmization section for how to change and verify the model artifacts. + +The ``score.py`` consists of multiple functions among which the ``load_model`` and ``predict`` are most important. + +load_model +~~~~~~~~~~ + +During deployment, the ``load_model`` method loads the serialized model. The ``load_model`` method is always fully populated, except when you set ``serialize=False`` for ``GenericModel``. + +- For the ``GenericModel`` class, if you choose ``serialize=True`` in the init function, the model is pickled and the ``score.py`` is fully auto-populated to support loading the pickled model. Otherwise, the user is responsible to fill the ``load_model``. +- For other frameworks, this part is fully populated. + +**Note**: ``load_model`` should return ``not None`` value for successful deployment. + +predict +~~~~~~~ + +The ``predict`` method is triggered every time a payload is sent to the model deployment endpoint. The method takes the payload and the loaded model as inputs. Based on the payload, the method returns the predicted results output by the model. + +pre_inference +~~~~~~~~~~~~~ + +If the payload passed to the endpoint needs preprocessing, this function does the preprocessing step. The user is fully responsible for the preprocessing step. + +post_inference +~~~~~~~~~~~~~~ + +If the predicted result from the model needs some postprocessing, the user can put the logic in this function. + +deserialize +~~~~~~~~~~~ + +When you use the ``.verify()`` or ``.predict()`` methods from model classes such as ``GenericModel`` or ``SklearnModel``, if the data passed in is not in bytes or JsonSerializable, the models try to serialize the data. For example, if a pandas dataframe is passed and not accepted by the deployment endpoint, the pandas dataframe is converted to JSON internally. When the ``X_sample`` variable is passed into the ``.prepare()`` function, the data type of pandas dataframe is passed to the endpoint, and the schema of the dataframe is recorded in the ``input_schema.json`` file. Then, the JSON payload is sent to the endpoint. Because the model expects to take a pandas dataframe, the ``.deserialize()`` method converts the JSON back to the pandas dataframe using the schema and the data type. For all frameworks except for the ``GenericModel`` class, the ``.deserialize()`` method is auto-populated. Note that for each framework, only specific data types are supported. + +Starting from .. versionadded:: 2.6.3, you can send the bytes to the endpoint directly. If the bytes payload is sent to the endpoint, bytes are passed directly to the model. If the model expects a specific data format, you need to write the conversion logic yourself. + +fetch_data_type_from_schema +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +This function is used to load the schema from the ``input_schema.json`` when needed. diff --git a/docs/source/user_guide/model_registration/_template/summary_status.rst b/docs/source/user_guide/model_registration/_template/summary_status.rst new file mode 100644 index 000000000..251e3288c --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/summary_status.rst @@ -0,0 +1,4 @@ +You can call the ``.summary_status()`` method after a model serialization instance such as ``AutoMLModel``, ``GenericModel``, ``SklearnModel``, ``TensorFlowModel``, or ``PyTorchModel`` is created. The ``.summary_status()`` method returns a Pandas dataframe that guides you through the entire workflow. It shows which methods are available to call and which ones aren't. Plus it outlines what each method does. If extra actions are required, it also shows those actions. + +The following image displays an example summary status table created after a user initiates a model instance. The table's Step column displays a Status of Done for the initiate step. And the ``Details`` column explains what the initiate step did such as generating a ``score.py`` file. The Step column also displays the ``prepare()``, ``verify()``, ``save()``, ``deploy()``, and ``predict()`` methods for the model. The Status column displays which method is available next. After the initiate step, the ``prepare()`` method is available. The next step is to call the ``prepare()`` method. + diff --git a/docs/source/user_guide/model_registration/_template/verify.rst b/docs/source/user_guide/model_registration/_template/verify.rst new file mode 100644 index 000000000..2af4d5cd7 --- /dev/null +++ b/docs/source/user_guide/model_registration/_template/verify.rst @@ -0,0 +1,4 @@ +If you update the ``score.py`` file included in a model artifact, you can verify your changes, without deploying the model. With the ``.verify()`` method, you can debug your code without having to save the model to the model catalog and then deploying it. The ``.verify()`` method takes a set of test parameters and performs the prediction by calling the ``predict()`` function in ``score.py``. It also runs the ``load_model()`` function to load the model. + +The ``verify()`` method tests whether the ``.predict()`` API works in the local environment and it takes the following parameter: + diff --git a/docs/source/user_guide/model_registration/figures/custom_metadata.png b/docs/source/user_guide/model_registration/figures/custom_metadata.png new file mode 100644 index 0000000000000000000000000000000000000000..2941e5a715ef343fc24da0a04a248d2c47834010 GIT binary patch literal 77987 zcmd43bzD?!8#PLINOyyDqaec2pny_}LxV_3cXvt((k&^9(%m54pro{Pcf)tjlfLiw zdd@%RkMsP7$2~K9cHD8@YprWt`;GEbIcyAa3^+JA?8lF!RpH=}k>TLrUC~g$CwGe! z3&0ymGbt(M$5K+X%68VqW)?6q}tnil<=2zd zcNC6~ET@l_%jUAew7JegN=8b?$K%sVk#(`EWh2BlW+@xe-owYUCW?aLM*kJ#Cn>4Z z0S`}zl}w1)fU*ADJFoO7vR}M~#-cgHEeXai3K%k=X^DjU`j&0p-jeuYVg0!EaazB= zz4br6y`4M8!rGF-!kSTs!$8tJPbPPf2aT$31buA$p5C0$cFlj~x8L z!6C*3!J&eG@xh;TCc@v}A|q!a{=E(F3foaaP3rMu@UNPoosp51y{WZB6bW(@IMle= zGpGafiK4KfwI!FqE9;j=TrQS2u%Ez*xCnzyOCtvZS{F+TD|=xVQTjjj5C+?@kGbh- z|JcRBT$CRAM448~+Rljf9+vSz zocXz|?M%3NA3S)#&BMpd$Hxiw;IwzOaxie=w6bUT^B{j8N7~5V(9X=p!OYr<7Is{N zm)4FBqV)8z6aDkwpVw*RV)pNutnB}~EpUU}uy43|xp=t$IX3vI2<%f~WiuBe3#hc2 zC1@US4hS!w&^?hqe(-;N_3tVF{ONOhBReT;OYlnv$iEHz*N=bw^1pxh$2m3rJtx1Q z;IF6r<(t2LDZ&lA^53=!^sIt_w>BWe2s4o)2Iv9!c97x=9-@V8g9*SK0x4G*9*l`e5`kG1DVyairh9WXTY+Blw&@QV_x8-TBRn2SF9% zBW;Ke+W&qvv&f3ex2SCSZaT^Q_C)d$albh_I4fy8+9Ot>P*IziFTXj557^-YA1wm? 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The data is then split using a 80/20 ratio. The training is performed on 80% of the data. Model testing is performed on the remaining 20% of the data to evaluate how well the model generalizes. - -.. code-block:: python3 - - feature_name = ['CreditScore', 'Geography', 'Gender', 'Age', 'Tenure', 'Balance', - 'NumOfProducts', 'HasCrCard', 'IsActiveMember', 'EstimatedSalary'] - - response_name = ['Exited'] - data = df[[val for sublist in [feature_name, response_name] for val in sublist]].copy() - - # Encode the category columns - for col in ['Geography', 'Gender']: - data.loc[:, col] = LabelEncoder().fit_transform(data.loc[:, col]) - - # Do an 80/20 split for the training and test data - train, test = train_test_split(data, test_size=0.2, random_state=42) - - # Scale the features and split the features away from the response - sc = StandardScaler() # Feature Scaling - X_train = sc.fit_transform(train.drop('Exited', axis=1).to_numpy()) - X_test = sc.transform(test.drop('Exited', axis=1).to_numpy()) - y_train = train.loc[:, 'Exited'].to_numpy() - y_test = test.loc[:, 'Exited'].to_numpy() - -The following shows the neural network architecture. It is a sequential model with an input layer with 10 nodes. It has two hidden layers with 255 densely connected nodes and the ReLu activation function. The output layer has a single node with a sigmoid activation function because the model is doing binary classification. The optimizer is Adam and the loss function is binary cross-entropy. The model is optimized on the accuracy metric. This takes several minutes to run. - -.. code-block:: python3 - - keras_classifier = Sequential() - keras_classifier.add(Dense(units=1, kernel_initializer='uniform', activation='sigmoid')) - keras_classifier.add(Dense(units=255, kernel_initializer='uniform', activation='relu')) - keras_classifier.add(Dense(units=255, kernel_initializer='uniform', activation='relu', input_dim=10)) - keras_classifier.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy']) - keras_classifier.fit(X_train, y_train, batch_size=10, epochs=25) - -To evaluate this model, you could use ``sklearn`` or ADS. - -This example uses ``sklearn``: - -.. code-block:: python3 - - y_pred = keras_classifier.predict(X_test) - y_pred = (y_pred > 0.5) - - cm = confusion_matrix(y_test, y_pred) - auc = roc_auc_score(y_test, y_pred) - - print("confusion_matrix:\n", cm) - print("roc_auc_score", auc) - -This example uses the ADS evaluator package: - -.. code-block:: python3 - - from ads.common.data import MLData - from ads.common.model import ADSModel - from ads.evaluations.evaluator import ADSEvaluator - - eval_test = MLData.build(X = pd.DataFrame(sc.transform(test.drop('Exited', axis=1)), columns=feature_name), - y = pd.Series(test.loc[:, 'Exited']), - name = 'Test Data') - eval_train = MLData.build(X = pd.DataFrame(sc.transform(train.drop('Exited', axis=1)), columns=feature_name), - y = pd.Series(train.loc[:, 'Exited']), - name = 'Training Data') - clf = ADSModel.from_estimator(keras_classifier, name="Keras") - evaluator = ADSEvaluator(eval_test, models=[clf], training_data=eval_train) - -Scikit-Learn -************ - -The ``sklearn`` pipeline can be used to build a model on the same churn dataset that was used in the `Keras`_ section. The pipeline allows the model to contain multiple stages and transformations. Typically, there are pipeline stages for feature encoding, scaling, and so on. In this pipeline example, a ``LogisticRegression`` estimator is used: - -.. code-block:: python3 - - from sklearn.linear_model import LogisticRegression - from sklearn.pipeline import Pipeline - - pipeline_classifier = Pipeline(steps=[ - ('clf', LogisticRegression()) - ]) - - pipeline_classifier.fit(X_train, y_train) - -You can evaluate this model using ``sklearn`` or ADS. - -XGBoost -******* - -XGBoost is an optimized, distributed gradient boosting library designed to be efficient, flexible, and portable. It implements machine learning algorithms under the Gradient Boosting framework. XGBoost provides parallel tree boosting (also known as Gradient Boosting Decision Tree, Gradient Boosting Machines [GBM]) and can be used to solve a variety of data science applications. The unmodified code runs on several distributed environments (Hadoop, SGE, andMPI) and can processes billions of observations, see the `XGBoost Documentation `_. - -Import XGBoost with: - -.. code-block:: python3 - - from xgboost import XGBClassifier - - xgb_classifier = XGBClassifier(nthread=1) - xgb_classifier.fit(eval_train.X, eval_train.y) - -From the three estimators, we create three ADSModel objects. A ``Keras`` classifier, a ``sklearn`` pipeline with a single ``LogisticRegression`` stage, and an ``XGBoost`` model: - -.. code-block:: python3 - - from ads.common.model import ADSModel - from ads.evaluations.evaluator import ADSEvaluator - from ads.common.data import MLDataa - - keras_model = ADSModel.from_estimator(keras_classifier) - lr_model = ADSModel.from_estimator(lr_classifier) - xgb_model = ADSModel.from_estimator(xgb_classifier) - - evaluator = ADSEvaluator(eval_test, models=[keras_model, lr_model, xgb_model], training_data=eval_train) - evaluator.show_in_notebook() - -ADSTuner -******** - -In addition to the other services for training models, ADS includes a hyperparameter tuning framework called ``ADSTuner``. - -``ADSTuner`` supports using several hyperparameter search strategies that plug into common model architectures like ``sklearn``. - -``ADSTuner`` further supports users defining their own search spaces and strategies. This makes ADSTuner functional and useful with any ML library that doesn't include hyperparameter tuning. - -First, import the packages: - -.. code-block:: python3 - - import category_encoders as ce - import lightgbm - import logging - import numpy as np - import os - import pandas as pd - import pytest - import sklearn - import xgboost - - from ads.hpo.distributions import * - from ads.hpo.search_cv import ADSTuner, NotResumableError - from ads.hpo.stopping_criterion import * - from lightgbm import LGBMClassifier - from sklearn import preprocessing - from sklearn.compose import ColumnTransformer - from sklearn.datasets import load_iris, load_boston - from sklearn.decomposition import PCA - from sklearn.ensemble import AdaBoostRegressor, AdaBoostClassifier - from sklearn.feature_selection import SelectKBest, f_classif - from sklearn.impute import SimpleImputer - from sklearn.linear_model import SGDClassifier, LogisticRegression - from sklearn.metrics import make_scorer, f1_score - from sklearn.model_selection import train_test_split - from sklearn.pipeline import Pipeline - from sklearn.preprocessing import StandardScaler - from xgboost import XGBClassifier - -This is an example of running the ADSTuner on a support model SGD from ``sklearn``: - -.. code-block:: python3 - - model = SGDClassifier() ##Initialize the model - X, y = load_iris(return_X_y=True) - X_train, X_valid, y_train, y_valid = train_test_split(X, y) - tuner = ADSTuner(model, cv=3) ## cv is cross validation splits - tuner.search_space() ##This is the default search space - tuner.tune(X_train, y_train, exit_criterion=[NTrials(10)]) - -ADSTuner generates a tuning report that lists its trials, best performing hyperparameters, and performance statistics with: - -.. image:: figures/adstuner.png - -You can use ``tuner.best_score`` to get the best score on the scoring metric used (accessible as``tuner.scoring_name``) -The best selected parameters are obtained with ``tuner.best_params`` and the complete record of trials with ``tuner.trials`` - -If you have further compute resources and want to continue hyperparameter optimization on a model that has already been optimized, you can use: - -.. code-block:: python3 - - tuner.resume(exit_criterion=[TimeBudget(5)], loglevel=logging.NOTSET) - print('So far the best {} score is {}'.format(tuner.scoring_name, tuner.best_score)) - print("The best trial found was number: " + str(tuner.best_index)) - -``ADSTuner`` has some robust visualization and plotting capabilities: - -.. code-block:: python3 - - tuner.plot_best_scores() - tuner.plot_intermediate_scores() - tuner.search_space() - tuner.plot_contour_scores(params=['penalty', 'alpha']) - tuner.plot_parallel_coordinate_scores(params=['penalty', 'alpha']) - tuner.plot_edf_scores() - -These commands produce the following plots: - -.. image:: figures/contourplot.png -.. image:: figures/empiricaldistribution.png -.. image:: figures/intermediatevalues.png -.. image:: figures/optimizationhistory.png -.. image:: figures/parallelcoordinate.png - -``ADSTuner`` supports custom scoring functions and custom search spaces. This example uses a different model: - -.. code-block:: python3 - - model2 = LogisticRegression() - tuner = ADSTuner(model2, - strategy = { - 'C': LogUniformDistribution(low=1e-05, high=1), - 'solver': CategoricalDistribution(['saga']), - 'max_iter': IntUniformDistribution(500, 1000, 50)}, - scoring=make_scorer(f1_score, average='weighted'), - cv=3) - tuner.tune(X_train, y_train, exit_criterion=[NTrials(5)]) - -``ADSTuner`` doesn't support every model. The supported models are: - -* 'Ridge', -* 'RidgeClassifier', -* 'Lasso', -* 'ElasticNet', -* 'LogisticRegression', -* 'SVC', -* 'SVR', -* 'LinearSVC', -* 'LinearSVR', -* 'DecisionTreeClassifier', -* 'DecisionTreeRegressor', -* 'RandomForestClassifier', -* 'RandomForestRegressor', -* 'GradientBoostingClassifier', -* 'GradientBoostingRegressor', -* 'XGBClassifier', -* 'XGBRegressor', -* 'ExtraTreesClassifier', -* 'ExtraTreesRegressor', -* 'LGBMClassifier', -* 'LGBMRegressor', -* 'SGDClassifier', -* 'SGDRegressor' - -The ``AdaBoostRegressor`` model is not supported. This is an example of a custom strategy to use with this model: - -.. code-block:: python3 - - model3 = AdaBoostRegressor() - X, y = load_boston(return_X_y=True) - X_train, X_valid, y_train, y_valid = train_test_split(X, y) - tuner = ADSTuner(model3, strategy={'n_estimators': IntUniformDistribution(50, 100)}) - tuner.tune(X_train, y_train, exit_criterion=[TimeBudget(5)]) - -Finally, ``ADSTuner`` supports ``sklearn`` pipelines: - -.. code-block:: python3 - - df, target = pd.read_csv(os.path.join('~', 'advanced-ds', 'tests', 'vor_datasets', 'vor_titanic.csv')), 'Survived' - X = df.drop(target, axis=1) - y = df[target] - - numeric_features = X.select_dtypes(include=['int64', 'float64', 'int32', 'float32']).columns - categorical_features = X.select_dtypes(include=['object', 'category', 'bool']).columns - - y = preprocessing.LabelEncoder().fit_transform(y) - - X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.3, random_state=42) - - num_features = len(numeric_features) + len(categorical_features) - - numeric_transformer = Pipeline(steps=[ - ('num_imputer', SimpleImputer(strategy='median')), - ('num_scaler', StandardScaler()) - ]) - - categorical_transformer = Pipeline(steps=[ - ('cat_imputer', SimpleImputer(strategy='constant', fill_value='missing')), - ('cat_encoder', ce.woe.WOEEncoder()) - ]) - - preprocessor = ColumnTransformer( - transformers=[ - ('num', numeric_transformer, numeric_features), - ('cat', categorical_transformer, categorical_features) - ] - ) - - pipe = Pipeline( - steps=[ - ('preprocessor', preprocessor), - ('feature_selection', SelectKBest(f_classif, k=int(0.9 * num_features))), - ('classifier', LogisticRegression()) - ] - ) - - def customerize_score(y_true, y_pred, sample_weight=None): - score = y_true == y_pred - return np.average(score, weights=sample_weight) - - score = make_scorer(customerize_score) - ads_search = ADSTuner( - pipe, - scoring=score, - strategy='detailed', - cv=2, - random_state=42 - ) - ads_search.tune(X=X_train, y=y_train, exit_criterion=[NTrials(20)]) - -Example -======= - -A hyperparameter is a parameter that is used to control a learning process. This is in contrast to other parameters that are learned in the training process. The process of hyperparameter optimization is to search for hyperparameter values by building many models and assessing their quality. This notebook provides an overview of the ``ADSTuner`` hyperparameter optimization engine. ``ADSTuner`` can optimize any estimator object that follows the `scikit-learn API `__. - -.. code-block:: python3 - - import category_encoders as ce - import lightgbm - import logging - import numpy as np - import os - import pandas as pd - import sklearn - import time - - from ads.hpo.stopping_criterion import * - from ads.hpo.distributions import * - from ads.hpo.search_cv import ADSTuner, State - - from sklearn import preprocessing - from sklearn.compose import ColumnTransformer - from sklearn.datasets import load_iris, load_boston - from sklearn.decomposition import PCA - from sklearn.impute import SimpleImputer - from sklearn.linear_model import SGDClassifier, LogisticRegression - from sklearn.metrics import make_scorer, f1_score - from sklearn.model_selection import train_test_split - from sklearn.pipeline import Pipeline - from sklearn.preprocessing import StandardScaler - from sklearn.feature_selection import SelectKBest, f_classif - -Introduction ------------- - -Hyperparameter optimization requires a model, dataset, and an ``ADSTuner`` object to perform the search. - -``ADSTuner()`` Performs a hyperparameter search using `cross-validation `__. You can specify the number of folds you want to use with the ``cv`` parameter. - -The ``ADSTuner()`` needs a search space to tune the hyperparameters in so you use the ``strategy`` parameter. This parameter can be set in two ways. You can specify detailed search criteria or you can use the built-in defaults. For the supported model classes, ``ADSTuner`` provides ``perfunctory``\ and ``detailed`` search spaces that are optimized for the class of model that is being used. The ``perfunctory`` option is optimized for a small search space so that the most important hyperparameters are tuned. Generally, this option is used early in your search as it reduces the computational cost and allows you to assess the quality of the model class that you are using. The ``detailed`` search space instructs ``ADSTuner`` to cover a broad search space by tuning more hyperparameters. Typically, you would use it when you have determined what class of model is best suited for the dataset and type of problem you are working on. If you have experience with the dataset and have a good idea of what the best hyperparameter values are, you can explicitly specify the search space. You pass a dictionary that defines the search space into the ``strategy``. - -The parameter ``storage`` takes a database URL. For example, ``sqlite:////home/datascience/example.db``. When ``storage`` is set to the default value ``None``, a new sqlite database file is created internally in the ``tmp`` folder with a unique name. The name format is ``sqlite:////tmp/hpo_*.db``. ``study_name`` is the name of this study for this ``ADSTuner`` object. One ``ADSTuner`` object only has one ``study_name``. However, one database file can be shared among different ``ADSTuner`` objects. ``load_if_exists`` controls whether to load an existing study from an existing database file. If ``False``, it raises a ``DuplicatedStudyError`` when the ``study_name`` exists. - -The ``loglevel`` parameter controls the amount of logging information displayed in the notebook. - -This notebook uses the scikit-learn ``SGDClassifer()`` model and the iris dataset. This model object is a regularized linear model with `stochastic gradient descent `__ (SGD) used to optimize the model parameters. - -The next cell creates the ``SGDClassifer()`` model, initialize an ``ADSTuner`` object, and loads the iris data. - -.. code-block:: python3 - - tuner = ADSTuner(SGDClassifier(), cv=3, loglevel=logging.WARNING) - X, y = load_iris(return_X_y=True) - -.. parsed-literal:: - - A new study created with name: hpo_22cfd4d5-c512-4e84-b7f8-d6d9c721ff05 - -Each model class has a set of hyperparameters that you need to optimized. The ``strategy`` attribute returns what strategy is being used. This can be ``perfunctory``, ``detailed``, or a dictionary that defines the strategy. The method ``search_space()`` always returns a dictionary of hyperparameters that are to be searched. Any hyperparameter that is required by the model, but is not listed, uses the default value that is defined by the model class. To see what search space is being used for your model class when ``strategy`` is ``perfunctory`` or ``detailed`` use the ``search_space()`` method to see the details. - -The ``adstuner_search_space_update.ipynb`` notebook has detailed examples about how to work with and update the search space. - -The following code snippet shows the search strategy and the search space. - -.. code-block:: python3 - - print(f'Search Space for strategy "{tuner.strategy}" is: \n {tuner.search_space()}') - -.. parsed-literal:: - - Search Space for strategy "perfunctory" is: - {'alpha': LogUniformDistribution(low=0.0001, high=0.1), 'penalty': CategoricalDistribution(choices=['l1', 'l2', 'none'])} - -The ``tune()`` method starts a tuning process. It has a synchronous and asynchronous mode for tuning. The mode is set with the ``synchronous`` parameter. When it is set to ``False``, the tuning process runs asynchronously so it runs in the background and allows you to continue your work in the notebook. When ``synchronous`` is set to ``True``, the notebook is blocked until ``tune()`` finishes running. The ``adntuner_sync_and_async.ipynb`` notebook illustrates this feature in a more detailed way. - -The ``ADSTuner`` object needs to know when to stop tuning. The ``exit_criterion`` parameter accepts a list of criteria that cause the tuning to finish. If any of the criteria are met, then the tuning process stops. Valid exit criteria are: - -* ``NTrials(n)``: Run for ``n`` number of trials. -* ``ScoreValue(s)``: Run until the score value exceeds ``s``. -* ``TimeBudget(t)``: Run for ``t`` seconds. - -The default behavior is to run for 50 trials (``NTrials(50)``). - -The stopping criteria are listed in the ``ads.hpo.stopping_criterion`` module. - -Synchronous Tuning ------------------- - -This section demonstrates how to perform a synchronous tuning process with the exit criteria based on the number of trials. In the next cell, the ``synchronous`` parameter is set to ``True`` and the ``exit_criterion`` is set to ``[NTrials(5)]``. - -.. code-block:: python3 - - tuner.tune(X, y, exit_criterion=[NTrials(5)], synchronous=True) - -You can access a summary of the trials by looking at the various attributes of the ``tuner`` object. The ``scoring_name`` attribute is a string that defines the name of the scoring metric. The ``best_score`` attribute gives the best score of all the completed trials. The ``best_params`` parameter defines the values of the hyperparameters that have to lead to the best score. Hyperparameters that are not in the search criteria are not reported. - -.. code-block:: python3 - - print(f"So far the best {tuner.scoring_name} score is {tuner.best_score} and the best hyperparameters are {tuner.best_params}") - - -.. parsed-literal:: - - So far the best mean accuracy score is 0.9666666666666667 and the best hyperparameters are {'alpha': 0.002623793623610696, 'penalty': 'none'} - -You can also look at the detailed table of all the trials attempted: - -.. code-block:: python3 - - tuner.trials.tail() - -.. raw:: html - -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
numbervaluedatetime_startdatetime_completedurationparams_alphaparams_penaltyuser_attrs_mean_fit_timeuser_attrs_mean_score_timeuser_attrs_mean_test_scoreuser_attrs_metricuser_attrs_split0_test_scoreuser_attrs_split1_test_scoreuser_attrs_split2_test_scoreuser_attrs_std_fit_timeuser_attrs_std_score_timeuser_attrs_std_test_scorestate
000.9666672021-04-21 20:04:03.5828012021-04-21 20:04:05.2767230 days 00:00:01.6939220.002624none0.1727700.0270710.966667mean accuracy1.000.940.960.0101700.0018640.024944COMPLETE
110.7600002021-04-21 20:04:05.2839222021-04-21 20:04:06.9687740 days 00:00:01.6848520.079668l20.1735050.0266560.760000mean accuracy0.700.860.720.0055570.0015180.071181COMPLETE
220.9600002021-04-21 20:04:06.9771502021-04-21 20:04:08.8081490 days 00:00:01.8309990.017068l10.1854230.0285920.960000mean accuracy1.000.920.960.0056610.0008070.032660COMPLETE
330.8533332021-04-21 20:04:08.8165612021-04-21 20:04:10.8247080 days 00:00:02.0081470.000168l20.1999040.0333030.853333mean accuracy0.740.940.880.0056770.0010500.083799COMPLETE
440.8266672021-04-21 20:04:10.8336502021-04-21 20:04:12.6010270 days 00:00:01.7673770.001671l20.1805340.0286270.826667mean accuracy0.800.960.720.0096590.0025080.099778COMPLETE
-
- - -Asynchronously Tuning +Hyperparameter Tuning --------------------- -``ADSTuner()`` tuner can be run in an asynchronous mode by setting ``synchronous=False`` in the ``tune()`` method. This allows you to run other Python commands while the tuning process is executing in the background. This section demonstrates how to run an asynchronous search for the optimal hyperparameters. It uses a stopping criteria of five seconds. This is controlled by the parameter ``exit_criterion=[TimeBudget(5)]``. - -The next cell starts an asynchronous tuning process. A loop is created that prints the best search results that have been detected so far by using the ``best_score`` attribute. It also displays the remaining time in the time budget by using the ``time_remaining`` attribute. The attribute ``status`` is used to exit the loop. - -.. code-block:: python3 - - # This cell will return right away since it's running asynchronous. - tuner.tune(exit_criterion=[TimeBudget(5)]) - while tuner.status == State.RUNNING: - print(f"So far the best score is {tuner.best_score} and the time left is {tuner.time_remaining}") - time.sleep(1) - -.. parsed-literal:: - - So far the best score is 0.9666666666666667 and the time left is 4.977275848388672 - So far the best score is 0.9666666666666667 and the time left is 3.9661824703216553 - So far the best score is 0.9666666666666667 and the time left is 2.9267797470092773 - So far the best score is 0.9666666666666667 and the time left is 1.912914752960205 - So far the best score is 0.9733333333333333 and the time left is 0.9021461009979248 - So far the best score is 0.9733333333333333 and the time left is 0 - -The attribute ``best_index`` gives you the index in the ``trials`` data frame where the best model is located. - -.. code-block:: python3 - - tuner.trials.loc[tuner.best_index, :] - -.. parsed-literal:: - - number 10 - value 0.98 - datetime_start 2021-04-21 20:04:17.013347 - datetime_complete 2021-04-21 20:04:18.623813 - duration 0 days 00:00:01.610466 - params_alpha 0.014094 - params_penalty l1 - user_attrs_mean_fit_time 0.16474 - user_attrs_mean_score_time 0.024773 - user_attrs_mean_test_score 0.98 - user_attrs_metric mean accuracy - user_attrs_split0_test_score 1.0 - user_attrs_split1_test_score 1.0 - user_attrs_split2_test_score 0.94 - user_attrs_std_fit_time 0.006884 - user_attrs_std_score_time 0.00124 - user_attrs_std_test_score 0.028284 - state COMPLETE - Name: 10, dtype: object - - -The attribute ``n_trials`` reports the number of successfully complete trials that were conducted. - -.. code-block:: python3 - - print(f"The total of trials was: {tuner.n_trials}.") - -.. parsed-literal:: - - The total of trials was: 11. - -Inspect Trials --------------- - -You can inspect the tuning trials performance using several built in plots. - -**Note**: If the tuning process is still running in the background, the plot runs in real time to update the new changes until the tuning -process completes. - -.. code-block:: python3 - - # tuner.tune(exit_criterion=[NTrials(5)], loglevel=logging.WARNING) # uncomment this line to see the real-time plot. - tuner.plot_best_scores() - -Plot the intermediate training scores. - -.. code-block:: python3 - - tuner.plot_intermediate_scores() - -Create a contour plot of the scores - -.. code-block:: python3 - - tuner.plot_contour_scores(params=['penalty', 'alpha']) - -Create a parallel coordinate plot of the scores. - -.. code-block:: python3 - - tuner.plot_parallel_coordinate_scores(params=['penalty', 'alpha']) - -Plot the empirical density function. - -.. code-block:: python3 - - tuner.plot_edf_scores() - -Plot how important each parameter is. - -.. code-block:: python3 - - tuner.plot_param_importance() - -Custom Search Space and Score ------------------------------ - -Instead of using a ``perfunctory`` or ``detailed`` strategy, define a custom search space strategy. - -The next cell, creates a ``LogisticRegression()`` model instance then defines a custom search space strategy for the three ``LogisticRegression()`` hyperparameters, ``C``, ``solver``, and ``max_iter`` parameters. - -You can define a custom ``scoring`` parameter, see Optimizing a scikit-learn ``Pipeline()``\ though this example uses the standard weighted average :math:`F_1`, ``f1_score``. - -.. code-block:: python3 - - tuner = ADSTuner(LogisticRegression(), - strategy = {'C': LogUniformDistribution(low=1e-05, high=1), - 'solver': CategoricalDistribution(['saga']), - 'max_iter': IntUniformDistribution(500, 2000, 50)}, - scoring=make_scorer(f1_score, average='weighted'), - cv=3) - tuner.tune(X, y, exit_criterion=[NTrials(5)], synchronous=True, loglevel=logging.WARNING) - -Change the Search Space -^^^^^^^^^^^^^^^^^^^^^^^ - -You can change the search space in the following three ways: - -* Add new hyperparameters -* Remove existing hyperparameters -* Modify the range of existing non-categorical hyperparameters - -**Note**: You can’t change the distribution of an existing hyperparameter or make any changes to a hyperparameter that is based on a categorical distribution. You need to initiate a new ``ADSTuner`` object for those cases. For more detailed information, review the ``adstuner_search_space_update.ipynb`` notebook. - -The code snippet switches to a ``detailed`` strategy. All previous values set for ``C``, ``solver``, and ``max_iter`` are kept, and ``ADSTuner`` infers distributions for the remaining hyperparameters. You can force an overwrite by setting ``overwrite=True``. - -.. code-block:: python3 - - tuner.search_space(strategy='detailed') - -.. parsed-literal:: - - {'C': LogUniformDistribution(low=1e-05, high=10), - 'solver': CategoricalDistribution(choices=['saga']), - 'max_iter': IntUniformDistribution(low=500, high=2000, step=50), - 'dual': CategoricalDistribution(choices=[False]), - 'penalty': CategoricalDistribution(choices=['elasticnet']), - 'l1_ratio': UniformDistribution(low=0, high=1)} - -Alternatively, you can edit a subset of the search space by changing the range. - -.. code-block:: python3 - - tuner.search_space(strategy={'C': LogUniformDistribution(low=1e-05, high=1)}) - -.. parsed-literal:: - - {'C': LogUniformDistribution(low=1e-05, high=1), - 'solver': CategoricalDistribution(choices=['saga']), - 'max_iter': IntUniformDistribution(low=500, high=2000, step=50), - 'dual': CategoricalDistribution(choices=[False]), - 'penalty': CategoricalDistribution(choices=['elasticnet']), - 'l1_ratio': UniformDistribution(low=0, high=1)} - -Here’s an example of using ``overwrite=True`` to reset to the default values for ``detailed``: - -.. code-block:: python3 - - tuner.search_space(strategy='detailed', overwrite=True) - -.. parsed-literal:: - - {'C': LogUniformDistribution(low=1e-05, high=10), - 'dual': CategoricalDistribution(choices=[False]), - 'penalty': CategoricalDistribution(choices=['elasticnet']), - 'solver': CategoricalDistribution(choices=['saga']), - 'l1_ratio': UniformDistribution(low=0, high=1)} - -.. code-block:: python3 - - tuner.tune(X, y, exit_criterion=[NTrials(5)], synchronous=True, loglevel=logging.WARNING) - -Optimizing a scikit-learn Pipeline ----------------------------------- - -The following example demonstrates how the ``ADSTuner`` hyperparameter optimization engine can optimize the **sklearn** ``Pipeline()`` objects. - -You create a scikit-learn ``Pipeline()`` model object and use ``ADSTuner`` to optimize its performance on the iris dataset from -sklearn. - -The dataset is then split into X and y, which refers to the training features and the target feature respectively. Again, applying a ``train_test_split()`` call splits the data into training and validation datasets. - -.. code-block:: python3 - - X, y = load_iris(return_X_y=True) - X = pd.DataFrame(data=X, columns=["sepal_length", "sepal_width", "petal_length", "petal_width"]) - y = pd.DataFrame(data=y) - - numeric_features = X.select_dtypes(include=['int64', 'float64', 'int32', 'float32']).columns - categorical_features = y.select_dtypes(include=['object', 'category', 'bool']).columns - - y = preprocessing.LabelEncoder().fit_transform(y) - - num_features = len(numeric_features) + len(categorical_features) - - numeric_transformer = Pipeline(steps=[ - ('num_imputer', SimpleImputer(strategy='median')), - ('num_scaler', StandardScaler()) - ]) - - categorical_transformer = Pipeline(steps=[ - ('cat_imputer', SimpleImputer(strategy='constant', fill_value='missing')), - ('cat_encoder', ce.woe.WOEEncoder()) - ]) - - preprocessor = ColumnTransformer( - transformers=[ - ('num', numeric_transformer, numeric_features), - ('cat', categorical_transformer, categorical_features) - ] - ) - - pipe = Pipeline( - steps=[ - ('preprocessor', preprocessor), - ('feature_selection', SelectKBest(f_classif, k=int(0.9 * num_features))), - ('classifier', LogisticRegression()) - ] - ) - -You can define a custom score function. In this example, it is directly measuring how close the predicted y-values are to the true y-values by taking the weighted average of the number of direct matches between the y-values. - -.. code-block:: python3 - - def custom_score(y_true, y_pred, sample_weight=None): - score = (y_true == y_pred) - return np.average(score, weights=sample_weight) - - score = make_scorer(custom_score) - -Again, you instantiate the ``ADSTuner()`` object and use it to tune the iris dataset: - -.. code-block:: python3 - - ads_search = ADSTuner( - pipe, - scoring=score, - strategy='detailed', - cv=2, - random_state=42) - - ads_search.tune(X=X, y=y, exit_criterion=[NTrials(20)], synchronous=True, loglevel=logging.WARNING) - -The ``ads_search`` tuner can provide useful information about the tuning process, like the best parameter that was optimized, the best score achieved, the number of trials, and so on. -. -.. code-block:: python3 - - ads_search.sklearn_steps - -.. parsed-literal:: - - {'classifier__C': 9.47220908749299, - 'classifier__dual': False, - 'classifier__l1_ratio': 0.9967712201895031, - 'classifier__penalty': 'elasticnet', - 'classifier__solver': 'saga'} - -.. code-block:: python3 - - ads_search.best_params - -.. parsed-literal:: - - {'C': 9.47220908749299, - 'dual': False, - 'l1_ratio': 0.9967712201895031, - 'penalty': 'elasticnet', - 'solver': 'saga'} - -.. code-block:: python3 - - ads_search.best_score - -.. parsed-literal:: - - 0.9733333333333334 - -.. code-block:: python3 - - ads_search.best_index - -.. parsed-literal:: - - 12 - -.. code-block:: python3 - - ads_search.trials.head() - -.. raw:: html - -
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-
- -.. code-block:: python3 - - ads_search.n_trials - -.. parsed-literal:: - - 20 +The hyperparameter tuning stage determines the optimal values for the model's hyperparameters. Generally, tuning is the most time-consuming stage of an AutoML pipeline. Therefore, the hyperparameter tuning process is designed with efficiency and scalability as first-order requirements. The ADS tuning strategy is summarized as: +.. image:: figures/tuning.png diff --git a/docs/source/user_guide/model_training/distributed_training/_prerequisite.rst b/docs/source/user_guide/model_training/distributed_training/_prerequisite.rst new file mode 100644 index 000000000..6266c4459 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/_prerequisite.rst @@ -0,0 +1,5 @@ +**Prerequisites** + +1. Internet Connection +2. ADS cli is `installed <../../../cli/quickstart.html>`__ +3. Install docker: `https://docs.docker.com/get-docker `__ \ No newline at end of file diff --git a/docs/source/user_guide/model_training/distributed_training/cli/distributed-training.rst b/docs/source/user_guide/model_training/distributed_training/cli/distributed-training.rst new file mode 100644 index 000000000..32fb48613 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/cli/distributed-training.rst @@ -0,0 +1,52 @@ +=============== +Getting Started +=============== + ++++++++++ +Key Steps ++++++++++ + +1. Initialize the code workspace to prepare for distributed training +2. Build container image +3. Tag and Push the image to ``ocir`` +4. Define the cluster requirement using :doc:`YAML Spec<../yaml_schema>` +5. Start distributed training using ads opctl run –f +6. Monitor the job using ads jobs watch
+ + +++++++++++++++++++++++++++++++++++++++++++++++++ +Prepare container image for distributed workload +++++++++++++++++++++++++++++++++++++++++++++++++ + +**Prerequisite**: + +1. Internet Connection +2. ADS cli is :doc:`installed<../../../cli/quickstart>` +3. Docker engine + + +.. code-block:: shell + + ads opctl distributed-training init --framework + +To run a distributed workload on ``OCI Data Science Jobs``, you need prepare a container image with the source code that you want to run and the framework (Dask|Horovod|PyTorch) setup. ``OCI Data Science`` provides you with the Dockerfiles and bootstrapping scripts to build framework specific container images. This step creates a folder in the current working directory called ``oci_distributed_training``. This folder contains all the artifacts required to setup and bootstrap the framework code. Refer to ``README.md`` file to see more details on how to build and push the container image to the ocir + + + +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ +Check Config File generated by the Main and the Worker Nodes +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ + +**Prerequisite**: + +1. A cluster that is in In-Progress, Succeeded or Failed (Supported only in some cases) +2. Job ``OCID`` and the ``work dir`` of the cluster or a yaml file which contains all the details displayed during cluster creation. + +.. code-block:: shell + + ads opctl distributed-training show-config -f + +The main node generates ``MAIN_config.json`` and worker nodes generate ``WORKER__config.json``. You may want to check the configuration details for find the IP address of the Main node. This can be useful to bring up dashboard for dask or debugging. + + + diff --git a/docs/source/user_guide/model_training/distributed_training/configuration/configuration.rst b/docs/source/user_guide/model_training/distributed_training/configuration/configuration.rst new file mode 100644 index 000000000..1de07915e --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/configuration/configuration.rst @@ -0,0 +1,134 @@ +============== +Configurations +============== + +-------- +Networks +-------- + +You need to use a private subnet for distributed training and configure the security list to allow traffic through specific ports for communication between nodes. The following default ports are used by the corresponding frameworks: + +* `Dask`: + + * ``Scheduler Port``: **8786**. More information `here `_ + * ``Dashboard Port``: **8787**. More information `here `_ + * ``Worker Ports``: **Default is Random**. It is good to open a specific range of port and then provide the value in the startup option. More information `here `_ + * ``Nanny Process Ports``: **Default is Random**. It is good to open a specific range of port and then provide the value in the startup option. More information `here `_ + +* `PyTorch`: By default, ``PyTorch`` uses **29400**. +* `Horovod`: allow TCP traffic on all ports within the subnet. + +See also: `Security Lists `_ + + +------------ +OCI Policies +------------ + +Several OCI policies are needed for distributed training. + +.. admonition:: Policy subject + + In the following example, ``group `` is the subject of the policy. When starting the job from an OCI notebook session using resource principal, the subject should be ``dynamic-group``, for example, ``dynamic-group `` + +Distributed training uses `OCI Container Registry `_ to store the container image. + +To push images to container registry, the ``manage repos`` policy is needed, for example: + +.. code-block:: + + Allow group to manage repos in compartment + +To pull images from container registry for local testing, the ``use repos`` policy is needed, for example: + +.. code-block:: + + Allow group to read repos in compartment + +You can also restrict the permission to specific repository, for example: + +.. code-block:: + + Allow group to read repos in compartment where all { target.repo.name= } + +See also: `Policies to Control Repository Access `_ + +To start distributed training jobs, the user will need access to multiple resources, including: + +* ``read repos`` +* ``manage data-science-jobs`` +* ``manage data-science-job-runs`` +* ``use virtual-network-family`` +* ``manage log-groups`` +* ``use log-content`` +* ``read metrics`` + +For example: + +.. code-block:: + + Allow group to manage data-science-jobs in compartment + Allow group to manage data-science-job-runs in compartment + Allow group to use virtual-network-family in compartment + Allow group to manage log-groups in compartment + Allow group to use logging-family in compartment + Allow group to use read metrics in compartment + +We also need policies for job runs, for example: + +.. code-block:: + + Allow dynamic-group to read repos in compartment + Allow dynamic-group to use data-science-family in compartment + Allow dynamic-group to use virtual-network-family in compartment + Allow dynamic-group to use log-groups in compartment + Allow dynamic-group to use logging-family in compartment + +See also `Data Science Policies `_. + +Distributed training uses OCI Object Storage to store artifacts and outputs. The bucket should be created before starting any distributed training. The ``manage objects`` policy is needed for users and job runs to read/write files in the bucket. The ``manage buckets`` policy is required for job runs to synchronize generated artifacts. For example: + +.. code-block:: + + Allow group to manage objects in compartment your_compartment_name where all {target.bucket.name=} + Allow dynamic-group to manage objects in compartment your_compartment_name where all {target.bucket.name=} + Allow dynamic-group to manage buckets in compartment your_compartment_name where all {target.bucket.name=} + +See also `Object Storage Policies `_ + +------------- +Policy Syntax +------------- + +The overall syntax of a policy statement is as follows: + +``Allow to in where `` + +See also: https://docs.oracle.com/en-us/iaas/Content/Identity/Concepts/policysyntax.htm + +For ````: + +* If you are using API key authentication, ```` should be the group your user belongs to. For example, ``group ``. +* If you are using resource principal or instance principal authentication, ```` should be the dynamic group to which your OCI resource belongs. Here the resource is where you initialize the API requests, which is usually a job run, a notebook session or compute instance. For example, ``dynamic-group `` + +`Dynamic group `_ allows you to group OCI resources like job runs and notebook sessions. Distributed training is running on Data Science Jobs, for the training process to access resources, the job runs need to be defined as a dynamic group and use as the ```` for policies. + +In the following examples, we define ``distributed_training_job_runs`` dynamic group as: + +``all { resource.type='datasciencejobrun', resource.compartment.id='' }`` + +We also assume the user in ``group `` is preparing the docker image and starting the training job. + +The ` `_ determines the ability of the to work on the ````. Four options are available: inspect, read, user and manage. + +The ```` specifies the resources we would like to access. Distributed training uses the following OCI resources/services: + +* `Data Science Jobs `_. Resource Type: ``data-science-jobs`` and ``data-science-job-runs`` +* `Object Storage `_. Resource Type: ``buckets`` and ``objects`` +* `Container Registry `_. Resource Type: ``repos`` + +The ```` is usually the compartment or tenancy that your resources (specified by ````) resides. +* If you would like the ```` to have access to all resources (specified by ````) in the tenancy, you can use ``tenancy`` as ````. +* If you would like the ```` to have access to resources in specific compartment, you can use ``compartment your_compartment_name`` as ````. + +The where ```` can be used to filter the resources specified in ````. diff --git a/docs/source/user_guide/model_training/distributed_training/dask/coding.rst b/docs/source/user_guide/model_training/distributed_training/dask/coding.rst new file mode 100644 index 000000000..12d528eec --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/coding.rst @@ -0,0 +1,82 @@ +Writing Dask Code +----------------- + +Dask Integrates at many levels into the Python ecosystem. + + +**Run parallel computation using dask.distributed and Joblib** + + +Joblib can use Dask as the backend. In the following example the long running function is +distributed across the Dask cluster. + +.. code-block:: python + + import time + import joblib + + def long_running_function(i): + time.sleep(.1) + return i + +This function can be called under Dask as a dask task which will be scheduled automatically by +Dask across the cluster. Watching the cluster utilization will show the tasks run on the +workers. + +.. code-block:: python + + with joblib.parallel_backend('dask'): + joblib.Parallel(verbose=100)( + joblib.delayed(long_running_function)(i) + for i in range(10)) + +**Run parallel computation using Scikit-Learn & Joblib** + +To use the Dask backend to Joblib you have to create a Client, and wrap your code with the +``joblib.parallel_backend('dask')`` context manager. + +.. code-block:: python + + import os + from dask.distributed import Client + import joblib + + # the cluster once created will make available the IP address of the Dask scheduler + # through the SCHEDULER_IP environment variable + client = Client(f"{os.environ['SCHEDULER_IP']}:8786") + + with joblib.parallel_backend('dask'): + # Your scikit-learn code + +A full example showing scaling out CPU-bound workloads; workloads with datasets +that fit in RAM, but have many individual operations that can be done in parallel. +To scale out to RAM-bound workloads (larger-than-memory datasets) use one of the +``dask-ml`` provided parallel estimators, or the dask-ml wrapped ``XGBoost`` & +``LightGBM`` estimators. + +.. code-block:: python + + import numpy as np + from dask.distributed import Client + + import joblib + from sklearn.datasets import load_digits + from sklearn.model_selection import RandomizedSearchCV + from sklearn.svm import SVC + + client = Client(f"{os.environ['SCHEDULER_IP']}:8786") + + digits = load_digits() + + param_space = { + 'C': np.logspace(-6, 6, 13), + 'gamma': np.logspace(-8, 8, 17), + 'tol': np.logspace(-4, -1, 4), + 'class_weight': [None, 'balanced'], + } + + model = SVC(kernel='rbf') + search = RandomizedSearchCV(model, param_space, cv=3, n_iter=50, verbose=10) + + with joblib.parallel_backend('dask'): + search.fit(digits.data, digits.target) diff --git a/docs/source/user_guide/model_training/distributed_training/dask/creating.rst b/docs/source/user_guide/model_training/distributed_training/dask/creating.rst new file mode 100644 index 000000000..8ffb2247a --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/creating.rst @@ -0,0 +1,295 @@ +Creating Workloads +------------------ + +.. include:: ../_prerequisite.rst + + +**Write your training code:** + +While running distributed workload, the IP address of the scheduler is known only during the runtime. The IP address is exported as environment variable - ``SCHEDULER_IP`` in all the nodes when the Job Run is in `IN_PROGRESS` state. +Create ``dask.distributed.Client`` object using environment variable to specify the IP address. +Eg. - + +.. code-block:: python + + client = Client(f"{os.environ['SCHEDULER_IP']}:{os.environ.get('SCHEDULER_PORT','8786')}") + +see :doc:`Writing Dask Code` for more examples. + +For this example, the code to run on the cluster will be: + +.. code-block:: python + :caption: gridsearch.py + :name: gridsearch.py + + from dask.distributed import Client + from sklearn.datasets import make_classification + from sklearn.svm import SVC + from sklearn.model_selection import GridSearchCV + + import pandas as pd + import joblib + import os + import argparse + + default_n_samples = int(os.getenv("DEFAULT_N_SAMPLES", "1000")) + + parser = argparse.ArgumentParser() + parser.add_argument("--n_samples", default=default_n_samples, type=int, help="size of dataset") + parser.add_argument("--cv", default=3, type=int, help="number of cross validations") + args, unknownargs = parser.parse_known_args() + + # Using environment variable to fetch the SCHEDULER_IP is important. + client = Client(f"{os.environ['SCHEDULER_IP']}:{os.environ.get('SCHEDULER_PORT','8786')}") + + X, y = make_classification(n_samples=args.n_samples, random_state=42) + + with joblib.parallel_backend("dask"): + GridSearchCV( + SVC(gamma="auto", random_state=0, probability=True), + param_grid={ + "C": [0.001, 0.01, 0.1, 0.5, 1.0, 2.0, 5.0, 10.0], + "kernel": ["rbf", "poly", "sigmoid"], + "shrinking": [True, False], + }, + return_train_score=False, + cv=args.cv, + n_jobs=-1, + ).fit(X, y) + +**Initialize a distributed-training folder:** + +At this point you have created a training file (or files) - ``gridsearch.py`` in the above +example. Now running the command below + +**Note**: This step requires an internet connection. The `init` command initializes your code directory with dask related artifacts to build + +.. code-block:: bash + + ads opctl distributed-training init --framework dask + + +**Containerize your code and build container:** + +Before you can build the image, you must set the following environment variables: + +.. code-block:: bash + + export IMAGE_NAME= + export TAG=latest + + +To build the image: + + +`without Proxy server:` + +.. code-block:: bash + + docker build -t $IMAGE_NAME:$TAG \ + -f oci_dist_training_artifacts/dask/v1/Dockerfile . + +`with Proxy server:` + +.. code-block:: bash + + docker build --build-arg no_proxy=$no_proxy \ + --build-arg http_proxy=$http_proxy \ + --build-arg https_proxy=$http_proxy \ + -t $IMAGE_NAME:$TAG \ + -f oci_dist_training_artifacts/dask/v1/Dockerfile . + +The code is assumed to be in the current working directory. To override the source code directory: + +.. code-block:: bash + + docker build --build-arg CODE_DIR=`pwd` \ + -t $IMAGE_NAME:$TAG \ + -f oci_dist_training_artifacts/dask/v1/Dockerfile + + +Finally, push your image using: + +.. code-block:: bash + + docker push $IMAGE_NAME:$TAG + + +**Define your workload yaml:** + +The ``yaml`` file is a declarative way to express the workload. Refer :doc:`YAML schema<../yaml_schema>` for more details. + +.. code-block:: yaml + :caption: train.yaml + + kind: distributed + apiVersion: v1.0 + spec: + infrastructure: + kind: infrastructure + type: dataScienceJob + apiVersion: v1.0 + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: my_distributed_training + logGroupId: oci.xxxx. + logId: oci.xxx. + subnetId: oci.xxxx. + shapeName: VM.Standard2.4 + blockStorageSize: 50 + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: my-region.ocir.io/my-tenancy/dask-cluster-examples:dev + workDir: "oci://my-bucket@my-namespace/daskexample/001" + name: GridSearch Dask + main: + config: + worker: + config: + replicas: 2 + runtime: + kind: python + apiVersion: v1.0 + spec: + entryPoint: "gridsearch.py" + kwargs: "--cv 5" + env: + - name: DEFAULT_N_SAMPLES + value: 5000 + + + +**Use ads opctl to create the cluster infrastructure and run the workload:** + +Do a dry run to inspect how the yaml translates to Job and Job Runs. This does not create actual Job or Job Run. + +.. code-block:: bash + + ads opctl run -f train.yaml --dry-run + +This will give an option similar to this - + +.. code-block:: bash + + -----------------------------Entering dryrun mode---------------------------------- + Creating Job with payload: + kind: job + spec: + infrastructure: + kind: infrastructure + spec: + blockStorageSize: 50 + compartmentId: oci.xxxx. + displayName: GridSearch Dask + jobInfrastructureType: ME_STANDALONE + jobType: DEFAULT + logGroupId: oci.xxxx. + logId: oci.xxxx. + projectId: oci.xxxx. + shapeName: VM.Standard2.4 + subnetId: oci.xxxx. + type: dataScienceJob + name: GridSearch Dask + runtime: + kind: runtime + spec: + entrypoint: null + env: + - name: OCI__WORK_DIR + value: oci://my-bucket@my-namespace/daskexample/001 + - name: OCI__EPHEMERAL + value: None + - name: OCI__CLUSTER_TYPE + value: DASK + - name: OCI__WORKER_COUNT + value: '2' + - name: OCI__START_ARGS + value: '' + - name: OCI__ENTRY_SCRIPT + value: gridsearch.py + - name: OCI__ENTRY_SCRIPT_KWARGS + value: --cv 5 + - name: DEFAULT_N_SAMPLES + value: '5000' + image: my-region.ocir.io/my-tenancy/dask-cluster-examples:dev + type: container + + ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ + Creating Main Job with following details: + Name: main + Environment Variables: + OCI__MODE:MAIN + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + Creating 2 worker jobs with following details: + Name: worker + Environment Variables: + OCI__MODE:WORKER + -----------------------------Ending dryrun mode---------------------------------- + +Submit the workload - + +.. code-block:: bash + + ads opctl run -f train.yaml + +Once running you will see on the terminal an output similar to the contents of the ``info.yaml`` below. To both +save and see the run info use ``tee`` - for example: + +.. code-block:: bash + + ads opctl run -f train.yaml | tee info.yaml + +.. code-block:: yaml + :caption: info.yaml + + jobId: oci.xxxx. + mainJobRunId: oci.xxxx. + workDir: oci://my-bucket@my-namespace/daskcluster-testing/005 + workerJobRunIds: + - oci.xxxx. + - oci.xxxx. + - oci.xxxx. + +It is recommended that you save the output to a file. + +**Monitoring the workload logs** + +To view the logs from a job run, you could run - + +.. code-block:: bash + + ads opctl watch oci.xxxx. + +You could stream the logs from any of the job run ocid using ``ads opctl watch`` command. Your could run this comand from mutliple terminal to watch all of the job runs. Typically, watching ``mainJobRunId`` should yeild most informative log. + +To find the IP address of the scheduler dashboard, you could check the configuration file generated by the Main job by running - + +.. code-block:: bash + + ads opctl distributed-training show-config -f info.yaml + +This will generate an output such as follows - + +.. code-block:: yaml + + Main Info: + OCI__MAIN_IP: + SCHEDULER_IP: + tmpdir: oci://my-bucket@my-namesapce/daskcluster-testing/005/oci.xxxx. + +Dask dashboard is host at : ``http://{SCHEDULER_IP}:8787`` +If the IP address is reachable from your workstation network, you can access the dashboard directly from your workstation. +The alternate approach is to use either a Bastion host on the same subnet as the Job Runs and create an ssh tunnel from your workstation. + +For more information about the dashboard, checkout https://docs.dask.org/en/stable/diagnostics-distributed.html + +**Terminating In-Progress Cluster** + +To terminate a running cluster, you could run - + +.. code-block:: bash + + ads opctl distributed-training cancel -f info.yaml diff --git a/docs/source/user_guide/model_training/distributed_training/dask/dashboard.rst b/docs/source/user_guide/model_training/distributed_training/dask/dashboard.rst new file mode 100644 index 000000000..12e4cd4f6 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/dashboard.rst @@ -0,0 +1,45 @@ +============== +Dask dashboard +============== + +``Dask`` dashboard allows you to monitor the progress of the tasks. It gives you a real time view of the resource usage, task status, number of workers, task distribution, etc. To learn more about ``Dask`` dashboard refer `this link `_. + + +**Prerequisite** + +1. IP address of the Main/Scheduler Node. Use ``ads opctl distributed-training show-config`` or find the IP address from the logs of the main job run. +2. The default port is ``8787``. You can override this port in ``cluster/main/config/startOptions`` in the cluster definition file. +3. Allow ingress to the port ``8787`` in the security list associated with the Subnet of Main/Scheduler node. + +The dashboard is accessible over ``:8787``. The IP address may not always be accessible from your workstation especially if you are using a subnet which is not connected to your corporate network. To overcome this, you could setup a bastion host on the private regional subnet that was added to the jobrun and create an ssh tunnel from your workstation to bastion host to the Job Run instance with ```` + + +++++++++++++ +Bastion Host +++++++++++++ + +Here are the steps to setup a ``Bastion`` host to allow you to connect to the scheduler dashboard - + +1. Launch a compute instance (Linux or Windows) with primary vnic with a public subnet or the subnet that is connected to your corporate network. +2. Attach a secondary VNIC on the subnet used for starting the cluster. Follow the steps detailed `here `_ on how to setup and configure the host to setup the secondary VNIC. +3. Create a public IP if you need access to the dashboard over the internet. + +Linux instance +.............. + +If you setup a Linux instance, you can create ssh tunnel from your workstation and access the scheduler dashboard from your workstation at ``localhost:8787``. To setup ssh tunnel - + +.. code-block:: shell + + ssh -i .key @ L 8787::8787 + +If you are using proxy, use this command - + +.. code-block:: shell + + ssh -i .key @ -o “ProxyCommand=nc -X connect -x $http_proxy:$http_port %h %p” -L 8787::8787 + +Windows instance +................ + +RDP to the Windows instance and access the dashboard using ``:8787`` from a browser running within the Windows instance. diff --git a/docs/source/user_guide/model_training/distributed_training/dask/dask.rst b/docs/source/user_guide/model_training/distributed_training/dask/dask.rst new file mode 100644 index 000000000..9eb7e9f17 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/dask.rst @@ -0,0 +1,25 @@ +==== +Dask +==== + + +Dask is a flexible library for parallel computing in Python. The documentation will +split between the two areas of writing distributed training using the ``Dask`` framework and +creating both the container and ``yaml`` spec to run the distributed workload. + + +.. admonition:: Dask + + This is a good choice when you want to use ``Scikit-Learn``, ``XGBoost``, ``LightGBM`` or have + data parallel tasks for very large datasets where the data can be partitioned. + + +.. toctree:: + :maxdepth: 3 + + creating + coding + gbm + tls + tuning + dashboard diff --git a/docs/source/user_guide/model_training/distributed_training/dask/gbm.rst b/docs/source/user_guide/model_training/distributed_training/dask/gbm.rst new file mode 100644 index 000000000..745c02484 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/gbm.rst @@ -0,0 +1,74 @@ +Distributed XGBoost & LightGBM +------------------------------ + +LightGBM +'''''''' + +For further examples and comprehensive documentation see `LightGBM `_ and `Github Examples `_ + +.. code-block:: python + + import os + import joblib + import dask.array as da + from dask.distributed import Client + from sklearn.datasets import make_blobs + + import lightgbm as lgb + + if __name__ == "__main__": + print("loading data") + size = int(os.environ.get("SIZE", 1000)) + X, y = make_blobs(n_samples=size, n_features=50, centers=2) + client = Client( + f"{os.environ['SCHEDULER_IP']}:{os.environ.get('SCHEDULER_PORT','8786')}" + ) + + print("distributing training data on the Dask cluster") + dX = da.from_array(X, chunks=(100, 50)) + dy = da.from_array(y, chunks=(100,)) + + print("beginning training") + dask_model = lgb.DaskLGBMClassifier(n_estimators=10) + dask_model.fit(dX, dy) + assert dask_model.fitted_ + + print("done training") + + # Convert Dask model to sklearn model + sklearn_model = dask_model.to_local() + print(type(sklearn_model)) # + joblib.dump(sklearn_model, "sklearn-model.joblib") + + + +XGBoost +''''''' + +For further examples and comprehensive documentation see `XGBoost `_ + +XGBoost has a Scikit-Learn interface, this provides a familiar programming interface +that mimics the scikit-learn estimators with higher level of of abstraction. The +interface is easier to use compared to the functional interface but with more +constraints. It’s worth mentioning that, although the interface mimics scikit-learn +estimators, it doesn’t work with normal scikit-learn utilities like GridSearchCV +as scikit-learn doesn’t understand distributed dask data collection. + + +.. code-block:: python + + import os + from distributed import LocalCluster, Client + import xgboost as xgb + + def main(client: Client) -> None: + X, y = load_data() + clf = xgb.dask.DaskXGBClassifier(n_estimators=100, tree_method="hist") + clf.client = client # assign the client + clf.fit(X, y, eval_set=[(X, y)]) + proba = clf.predict_proba(X) + + + if __name__ == "__main__": + with Client(f"{os.environ['SCHEDULER_IP']}:8786") as client: + main(client) diff --git a/docs/source/user_guide/model_training/distributed_training/dask/tls.rst b/docs/source/user_guide/model_training/distributed_training/dask/tls.rst new file mode 100644 index 000000000..c6d3dc89d --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/tls.rst @@ -0,0 +1,156 @@ +Securing with TLS +----------------- + +You can setup ``Dask`` cluster to run using ``TLS``. To do so, you need three things - + +1. CA Certificate +2. A Certificate signed by CA +3. Private key of the certificate + +For more details refer `Dask documentation `_ + + + +**Self signed Certificate using openssl** + +``openssl`` lets you create test CA and certificates required to setup ``TLS`` connectivity for ``Dask`` cluster. Use the commands below to create certificate in your code folder. When the container image is built, all the artifacts in the code folder is copied to ``/code`` directory inside container image. + + +1. Generate CA Certificate + +.. code-block:: shell + + openssl req -x509 -nodes -newkey rsa:4096 -days 10 -keyout dask-tls-ca-key.pem -out dask-tls-ca-cert.pem -subj "/C=US/ST=CA/CN=ODSC CLUSTER PROVISIONER" + +2. Generate CSR + +.. code-block:: shell + + openssl req -nodes -newkey rsa:4096 -keyout dask-tls-key.pem -out dask-tls-req.pem -subj "/C=US/ST=CA/CN=DASK CLUSTER" + +3. Sign CSR + +.. code-block:: shell + + openssl x509 -req -in dask-tls-req.pem -CA dask-tls-ca-cert.pem -CAkey dask-tls-ca-key.pem -CAcreateserial -out dask-tls-cert.pem + +4. Follow the container build instrcutions :doc:`here ` to build, tag and push the image to ``ocir``. +5. Create a cluster definition ``YAML`` and configure the certifacte information under ``cluster/config/startOptions``. Here is an example - + +.. code-block:: yaml + + kind: distributed + apiVersion: v1.0 + spec: + infrastructure: + kind: infrastructure + type: dataScienceJob + apiVersion: v1.0 + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: my_distributed_training + logGroupId: oci.xxxx. + logId: oci.xxx. + subnetId: oci.xxxx. + shapeName: VM.Standard2.4 + blockStorageSize: 50 + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: iad.ocir.io/mytenancy/dask-cluster-examples:dev + workDir: oci://mybucket@mytenancy/daskexample/001 + name: LGBM Dask + main: + config: + startOptions: + - --tls-ca-file /code/dask-tls-ca-cert.pem + - --tls-cert /code/dask-tls-cert.pem + - --tls-key /code/dask-tls-key.pem + worker: + config: + startOptions: + - --tls-ca-file /code/dask-tls-ca-cert.pem + - --tls-cert /code/dask-tls-cert.pem + - --tls-key /code/dask-tls-key.pem + replicas: 2 + runtime: + kind: python + apiVersion: v1.0 + spec: + entryPoint: lgbm_dask.py + env: + - name: SIZE + value: 1000000 + +**Using OCI Certificate manager** + +See `OCI Certificates `_ for +reference. In this approach, the Admin of the tenancy or the person with the requisite permission can create and manage certificate on OCI console. Sepcify the OCID of the CA Certificate, TLS Certificate and Private Key of the Certificate in `cluster/certificates` option. + +**Policies Required**:: + + # Create DG with resource.type='certificateauthority' + + Allow dynamic-group certauthority-resource to use keys in compartment + Allow dynamic-group certauthority-resource to manage objects in compartment + + +1. Create certificate authority, certificate and private key inside ``OCI Certificates`` console. +2. Create a cluster definition ``YAML`` and configure the certifacte information under ``cluster/config/startOptions``. Here is an example - + +.. code-block:: yaml + + kind: distributed + apiVersion: v1.0 + spec: + infrastructure: + kind: infrastructure + type: dataScienceJob + apiVersion: v1.0 + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: my_distributed_training + logGroupId: oci.xxxx. + logId: oci.xxx. + subnetId: oci.xxxx. + shapeName: VM.Standard2.4 + blockStorageSize: 50 + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: iad.ocir.io/mytenancy/dask-cluster-examples:dev + workDir: oci://mybucket@mytenancy/daskexample/001 + name: LGBM Dask + certificate: + caCert: + id: ocid1.certificateauthority.oc1.xxx.xxxxxxx + downloadLocation: /code/dask-tls-ca-cert.pem + cert: + id: ocid1.certificate.oc1.xxx.xxxxxxx + certDownloadLocation: /code/dask-tls-cert.pem + keyDownloadLocation: /code/dask-tls-key.pem + main: + config: + startOptions: + - --tls-ca-file /code/dask-tls-ca-cert.pem + - --tls-cert /code/dask-tls-cert.pem + - --tls-key /code/dask-tls-key.pem + worker: + config: + startOptions: + - --tls-ca-file /code/dask-tls-ca-cert.pem + - --tls-cert /code/dask-tls-cert.pem + - --tls-key /code/dask-tls-key.pem + replicas: 2 + runtime: + kind: python + apiVersion: v1.0 + spec: + entryPoint: lgbm_dask.py + env: + - name: SIZE + value: 1000000 \ No newline at end of file diff --git a/docs/source/user_guide/model_training/distributed_training/dask/tuning.rst b/docs/source/user_guide/model_training/distributed_training/dask/tuning.rst new file mode 100644 index 000000000..7c9da9da2 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/dask/tuning.rst @@ -0,0 +1,93 @@ +Dask Cluster Tuning +------------------- + +Configuring dask startup options +++++++++++++++++++++++++++++++++ + +Dask scheduler +~~~~~~~~~~~~~~ + +Dask scheduler is launched with ``dask-scheduler`` command. By default no arguments are supplied to ``dask-scheduler``. +You could influence the startup option by adding them to ``startOptions`` under ``cluster/spec/main/config`` section of the cluster YAML definition + +Eg. Here is how you could change the scheduler port number: + +.. code-block:: yaml + + # Note only portion of the yaml file is shown here for brevity. + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: region.ocir.io/my-tenancy/image:tag + workDir: "oci://my-bucket@my-namespace/daskcluster-testing/005" + ephemeral: True + name: My Precious + main: + config: + startOptions: + - --port 8788 + + +Dask worker +~~~~~~~~~~~ + +Dask worker is launched with ``dask-worker`` command. By default no arguments are supplied to ``dask-worker``. +You could influence the startup option by adding them to ``startOptions`` under ``cluster/spec/worker/config`` section of the cluster YAML definition + +Eg. Here is how you could change the worker port, nanny port, number of workers per host and number of threads per process: + +.. code-block:: yaml + + # Note only portion of the yaml file is shown here for brevity. + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: region.ocir.io/my-tenancy/image:tag + workDir: "oci://my-bucket@my-namespace/daskcluster-testing/005" + ephemeral: True + name: My Precious + main: + config: + worker: + config: + startOptions: + - --worker-port 8700:8800 + - --nanny-port 3000:3100 + - --nworkers 8 + - --nthreads 2 + +`Refer to the complete list `_ + +Configuration through Environment Variables ++++++++++++++++++++++++++++++++++++++++++++ + +You could set configuration parameters that Dask recognizes by add it to ``cluster/spec/config/env`` or ``cluster/spec/main/config/env`` or ``cluster/spec/worker/config/env`` +If a configuration value is some for both ``scheduler`` and ``worker`` section, then set it at ``cluster/spec/config/env`` section. + +.. code-block:: yaml + + # Note only portion of the yaml file is shown here for brevity. + cluster: + kind: dask + apiVersion: v1.0 + spec: + image: region.ocir.io/my-tenancy/image:tag + workDir: "oci://my-bucket@my-tenancy/daskcluster-testing/005" + ephemeral: True + name: My Precious + config: + env: + - name: DASK_ARRAY__CHUNK_SIZE + value: 128 MiB + - name: DASK_DISTRIBUTED__WORKERS__MEMORY__SPILL + value: 0.85 + - name: DASK_DISTRIBUTED__WORKERS__MEMORY__TARGET + value: 0.75 + - name: DASK_DISTRIBUTED__WORKERS__MEMORY__TERMINATE + value: 0.98 + + + +Refer `here `_ for more information diff --git a/docs/source/user_guide/model_training/distributed_training/developer/developer.rst b/docs/source/user_guide/model_training/distributed_training/developer/developer.rst new file mode 100644 index 000000000..ad1a78b78 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/developer/developer.rst @@ -0,0 +1,181 @@ +=============== +Developer Guide +=============== + +.. include:: ../_prerequisite + + +Build Image +----------- + +.. admonition:: Tip + + Use `-h` option to see options and usage help + + .. code-block:: bash + + ads opctl distributed-training build-image -h + +**Args** + +* -t: Tag of the docker image +* -reg: Docker Repository +* -df: Dockerfile using which docker will be build +* -push: push the image to oci registry +* -s: source code dir + + +.. code-block:: bash + + ads opctl distributed-training build-image + -t $TAG + -reg $NAME_OF_REGISTRY + -df $PATH_TO_DOCKERFILE + -s $MOUNT_FOLDER_PATH + + +**Note** : + +This command can be used to build a docker image from ads CLI. It writes the config.ini file in the user's runtime environment which can be used further referred by other CLI commands. + +If ``-push`` tag is used in command then docker image is pushed to mentioned repository + +*Sample config.ini file* + +.. parsed-literal:: + [main] + tag = $TAG + registry = $NAME_OF_REGISTRY + dockerfile = $PATH_TO_DOCKERFILE + source_folder = $MOUNT_FOLDER_PATH + ; mount oci keys for local testing + oci_key_mnt = ~/.oci:/home/oci_dist_training/.oci + +Publish Docker Image +-------------------- + +**Args** + +* -image: Name of the Docker image (default value is picked from config.ini file) + +**Command** + +.. code-block:: bash + + ads opctl distributed-training publish-image + + +**Note** + +This command can be used to push images to the OCI repository. In case the name of the image is not mentioned it refers to the image name from the config.ini file. + +Run the container Image on the OCI Data Science or local +-------------------------------------------------------- + +.. admonition:: Tip + + Use `-h` option to see options and usage help + + .. code-block:: bash + + ads opctl run -h + +**Args** + +* -f: Path to train.yaml file (required argument) +* -b : + + * ``local`` → Run DT workflow on the local environment + * ``job`` → Run DT workflow on the OCI ML Jobs + * **Note** : default value is set to jobs + +* -i: Auto increments the tag of the image +* -nopush: Doesn't Push the latest image to OCIR +* -nobuild: Doesn't build the image +* -t: Tag of the docker image +* -reg: Docker Repository +* -df: Dockerfile using which docker will be build +* -s: source code dir + +**Note** : The value "@image" for ``image`` attribute in ``train.yaml`` is replaced at runtime using combination of ``-t`` and ``-r`` params. + +**Command** + +*Local Command* + +.. code-block:: bash + + ads opctl run + -f train.yaml + -b local + -i + + +*Jobs Command* + + +.. code-block:: bash + + ads opctl run + -f train.yaml + + +**Note** + +The command ``ads opctl run -f train.yaml`` is used to run distributed training jobs on OCI Data Science. By default, it builds the new image and pushes it to the OCIR. + +If required OCI API keys can be mounted by specifying the location in the config.ini file + + + +Developement Flow +----------------- + +**Step 1**: + +Build the Docker and run it locally. + +If required mount the code folder using the ``-s`` tag + +.. code-block::bash + + ads opctl run + -f train.yaml + -b local + -t $TAG + -reg $NAME_OF_REGISTRY + -df $PATH_TO_DOCKERFILE + -s $MOUNT_FOLDER_PATH + + +**Step 2**: + +If the user has changed files only in the mounted folder and needs to run it locally. *{Build is not required}* + +.. code-block:: bash + + ads opctl run + -f train.yaml + -b local + -nobuild + + +In case there are some changes apart from the mounted folder and needs to run it locally. *{Build is required}* + +``-i`` tag is required only if the user needs to increment the tag of the image + +.. code-block:: bash + + ads opctl run + -f train.yaml + -b local + -i + +**Step 3**: + +Finally, to run on a jobs platform + +.. code-block:: bash + + ads opctl run + -f train.yaml diff --git a/docs/source/user_guide/model_training/distributed_training/horovod/coding.rst b/docs/source/user_guide/model_training/distributed_training/horovod/coding.rst new file mode 100644 index 000000000..b360682e1 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/horovod/coding.rst @@ -0,0 +1,397 @@ +Writing Distributed code with Horovod Framework +----------------------------------------------- + +TensorFlow +'''''''''' + +**To use Horovod in TensorFlow, following modifications are required in the training script:** + + + +1. Import Horovod and initialize it. + +.. code-block:: python + + + import horovod.tensorflow as hvd + hvd.init() + +2. Pin each GPU to a single process. + +With **TensorFlow v1.** + +.. code-block:: python + + + config = tf.ConfigProto() + config.gpu_options.visible_device_list = str(hvd.local_rank()) + +With **TensorFlow v2.** + +.. code-block:: python + + + gpus = tf.config.experimental.list_physical_devices('GPU') + for gpu in gpus: + tf.config.experimental.set_memory_growth(gpu, True) + if gpus: + tf.config.experimental.set_visible_devices(gpus[hvd.local_rank()], 'GPU') + + +3. Scale the learning rate by the number of workers. + +.. code-block:: python + + + opt = tf.keras.optimizers.SGD(0.0005 * hvd.size()) + +4. Wrap the optimizer in ``hvd.DistributedOptimizer``. + +.. code-block:: python + + + opt = hvd.DistributedOptimizer(opt) + +5. Modify your code to save checkpoints(and any other artifacts) only in the rank-0 training process to prevent other workers from corrupting them. + +.. code-block:: python + + + if hvd.rank() == 0: + tf.keras.callbacks.ModelCheckpoint(ckpts_path) + tf.keras.callbacks.TensorBoard(tblogs_path) + +.. _hvd_state_sync: + +6. OCI Data Science Horovod workloads are based on Elastic Horovod. In addition to above changes, the training script also needs +to use `state synchronization `_. +In summary, this means: + +a. Use the decorator ``hvd.elastic.run`` to wrap the main training process. + +b. Use ``hvd.elastic.State`` to add all variables that needs to be sync across workers. + +c. Save state periodically, using ``hvd.elastic.State`` + +A complete example can be found in the :ref:`Write your training code ` section. +More examples can be found `here `_. +Refer `horovod with TensorFlow `_ and `horovod with Keras `_ for more details. + +PyTorch +''''''' + +**To use Horovod in PyTorch, following modifications are required in the training script:** + + +1. Import Horovod and initialize it. + +.. code-block:: python + + + import horovod.torch as hvd + hvd.init() + + +2. Pin each GPU to a single process. (use ``hvd.local_rank()``) + +.. code-block:: python + + + torch.manual_seed(args.seed) + if args.cuda: + # Horovod: pin GPU to local rank. + torch.cuda.set_device(hvd.local_rank()) + torch.cuda.manual_seed(args.seed) + + +3. Scale the learning rate by the number of workers. (use ``hvd.size()``) + +.. code-block:: python + + + optimizer = optim.SGD(model.parameters(), lr=args.lr * hvd.size(), + momentum=args.momentum) + + + +4. Wrap the optimizer in ``hvd.DistributedOptimizer``. + +.. code-block:: python + + + optimizer = hvd.DistributedOptimizer( + optimizer, + named_parameters=model.named_parameters(), + compression=compression, + op=hvd.Adasum if args.use_adasum else hvd.Average + ) + + + +5. Modify your code to save checkpoints only in the rank-0 training process to prevent other workers from corrupting them. + +6. Like TensorFlow, Horovod PyTorch scripts also need to use `state synchronization `_. +Refer TensorFlow section :ref:`above `. + + +Here is a complete PyTorch sample which is inspired from examples found +`here `__ and +`here `__. + +.. code-block:: python + :caption: train.py + :name: train.py + + # Script adapted from https://github.com/horovod/horovod/blob/master/examples/elastic/pytorch/pytorch_mnist_elastic.py + + # ============================================================================== + import argparse + import os + from filelock import FileLock + + import torch.nn as nn + import torch.nn.functional as F + import torch.optim as optim + from torchvision import datasets, transforms + import torch.utils.data.distributed + import horovod.torch as hvd + from torch.utils.tensorboard import SummaryWriter + + # Training settings + parser = argparse.ArgumentParser(description='PyTorch MNIST Example') + parser.add_argument('--batch-size', type=int, default=64, metavar='N', + help='input batch size for training (default: 64)') + parser.add_argument('--test-batch-size', type=int, default=1000, metavar='N', + help='input batch size for testing (default: 1000)') + parser.add_argument('--epochs', type=int, default=10, metavar='N', + help='number of epochs to train (default: 10)') + parser.add_argument('--lr', type=float, default=0.01, metavar='LR', + help='learning rate (default: 0.01)') + parser.add_argument('--momentum', type=float, default=0.5, metavar='M', + help='SGD momentum (default: 0.5)') + parser.add_argument('--no-cuda', action='store_true', default=False, + help='disables CUDA training') + parser.add_argument('--seed', type=int, default=42, metavar='S', + help='random seed (default: 42)') + parser.add_argument('--log-interval', type=int, default=10, metavar='N', + help='how many batches to wait before logging training status') + parser.add_argument('--fp16-allreduce', action='store_true', default=False, + help='use fp16 compression during allreduce') + parser.add_argument('--use-adasum', action='store_true', default=False, + help='use adasum algorithm to do reduction') + parser.add_argument('--data-dir', + help='location of the training dataset in the local filesystem (will be downloaded if needed)') + + args = parser.parse_args() + args.cuda = not args.no_cuda and torch.cuda.is_available() + + checkpoint_format = 'checkpoint-{epoch}.pth.tar' + + # Horovod: initialize library. + hvd.init() + torch.manual_seed(args.seed) + + if args.cuda: + # Horovod: pin GPU to local rank. + torch.cuda.set_device(hvd.local_rank()) + torch.cuda.manual_seed(args.seed) + + + # Horovod: limit # of CPU threads to be used per worker. + torch.set_num_threads(1) + + kwargs = {'num_workers': 1, 'pin_memory': True} if args.cuda else {} + data_dir = args.data_dir or './data' + with FileLock(os.path.expanduser("~/.horovod_lock")): + train_dataset = \ + datasets.MNIST(data_dir, train=True, download=True, + transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])) + # Horovod: use DistributedSampler to partition the training data. + train_sampler = torch.utils.data.distributed.DistributedSampler( + train_dataset, num_replicas=hvd.size(), rank=hvd.rank()) + train_loader = torch.utils.data.DataLoader( + train_dataset, batch_size=args.batch_size, sampler=train_sampler, **kwargs) + + test_dataset = \ + datasets.MNIST(data_dir, train=False, transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])) + # Horovod: use DistributedSampler to partition the test data. + test_sampler = torch.utils.data.distributed.DistributedSampler( + test_dataset, num_replicas=hvd.size(), rank=hvd.rank()) + test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=args.test_batch_size, + sampler=test_sampler, **kwargs) + + + class Net(nn.Module): + def __init__(self): + super(Net, self).__init__() + self.conv1 = nn.Conv2d(1, 10, kernel_size=5) + self.conv2 = nn.Conv2d(10, 20, kernel_size=5) + self.conv2_drop = nn.Dropout2d() + self.fc1 = nn.Linear(320, 50) + self.fc2 = nn.Linear(50, 10) + + def forward(self, x): + x = F.relu(F.max_pool2d(self.conv1(x), 2)) + x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2)) + x = x.view(-1, 320) + x = F.relu(self.fc1(x)) + x = F.dropout(x, training=self.training) + x = self.fc2(x) + return F.log_softmax(x) + + + model = Net() + + # By default, Adasum doesn't need scaling up learning rate. + lr_scaler = hvd.size() if not args.use_adasum else 1 + + if args.cuda: + # Move model to GPU. + model.cuda() + # If using GPU Adasum allreduce, scale learning rate by local_size. + if args.use_adasum and hvd.nccl_built(): + lr_scaler = hvd.local_size() + + # Horovod: scale learning rate by lr_scaler. + optimizer = optim.SGD(model.parameters(), lr=args.lr * lr_scaler, + momentum=args.momentum) + + # Horovod: (optional) compression algorithm. + compression = hvd.Compression.fp16 if args.fp16_allreduce else hvd.Compression.none + + + def metric_average(val, name): + tensor = torch.tensor(val) + avg_tensor = hvd.allreduce(tensor, name=name) + return avg_tensor.item() + + def create_dir(dir): + if not os.path.exists(dir): + os.makedirs(dir) + # Horovod: average metrics from distributed training. + class Metric(object): + def __init__(self, name): + self.name = name + self.sum = torch.tensor(0.) + self.n = torch.tensor(0.) + + def update(self, val): + self.sum += hvd.allreduce(val.detach().cpu(), name=self.name) + self.n += 1 + + @property + def avg(self): + return self.sum / self.n + + @hvd.elastic.run + def train(state): + # post synchronization event (worker added, worker removed) init ... + + artifacts_dir = os.environ.get("OCI__SYNC_DIR") + "/artifacts" + chkpts_dir = os.path.join(artifacts_dir,"ckpts") + logs_dir = os.path.join(artifacts_dir,"logs") + if hvd.rank() == 0: + print("creating dirs for checkpoints and logs") + create_dir(chkpts_dir) + create_dir(logs_dir) + + writer = SummaryWriter(logs_dir) if hvd.rank() == 0 else None + + for state.epoch in range(state.epoch, args.epochs + 1): + train_loss = Metric('train_loss') + state.model.train() + + train_sampler.set_epoch(state.epoch) + steps_remaining = len(train_loader) - state.batch + + for state.batch, (data, target) in enumerate(train_loader): + if state.batch >= steps_remaining: + break + + if args.cuda: + data, target = data.cuda(), target.cuda() + state.optimizer.zero_grad() + output = state.model(data) + loss = F.nll_loss(output, target) + train_loss.update(loss) + loss.backward() + state.optimizer.step() + if state.batch % args.log_interval == 0: + # Horovod: use train_sampler to determine the number of examples in + # this worker's partition. + print('Train Epoch: {} [{}/{} ({:.0f}%)]\tLoss: {:.6f}'.format( + state.epoch, state.batch * len(data), len(train_sampler), + 100.0 * state.batch / len(train_loader), loss.item())) + state.commit() + if writer: + writer.add_scalar("Loss", train_loss.avg, state.epoch) + if hvd.rank() == 0: + chkpt_path = os.path.join(chkpts_dir,checkpoint_format.format(epoch=state.epoch + 1)) + chkpt = { + 'model': state.model.state_dict(), + 'optimizer': state.optimizer.state_dict(), + } + torch.save(chkpt, chkpt_path) + state.batch = 0 + + + def test(): + model.eval() + test_loss = 0. + test_accuracy = 0. + for data, target in test_loader: + if args.cuda: + data, target = data.cuda(), target.cuda() + output = model(data) + # sum up batch loss + test_loss += F.nll_loss(output, target, size_average=False).item() + # get the index of the max log-probability + pred = output.data.max(1, keepdim=True)[1] + test_accuracy += pred.eq(target.data.view_as(pred)).cpu().float().sum() + + # Horovod: use test_sampler to determine the number of examples in + # this worker's partition. + test_loss /= len(test_sampler) + test_accuracy /= len(test_sampler) + + # Horovod: average metric values across workers. + test_loss = metric_average(test_loss, 'avg_loss') + test_accuracy = metric_average(test_accuracy, 'avg_accuracy') + + # Horovod: print output only on first rank. + if hvd.rank() == 0: + print('\nTest set: Average loss: {:.4f}, Accuracy: {:.2f}%\n'.format( + test_loss, 100. * test_accuracy)) + + + # Horovod: wrap optimizer with DistributedOptimizer. + optimizer = hvd.DistributedOptimizer(optimizer, + named_parameters=model.named_parameters(), + compression=compression, + op=hvd.Adasum if args.use_adasum else hvd.Average) + + + # adjust learning rate on reset + def on_state_reset(): + for param_group in optimizer.param_groups: + param_group['lr'] = args.lr * hvd.size() + + + state = hvd.elastic.TorchState(model, optimizer, epoch=1, batch=0) + state.register_reset_callbacks([on_state_reset]) + train(state) + test() + + +Refer to more examples `here `__. +Refer `horovod with PyTorch `_ for more details. + +**Next Steps** + +Once you have the training code ready (either in TensorFlow or PyTorch), you can proceed to :doc:`creating Horovod workloads`. diff --git a/docs/source/user_guide/model_training/distributed_training/horovod/creating.rst b/docs/source/user_guide/model_training/distributed_training/horovod/creating.rst new file mode 100644 index 000000000..497fe00ba --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/horovod/creating.rst @@ -0,0 +1,465 @@ +Creating Horovod Workloads +-------------------------- + +.. include:: ../_prerequisite.rst + + +.. _hvd_training_code: + +**Write your training code:** + +Your model training script (TensorFlow or PyTorch) needs to be adapted to use (Elastic) Horovod APIs for distributed training. Refer :doc:`Writing distributed code with horovod framework` + +Also see : `Horovod Examples `_ + +For this example, the code to run was inspired from an example +`found here `_ . +There are minimal changes to this script to save the training artifacts and TensorBoard logs to a folder referenced by +``OCI__SYNC_DIR`` environment variable. ``OCI__SYNC_DIR`` is a pre-provisioned folder which can be synchronized with an object bucket during the training process. + + +.. code-block:: python + :caption: train.py + :name: train.py + + # Script adapted from https://github.com/horovod/horovod/blob/master/examples/elastic/tensorflow2/tensorflow2_keras_mnist_elastic.py + + # ============================================================================== + + + import argparse + import tensorflow as tf + import horovod.tensorflow.keras as hvd + from distutils.version import LooseVersion + + import os + + os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2" + + parser = argparse.ArgumentParser(description="Tensorflow 2.0 Keras MNIST Example") + + parser.add_argument( + "--use-mixed-precision", + action="store_true", + default=False, + help="use mixed precision for training", + ) + + parser.add_argument( + "--data-dir", + help="location of the training dataset in the local filesystem (will be downloaded if needed)", + default='/code/data/mnist.npz' + ) + + args = parser.parse_args() + + if args.use_mixed_precision: + print(f"using mixed precision {args.use_mixed_precision}") + if LooseVersion(tf.__version__) >= LooseVersion("2.4.0"): + from tensorflow.keras import mixed_precision + + mixed_precision.set_global_policy("mixed_float16") + else: + policy = tf.keras.mixed_precision.experimental.Policy("mixed_float16") + tf.keras.mixed_precision.experimental.set_policy(policy) + + # Horovod: initialize Horovod. + hvd.init() + + # Horovod: pin GPU to be used to process local rank (one GPU per process) + gpus = tf.config.experimental.list_physical_devices("GPU") + for gpu in gpus: + tf.config.experimental.set_memory_growth(gpu, True) + if gpus: + tf.config.experimental.set_visible_devices(gpus[hvd.local_rank()], "GPU") + + import numpy as np + + minist_local = args.data_dir + + + def load_data(): + print("using pre-fetched dataset") + with np.load(minist_local, allow_pickle=True) as f: + x_train, y_train = f["x_train"], f["y_train"] + x_test, y_test = f["x_test"], f["y_test"] + return (x_train, y_train), (x_test, y_test) + + + (mnist_images, mnist_labels), _ = ( + load_data() + if os.path.exists(minist_local) + else tf.keras.datasets.mnist.load_data(path="mnist-%d.npz" % hvd.rank()) + ) + + + dataset = tf.data.Dataset.from_tensor_slices( + ( + tf.cast(mnist_images[..., tf.newaxis] / 255.0, tf.float32), + tf.cast(mnist_labels, tf.int64), + ) + ) + dataset = dataset.repeat().shuffle(10000).batch(128) + + model = tf.keras.Sequential( + [ + tf.keras.layers.Conv2D(32, [3, 3], activation="relu"), + tf.keras.layers.Conv2D(64, [3, 3], activation="relu"), + tf.keras.layers.MaxPooling2D(pool_size=(2, 2)), + tf.keras.layers.Dropout(0.25), + tf.keras.layers.Flatten(), + tf.keras.layers.Dense(128, activation="relu"), + tf.keras.layers.Dropout(0.5), + tf.keras.layers.Dense(10, activation="softmax"), + ] + ) + + # Horovod: adjust learning rate based on number of GPUs. + scaled_lr = 0.001 * hvd.size() + opt = tf.optimizers.Adam(scaled_lr) + + # Horovod: add Horovod DistributedOptimizer. + opt = hvd.DistributedOptimizer( + opt, backward_passes_per_step=1, average_aggregated_gradients=True + ) + + # Horovod: Specify `experimental_run_tf_function=False` to ensure TensorFlow + # uses hvd.DistributedOptimizer() to compute gradients. + model.compile( + loss=tf.losses.SparseCategoricalCrossentropy(), + optimizer=opt, + metrics=["accuracy"], + experimental_run_tf_function=False, + ) + + # Horovod: initialize optimizer state so we can synchronize across workers + # Keras has empty optimizer variables() for TF2: + # https://sourcegraph.com/github.com/tensorflow/tensorflow@v2.4.1/-/blob/tensorflow/python/keras/optimizer_v2/optimizer_v2.py#L351:10 + model.fit(dataset, steps_per_epoch=1, epochs=1, callbacks=None) + + state = hvd.elastic.KerasState(model, batch=0, epoch=0) + + + def on_state_reset(): + tf.keras.backend.set_value(state.model.optimizer.lr, 0.001 * hvd.size()) + # Re-initialize, to join with possible new ranks + state.model.fit(dataset, steps_per_epoch=1, epochs=1, callbacks=None) + + + state.register_reset_callbacks([on_state_reset]) + + callbacks = [ + hvd.callbacks.MetricAverageCallback(), + hvd.elastic.UpdateEpochStateCallback(state), + hvd.elastic.UpdateBatchStateCallback(state), + hvd.elastic.CommitStateCallback(state), + ] + + # Horovod: save checkpoints only on worker 0 to prevent other workers from corrupting them. + # save the artifacts in the OCI__SYNC_DIR dir. + artifacts_dir = os.environ.get("OCI__SYNC_DIR") + "/artifacts" + tb_logs_path = os.path.join(artifacts_dir, "logs") + check_point_path = os.path.join(artifacts_dir, "ckpts", "checkpoint-{epoch}.h5") + if hvd.rank() == 0: + callbacks.append(tf.keras.callbacks.ModelCheckpoint(check_point_path)) + callbacks.append(tf.keras.callbacks.TensorBoard(tb_logs_path)) + + # Train the model. + # Horovod: adjust number of steps based on number of GPUs. + @hvd.elastic.run + def train(state): + state.model.fit( + dataset, + steps_per_epoch=500 // hvd.size(), + epochs=2 - state.epoch, + callbacks=callbacks, + verbose=1, + ) + + + train(state) + + + +**Initialize a distributed-training folder:** + +At this point you have created a training file (or files) - ``train.py`` from the above +example. Now, run the command below. + +.. code-block:: bash + + ads opctl distributed-training init --framework horovod-tensorflow --version v1 + +**Note**: If you choose to run a PyTorch example instead, use ``horovod-pytorch`` as the framework. + +.. code-block:: bash + + ads opctl distributed-training init --framework horovod-pytorch --version v1 + +This will download the ``horovod-tensorflow|horovod-pytorch`` framework and place it inside ``'oci_dist_training_artifacts'`` folder. + +**Containerize your code and build container:** + +To build the image: + +Horovod frameworks for TensorFlow and PyTorch contains two separate docker files, for cpu and gpu. Choose the docker file +based on whether you are going to use cpu or gpu based shapes. + +`with Proxy server:` + +.. code-block:: bash + + docker build --build-arg no_proxy=$(no_proxy) \ + --build-arg http_proxy=$(http_proxy) \ + --build-arg https_proxy=$(http_proxy) \ + -t $(IMAGE_NAME):$(TAG) \ + -f oci_dist_training_artifacts/horovod/v1/docker/ . + +`without Proxy server:` + +.. code-block:: bash + + docker build -t $(IMAGE_NAME):$(TAG) \ + -f oci_dist_training_artifacts/horovod/v1/docker/ . + +Source code directory can be provided using the 'CODE_DIR' directory. In the following example, the code related +files are assumed to be in the 'code' directory (within the current directory). + +.. code-block:: bash + + docker build --build-arg CODE_DIR= \ + -t $(IMAGE_NAME):$(TAG) \ + -f oci_dist_training_artifacts/horovod/v1/ + +**Publish image to OCI Container Registry:** + +You are now required to push the docker image in a OCI `container registry repo `_ . First, tag the image using the following full name format +``.ocir.io///:``. Skip this, if you have already used this tag in the previous build command. + +Tag + +.. code-block:: bash + + docker tag : .ocir.io///: + +Push the image to OCI container registry. + +.. code-block:: bash + + docker push .ocir.io///: + +**Note:** You would need to login to OCI container registry. Refer `publishing images using the docker cli `_. + +**SSH Setup:** + +In Horovod distributed training, communication between scheduler and worker(s) uses a secure connection. For this purpose, SSH keys need to be provisioned in the scheduler and worker nodes. +This is already taken care in the docker images. When the docker image is built, SSH key pair is placed inside the image with required configuration changes (adding public key to authorized_keys file). +This enables a secure connection between scheduler and the workers. + +**Define your workload yaml:** + +The ``yaml`` file is a declarative way to express the workload. + +.. code-block:: yaml + :caption: train.yaml + :name: train.yaml + + kind: distributed + apiVersion: v1.0 + spec: + infrastructure: # This section maps to Job definition. Does not include environment variables + kind: infrastructure + type: dataScienceJob + apiVersion: v1.0 + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: HVD-Distributed-TF + logGroupId: oci.xxxx. + subnetId: oci.xxxx. + shapeName: VM.GPU2.1 + blockStorageSize: 50 + cluster: + kind: HOROVOD + apiVersion: v1.0 + spec: + image: ".ocir.io///:" + workDir: "oci://@/" + name: "horovod_tf" + config: + env: + # MIN_NP, MAX_NP and SLOTS are inferred from the shape. Modify only when needed. + # - name: MIN_NP + # value: 2 + # - name: MAX_NP + # value: 4 + # - name: SLOTS + # value: 2 + - name: WORKER_PORT + value: 12345 + - name: START_TIMEOUT #Optional: Defaults to 600. + value: 600 + - name: ENABLE_TIMELINE # Optional: Disabled by Default.Significantly increases training duration if switched on (1). + value: 0 + - name: SYNC_ARTIFACTS #Mandatory: Switched on by Default. + value: 1 + - name: WORKSPACE #Mandatory if SYNC_ARTIFACTS==1: Destination object bucket to sync generated artifacts to. + value: "" + - name: WORKSPACE_PREFIX #Mandatory if SYNC_ARTIFACTS==1: Destination object bucket folder to sync generated artifacts to. + value: "" + - name: HOROVOD_ARGS # Parameters for cluster tuning. + value: "--verbose" + main: + name: "scheduler" + replicas: 1 #this will be always 1 + worker: + name: "worker" + replicas: 2 #number of workers + runtime: + kind: python + apiVersion: v1.0 + spec: + entryPoint: "/code/train.py" #location of user's training script in docker image. + args: #any arguments that the training script requires. + env: + +**Use ads opctl to create the cluster infrastructure and run the workload:** + +Do a dry run to inspect how the yaml translates to Job and Job Runs + +.. code-block:: bash + + ads opctl run -f train.yaml --dry-run + +This will give output similar to this. + +.. code-block:: bash + + -----------------------------Entering dryrun mode---------------------------------- + Creating Job with payload: + kind: job + spec: + infrastructure: + kind: infrastructure + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: HVD-Distributed-TF + logGroupId: oci.xxxx. + logId: oci.xxx. + subnetId: oci.xxxx. + shapeName: VM.GPU2.1 + blockStorageSize: 50 + type: dataScienceJob + name: horovod_tf + runtime: + kind: runtime + spec: + entrypoint: null + env: + - name: WORKER_PORT + value: 12345 + - name: START_TIMEOUT + value: 600 + - name: ENABLE_TIMELINE + value: 0 + - name: SYNC_ARTIFACTS + value: 1 + - name: WORKSPACE + value: "" + - name: WORKSPACE_PREFIX + value: "" + - name: HOROVOD_ARGS + value: --verbose + - name: OCI__WORK_DIR + value: oci://@/ + - name: OCI__EPHEMERAL + value: None + - name: OCI__CLUSTER_TYPE + value: HOROVOD + - name: OCI__WORKER_COUNT + value: '2' + - name: OCI__START_ARGS + value: '' + - name: OCI__ENTRY_SCRIPT + value: /code/train.py + image: ".ocir.io///:" + type: container + + ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ + Creating Main Job with following details: + Name: scheduler + Environment Variables: + OCI__MODE:MAIN + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + Creating 2 worker jobs with following details: + Name: worker + Environment Variables: + OCI__MODE:WORKER + -----------------------------Ending dryrun mode---------------------------------- + +Submit the workload - + +.. code-block:: bash + + ads opctl run -f train.yaml + +Once running, you will see on the terminal an output similar to the below. Note that this yaml +can be used as input to ``ads opctl distributed-training show-config -f `` - to both +save and see the run info use ``tee`` - for example: + +.. code-block:: bash + + ads opctl run -f train.yaml | tee info.yaml + +.. code-block:: yaml + :caption: info.yaml + + jobId: oci.xxxx. + mainJobRunId: oci.xxxx. + workDir: oci://my-bucket@my-namespace/daskcluster-testing/005 + workerJobRunIds: + - oci.xxxx. + - oci.xxxx. + - oci.xxxx. + +.. _hvd_saving_artifacts: + +**Saving Artifacts to Object Storage Buckets** + + + + +In case you want to save the artifacts generated by the training process (model checkpoints, TensorBoard logs, etc.) to an object bucket +you can use the 'sync' feature. The environment variable ``OCI__SYNC_DIR`` exposes the directory location that will be automatically synchronized +to the configured object storage bucket location. Use this directory in your training script to save the artifacts. + +To configure the destination object storage bucket location, use the following settings in the workload yaml file(train.yaml). + +.. code-block:: bash + + - name: SYNC_ARTIFACTS + value: 1 + - name: WORKSPACE + value: "" + - name: WORKSPACE_PREFIX + value: "" + +**Note**: Change ``SYNC_ARTIFACTS`` to ``0`` to disable this feature. +Use ``OCI__SYNC_DIR`` env variable in your code to save the artifacts. Example: + +.. code-block:: python + + + tf.keras.callbacks.ModelCheckpoint(os.path.join(os.environ.get("OCI__SYNC_DIR"),"ckpts",'checkpoint-{epoch}.h5')) + + +**Monitoring the workload logs** + +To view the logs from a job run, you could run - + +.. code-block:: bash + + ads jobs watch oci.xxxx. + +For more monitoring options, please refer to :doc:`Monitoring Horovod Training` diff --git a/docs/source/user_guide/model_training/distributed_training/horovod/horovod.rst b/docs/source/user_guide/model_training/distributed_training/horovod/horovod.rst new file mode 100644 index 000000000..082db0647 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/horovod/horovod.rst @@ -0,0 +1,21 @@ +======= +Horovod +======= + + +**Distributed training framework for TensorFlow, Keras, PyTorch** + +Horovod is an open-source software framework for distributed deep learning +training using ``TensorFlow``, ``Keras``, ``PyTorch``. ``Horovod`` has the goal of improving +the speed, scale, and resource allocation when training a machine learning model. + +OCI Data Science currently support `Elastic Horovod `_ workloads with `gloo `_ backend. + +Check for latest information `here `__ + +.. toctree:: + :maxdepth: 3 + + creating + coding + monitoring diff --git a/docs/source/user_guide/model_training/distributed_training/horovod/monitoring.rst b/docs/source/user_guide/model_training/distributed_training/horovod/monitoring.rst new file mode 100644 index 000000000..6c5177899 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/horovod/monitoring.rst @@ -0,0 +1,43 @@ +Monitoring Training +------------------- + +Monitoring Horovod training using TensorBoard is similar to how it is usually done for TensorFlow +or PyTorch workloads. Your training script generates the TensorBoard logs and saves the logs to +the directory reference by ``OCI__SYNC_DIR`` env variable. With ``SYNC_ARTIFACTS=1``, these TensorBoard logs will +be periodically synchronized with the configured object storage bucket. + +Please refer :ref:`Saving Artifacts to Object Storage Buckets `. + + +**Aggregating metrics:** + +In a distributed setup, the metrics(loss, accuracy etc.) need to be aggregated from all the workers. Horovod provides +`MetricAverageCallback `_ callback(for TensorFlow) which should be added to the model training step. +For PyTorch, refer this `Pytorch Example `_. + +**Using TensorBoard Logs:** + +TensorBoard can be setup on a local machine and pointed to object storage. This will enable a live monitoring setup +of TensorBoard logs. + +.. code-block:: bash + + OCIFS_IAM_TYPE=api_key tensorboard --logdir oci:///path/to/logs + + +**Note**: The logs take some initial time (few minutes) to reflect on the tensorboard dashboard. + +**Horovod Timelines:** + +Horovod also provides `Timelines `_, which +provides a snapshot of the training activities. Timeline files can be optionally generated with the +following environment variable(part of workload yaml). + +.. code-block:: yaml + + config: + env: + - name: ENABLE_TIMELINE #Disabled by Default(0). + value: 1 + +**Note**: Creating Timelines degrades the training execution time. diff --git a/docs/source/user_guide/model_training/distributed_training/overview.rst b/docs/source/user_guide/model_training/distributed_training/overview.rst new file mode 100644 index 000000000..927fdac2a --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/overview.rst @@ -0,0 +1,82 @@ +=========================== +Distributed Training |beta| +=========================== + +.. |beta| image:: /_static/badge_beta.svg + +.. admonition:: Distributed Training with OCI Data Science + + This documentation shows you how to preprocess, and train on a machine + learning model, using Oracle Cloud Infrastructure. This section will not teach you about distributed training, + instead it will help you run your existing distributed training code on OCI Data Science. + + + +Distributed training is the process of taking a training workload which +comprises training code and training data and making both of these available +in a cluster. + +The conceptual difference with distributed training is that multiple workers +coordinated in a cluster running on multiple VM instances allows +horizontal scaling of parallelizable tasks. While singe node training is +well suited to traditional ML models, very large datasets or compute intensive workloads +like deep learning and deep neural networks, tends to be better suited to +distributed computing environments. + + + +Distributed Training benefits two classes of problem, one where the data is parallelizable, +the other where the model network is parallelizable. The most common and easiest to develop +is data parallelism. Both forms of parallelism can be combined to handle both large models +and large datasets. + +**Data Parallelism** + +In this form of distributed training the training data is partitioned into some multiple +of the number of nodes in the compute cluster. Each node holds the model and is in +communication with other node participating in a coordinated optimization effort. + +Sometimes data sampling is possible, but often at the expense of model accuracy. With +distributed training you can avoid having to sample the data to fit a single node. + +**Model Parallelism** + +This form of distributed training is used when workers need to worker nodes need to synchronize and +share parameters. The data fits into the memory of each worker, but the training takes too long. With +model parallelism more epochs can run and more hyper-parameters can be explored. + +**Distributed Training with OCI Data Science** + +To outline the process by which you create distributed training workloads is the same regardless of +framework used. Sections of the configuration differ between frameworks but the experience is +consistent. The user brings only the (framework specific) training python code, along with the +``yaml`` declarative definition. + +ADS makes use of ``yaml`` to express configurations. The ``yaml`` specification has sections +to describe the cluster infrastructure, the python runtime code, and the cluster framework. + +The architecture is extensible to support well known frameworks and future versions of these. The set +of service provided frameworks for distributed training include: + +- `Dask `_ for ``LightGBM``, ``XGBoost``, ``Scikit-Learn``, + and ``Dask-ML`` +- `Horovod `_ for ``PyTorch`` & ``Tensorflow`` +- `PyTorch Distributed `_ for ``PyTorch`` + native using ``DistributedDataParallel`` - no training code changes + to run PyTorch model training on a cluster. You can use ``Horovod`` to do the same, which has some + advanced features like ``Adasum`` for better convergence at high scale, auto-tuning to improve + ``allreduce`` performance, and ``fp16`` gradient compression. + + +.. toctree:: + :hidden: + :maxdepth: 5 + + cli/distributed-training + configuration/configuration + developer/developer + dask/dask + horovod/horovod + pytorch/pytorch + remote_source_code + yaml_schema diff --git a/docs/source/user_guide/model_training/distributed_training/pytorch/creating.rst b/docs/source/user_guide/model_training/distributed_training/pytorch/creating.rst new file mode 100644 index 000000000..70c037fd4 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/pytorch/creating.rst @@ -0,0 +1,435 @@ +Creating PyTorch Distributed Workloads +-------------------------------------- + +.. include:: ../_prerequisite.rst + + +**Write your training code:** + +For this example, the code to run was inspired from an example +`found here `_ + +Note that ``MASTER_ADDR``, ``MASTER_PORT``, ``WORLD_SIZE``, ``RANK``, and ``LOCAL_RANK`` are environment variables +that will automatically be set. + +.. code-block:: python + :caption: train.py + :name: train.py + + # Copyright (c) 2017 Facebook, Inc. All rights reserved. + # BSD 3-Clause License + # + # Script adapted from: + # https://github.com/Azure/azureml-examples/blob/main/python-sdk/workflows/train/pytorch/cifar-distributed/src/train.py + # ============================================================================== + + + import datetime + import torch + import torchvision + import torchvision.transforms as transforms + import torch.nn as nn + import torch.nn.functional as F + import torch.optim as optim + import os, argparse + + # define network architecture + class Net(nn.Module): + def __init__(self): + super(Net, self).__init__() + self.conv1 = nn.Conv2d(3, 32, 3) + self.pool = nn.MaxPool2d(2, 2) + self.conv2 = nn.Conv2d(32, 64, 3) + self.conv3 = nn.Conv2d(64, 128, 3) + self.fc1 = nn.Linear(128 * 6 * 6, 120) + self.dropout = nn.Dropout(p=0.2) + self.fc2 = nn.Linear(120, 84) + self.fc3 = nn.Linear(84, 10) + + def forward(self, x): + x = F.relu(self.conv1(x)) + x = self.pool(F.relu(self.conv2(x))) + x = self.pool(F.relu(self.conv3(x))) + x = x.view(-1, 128 * 6 * 6) + x = self.dropout(F.relu(self.fc1(x))) + x = F.relu(self.fc2(x)) + x = self.fc3(x) + return x + + + # define functions + def train(train_loader, model, criterion, optimizer, epoch, device, print_freq, rank): + running_loss = 0.0 + for i, data in enumerate(train_loader, 0): + # get the inputs; data is a list of [inputs, labels] + inputs, labels = data[0].to(device), data[1].to(device) + + # zero the parameter gradients + optimizer.zero_grad() + + # forward + backward + optimize + outputs = model(inputs) + loss = criterion(outputs, labels) + loss.backward() + optimizer.step() + + # print statistics + running_loss += loss.item() + if i % print_freq == 0: # print every print_freq mini-batches + print( + "Rank %d: [%d, %5d] loss: %.3f" + % (rank, epoch + 1, i + 1, running_loss / print_freq) + ) + running_loss = 0.0 + + + def evaluate(test_loader, model, device): + classes = ( + "plane", + "car", + "bird", + "cat", + "deer", + "dog", + "frog", + "horse", + "ship", + "truck", + ) + + model.eval() + + correct = 0 + total = 0 + class_correct = list(0.0 for i in range(10)) + class_total = list(0.0 for i in range(10)) + with torch.no_grad(): + for data in test_loader: + images, labels = data[0].to(device), data[1].to(device) + outputs = model(images) + _, predicted = torch.max(outputs.data, 1) + total += labels.size(0) + correct += (predicted == labels).sum().item() + c = (predicted == labels).squeeze() + for i in range(10): + label = labels[i] + class_correct[label] += c[i].item() + class_total[label] += 1 + + # print total test set accuracy + print( + "Accuracy of the network on the 10000 test images: %d %%" + % (100 * correct / total) + ) + + # print test accuracy for each of the classes + for i in range(10): + print( + "Accuracy of %5s : %2d %%" + % (classes[i], 100 * class_correct[i] / class_total[i]) + ) + + + def main(args): + # get PyTorch environment variables + world_size = int(os.environ["WORLD_SIZE"]) + rank = int(os.environ["RANK"]) + local_rank = int(os.environ["LOCAL_RANK"]) + + distributed = world_size > 1 + + if torch.cuda.is_available(): + print("CUDA is available.") + else: + print("CUDA is not available.") + + # set device + if distributed: + if torch.cuda.is_available(): + device = torch.device("cuda", local_rank) + else: + device = torch.device("cpu") + else: + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + # initialize distributed process group using default env:// method + if distributed: + torch.distributed.init_process_group( + backend=args.backend, + timeout=datetime.timedelta(minutes=args.timeout) + ) + + # define train and test dataset DataLoaders + transform = transforms.Compose( + [transforms.ToTensor(), transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))] + ) + + train_set = torchvision.datasets.CIFAR10( + root=args.data_dir, train=True, download=True, transform=transform + ) + + if distributed: + train_sampler = torch.utils.data.distributed.DistributedSampler(train_set) + else: + train_sampler = None + + train_loader = torch.utils.data.DataLoader( + train_set, + batch_size=args.batch_size, + shuffle=(train_sampler is None), + num_workers=args.workers, + sampler=train_sampler, + ) + + test_set = torchvision.datasets.CIFAR10( + root=args.data_dir, train=False, download=True, transform=transform + ) + test_loader = torch.utils.data.DataLoader( + test_set, batch_size=args.batch_size, shuffle=False, num_workers=args.workers + ) + + model = Net().to(device) + + # wrap model with DDP + if distributed: + if torch.cuda.is_available(): + model = nn.parallel.DistributedDataParallel( + model, device_ids=[local_rank], output_device=local_rank + ) + else: + model = nn.parallel.DistributedDataParallel(model) + + # define loss function and optimizer + criterion = nn.CrossEntropyLoss() + optimizer = optim.SGD( + model.parameters(), lr=args.learning_rate, momentum=args.momentum + ) + + # train the model + for epoch in range(args.epochs): + print("Rank %d: Starting epoch %d" % (rank, epoch)) + if distributed: + train_sampler.set_epoch(epoch) + model.train() + train( + train_loader, + model, + criterion, + optimizer, + epoch, + device, + args.print_freq, + rank, + ) + + print("Rank %d: Finished Training" % (rank)) + + if not distributed or rank == 0: + os.makedirs(args.output_dir, exist_ok=True) + model_path = os.path.join(args.output_dir, "cifar_net.pt") + torch.save(model.state_dict(), model_path) + + # evaluate on full test dataset + evaluate(test_loader, model, device) + + + # run script + if __name__ == "__main__": + # setup argparse + parser = argparse.ArgumentParser() + parser.add_argument( + "--data-dir", type=str, help="directory containing CIFAR-10 dataset" + ) + parser.add_argument("--epochs", default=10, type=int, help="number of epochs") + parser.add_argument( + "--batch-size", + default=16, + type=int, + help="mini batch size for each gpu/process", + ) + parser.add_argument( + "--workers", + default=2, + type=int, + help="number of data loading workers for each gpu/process", + ) + parser.add_argument( + "--learning-rate", default=0.001, type=float, help="learning rate" + ) + parser.add_argument("--momentum", default=0.9, type=float, help="momentum") + parser.add_argument( + "--output-dir", default="outputs", type=str, help="directory to save model to" + ) + parser.add_argument( + "--print-freq", + default=200, + type=int, + help="frequency of printing training statistics", + ) + parser.add_argument( + "--backend", default="gloo", type=str, + help="distributed communication backend, should be gloo, nccl or mpi" + ) + parser.add_argument( + "--timeout", default=30, type=int, + help="timeout in minutes for waiting for the initialization of distributed process group." + ) + args = parser.parse_args() + + # call main function + main(args) + +**Initialize a distributed-training folder:** + +At this point you have create a training file (or files) - ``train.py`` in the above +example. Now running the command below will download the artifacts required for building the docker image. +The artifacts will be saved into the ``oci_dist_training_artifacts/pytorch/v1`` directory under your current working directory. + +.. code-block:: bash + + ads opctl distributed-training init --framework pytorch --version v1 + +**Containerize your code and build container:** + +Before you can build the image, you must set the following environment variables: + +.. code-block:: bash + + export IMAGE_NAME= + export TAG=latest + export ARTIFACT_DIR=oci_dist_training_artifacts/pytorch/v1 + + +To build the image: + +`with Proxy server:` + +.. code-block:: bash + + docker build --build-arg no_proxy=$no_proxy \ + --build-arg http_proxy=$http_proxy \ + --build-arg https_proxy=$http_proxy \ + --build-arg ARTIFACT_DIR=$ARTIFACT_DIR \ + -t $IMAGE_NAME:$TAG \ + -f $ARTIFACT_DIR/Dockerfile . + +`without Proxy server:` + +.. code-block:: bash + + docker build -t $IMAGE_NAME:$TAG \ + --build-arg ARTIFACT_DIR=$ARTIFACT_DIR \ + -f $ARTIFACT_DIR/Dockerfile . + +The code (``train.py``) is assumed to be in the current working directory. +To override the source code directory, use the ``CODE_DIR`` build argument: + +.. code-block:: bash + + docker build --build-arg CODE_DIR=`path/to/code/dir` \ + -t $IMAGE_NAME:$TAG \ + --build-arg ARTIFACT_DIR=$ARTIFACT_DIR \ + -f $ARTIFACT_DIR/Dockerfile . + + +Finally, push your image using: + +.. code-block:: bash + + docker push $IMAGE_NAME:$TAG + + +**Define your workload yaml:** + +The ``yaml`` file is a declarative way to express the workload. +Following is the YAML for running the example code, you will need to replace the values in the `spec` sections for your project: + +- ``infrastructure`` contains ``spec`` for OCI Data Science Jobs. Here you need to specify a subnet that allows communications between nodes. The ``VM.GPU2.1`` shape is used in this example. +- ``cluster`` contains ``spec`` for the image you built and a working directory on OCI object storage, which will be used by job runs to shared internal configurations. Environment variables specified in the ``cluster.spec.config`` will be available in all nodes. Here the ``NCCL_ASYNC_ERROR_HANDLING`` is used to enable the timeout for NCCL backend. The job runs will be terminated if the nodes failed to connect to each other in certain minutes as specified in your training code when calling ``init_process_group()``. +- ``runtime`` contains ``spec`` for the name of your training script, and the command line arguments for running the script. Here the ``nccl`` backend is used for communications between GPUs. For CPU training, you can use the ``gloo`` backend. The ``timeout`` argument specify the maximum minutes for the nodes to wait when calling ``init_process_group()``. This is useful for preventing the job runs to wait forever in case of node failure. + +.. code-block:: yaml + :caption: train.yaml + :name: train.yaml + + kind: distributed + apiVersion: v1.0 + spec: + infrastructure: + kind: infrastructure + type: dataScienceJob + apiVersion: v1.0 + spec: + projectId: oci.xxxx. + compartmentId: oci.xxxx. + displayName: PyTorch-Distributed + logGroupId: oci.xxxx. + logId: oci.xxx. + subnetId: oci.xxxx. + shapeName: VM.GPU2.1 + blockStorageSize: 50 + cluster: + kind: pytorch + apiVersion: v1.0 + spec: + image: + workDir: "oci://my-bucket@my-namespace/pytorch/distributed" + config: + env: + - name: NCCL_ASYNC_ERROR_HANDLING + value: '1' + main: + name: PyTorch-Distributed-main + replicas: 1 + worker: + name: PyTorch-Distributed-worker + replicas: 3 + runtime: + kind: python + apiVersion: v1.0 + spec: + entryPoint: "train.py" + args: + - --data-dir + - /home/datascience/data + - --output-dir + - /home/datascience/outputs + - --backend + - gloo + - --timeout + - 5 + + +**Use ads opctl to create the cluster infrastructure and dry-run the workload:** + +.. code-block:: bash + + ads opctl run -f train.yaml --dry-run + +the output from the dry run will show all the actions and infrastructure configuration. + +**Use ads opctl to create the cluster infrastructure and run the workload:** + +.. code-block:: bash + + ads opctl run -f train.yaml + +Once running you will see on the terminal an output similar to the below. Note that this yaml +can be used as input to ``ads opctl distributed-training show-config -f `` - to both +save and see the run info use ``tee`` - for example: + +.. code-block:: bash + + ads opctl run -f train.yaml | tee info.yaml + +.. code-block:: yaml + :caption: info.yaml + :name: info.yaml + + jobId: oci.xxxx. + mainJobRunId: oci.xxxx. + workDir: oci://my-bucket@my-namespace/pytorch/distributed + workerJobRunIds: + - oci.xxxx. + - oci.xxxx. + - oci.xxxx. diff --git a/docs/source/user_guide/model_training/distributed_training/pytorch/pytorch.rst b/docs/source/user_guide/model_training/distributed_training/pytorch/pytorch.rst new file mode 100644 index 000000000..4a4e5fa99 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/pytorch/pytorch.rst @@ -0,0 +1,14 @@ +=================== +PyTorch Distributed +=================== + +PyTorch is an open source machine learning framework used for applications such as computer vision and natural language processing, primarily developed by Facebook's AI Research lab. ADS supports running PyTorch's native distributed training code (``torch.distributed`` and ``DistributedDataParallel``) with OCI Data Science Jobs. Provided you are following the `official PyTorch distributed data parallel guidelines `_, **no changes to your PyTorch code are required**. + +PyTorch distributed training requires initialization using the ``torch.distributed.init_process_group()`` function. By default this function collects uses environment variables to initialize the communications for the training cluster. When using ADS to run PyTorch distributed training on OCI data science Jobs, the environment variables, including ``MASTER_ADDR``, ``MASTER_PORT``, ``WORLD_SIZE`` ``RANK``, and ``LOCAL_RANK`` will automatically be set in the job runs. By default ``MASTER_PORT`` will be set to ``29400``. + +Check for latest information `here `__ + +.. toctree:: + :maxdepth: 3 + + creating diff --git a/docs/source/user_guide/model_training/distributed_training/remote_source_code.rst b/docs/source/user_guide/model_training/distributed_training/remote_source_code.rst new file mode 100644 index 000000000..4abcfb6f8 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/remote_source_code.rst @@ -0,0 +1,60 @@ +========================================== +Run Source Code from Git or Object Storage +========================================== + +.. admonition:: Require ADS >=2.6.3 + + Running source code from Git or Object Storage requires ADS 2.6.3 or newer. + + ``python3 -m pip install oracle-ads>=2.6.3 --upgrade`` + +Instead of adding the training source code to the docker image, you can also fetch the code at runtime from Git repository or object storage. + +Git Repository +============== + +To fetch code from Git repository, you can update the ``runtime`` section of the yaml to specify ``type`` as ``git`` and add ``uri`` of the Git repository to the ``runtime.spec`` section. For example: + +.. code-block:: yaml + :linenos: + + runtime: + apiVersion: v1 + kind: python + type: git + spec: + uri: git@github.com:username/repository.git + branch: develop + commit: abcdef + gitSecretId: ocid1.xxxxxx + entryPoint: "train.py" + +The ``spec`` supports the following options: + +* ``uri``, the URI of the git repository. This can be ``http`` or ``https`` URI for public repository. For private repository, please use ``ssh`` or ``git@`` URI. +* ``branch``, the Git branch. The default branch (usually ``main``) will be used if this is not specified. +* ``commit``, the Git commit. The latest commit will be used if this is not specified. +* ``gitSecretId``, the OCID of secret from OCI vault, which stores the SSH key for accessing private repository. +* ``entryPoint``, the file path to start the training code. The can be the relative path relative to the root of the git repository. The source code is cloned to the ``/code`` directory. You may also use the absolute path. + +To clone the git repository, your subnet needs egress from port 80 for ``http``, 443 for ``https``, or 22 for ``ssh``. + +You can config proxy for git clone by setting the corresponding ``ssh_proxy``, ``http_proxy`` or ``https_proxy`` environment variable to the proxy address. If you configured ``https_proxy`` or ``http_proxy``, you also need to add all IP addresses in your subnet to the ``no_proxy`` environment variable since communications between training nodes should not go through proxy. + +Object Storage +============== + +To fetch code from Object Storage, you can update the ``runtime`` section of the yaml to specify ``type`` as ``remote`` and add ``uri`` of the OCI object storage to the ``runtime.spec`` section. For example: + +.. code-block:: yaml + :linenos: + + runtime: + apiVersion: v1 + kind: python + type: git + spec: + uri: oci://bucket@namespace/prefix/to/source_code_dir + entryPoint: "source_code_dir/train.py" + +The ``uri`` can be a single file or a prefix (directory). The ``entryPoint`` is the the file path to start the training code. When using relative path, if ``uri`` is a single file, ``entryPoint`` should be the filename. If ``uri`` is a directory, the ``entryPoint`` should contain the name of the directory like the example above. The source code is cloned to the ``/code`` directory. You may also use the absolute path. \ No newline at end of file diff --git a/docs/source/user_guide/model_training/distributed_training/schema.html b/docs/source/user_guide/model_training/distributed_training/schema.html new file mode 100644 index 000000000..4096ad1bb --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/schema.html @@ -0,0 +1,891 @@ + + + +

+

distributed schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
kind + + string + + + + + Must be distributed + + +
apiVersion + + string + + + + + + +
spec + + dict + + + + See distributed.spec schema. + +
+ +

+

distributed.spec schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
infrastructure + + dict + + + + See distributed.spec.infrastructure schema. + + +
cluster + + dict + + + + See distributed.spec.cluster schema. + +
runtime + + dict + + + + See distributed.spec.runtime schema. + +
+ +

+

distributed.spec.infrastructure schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
kind + + string + + + + + Must be infrastructure + + +
type + + string + + + + + Must be dataScienceJob + + +
apiVersion + + string + + + + + + +
spec + + dict + + + + See distributed.spec.infrastructure.spec schema. + +
+ +

+

distributed.spec.infrastructure.spec schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
displayName + + string + + + + + + +
compartmentId + + string + + + + + + +
projectId + + string + + + + + + +
logGroupId + + string + + + + + + +
logId + + string + + + + + + +
subnetId + + string + + + + + + +
shapeName + + string + + + + + + +
blockStorageSize + + integer + + + + + Minimum: 50 + + + +
+ +

+

distributed.spec.cluster schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
kind + + string + + + + + Options: + + PYTORCH + , + + DASK + , + + HOROVOD + , + + dask + , + + pytorch + , + + horovod + + + + +
apiVersion + + string + + + + + + +
spec + + dict + + + + See distributed.spec.cluster.spec schema. + +
+ +

+

distributed.spec.cluster.spec schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
image + + string + + + + + + +
workDir + + string + + + + + + +
name + + string + + + + + + +
config + + dict + + + + See distributed.spec.cluster.spec.config schema. + +
main + + dict + + + + See distributed.spec.cluster.spec.main schema. + +
worker + + dict + + + + See distributed.spec.cluster.spec.worker schema. + +
+ +

+

distributed.spec.cluster.spec.config schema

+ + + + + + + + + + + + + + + + + + + + + + +
KeyValue
startOptions + + list + + + + List of + + string + + items. + + +
env + + list + + + + List of + + dict + + items. + + See env schema. + + +
+ +

+

distributed.spec.cluster.spec.main schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
name + + string + + + + + + +
replicas + + integer + + + + + + +
config + + dict + + + + See distributed.spec.cluster.spec.config schema. + +
+ +

+

distributed.spec.cluster.spec.worker schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
name + + string + + + + + + +
replicas + + integer + + + + + + +
config + + dict + + + + See distributed.spec.cluster.spec.config schema. + +
+ +

+

distributed.spec.runtime schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
kind + + string + + + + + + +
apiVersion + + string + + + + + + +
spec + + dict + + + + See distributed.spec.runtime.spec schema. + +
+ +

+

distributed.spec.runtime.spec schema

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
KeyValue
entryPoint + + string + + + + + + +
kwargs + + string + + + + + + +
args + + list + + + + List of + + + number + , + + string + + + + items. + + +
env + + list + + + + List of + + dict + + items. + + See env schema. + + +
+ +

+

env schema

+ + + + + + + + + + + + + + + + + + + + + + +
KeyValue
name + + string + + + + + + +
value + + + number + , + + string + + + + + + + + +
diff --git a/docs/source/user_guide/model_training/distributed_training/yaml_schema.rst b/docs/source/user_guide/model_training/distributed_training/yaml_schema.rst new file mode 100644 index 000000000..7f6098dd0 --- /dev/null +++ b/docs/source/user_guide/model_training/distributed_training/yaml_schema.rst @@ -0,0 +1,179 @@ +=========== +YAML Schema +=========== + +The distributed training workload is defined in ``YAML`` and can be launched by invoking the ``ads opctl run -f path/to/yaml`` command. + +.. raw:: html + :file: schema.html + +| + +Following is the YAML schema for validating the YAML using `Cerberus `_: + +.. code-block:: yaml + :linenos: + + kind: + type: string + allowed: + - distributed + apiVersion: + type: string + spec: + type: dict + schema: + infrastructure: + type: dict + schema: + kind: + type: string + allowed: + - infrastructure + type: + type: string + allowed: + - dataScienceJob + apiVersion: + type: string + spec: + type: dict + schema: + displayName: + type: string + compartmentId: + type: string + projectId: + type: string + logGroupId: + type: string + logId: + type: string + subnetId: + type: string + shapeName: + type: string + blockStorageSize: + type: integer + min: 50 + cluster: + type: dict + schema: + kind: + type: string + allowed: + - PYTORCH + - DASK + - HOROVOD + - dask + - pytorch + - horovod + apiVersion: + type: string + spec: + type: dict + schema: + image: + type: string + workDir: + type: string + name: + type: string + config: + type: dict + nullable: true + schema: + startOptions: + type: list + schema: + type: string + env: + type: list + nullable: true + schema: + type: dict + schema: + name: + type: string + value: + type: + - number + - string + main: + type: dict + schema: + name: + type: string + replicas: + type: integer + config: + type: dict + nullable: true + schema: + env: + type: list + nullable: true + schema: + type: dict + schema: + name: + type: string + value: + type: + - number + - string + worker: + type: dict + schema: + name: + type: string + replicas: + type: integer + config: + type: dict + nullable: true + schema: + env: + type: list + nullable: true + schema: + type: dict + schema: + name: + type: string + value: + type: + - number + - string + runtime: + type: dict + schema: + kind: + type: string + apiVersion: + type: string + spec: + type: dict + schema: + entryPoint: + type: string + kwargs: + type: string + args: + type: list + schema: + type: + - number + - string + env: + type: list + nullable: true + schema: + type: dict + schema: + name: + type: string + value: + type: + - number + - string diff --git a/docs/source/user_guide/model_training/index.rst b/docs/source/user_guide/model_training/index.rst new file mode 100644 index 000000000..877a1d357 --- /dev/null +++ b/docs/source/user_guide/model_training/index.rst @@ -0,0 +1,28 @@ +============== +Model Training +============== + +In this section you will learn about model training on the Data Science cloud service using a variety of popular frameworks. This section +covers the popular ``sklearn`` framework, along with gradient boosted tree estimators like LightGBM and XGBoost, Oracle AutoML and +deep learning packages likes TensorFlow and PyTorch. + +The section covers how to serialize models and make use of the OCI Model Catalog to store model artifacts and meta data all using +ADS to prepare the upload. + +In the distributed training section you will see examples of how to work with Dask, Horovod, TensorFlow and PyTorch to do multinode training. + +TensorBoard provides the visualization and the tooling that is needed to watch and record model training progress throughout the tuning stages. + +.. toctree:: + :hidden: + :maxdepth: 1 + + ads_tuner + Distributed Training [beta] + ../template/monitoring + tensorboard/tensorboard + model_evaluation/index + model_explainability/index + + + diff --git a/docs/source/user_guide/model_training/model_evaluation/binary_classification.rst b/docs/source/user_guide/model_training/model_evaluation/binary_classification.rst new file mode 100644 index 000000000..a4ee1430e --- /dev/null +++ b/docs/source/user_guide/model_training/model_evaluation/binary_classification.rst @@ -0,0 +1,165 @@ +Binary Classification +********************* + +Binary classification is a type of modeling wherein the output is binary. For example, Yes or No, Up or Down, 1 or 0. These models are a special case of multinomial classification so have specifically catered metrics. + +The prevailing metrics for evaluating a binary classification model are accuracy, hamming loss, kappa score, precision, recall, :math:`F_1` and AUC. Most information about binary classification uses a few of these metrics to speak to the importance of the model. + +* **Accuracy**: The proportion of predictions that were correct. It is generally converted to a percentage where 100% is a perfect classifier. An accuracy of 50% is random (for a balanced dataset) and an accuracy of 0% is a perfectly wrong classifier. +* **AUC**: Area Under the Curve (AUC) refers to the area under an ROC curve. This is a numerical way to summarize the robustness of a model to its discrimination threshold. The AUC is computed by integrating the area under the ROC curve. It is akin to the probability that your model scores better on results to which it accredits a higher score. Thus 1.0 is a perfect score, 0.5 is the average score of a random classifier, and 0.0 is a perfectly backward scoring classifier. +* :math:`\mathbf{F_1}` **Score**: There is generally a trade-off between the precision and recall and the :math:`F_1` score is a metric that combines them into a single number. The :math:`F_1` Score is the harmonic mean of precision and recall: + + .. math:: + + F_1 = 2 \frac{Precision * Recall}{Precision + Recall} + + Therefore a perfect :math:`F_1` score is 1. That is, the classifier has perfect precision and recall. The worst :math:`F_1` score is 0. The :math:`F_1` score of a random classifier is heavily dependent on the nature of the data. +* **Hamming Loss**: The proportion of predictions that were incorrectly classified and is equivalent to :math:`1-accuracy`. This means a Hamming Loss of 0 is a perfect classifier. A score of 0.5 is a random classifier (for a balanced dataset), and 1 is a perfectly incorrect classifier. +* **Kappa Score**: Cohen's :math:`\kappa` coefficient is a statistic that measures inter-annotator agreement. This function computes Cohen's :math:`\kappa`, a score that expresses the level of agreement between two annotators on a classification problem. It is defined as: + + .. math:: + + \kappa = \frac{p_o - p_e}{1 - p_e} + + + :math:`p_o` is the empirical probability of agreement on the label assigned to any sample (the observed agreement ratio). :math:`p_e` is the expected agreement when both annotators assign labels randomly. :math:`p_e` is estimated using a per-annotator empirical prior over the class labels. + +* **Precision**: The proportion of the ``True`` class that were predicted to be ``True`` and are actually in the ``True`` class :math:`\frac{TP}{TP + FP}`. This is also known as Positive Predictive Value (PPV). A precision of 1.0 is perfect precision, 0.0 is *bad* precision. However, the precision of a random classifier varies highly based on the nature of the data and to a lesser extent a *bad* precision. +* **Recall**: This is the proportion of the ``True`` class predictions that were correctly predicted over the number of ``True`` predictions (correct or incorrect) :math:`\frac{TP}{TP + FN}`. This is also known as True Positive Rate (TPR) or Sensitivity. A recall of 1.0 is perfect recall, 0.0 is *bad* recall. however, the recall of a random classifier varies highly based on the nature of the data and to a lesser extent a *bad* recall. + +The prevailing charts and plots for binary classification are the Precision-Recall Curve, the ROC curve, the Lift Chart, the Gain Chart, and the Confusion Matrix. These are inter-related with the previously described metrics and are commonly used in the binary classification literature. + +* Confusion Matrix +* Gain Chart +* Lift Chart +* Precision-Recall Curve +* ROC curve + +This code snippet demonstrates how to generate the above metrics and charts. The data has to be split into a testing and training set with the features in `X_train` and `X_test` and the responses in `y_train` and `y_test`. + +.. code-block:: python3 + + from sklearn.datasets import make_classification + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LogisticRegression + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_classification(n_samples=10000, n_features=25, n_classes=2, flip_y=0.1) + + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.30, random_state=seed) + + + lr_clf = LogisticRegression( + random_state=0, solver="lbfgs", multi_class="multinomial" + ).fit(trainx, trainy) + + rf_clf = RandomForestClassifier(n_estimators=50).fit(trainx, trainy) + + bin_lr_model = ADSModel.from_estimator(lr_clf, classes=[0, 1]) + bin_rf_model = ADSModel.from_estimator(rf_clf, classes=[0, 1]) + + evaluator = ADSEvaluator( + ADSData(testx, testy), + models=[bin_lr_model, bin_rf_model], + training_data=ADSData(trainx, trainy), + ) + + + print(evaluator.metrics) + +To use the ``ADSEvaluator`` the standard sklearn models into ``ADSModels``. + +The ``ADSModel`` class in the ADS package has a ``from_estimator`` function that takes as input a fitted estimator and converts it into an ``ADSModel`` object. With classification, the class labels also need to be provided. The ``ADSModel`` object is used for evaluation by the ``ADSEvaluator`` object. + +To show all of the metrics in a table, run: + +.. code-block:: python3 + + evaluator.metrics + +.. figure:: figures/binary_eval_metrics.png + :align: center + + **Evaluator Metrics** + +To show all of the charts, run: + +.. code-block:: python3 + + evaluator.show_in_notebook(perfect=True) + +.. figure:: figures/binary_lift_gain_chart.png + :align: center + + **Lift & Gain Chart** + +.. figure:: figures/binary_PR_ROC_curve.png + :align: center + + **Precision Recall and ROC Curves** + +.. figure:: figures/binary_normalized_confusion_matrix.png + :align: center + + **Normalized Confusion Matrix** + +Important parameters: + +* If ``perfect`` is set to True, ADS plots a perfect classifier for comparison in Lift and Gain charts. +* If ``baseline`` is set to True, ADS won't include a baseline for the comparison of various plots. +* If ``use_training_data`` is set True, ADS plots the evaluations of the training data. +* If ``plots`` contain a list of plot types, ADS plots only those plot types. + +This code snippet demonstrates how to add a custom metric, a :math:`F_2` score, to the evaluator. + +.. code-block:: python3 + + from ads.evaluations.evaluator import ADSEvaluator + evaluator = ADSEvaluator(test, models=[modelA, modelB, modelC modelD]) + + from sklearn.metrics import fbeta_score + def F2_Score(y_true, y_pred): + return fbeta_score(y_true, y_pred, 2) + evaluator.add_metrics([F2_Score], ["F2 Score"]) + evaluator.metrics + +Fairness Metrics +---------------- + +.. versionadded:: 2.6.1. + +Fairness metrics will be automatically generated for any feature specified in the ``protected_features`` argument to the ``ADSEvaluator`` object. The added metrics are: + +* **Equal Odds**: For each of the `protected_features` specified, Equal Odds is a ratio between the positive rates for each class within that feature. The closer this value is to 1, the less biased the model and data are with respect to the feature, F. In other terms, for a binary feature F with classes A and B, Equal Odds is calculated using the following formula: + + .. math:: + + \frac{P(\hat{y}=1 | Y=y,F=A)}{P(\hat{y}=1 | Y=y,F=B)} + +* **Equal Opportunity**: For each of the `protected_features` specified, Equal Opportunity is a ratio between the true positive rates for each class within that feature. The closer this value is to 1, the less biased the model is with respect to the feature F. In other terms, for a binary feature F with classes A and B, Equal Opportunity is calculated using the following formula: + + .. math:: + + \frac{P(\hat{y}=1 | Y=1,F=A)}{P(\hat{y}=1 | Y=1,F=B)} + +* **Statistical Parity**: For each of the `protected_features` specified, Statistical Parity is a ratio between the prediction rates for each class within that feature. The closer this value is to 1, the less biased the model and data are with respect to the feature F. In other terms, for a binary feature F with classes A and B, Statistical Parity is calculated using the following formula: + + .. math:: + + \frac{P(\hat{y} | F=A)}{P(\hat{y} | F=B)} + +The following plots are added to explain the fairness metrics: + +* Equal Odds Bar Chart: False Positive Rate bar chart by protected feature class +* Equal Opportunity Bar Chart: True Positive Rate bar chart by protected feature class +* Statistical Parity Bar Chart: Number of positive predictions by protected feature class + +If ``protected_features`` contains a list of column names in data.X, ADS will generate fairness metrics for each of those columns. diff --git a/docs/source/user_guide/model_training/model_evaluation/figures/binary_PR_ROC_curve.png b/docs/source/user_guide/model_training/model_evaluation/figures/binary_PR_ROC_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..64dfad288fcee2e2c0daaa648b28b9f1cb4c2858 GIT binary patch literal 194977 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zf`Xq*nGOFwKJ-+Pfw%EFBmb(*xGkJQ_N_Jw$#If+O=M`;Bmb6pw^&D{yhSO65ibV2 zo`QCneOKQa4!17k9K1e!g&mO^&eslYXmdDgi0LEb8Nd0qkTHg~9a$HNyf&MV--sIu z6Pjs!YQtLN#mm3$zp6lab#&f_Ra8_hD%JP3-(>(cGx5beYnA)JR5jn`Xgy#(;CqQ$ zM{J{4+FFC*TA#fBQP=xRUj8p1gRgnBgj&!xO z6ud|GKivtXBm?MqvYt`-S^W8-ql}T95$d$sR3eZCa`__. +* ``f1_by_label``: Harmonic mean of the precision and recall by class metrics. Compute :math:`F_1` for each class, see `[Read More] `__ +* ``jaccard_by_label``: Computes the similarity for each class distribution, see `[Read More] `__. +* ``pr_curve``: A plot of a precision versus recall (the proportion of positive class predictions that were correct versus the proportion of positive class objects that were correctly identified), see `[Read More] `__. +* ``precision_by_label``: It considers one class as a positive class and rest as negative. Compute precision for each, precision numbers in this example, see `[Read More] `__. +* ``recall_by_label``: It considers one class as a positive class and rest as negative. Compute recall for each, recall numbers in this example, `[Read More] `__. +* ``roc_curve``: A plot of a true positive rate versus a false positive rate (recall vs the proportion of negative class objects that were identified incorrectly), see `[Read More] `__. + +To generate all of these metrics and charts for a list of multinomial classification models on the test dataset, you can run the following: + +.. code-block:: python3 + + from sklearn.datasets import make_classification + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LogisticRegression + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_classification( + n_samples=10000, n_features=25, n_classes=3, flip_y=0.1, n_clusters_per_class=1 + ) + + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.30, random_state=seed) + + + lr_multi_clf = LogisticRegression( + random_state=0, solver="lbfgs", multi_class="multinomial" + ).fit(trainx, trainy) + + rf_multi_clf = RandomForestClassifier(n_estimators=10).fit(trainx, trainy) + + multi_lr_model = ADSModel.from_estimator(lr_multi_clf) + multi_rf_model = ADSModel.from_estimator(rf_multi_clf) + + + evaluator = ADSEvaluator( + ADSData(testx, testy), + models=[multi_lr_model, multi_rf_model], + ) + + + print(evaluator.metrics) + +To use ``ADSEvaluator``, models have to be converted into ``ADSModel`` types. + +The ``ADSModel`` class in the ADS package has a ``from_estimator`` function that takes as input a fitted estimator and converts it into an ``ADSModel`` object. With classification, you have to pass the class labels in the class argument too. The ``ADSModel`` object is used for evaluation using the ``ADSEvaluator`` object. + +To show all of the metrics in a table, run: + +.. code-block:: python3 + + evaluator.metrics + +.. figure:: figures/multinomial_eval_metrics.png + :align: center + + **Evaluator Metrics** + +.. code-block:: python3 + + evaluator.show_in_notebook() + +.. figure:: figures/multinomial_confusion_matrix.png + :align: center + + **Multinomial Confusion Matrix** + +.. figure:: figures/multinomial_ROC_curve.png + :align: center + + **Multinomial ROC Curve** + +.. figure:: figures/multinomial_PR_curve.png + :align: center + + **Multinomial Precision Recall Curve** + +.. figure:: figures/multinomial_precision_by_label.png + :align: center + + **Multinomial Precision By Class** + +.. figure:: figures/multinomial_F1_by_label.png + :align: center + + **Multinomial F1 By Class** + +.. figure:: figures/multinomial_jaccard_by_label.png + :align: center + + **Multinomial Jaccard By Class** + + +Multinomial classification includes the following metrics: + +* ``accuracy``: The number of correctly classified examples divided by total examples. +* ``hamming_loss``: 1 - accuracy +* ``precision_weighted``: The weighted average of ``precision_by_label``. Weights are proportional to the number of true instances for each class. +* ``precision_micro``: Global precision. Calculated by using global true positives and false positives. +* ``recall_weighted``: The weighted average of ``recall_by_label``. Weights are proportional to the number of true instances for each class. +* ``recall_micro``: Global recall. Calculated by using global true positives and false negatives. +* ``f1_weighted``: The weighted average of ``f1_by_label``. Weights are proportional to the number of true instances for each class. +* ``f1_micro``: Global :math:`F_1`. It is calculated using the harmonic mean of micro precision and recall metrics. + +All of these metrics can be computed directly from the confusion matrix. + + +If the preceding metrics don't include the specific metric you want to use, maybe an F2 score, simply add it to your evaluator object as in this example: + +.. code-block:: python3 + + from ads.evaluations.evaluator import ADSEvaluator + evaluator = ADSEvaluator(test, models=[modelA, modelB, modelC modelD]) + + from sklearn.metrics import fbeta_score + def F2_Score(y_true, y_pred): + return fbeta_score(y_true, y_pred, 2) + evaluator.add_metrics([F2_Score], ["F2 Score"]) + evaluator.metrics diff --git a/docs/source/user_guide/model_training/model_evaluation/quick_start.rst b/docs/source/user_guide/model_training/model_evaluation/quick_start.rst new file mode 100644 index 000000000..ddf2fdda5 --- /dev/null +++ b/docs/source/user_guide/model_training/model_evaluation/quick_start.rst @@ -0,0 +1,124 @@ +Quick Start +=========== + +Comparing Binary Classification Models +-------------------------------------- + +.. code-block:: python3 + + from sklearn.datasets import make_classification + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LogisticRegression + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_classification(n_samples=10000, n_features=25, n_classes=2, flip_y=0.1) + + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.30, random_state=seed) + + + lr_clf = LogisticRegression( + random_state=0, solver="lbfgs", multi_class="multinomial" + ).fit(trainx, trainy) + + rf_clf = RandomForestClassifier(n_estimators=50).fit(trainx, trainy) + + bin_lr_model = ADSModel.from_estimator(lr_clf, classes=[0, 1]) + bin_rf_model = ADSModel.from_estimator(rf_clf, classes=[0, 1]) + + evaluator = ADSEvaluator( + ADSData(testx, testy), + models=[bin_lr_model, bin_rf_model], + training_data=ADSData(trainx, trainy), + ) + + + print(evaluator.metrics) + + +Comparing Multi Classification Models +------------------------------------- + +.. code-block:: python3 + + from sklearn.datasets import make_classification + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LogisticRegression + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_classification( + n_samples=10000, n_features=25, n_classes=3, flip_y=0.1, n_clusters_per_class=1 + ) + + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.30, random_state=seed) + + + lr_multi_clf = LogisticRegression( + random_state=0, solver="lbfgs", multi_class="multinomial" + ).fit(trainx, trainy) + + rf_multi_clf = RandomForestClassifier(n_estimators=10).fit(trainx, trainy) + + multi_lr_model = ADSModel.from_estimator(lr_multi_clf) + multi_rf_model = ADSModel.from_estimator(rf_multi_clf) + + + evaluator = ADSEvaluator( + ADSData(testx, testy), + models=[multi_lr_model, multi_rf_model], + ) + + + print(evaluator.metrics) + + + +Comparing Regression Models +--------------------------- + +.. code-block:: python3 + + from sklearn.datasets import make_regression + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LinearRegression, Lasso + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_regression(n_samples=10000, n_features=10, n_informative=2, random_state=42) + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.3, random_state=seed) + + lin_reg = LinearRegression().fit(trainx, trainy) + + lasso_reg = Lasso(alpha=0.1).fit(trainx, trainy) + + + lin_reg_model = ADSModel.from_estimator(lin_reg) + lasso_reg_model = ADSModel.from_estimator(lasso_reg) + + reg_evaluator = ADSEvaluator( + ADSData(testx, testy), models=[lin_reg_model, lasso_reg_model] + ) + + print(reg_evaluator.metrics) \ No newline at end of file diff --git a/docs/source/user_guide/model_training/model_evaluation/regression.rst b/docs/source/user_guide/model_training/model_evaluation/regression.rst new file mode 100644 index 000000000..1ee543156 --- /dev/null +++ b/docs/source/user_guide/model_training/model_evaluation/regression.rst @@ -0,0 +1,104 @@ +Regression +********** + +Regression is a type of modeling wherein the output is continuous. For example, price, height, sales, length. These models have their own specific metrics that help to benchmark the model. How close is close enough? + +The prevailing metrics for evaluating a regression model are: + +* **Explained variance score**: The variance of the model's predictions. The mean of the squared difference between the predicted values and the true mean of the data, see `[Read More] `__. +* **Mean absolute error (MAE)**: The mean of the absolute difference between the true values and predicted values, see `[Read More] `__. +* **Mean squared error (MSE)**: The mean of the squared difference between the true values and predicted values, see `[Read More] `__. +* **R-squared**: Also known as the **coefficient of determination**. It is the proportion in the data of the variance that is explained by the model, see `[Read More] `__. +* **Root mean squared error (RMSE)**: The square root of the **mean squared error**, see `[Read More] `__. +* **Mean residuals**: The mean of the difference between the true values and predicted values, see `[Read More] `__. + +The prevailing charts and plots for regression are: + +* **Observed vs. predicted**: A plot of the observed, or actual values, against the predicted values output by the models. +* **Residuals QQ**: The quantile-quantile plot, shows the residuals and quantiles of a standard normal distribution. It should be close to a straight line for a good model. +* **Residuals vs observed**: A plot of residuals vs observed values. This should not carry a lot of structure in a good model. +* **Residuals vs. predicted**: A plot of residuals versus predicted values. This should not carry a lot of structure in a good model. + +This code snippet demonstrates how to generate the above metrics and charts. The data has to be split into a testing and training set with the features in `X_train` and `X_test` and the responses in `y_train` and `y_test`. + +.. code-block:: python3 + + from sklearn.datasets import make_regression + from sklearn.model_selection import train_test_split + from sklearn.linear_model import LinearRegression, Lasso + from sklearn.ensemble import RandomForestClassifier + + from ads.common.model import ADSModel + from ads.common.data import ADSData + from ads.evaluations.evaluator import ADSEvaluator + + seed = 42 + + + X, y = make_regression(n_samples=10000, n_features=10, n_informative=2, random_state=42) + + trainx, testx, trainy, testy = train_test_split(X, y, test_size=0.3, random_state=seed) + + lin_reg = LinearRegression().fit(trainx, trainy) + + lasso_reg = Lasso(alpha=0.1).fit(trainx, trainy) + + + lin_reg_model = ADSModel.from_estimator(lin_reg) + lasso_reg_model = ADSModel.from_estimator(lasso_reg) + + reg_evaluator = ADSEvaluator( + ADSData(testx, testy), models=[lin_reg_model, lasso_reg_model] + ) + + print(reg_evaluator.metrics) + +To show all of the metrics in a table, run: + +.. code-block:: python3 + + evaluator.metrics + +.. figure:: figures/regression_eval_metrics.png + :align: center + + **Evaluator Metrics** + +To show all of the charts, run: + +.. code-block:: python3 + + evaluator.show_in_notebook() + +.. figure:: figures/regression_observed_vs_predicted.png + :align: center + + **Observed vs Predicted** + +.. figure:: figures/regression_residual_qq.png + :align: center + + **Residual Q-Q Plot** + +.. figure:: figures/regression_residual_vs_predicted.png + :align: center + + **Residual vs Predicted** + +.. figure:: figures/regression_residual_vs_observed.png + :align: center + + **Residual vs Observed** + +This code snippet demonstrates how to add a custom metric, `Number Correct`, to the evaluator. + +.. code-block:: python3 + + from ads.evaluations.evaluator import ADSEvaluator + evaluator = ADSEvaluator(test, models=[modelA, modelB, modelC modelD]) + + def num_correct(y_true, y_pred): + return sum(y_true == y_pred) + evaluator.add_metrics([num_correct], ["Number Correct"]) + evaluator.metrics + diff --git a/docs/source/user_guide/model_training/model_explainability/accumulated_local_effects.rst b/docs/source/user_guide/model_training/model_explainability/accumulated_local_effects.rst new file mode 100644 index 000000000..33ec045d8 --- /dev/null +++ b/docs/source/user_guide/model_training/model_explainability/accumulated_local_effects.rst @@ -0,0 +1,146 @@ +Accumulated Local Effects +************************* + +Overview +======== + +Similar to Partial Dependence Plots (PDP), Accumulated Local Effects (ALE) is a model-agnostic global explanation method that evaluates the relationship between feature values and target variables. However, in the event that features are highly correlated, PDP may include unlikely combinations of feature values in the average prediction calculation due to the independent manipulation of feature values across the marginal distribution. This lowers the trust in the PDP explanation when features have strong correlation. Unlike PDP, ALE handles feature correlations by averaging and accumulating the difference in predictions across the conditional distribution, which isolates the effects of the specific feature. This comes at the cost of requiring a larger number of observations and a near uniform distribution of those observations so that the conditional distribution can be reliably determined. + +Description +=========== + +ALE highlights the effects that specific features have on the predictions of a machine learning model by partially isolating the effects of other features. Therefore, it tends to be robust against correlated features. The resulting ALE explanation is centered around the mean effect of the feature, such that the main feature effect is compared relative to the average prediction of the data. + +Correlated features can negatively affect the quality of many explanation techniques. Specifically, many challenges arise when the black-box model is used to make predictions on unlikely artificial data. That is data that that fall outside of the expected data distribution but are used in an explanation because they are not independent and the technique is not sensitive to this possibility. This can occur, for example, when the augmented data samples are not generated according the feature correlations or the effects of other correlated features are included in the evaluation of the feature of interest. Consequently, the resulting explanations may be misleading. In the context of PDP, the effect of a given feature may be heavily biased by the interactions with other features. + +To address the issues associated with correlated features, ALE: + +* Uses the conditional distribution of the feature of interest to generate augmented data. This tends to create more realistic data that using marginal distribution. This helps to ensure that evaluated feature values, e.g., ``xi``, are only compared with instances from the dataset that have similar values to ``xi``. +* Calculates the average of the differences in model predictions over the augmented data, instead of the average of the predictions themselves. This helps to isolate the effect of the feature of interest. For example, assuming we are evaluating the effect of a feature at value ``xi``, ALE computes the average of the difference in model predictions of the values in the neighborhood of ``xi``. That is, that observation within ``xi`` ±ϵ that meet the conditional requirement. This helps to reduce the effects of correlated features. + +The following example demonstrates the challenges with accurately evaluating the effect of a feature on a model’s predictions when features are highly correlated. Let us assume that features ``x1`` and ``x2`` are highly correlated. We can artificially construct ``x2`` by starting with ``x1`` and adding a small amount of random noise. Further assume that the target value is the product of these two features (e.g., y = ``x1`` * ``x2``). Since ``x1`` and ``x2`` are almost identical, the target value has a quadratic relationship with them. +A decision tree is trained on this dataset. Then different explanation techniques, PDP (first column), ICE (second column), and ALE (third column), are used to evaluate the effect of the features on the model predictions. Features ``x1`` and ``x2`` are evaluated in the first and second row, respectively. The following image demonstrates that PDP is unable to accurately identify the expected relationship due to the assumption that the features are not correlated. An examination of the ICE plots revels the quadratic relationship between the features and the target. However, the when taking as an aggregate, this effect disappears. In contrast, ALE is able to properly capture the isolated effect of each feature, highlighting the quadratic relationship. + +.. image:: figures/ads_mlx_ale.png + +The following summarizes the steps in computing ALE explanation (note: MLX supports one-feature ALE): + +* Start with a trained model. +* Select a feature to explain (for example, one of the important features identified in the global feature importance explanations). +* Compute the intervals of the selected feature to define the upper and lower bounds used to compute the difference in model predictions when the feature is increased or decreased. + + - Numerical features: using the selected feature’s value distribution extracted from the train dataset, MLX selects multiple different intervals from the feature’s distribution to evaluate (e.g., based on percentiles). The number of intervals to use and the range of the feature’s distribution to consider are configurable. + - Categorical features: since ALE computes the difference in model predictions between an increase and decrease in a feature’s value, features must have some notion of order. This can be challenging for categorical features, as there may not be a notion of order (e.g., eye color). To address this, MLX estimates the order of categorical feature values based on a categorical feature encoding technique. MLX provides multiple different encoding techniques based on the input data (e.g., ``distance_similarity``: computes a similarity matrix between all categorical feature values and the other feature values, and orders based on similarity. Target-based approaches estimate the similarity/order based on the relationship of categorical feature values with the target variable. The supported techniques include, target encoding, ``target``, James-Stein encoding, ``jamesstein``, Generalized Linear Mixed Model encoding, ``glmm``, M-estimate encoding, ``mestimate``, and Weight of Evidence encoding, ``woe``. The categorical feature value order is then used to compute the upper (larger categorical value) and lower (smaller categorical value) bounds for the selected categorical feature. + +* For each interval, MLX approximates the conditional distribution by identifying the samples that are in the neighborhood of the sample of interest. It then calculates the difference in the model prediction when the selected feature’s value of the samples is replaced by the upper and lower limits of the interval. If **N** different intervals are selected from the feature’s distribution, this process results in **2N** different augmented datasets It is **2N** as each selected feature of the sample are replaced with the upper and lower limits of the interval. The model inference then generates **2N** different model predictions, which are used to calculate the **N** differences. +* The prediction differences within each interval are averaged and accumulated in order, such that the ALE of a feature value that lies in the **k-th** interval is the sum of the effects of the first through the **k-th** interval. +* Finally, the accumulated feature effects at each interval is centered, such that the mean effect is zero. + +Interpretation +============== + +* Continuous or discrete numerical features: Visualized as line graphs. Each line represents the change in the model prediction when the selected feature has the given value compared to the average prediction. For example, an ALE value of ±b at xj = k indicates that when the value of feature j is equal to k, the model prediction is higher/lower by b compared to the average prediction. The x-axis shows the selected feature values and the y-axis shows the delta in the target prediction variable relative to the average prediction (e.g., the prediction probability for classification tasks and the raw predicted values for regression tasks). +* Categorical features: Visualized as vertical bar charts. Each bar represents the change in the model prediction when the selected feature has the given value compared to the average prediction. The interpretation of the value of the bar is similar to continuous features. The x-axis shows the different categorical values for the selected feature and the y-axis shows the change in the predicted value relative to the average prediction. This would be the prediction probability for classification tasks and the raw predicted values for regression tasks. + +Limitations +=========== + +There is an increased computational cost for performing an ALE analysis because of the large number of models that need to be computed relative to PDP. On a small dataset, this is generally not an issue. However, on larger datasets it can be. It is possible to parallelize the process and to also compute it in a distributed manner. + +The main disadvantage comes from the problem of sparsity of data. There needs to be sufficient number of observations in each neighborhood that is used in order to make a reasonable estimation. Even with large dataset this can be problematic if the data is not uniformly sampled, which is rarely the case. Also, with higher dimensionality the problem is made increasingly more difficult because of this curse of dimensionality. + +Depending on the class of model that is being use, it is common practice to remove highly correlated features. In this cases there is some rational to using a PDP for interpretation. However, if there is correlation in the data and the sampling of the data is suitable for an ALE analysis, it may be the preferred approach. + +Examples +======== + +The following is a purposefully extreme, but realistic, example that demonstrates the effects of highly correlated features on PDP and ALE explanations. The data set has three columns, ``x1``, ``x2`` and ``y``. + +* ``x1`` is generated from a uniform distribution with a range of [-5, 5]. +* ``x2`` is ``x1`` with some noise. ``x1`` and ``x2`` are highly correlated for illustration purposes. +* ``y`` is our target which is generated from an interaction term of ``x1 * x2`` and ``x2``. + +This model is trained using a Sklearn RegressorMixin model and wrapped in an ``ADSModel`` object. Please note that the ADS model explainers work with any model that is wrapped in an ADSModel object. + +.. code-block:: python3 + + import numpy as np + import pandas as pd + from ads.dataset.factory import DatasetFactory + from ads.common.model import ADSModel + from sklearn.base import RegressorMixin + + x1 = (np.random.rand(500) - 0.5) * 10 + x2 = x1 + np.random.normal(loc=0, scale=0.5, size=500) + y = x1 * x2 + + correlated_df = pd.DataFrame(np.stack((x1, x2, y), axis=1), columns=['x1', 'x2', 'y']) + correlated_ds = DatasetFactory.open(correlated_df, target='y') + + correlated_train, _ = correlated_ds.train_test_split(test_size=0) + + + class CorrelatedRegressor(RegressorMixin): + ''' + implement the true model + ''' + def fit(self, X=None, y=None): + self.y_bar_ = X.iloc[:, 0].to_numpy() * X.iloc[:, 1].to_numpy() + X.iloc[:, 1].to_numpy() + + def predict(self, X=None): + return X.iloc[:, 0].to_numpy() * X.iloc[:, 1].to_numpy() + X.iloc[:, 1].to_numpy() + + + # train a RegressorMixin model + # Note that the ADSExplainer below works with any model (classifier or + # regressor) that is wrapped in an ADSModel + correlated_regressor = CorrelatedRegressor() + correlated_regressor.fit(correlated_train.X, correlated_train.y) + + # Build ads models from ExtraTrees regressor + correlated_model = ADSModel.from_estimator(correlated_regressor, name="TrueModel") + + + # Create the ADS explainer object, which is used to construct + # global and local explanation objects. The ADSExplainer takes + # as input the model to explain and the train/test dataset + from ads.explanations.explainer import ADSExplainer + correlated_explainer = ADSExplainer(correlated_train, correlated_model, training_data=correlated_train) + + # With ADSExplainer, create a global explanation object using + # the MLXGlobalExplainer provider + from ads.explanations.mlx_global_explainer import MLXGlobalExplainer + correlated_global_explainer = correlated_explainer.global_explanation(provider=MLXGlobalExplainer()) + + + # A summary of the global accumulated local effects explanation + # algorithm and how to interpret the output + correlated_global_explainer.accumulated_local_effects_summary() + + # compute a PDP between x1 and the target, y + pdp_x1 = correlated_global_explainer.compute_partial_dependence("x1") + pdp_x1.show_in_notebook() + +.. image:: figures/ads_mlx_ale_pdp_x1.png + +The PDP plot shows a rug plot of the actual ``x1`` values along the x-axis and the relationship between ``x1`` and ``y`` appears as a line. However, it is known that the true relationship is not linear. ``y`` is the product of ``x1`` and ``x2``. Since ``x2`` nearly identical to ``x1``, effectively the relationship between ``x1`` and ``y`` is quadratic. The high level of correlation between ``x1`` and ``x2`` violates one of the assumptions of the PDP. As demonstrated, the bias created by this correlation results in a poor representation of the global relationship between ``x1`` and ``y``. + +.. code-block:: python3 + + # Compute the ALE on x1 + ale_x1 = correlated_global_explainer.compute_accumulated_local_effects("x1") + ale_x1.show_in_notebook() + +.. image:: figures/ads_mlx_ale_x1.png + +In comparison, the ALE plot does not have as strong a requirement that the features are uncorrelated. As such, there is very little bias introduced when they are. The following ALE plot demonstrates that it is able to accurately represent the relationship between ``x1`` and ``y`` as being quadratic. This is due to the fact that ALE uses the conditional distribution of these two features. This can be thought of as only using those instances where the values of ``x1`` and ``x2`` are close. + +In general, ALE plots are unbiased with correlated features as they use conditional probabilities. The PDP method uses the marginal probability and that can introduce a bias when there are highly correlated features. The advantage is that when the data is not rich enough to adequately determine all of the conditional probabilities or when the features are not highly correlated, it can be an effective method to assess the global impact of a feature in a model. + +References +========== + +- `Accumulated Local Effects (ALE) Plot `_ +- `Visualizing the effects of predictor variables in black box supervised learning models `_ + + diff --git a/docs/source/user_guide/model_training/model_explainability/feature_dependence.rst b/docs/source/user_guide/model_training/model_explainability/feature_dependence.rst new file mode 100644 index 000000000..9eec27796 --- /dev/null +++ b/docs/source/user_guide/model_training/model_explainability/feature_dependence.rst @@ -0,0 +1,187 @@ +Feature Dependence Explanations +******************************* + +Overview +======== + +Feature Dependence Explanations (PDP and ICE) are model-agnostic global explanation methods that evaluate the relationship between feature values and model target predictions. + +Description +=========== + +PDP and ICE highlight the marginal effect that specific features have on the predictions of a machine learning model. These explanation methods visualize the effects that different feature values have on the model's predictions. + +These are the main steps in computing PDP or ICE explanations: + +* Start with a trained machine learning model. +* Select a feature to explain (for example, one of the important features identified in the global feature permutation importance explanations.) +* Using the selected feature's value distribution extracted from the training dataset, ADS selects multiple different values from the feature's distribution to evaluate. The number of values to use and the range of the feature's distribution to consider are configurable. +* ADS replaces every sample in the provided dataset with the same feature value from the feature distribution and computes the model inference on the augmented dataset. This process is repeated for all of the selected values from the feature's distribution. If *N* different values are selected from the feature's distribution, this process results in *N* different datasets. Each with the selected feature having the same value for all samples in the corresponding dataset. The model inference then generates *N* different model predictions, each with *M* values (one for each sample in the augmented dataset.) +* For ICE, the model predictions for each augmented sample in the provided dataset are considered separately when the selected feature's value is replaced with a value from the feature distribution. This results in *N x M* different values. +* For PDP, the average model prediction is computed across all augmented dataset samples. This results in *N* different values (each an average of *M* predictions). + +The preceding is an example of one-feature PDP and ICE explanations. PDP also supports two-feature explanations while ICE only supports one feature. The main steps of the algorithm are the same though the explanation is computed on two features instead of one. + +* Select two features to explain. +* ADS computes the cross-product of values selected from the feature distributions to generate a list of different value combinations for the two selected features. For example, assuming we have selected *N* values from the feature distribution for each feature: + + [(:math:`X_{1}^{1}`, :math:`X_{2}^{1}`), + (:math:`X_{1}^{1}`, :math:`X_{2}^{2}`), :math:`\dots`, + (:math:`X_{1}^{1}`, :math:`X_{2}^{N-1}`), + (:math:`X_{1}^{1}`, :math:`X_{2}^{N}`), + (:math:`X_{1}^{2}`, :math:`X_{2}^{1}`), + (:math:`X_{1}^{2}`, :math:`X_{2}^{2}`), :math:`\dots`, + (:math:`X_{1}^{N}`, :math:`X_{2}^{N-1}`), + (:math:`X_{1}^{N}`, :math:`X_{2}^{N}`)] + +* For each feature value combination, ADS replaces every sample in the provided set with these two feature values and computes the model inference on the augmented dataset. There are *M* different samples in the provided dataset and *N* different values for each selected feature. This results in :math:`N^{2}` predictions from the model, each an average of *M* predictions. + +Interpretation +============== + +PDP +--- + +* One-feature + + - Continuous or discrete numerical features: Visualized as line graphs, each line represents the average prediction from the model (across all samples in the provided dataset) when the selected feature is replaced with the given value. The x-axis shows the selected feature values and the y-axis shows the predicted target (e.g., the prediction probability for classification tasks and the raw predicted values for regression tasks). + - Categorical features: Visualized as vertical bar charts. Each bar represents the average prediction from the model (across all samples in the provided dataset) when the selected feature is replaced with the given value. The x-axis shows the different values for the selected feature and the y-axis shows the predicted target (e.g., the prediction probability for classification tasks and the raw predicted values for regression tasks). + +* Two-feature + + - Visualized as a heat map. The x and y-axis both show the selected feature values. The heat map color represents the average + prediction from the model (across all samples in the provided dataset) when the selected features are replaced with the corresponding values. + +ICE +--- + +* Continuous or discrete numerical features: Visualized as line graphs. While PDP shows the average prediction across all samples in the provided dataset, ICE plots every sample from the provided dataset (when the selected feature is replaced with the given value) separately. The x-axis shows the selected feature values and the y-axis shows the predicted target (for example, the prediction probability for classification tasks and the raw predicted values for regression tasks). The median value can be plotted to highlight the trend. The ICE plots can also be centered around the first prediction from the feature distribution (for example, each prediction subtracts the predicted value from the first sample). +* Categorical features: Visualized as violin plots. The x-axis shows the different values for the selected feature and the y-axis shows the predicted target (for example, the prediction probability for classification tasks and the raw predicted values for regression tasks). + +Both PDP and ICE visualizations display the feature value distribution from the training dataset on the corresponding axis. For example, the one-feature line graphs, bar charts, and violin plots show the feature value distribution on the x-axis. The heat map shows the feature value distributions on the respective x-axis or y-axis. + +Examples +======== + +The following example generates and visualizes global partial dependence plot (PDP) and Individual Conditional Expectation (ICE) explanations on the `Titanic dataset `_. The model is constructed using the ADS ``OracleAutoMLProvider`` (selected model: XGBClassifier), however, the ADS model explainers work with any model (classifier or regressor) that is +wrapped in an ADSModel object. + +.. code-block:: python3 + + from ads.dataset.factory import DatasetFactory + from os import path + import requests + + # Prepare and load the dataset + titanic_data_file = '/tmp/titanic.csv' + if not path.exists(titanic_data_file): + # fetch sand save some data + print('fetching data from web...', end=" ") + # Data source: https://www.openml.org/d/40945 + r = requests.get('https://www.openml.org/data/get_csv/16826755/phpMYEkMl') + with open(titanic_data_file, 'wb') as fd: + fd.write(r.content) + print("Done") + ds = DatasetFactory.open( + titanic_data_file, target="survived").set_positive_class(True) + ds = ds.drop_columns(['name', 'ticket', 'cabin', 'boat', + 'body', 'home.dest']) + ds = ds[ds['age'] != '?'].astype({'age': 'float64'}) + ds = ds[ds['fare'] != '?'].astype({'fare': 'float64'}) + train, test = ds.train_test_split(test_size=0.2) + + # Build the model using AutoML. 'model' is a subclass of type ADSModel. + # Note that the ADSExplainer below works with any model (classifier or + # regressor) that is wrapped in an ADSModel + import logging + from ads.automl.provider import OracleAutoMLProvider + from ads.automl.driver import AutoML + ml_engine = OracleAutoMLProvider(n_jobs=-1, loglevel=logging.ERROR) + oracle_automl = AutoML(train, provider=ml_engine) + model, baseline = oracle_automl.train() + + # Create the ADS explainer object, which is used to construct + # global and local explanation objects. The ADSExplainer takes + # as input the model to explain and the train/test dataset + from ads.explanations.explainer import ADSExplainer + explainer = ADSExplainer(test, model, training_data=train) + + # With ADSExplainer, create a global explanation object using + # the MLXGlobalExplainer provider + from ads.explanations.mlx_global_explainer import MLXGlobalExplainer + global_explainer = explainer.global_explanation( + provider=MLXGlobalExplainer()) + + # A summary of the global partial feature dependence explanation + # algorithm and how to interpret the output can be displayed with + global_explainer.partial_dependence_summary() + + # Compute the 1-feature PDP on the categorical feature, "sex", + # and numerical feature, "age" + pdp_sex = global_explainer.compute_partial_dependence("sex") + pdp_age = global_explainer.compute_partial_dependence( + "age", partial_range=(0, 1)) + + # ADS supports PDP visualizations for both 1-feature and 2-feature + # Feature Dependence explanations, and ICE visualizations for 1-feature + # Feature Dependence explanations (see "Interpretation" above) + + # Visualize the categorical feature PDP for the True (Survived) label + pdp_sex.show_in_notebook(labels=True) + +.. image:: figures/ads_mlx_titanic_pdp_sex.png + +.. code-block:: python3 + + # Visualize the numerical feature PDP for the True (Survived) label + pdp_age.show_in_notebook(labels=True) + +.. image:: figures/ads_mlx_titanic_pdp_age.png + +.. code-block:: python3 + + # Compute the 2-feature PDP on the categorical feature, "pclass", and + # numerical feature, "age" + pdp_pclass_age = global_explainer.compute_partial_dependence( + ['pclass', 'age'], partial_range=(0, 1)) + pdp_pclass_age.show_in_notebook(labels=True) + +.. image:: figures/ads_mlx_titanic_pdp_pclass_age.png + +.. code-block:: python3 + + # Visualize the ICE plot for the categorical feature, "sex" + pdp_sex.show_in_notebook(mode='ice', labels=True) + +.. image:: figures/ads_mlx_titanic_ice_sex.png + +.. code-block:: python3 + + # Visualize the ICE plot for the numerical feature, "age", and center + # around the first prediction (smallest age) + pdp_age.show_in_notebook(mode='ice', labels=True, centered=True) + +.. image:: figures/ads_mlx_titanic_ice_age.png + +.. code-block:: python3 + + # The raw explanation data used to generate the visualizations, as well + # as the runtime performance information can be extracted with + pdp_age.get_diagnostics() + +.. image:: figures/ads_mlx_titanic_pdp_age_diagnostics.png + +.. code-block:: python3 + + # The explanation can also be returned as Pandas.DataFrame with + pdp_age.as_dataframe() + +.. image:: figures/ads_mlx_titanic_pdp_age_dataframe.png + + +References +========== + +- `Partial Dependence Plot `_ +- `Vanderbilt Biostatistics - titanic data `_ + diff --git a/docs/source/user_guide/model_training/model_explainability/feature_importance.rst b/docs/source/user_guide/model_training/model_explainability/feature_importance.rst new file mode 100644 index 000000000..d6fe4f5b7 --- /dev/null +++ b/docs/source/user_guide/model_training/model_explainability/feature_importance.rst @@ -0,0 +1,137 @@ +Feature Importance Explanations +******************************* + +Overview +========= + +Feature permutation importance is a model-agnostic global explanation method that provides insights into a machine learning model's behavior. It estimates and ranks feature importance based on the impact each feature has on the trained machine learning model's predictions. + +Description +=========== + +Feature permutation importance measures the predictive value of a feature for any black box estimator, classifier, or regressor. It does this by evaluating how the prediction error increases when a feature is not available. Any scoring metric can be used to measure the prediction error. For example, :math:`F_1` for classification or R\ :sup:`2` \ for regression. To avoid actually removing features and retraining the estimator for each feature, the algorithm randomly shuffles the feature values effectively adding noise to the feature. Then, the prediction error of the new dataset is compared with the prediction error of the original dataset. If the model heavily relies on the column being shuffled to accurately predict the target variable, this random re-ordering causes less accurate predictions. If the model does not rely on the feature for its predictions, the prediction error remains unchanged. + +The following summarizes the main steps in computing feature permutation importance explanations: + +* Start with a trained machine learning model. +* Calculate the baseline prediction error on the given dataset. For example, train dataset or test dataset. +* For each feature: + + 1. Randomly shuffle the feature column in the given dataset. + 2. Calculate the prediction error on the shuffled dataset. + 3. Store the difference between the baseline score and the shuffled dataset score as the feature importance. For example, baseline score - shuffled score. + +* Repeat the preceding three steps multiple times then report the average. Averaging mitigates the effects of random shuffling. +* Rank the features based on the average impact each feature has on the model's score. Features that have a larger impact on the score when shuffled are assigned higher importance than features with minimal impact on the model's score. +* In some cases, randomly permuting an unimportant feature can actually have a positive effect on the model's prediction so the feature's contribution to the model's predictions is effectively noise. In the feature permutation importance visualizations, ADS caps any negative feature importance values at zero. + +Interpretation +============== + +Feature permutation importance explanations generate an ordered list of features along with their importance values. Interpreting the output of this algorithm is straightforward. Features located at higher ranks have more impact on the model predictions. Features at lower ranks have less impact on the model predictions. Additionally, the importance values represent the relative importance of features. + +The output supports three types of visualizations. They are all based on the same data but present the data differently for various use cases: + +* **Bar chart** (``'bar'``): The bar chart shows the model's view of the relative feature importance. The x-axis highlights feature importance. A longer bar indicates higher importance than a shorter bar. Each bar also shows the average feature importance value along with the standard deviation of importance values across all iterations of the algorithm (mean importance +/- standard deviation*). Negative importance values are capped at zero. The y-axis shows the different features in the relative importance order. The top being the most important, and the bottom being the least important. +* **Box plot** (``'box_plot'``): The detailed box plot shows the feature importance values across the iterations of the algorithm. These values are used to compute the average feature importance and the corresponding standard deviations shown in the bar chart. The x-axis shows the impact that permuting a given feature had on the model's prediction score. The y-axis shows the different features in the relative importance order. The top being the most important, and the bottom being the least important. The minimum, first quartile, median, third quartile, and a maximum of the feature importance values across different iterations of the algorithm are shown by each box. +* **Detailed scatter plot** (``'detailed'``): The detailed bar chart shows the feature importance values for each iteration of the algorithm. These values are used to compute the average feature importance values and the corresponding standard deviations shown in the bar chart. The x-axis shows the impact that permuting a given feature had on the model's prediction score. The y-axis shows the different features in the relative importance order. The top being the most important, and the bottom being the least important. The color of each dot in the graph indicates the quality of the permutation for this iteration, which is computed by measuring the correlation of the permuted feature column relative to the original feature colum. For example, how different is the permuted feature column versus the original feature column. + +Examples +======== + +This example generates and visualizes a global feature permutation importance explanation on the `Titanic dataset `_. The model is constructed using the ADS ``OracleAutoMLProvider``. However, the ADS model explainers work with any model (classifier or regressor) that is wrapped in an ``ADSModel`` object. + +.. code-block:: python3 + + import logging + import requests + + from ads.automl.driver import AutoML + from ads.automl.provider import OracleAutoMLProvider + from ads.dataset.factory import DatasetFactory + from os import path + + # Prepare and load the dataset + titanic_data_file = '/tmp/titanic.csv' + if not path.exists(titanic_data_file): + # fetch sand save some data + print('fetching data from web...', end=" ") + # Data source: https://www.openml.org/d/40945 + r = requests.get('https://www.openml.org/data/get_csv/16826755/phpMYEkMl') + with open(titanic_data_file, 'wb') as fd: + fd.write(r.content) + print("Done") + ds = DatasetFactory.open( + titanic_data_file, target="survived").set_positive_class(True) + ds = ds.drop_columns(['name', 'ticket', 'cabin', 'boat', + 'body', 'home.dest']) + ds = ds[ds['age'] != '?'].astype({'age': 'float64'}) + ds = ds[ds['fare'] != '?'].astype({'fare': 'float64'}) + train, test = ds.train_test_split(test_size=0.2) + + # Build the model using AutoML. 'model' is a subclass of type ADSModel. + # Note that the ADSExplainer below works with any model (classifier or + # regressor) that is wrapped in an ADSModel + ml_engine = OracleAutoMLProvider(n_jobs=-1, loglevel=logging.ERROR) + oracle_automl = AutoML(train, provider=ml_engine) + model, baseline = oracle_automl.train() + + # Create the ADS explainer object, which is used to construct global + # and local explanation objects. The ADSExplainer takes as input the + # model to explain and the train/test dataset + from ads.explanations.explainer import ADSExplainer + explainer = ADSExplainer(test, model, training_data=train) + + # With ADSExplainer, create a global explanation object using + # the MLXGlobalExplainer provider + from ads.explanations.mlx_global_explainer import MLXGlobalExplainer + global_explainer = explainer.global_explanation( + provider=MLXGlobalExplainer()) + + # A summary of the global feature permutation importance algorithm and + # how to interpret the output can be displayed with + global_explainer.feature_importance_summary() + + # Compute the global Feature Permutation Importance explanation + importances = global_explainer.compute_feature_importance() + + # ADS supports multiple visualizations for the global Feature + # Permutation Importance explanations (see "Interpretation" above) + + # Simple bar chart highlighting the average impact on model score + # across multiple iterations of the algorithm + importances.show_in_notebook() + +.. image:: figures/ads_mlx_titanic_pi_bar.png + +.. code-block:: python3 + + # Box plot highlighting the mean, median, quartiles, and min/max + # impact on model score across multiple iterations of the algorithm + importances.show_in_notebook('box_plot') + +.. image:: figures/ads_mlx_titanic_pi_box.png + +.. code-block:: python3 + + # Detailed scatter plot highlighting the individual impacts on + # model score across multiple iterations of the algorithm + importances.show_in_notebook('detailed') + +.. image:: figures/ads_mlx_titanic_pi_scatter.png + +.. code-block:: python3 + + # The raw explanaiton data used to generate the visualizations, as well + # as the runtime performance information can be extracted with + importances.get_diagnostics() + +.. image:: figures/ads_mlx_titanic_pi_diagnostics.png + +References +========== + +* `Feature importance `_ +* `Perutation importance `_ +* `Vanderbilt Biostatistics - titanic data `_ + diff 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The inherent and growing complexity of machine learning algorithms limits the ability to understand what the model has learned or why a given prediction was made, acting as a barrier to the adoption of machine learning. Additionally, there may be legal or regulatory requirements to be able to explain the outcome of a prediction from a machine learning model, resulting in the use of biased models at the cost of accuracy. + +Machine learning explainability (MLX) is the process of explaining and interpreting machine learning and deep learning models. + +MLX can help machine learning developers to: + +* Better understand and interpret the model's behavior. + + - Which features does the model consider important? + - What is the relationship between the feature values and the target predictions? + +* Debug and improve the quality of the model. + + - Did the model learn something unexpected? + - Does the model generalize or did it learn something specific to the training dataset? + +* Increase trust in the model and confidence in deploying the model. + +MLX can help users of machine learning algorithms to: + +* Understand why the model made a certain prediction. + + - Why was my bank loan denied? + +Some useful terms for MLX: + +* **Explainability**: The ability to explain the reasons behind a machine learning model’s prediction. +* **Global Explanations**: Understand the general behavior of a machine learning model as a whole. +* **Interpretability**: The level at which a human can understand the explanation. +* **Local Explanations**: Understand why the machine learning model made a specific prediction. +* **Model-Agnostic Explanations**: Explanations treat the machine learning model and feature pre-processing as a black box, instead of using properties from the model to guide the explanation. +* **WhatIf Explanations**: Understand how changes in the value of features affects the model's prediction. + +The ADS explanation module provides interpretable, model-agnostic, local and global explanations. + +.. toctree:: + :hidden: + :maxdepth: 1 + + accumulated_local_effects + feature_dependence + feature_importance + lime + whatif diff --git a/docs/source/user_guide/model_training/model_explainability/lime.rst b/docs/source/user_guide/model_training/model_explainability/lime.rst new file mode 100644 index 000000000..b11218f0b --- /dev/null +++ b/docs/source/user_guide/model_training/model_explainability/lime.rst @@ -0,0 +1,166 @@ +Enhanced LIME +************* + +Overview +======== + +Local explanations target specific predictions from the machine learning model. The goal is to understand why the model made a particular prediction. + +There are multiple different forms of local explanations, such as feature attribution explanations and exemplar-based explanations. ADS +supports local feature attribution explanations. They help to identify the most important features leading towards a given prediction. + +While a given feature might be important for the model in general, the values in a particular sample may cause certain features to have +a larger impact on the model's predictions than others. Furthermore, given the feature values in a specific sample, local explanations can also estimate the contribution that each feature had towards or against a target prediction. For example, does the current value of the feature have a positive or negative effect on the prediction probability of the target class? Does the feature increase or decrease the predicted regression target value? + +The Enhanced Local Interpretable Model-Agnostic Explanation (LIME) is a model-agnostic local explanation method. It provides insights into why a machine learning model made a specific prediction. + +Description +=========== + +ADS provides an enhanced version of Local Interpretable Model-Agnostic Explanations (LIME), which improves on the explanation quality, performance, and interpretability. The key idea behind LIME is that while the global behavior of a machine learning model might be very complex, the local behavior may be much simpler. In ADS, local refers to the behavior of the model on similar samples. LIME tries to approximate the local behavior of the complex machine learning model through the use of a simple, inherently interpretable surrogate model. For example, a linear model. If the surrogate model is able to accurately approximate the complex model's local behavior, ADS +can generate a local explanation of the complex model from the interpretable surrogate model. For example, when data is centered and scaled the magnitude and sign of the coefficients in a linear model indicate the contribution each feature has towards the target variable. + +The predictions from complex machine learning models are challenging to explain and are generally considered as a black box. As such, ADS refers to the model to be explained as the black box model. ADS supports classification and regression models on tabular or text-based datasets (containing a single text-based feature). + +The main steps in computing a local explanation for tabular datasets are: + +* Start with a trained machine learning model (the black box model). +* Select a specific sample to explain (x\ :sub:`exp`\). +* Randomly generate a large sample space in a nearby neighborhood around x\ :sub:`exp`\. The sample space is generated based on the feature distributions from the training dataset. Each sample is then weighted based on its distance from x\ :sub:`exp` \ to give higher weight to samples that are closer to x\ :sub:`exp`\. ADS provides several enhancements, over the standard algorithm, to improve the quality and locality of the sample generation and weighting methods. +* Using the black box model, generate a prediction for each of the randomly generated local samples. For classification tasks, compute the prediction probabilities using ``predict_proba()``. For regression tasks, compute the predicted regression value using ``predict()``. +* Fit a linear surrogate model on the predicted values from the black box model on the local generated sample space. If the surrogate model is able to accurately match the output of the black box model (referred to as surrogate model fidelity), the surrogate model can act as a proxy for explaining the local behavior of the black box model. For classification tasks, the surrogate model is a linear regression model fit on the prediction probabilities of the black box model. Consequently, for multinomial classification tasks, a separate surrogate model is required to explain each class. In that case, the explanation indicates if a feature contributes towards the specified class or against the specified class (for example, towards one of the other N classes). For regression tasks, the surrogate model is a linear regression model fit on the predicted regression values from the black box model. +* There are two available techniques for fitting the surrogate model: + + - Use the features directly: + + The raw (normalized) feature values are used to fit the linear surrogate model directly. This results in a normal linear model. A positive coefficient indicates that when the feature value increases, the target variable increases. A negative coefficient indicates that when a feature value increases, the target variable decreases. Categorical features are converted to binary values. A value of 1 indicates that the feature in the generated sample has the same value as x\ :sub:`exp` \ and a value of 0 indicates that the feature in the generated sample has a different value than x\ :sub:`exp`\. + + - Translate the features to an interpretable feature space: + + Continuous features are converted to categorical features by discretizing the feature values (for example, quartiles, deciles, and entropy-based). Then, all features are converted to binary values. A value of 1 indicates that the feature in the generated sample has the same value as x\ :sub:`exp` \ (for example, the same categorical value or the continuous feature falls in the same bin) and a value of 0 indicates that the feature in the generated sample has a different value than x\ :sub:`exp` \ (for example, a different categorical value or the continuous feature falls in a different bin). The interpretation of the linear model here is a bit different from the regression model. A positive coefficient indicates that when a feature has the same value as x\ :sub:`exp` \ (for example, the same category), the feature increased the prediction output from the black box model. Similarly, negative coefficients indicate that when a feature has the same value as x\ :sub:`exp`\, the feature decreased the prediction output from the black box model. This does not say what happens when the feature is in a different category than x\ :sub:`exp`. It only provides information when the specific feature has the same value as x\ :sub:`exp` \ and if it positively or negatively impacts the + black box model's prediction. + +* The explanation is an ordered list of feature importances extracted from the coefficients of the linear surrogate model. The magnitude of the coefficients indicates the relative feature importance and the sign indicates whether the feature has a positive or negative impact on the black box model's prediction. +* The algorithm is similar to text-based datasets. The main difference is in the random local sample space generation. Instead of randomly generating samples based on the feature distributions, a large number of local samples are generated by randomly removing subsets of words from the text sample. Each of the randomly generated samples is converted to a binary vector-based on the existence of a word. For example, the original sample to explain, x\ :sub:`exp`\, contains 1s for every word. If the randomly generated sample has the same word as x\ :sub:`exp`\ , it is a value of 1. If the word has been removed in the randomly generated sample, it is a value of 0. In this case, the linear surrogate model evaluates the behavior of the model when the word is there or not. + +Additionally, an upper bound can be set on the number of features to include in the explanation (for example, explain the top-N most important features). If the specified number of features is less than the total number of features, a simple feature selection method is applied prior to fitting the linear surrogate model. The black box model is still evaluated on all features, but the surrogate model is only fits on the subset of features. + +Interpretation +============== + +ADS provides multiple enhancements to the local visualizations from LIME. The explanation is presented as a grid containing information about the black box model, information about the local explainer, and the actual local explanation. Each row in the grid is described as: + +* Model (first row) + + - The left column presents information about the black box model and the model's prediction. For example, the type of the black box model, the true label/value for the selected sample to explain, the predicted value from the black box model, and the prediction probabilities (classification) or prediction values (regression). + - The right column displays the sample to explain. For tabular datasets, this is a table showing the feature names and corresponding values for this sample. For text datasets, this shows the text sample to explain. + +* Explainer (second row) + + - The left column presents the explainer configuration parameters, such as the underlying local explanation algorithm used (for example, LIME), the type of surrogate model (for example, linear), the number of randomly generated local samples (for example, 5000) to train the local surrogate model (:math:`N_t`), whether continuous features were discretized or not. + - The right column provides a legend describing how to interpret the model explanations. + +* Explanations (remaining rows) + + - For classification tasks, a local explanation can be generated for each of the target labels (since the surrogate model is fit to the prediction probabilities from the black box model). For binary classification, the explanation for one class will mirror the other. For multinomial classification, the explanations describe how each feature contributes towards or against the specified target class. If the feature contributes against the specified target class (for example, decreases the prediction probability), it increases the prediction probability of one or more other target classes. The explanation for each target class is shown as a + separate row in the Explanation section. + - The Feature Importances section presents the actual local explanation. The explanation is visualized as a horizontal bar chart of feature importance values, ordered by relative feature importance. Features with larger bars (top) are more important than features with shorter bars (bottom). Positive feature importance values (to the right) indicate that the feature increases the prediction target value. Negative feature importance values (to the left) indicate that the feature decreases the prediction target value. Depending on whether continuous features are discretized or not changes the interpretation of this value (for example, whether the specific feature value indicates a positive/negative attribution, or whether an increase/decrease in the feature value indicates a positive/negative attribution). If the features are discretized, the corresponding range is included. The feature importance value is shown beside each bar. This can either be the raw coefficient taken from the linear surrogate model or can be normalized such that all importance values sum to one. For text datasets, the explanation is visualized as a word cloud. Important words that have a large positive contribution towards a given prediction (for example, increase the prediction value) are shown larger than unimportant words that have a less positive impact on the target prediction. + +* The Explanation Quality section presents information about the quality of the explanation. It is further broken down into two sections: + + - Sample Distance Distributions + + This section presents the sample distributions used to train (:math:`N_t`) and evaluate (:math:`N_{v_\#}`) the local surrogate model based on the distances (Euclidean) of the generated samples from the sample to explain. This highlights the locality of generated sample spaces where the surrogate model (explainer) is trained and evaluated. The distance distribution from the sample to explain for the actual dataset used to train the black box model, Train, is also shown. This highlights the locality of :math:`N_t` relative to the entire train dataset. For the generated evaluation sample spaces (:math:`N_{v_\#}`), the sample space is generated based on a percentile value of the distances in Train relative to the sample to explain. For example, :math:`N_{v_4}` is generated with the maximum distance being limited to the 4\ :sup:`th` percentile of the distances in train from the sample to explain. + - Evaluation Metrics + + This section presents the fidelity of the surrogate model relative to the black box model on the randomly generated sample spaces used to fit and evaluate the surrogate model. In other words, this section evaluates how accurately the surrogate model approximates the local behavior of the complex black box model. Multiple different regression and classification metrics are supported. For classification tasks, ADS supports both regression and classification metrics. Regression metrics are computed on the raw prediction probabilities between the surrogate model and the black box model. For classification metrics, the prediction probabilities are converted to the corresponding target labels and are compared between the surrogate model and the black box model. Explanations for regression tasks only support regression metrics. Supported regression metrics: MSE, RMSE (default), R\ :sup:`2`, MAPE, SMAPE, Two-Sample Kolmogorov-Smirnov Test, Pearson Correlation (default), and Spearman Correlation. Supported classification metrics: :math:`F_1`, Accuracy, Recall, and ROC_AUC. + + - Performance + + Explanation time in seconds. + +Example +======== + +This example generates and visualizes local explanations on the `Titanic dataset `_. The model is constructed using the ADS ``OracleAutoMLProvider``. However, the ADS model explainers work with any model (classifier or regressor) that is wrapped in an ``ADSModel`` object. + +.. code-block:: python3 + + import logging + import requests + + from ads.automl.driver import AutoML + from ads.automl.provider import OracleAutoMLProvider + from ads.dataset.factory import DatasetFactory + from os import path + + # Prepare and load the dataset + titanic_data_file = '/tmp/titanic.csv' + if not path.exists(titanic_data_file): + # fetch sand save some data + print('fetching data from web...', end=" ") + # Data source: https://www.openml.org/d/40945 + r = requests.get('https://www.openml.org/data/get_csv/16826755/phpMYEkMl') + with open(titanic_data_file, 'wb') as fd: + fd.write(r.content) + print("Done") + ds = DatasetFactory.open( + titanic_data_file, target="survived").set_positive_class(True) + ds = ds.drop_columns(['name', 'ticket', 'cabin', 'boat', + 'body', 'home.dest']) + ds = ds[ds['age'] != '?'].astype({'age': 'float64'}) + ds = ds[ds['fare'] != '?'].astype({'fare': 'float64'}) + train, test = ds.train_test_split(test_size=0.2) + + # Build the model using AutoML. 'model' is a subclass of type ADSModel. + # Note that the ADSExplainer below works with any model (classifier or + # regressor) that is wrapped in an ADSModel + ml_engine = OracleAutoMLProvider(n_jobs=-1, loglevel=logging.ERROR) + oracle_automl = AutoML(train, provider=ml_engine) + model, baseline = oracle_automl.train() + + # Create the ADS explainer object, which is used to construct + # global and local explanation objects. The ADSExplainer takes + # as input the model to explain and the train/test dataset + from ads.explanations.explainer import ADSExplainer + explainer = ADSExplainer(test, model, training_data=train) + + # With ADSExplainer, create a local explanation object using + # the MLXLocalExplainer provider + from ads.explanations.mlx_local_explainer import MLXLocalExplainer + local_explainer = explainer.local_explanation( + provider=MLXLocalExplainer()) + + # A summary of the local explanation algorithm and how to interpret + # the output can be displayed with + local_explainer.summary() + + # Select a specific sample (instance/row) to generate a local + # explanation for + sample = 13 + + # Compute the local explanation on our sample from the test set + explanation = local_explainer.explain(test.X.iloc[sample:sample+1], + test.y.iloc[sample:sample+1]) + + # Visualize the explanation for the label True (Survived). See + # the "Interpretation" section above for more information + explanation.show_in_notebook(labels=True) + +.. image:: figures/ads_mlx_titanic_local.png + +.. code-block:: python3 + + # The raw explanaiton data used to generate the visualizations, as well + # as the runtime performance information can be extracted with + explanation.get_diagnostics() + +.. image:: figures/ads_mlx_titanic_local_diagnostics.png + +References +========== + +* `LIME `_ +* `Vanderbilt Biostatistics - titanic data `_ +* `Why Should I Trust You? Explaining the Predictions of Any Classifier `_ + diff --git a/docs/source/user_guide/model_training/model_explainability/whatif.rst b/docs/source/user_guide/model_training/model_explainability/whatif.rst new file mode 100644 index 000000000..25961dcf4 --- /dev/null +++ b/docs/source/user_guide/model_training/model_explainability/whatif.rst @@ -0,0 +1,97 @@ +WhatIf Explainer +**************** + +Description +=========== + +The WhatIf explainer tool helps to understand how changes in an observation affect a model's prediction. Use it to explore a model's behavior on a single observation or the entire dataset by asking "what if" questions. + +The WhatIf explainer has the following methods: + +* ``explore_predictions``: Explore the relationship between feature values and the model predictions. +* ``explore_sample``: Modify the values in an observation and see how the prediction changes. + +Example +======== + +In this example, a WhatIf explainer is created, and then the ``explore_predictions()``, and ``explore_sample()`` methods are demonstrated. A tree-based model is used to make predictions on the Boston housing dataset. + +.. code-block:: python3 + + from ads.common.model import ADSModel + from ads.dataset.dataset_browser import DatasetBrowser + from ads.dataset.label_encoder import DataFrameLabelEncoder + from ads.explanations.explainer import ADSExplainer + from ads.explanations.mlx_whatif_explainer import MLXWhatIfExplainer + from sklearn.ensemble import ExtraTreesRegressor + from sklearn.pipeline import make_pipeline + from sklearn.preprocessing import LabelEncoder + import logging + import warnings + + logging.basicConfig(format='%(levelname)s:%(message)s', level=logging.ERROR) + warnings.filterwarnings('ignore') + + ds = DatasetBrowser.sklearn().open("boston").set_target("target") + train, test = ds.train_test_split(test_size=0.2) + + X_boston = train.X.copy() + y_boston = train.y.copy() + + le = DataFrameLabelEncoder() + X_boston = le.fit_transform(X_boston) + + # Model Training + ensemble_regressor = ExtraTreesRegressor(n_estimators=245, random_state=42) + ensemble_regressor.fit(X_boston, y_boston) + model = ADSModel.from_estimator(make_pipeline(le, ensemble_regressor), name="ExtraTreesRegressor") + + # Build a WhatIf Explainer + explainer = ADSExplainer(test, model, training_data=train) + whatif_explainer = explainer.whatif_explanation(provider=MLXWhatIfExplainer()) + +The Sample Explorer method, ``explore_sample()``, opens a GUI that has a single observation. The values of that sample can then be changed. By clicking **Run Inference**, the model computes the prediction with the updated feature values. The interface shows the original values and the values that have been changed. + +``example_sample()`` accepts the ``row_idx`` parameter that specifies the index of the observation that is to be evaluated. The default is zero (0). The ``features`` parameter lists the feature names that are shown in the interface. By default, it displays all features. For datasets with a large number of features, this can be cumbersome so the ``max_features`` parameter can be used to display only the first *n* features. + +The following command opens the Sample Explorer. Change the values then click **Run Inference** to see how the prediction changes. + +.. code-block:: python3 + + whatif_explainer.explore_sample() + +.. image:: figures/ads_mlx_boston_whatif_explore_sample.png + + +The Predictions Explorer method, ``explore_predictions()``, allows the exploration of model predictions across either the marginal distribution (1-feature) or the joint distribution (2-features). + +The method ``explore_predictions()`` has several optional parameters including: + +* ``discretization``: (str, optional) Discretization method applies the x-axis if the feature ``x`` is continuous. The valid options are 'quartile', 'decile', or 'percentile'. The default is None. +* ``label``: (str or int, optional) Target label or target class name to explore only for classification problems. The default is None. +* ``plot_type``: (str, optional) Type of plot. For classification problems the valid options are 'scatter', 'box', or 'bar'. For a regression problem, the valid options are 'scatter' or 'box'. The default is 'scatter'. +* ``x``: (str, optional) Feature column on x-axis. The default is None. +* ``y``: (str, optional) Feature column or model prediction column on the y-axis, by default it is the target. + +When only ``x`` is set, the chart shows the relationship between the features ``x`` and the target ``y``. + +.. code-block:: python3 + + whatif_explainer.explore_predictions(x='AGE') + +.. image:: figures/ads_mlx_boston_whatif_explore_predictions_1.png + +If features are specified for both ``x`` and ``y``, the plot uses color to indicate the value of the target. + +.. code-block:: python3 + + whatif_explainer.explore_predictions(x='AGE', y='CRIM') + +.. image:: figures/ads_mlx_boston_whatif_explore_predictions_2.png + +.. code-block:: python3 + + whatif_explainer.explore_predictions(x='RAD', plot_type='box', discretization='decile') + +.. image:: figures/ads_mlx_boston_whatif_explore_predictions_3.png + diff --git a/docs/source/user_guide/model_training/tensorboard/tensorboard.rst b/docs/source/user_guide/model_training/tensorboard/tensorboard.rst new file mode 100644 index 000000000..d9184cc69 --- /dev/null +++ b/docs/source/user_guide/model_training/tensorboard/tensorboard.rst @@ -0,0 +1,190 @@ +=========== +TensorBoard +=========== + +TensorBoard helps visualizing your experiments. You bring up a ``TensorBoard`` session on your workstation and point to the directory that contains the TensorBoard logs. + +**Prerequisite** + +1. Object storage bucket +2. Access to Object Storage bucket from your workstation +3. ``ocifs`` version 1.1.0 and above + +Setting up local environment +---------------------------- + +It is required that ``tensorboard`` is installed in a dedicated conda environment or virtual environment. Prepare an environment yaml file for creating conda environment with following command - + +.. code-block:: shell + + cat < tensorboard-dep.yaml + dependencies: + - python=3.8 + - pip + - pip: + - ocifs + - tensorboard + name: tensorboard + EOF + +Create the conda environment from the yaml file generated in the preceeding step + +.. code-block:: shell + + conda env create -f tensorboard-dep.yaml + +This will create a conda environment called tensorboard. Activate the conda environment by running - + +.. code-block:: shell + + conda activate tensorboard + + +Viewing logs from your experiments +---------------------------------- + +To launch a TensorBoard session on your local workstation, run - + +.. code-block:: shell + + export OCIFS_IAM_KEY=api_key # If you are using resource principal, set resource_principal + tensorboard --logdir oci://my-bucket@my-namespace/path/to/logs + +This will bring up TensorBoard app on your workstation. Access TensorBoard at ``http://localhost:6006/`` + +**Note**: The logs take some initial time (few minutes) to reflect on the tensorboard dashboard. + +Writing TensorBoard logs to Object Storage +------------------------------------------ + +**Prerequisite** + +1. ``tensorboard`` is installed. +2. ``ocifs`` version is 1.1.0 and above. +3. ``oracle-ads`` version 2.6.0 and above. + +PyTorch +....... + +You could write your logs from your ``PyTorch`` experiements directly to object storage and view the logs on TensorBoard running on your local workstation in real time. Here is an example or running PyTorch experiment and writing TensorBoard logs from ``OCI Data Science Notebook`` + +1. Create or Open an existing ``OCI Data Science Notebook`` session +2. Run ``odsc conda install -s pytorch110_p37_cpu_v1`` on terminal inside the notebook session +3. Activate conda environment - ``conda activate /home/datascience/conda/pytorch110_p37_cpu_v1`` +4. Install TensorBoard - ``python3 -m pip install tensorboard`` +5. Upgrade to latest ``ocifs`` - ``python3 -m pip install ocifs --upgrade`` +6. Create a notebook and select ``pytorch110_p37_cpu_v1`` kernel +7. Copy the following code into a cell and update the object storage path in the code snippet + +.. code-block:: ipython + + # Reference: https://github.com/pytorch/tutorials/blob/master/recipes_source/recipes/tensorboard_with_pytorch.py + + import torch + from torch.utils.tensorboard import SummaryWriter + writer = SummaryWriter("oci://my-bucket@my-namespace/path/to/logs") + + x = torch.arange(-5, 5, 0.1).view(-1, 1) + y = -5 * x + 0.1 * torch.randn(x.size()) + + model = torch.nn.Linear(1, 1) + criterion = torch.nn.MSELoss() + optimizer = torch.optim.SGD(model.parameters(), lr = 0.1) + + def train_model(iter): + for epoch in range(iter): + y1 = model(x) + loss = criterion(y1, y) + writer.add_scalar("Loss/train", loss, epoch) + optimizer.zero_grad() + loss.backward() + optimizer.step() + + train_model(10) + writer.flush() + writer.close() + +7. Run the cell +8. View the logs from you workstation while the experiement is in progress by lauching TensorBoard with following command - + +.. code-block:: shell + + OCIFS_IAM_TYPE=api_key tensorboard --logdir "oci://my-bucket@my-namespace/path/to/logs" + +For more possibilities with TensorBoard and PyTorch check this `link `_ + +TensorFlow +.......... + +Currently TensorFlow cannot write directly to object storage. However, we can create logs in the local directory and then copy the logs over to object storage, which then can be viewed from the TensorBoard running on your local workstation. + +When you run a ``OCI Data Science Job`` with ``ads.jobs.NotebookRuntime`` or ``ads.jobs.GitRuntime``, all the output is automatically copied over to the configured object storage bucket. + +OCI Data Science Notebook +~~~~~~~~~~~~~~~~~~~~~~~~~ + +Here is an example of running a TensorFlow experiment in ``OCI Data Science Notebook`` and then viewing the logs from TensorBoard + +1. Create or open an existing notebook session. +2. Download notebook - https://raw.githubusercontent.com/mayoor/stats-ml-exps/master/tensorboard_tf.ipynb + +.. code-block:: ipython + + !wget https://raw.githubusercontent.com/mayoor/stats-ml-exps/master/tensorboard_tf.ipynb + +3. Run ``odsc conda install -s tensorflow27_p37_cpu_v1`` on terminal to install TensorFlow 2.6 environment. +4. Open the downloaded notebook - ``tensorboard_tf.ipynb`` +5. Select ``tensorflow27_p37_cpu_v1`` kernel. +6. Run all cells. +7. Copy TensorBoard logs folder - ``tflogs`` to object storage using ``oci-cli`` + +.. code-block:: shell + + oci os object bulk-upload -bn "" -ns "" --src-dir tflogs --prefix myexperiment/tflogs/ + +View the logs from you workstation once the logs are uploaded by lauching the TensorBoard with following command - + +.. code-block:: shell + + OCIFS_IAM_TYPE=api_key tensorboard --logdir "oci://my-bucket@my-namespace/myexperiment/tflogs/" + +OCI Data Science Jobs +~~~~~~~~~~~~~~~~~~~~~ + +Here is an example of running a TensorFlow experiment in ``OCI Data Science Jobs`` and then viewing the logs from TensorBoard + +1. Run the following code to submit a notebook to ``OCI Data Science Job``. You could run this code snippet from your local workstation or ``OCI Data Science Notebook`` session. You need ``oracle-ads`` version >= 2.6.0. + +.. code-block:: python + + from ads.jobs import Job, DataScienceJob, NotebookRuntime + # Define an OCI Data Science job to run a jupyter Python notebook + job = ( + Job(name="") + .with_infrastructure( + # The same configurations as the OCI notebook session will be used. + DataScienceJob() + .with_log_group_id("oci.xxxx.") + .with_log_id("oci.xxx.") + .with_project_id("oci.xxxx.") + .with_shape_name("VM.Standard2.1") + .with_subnet_id("oci.xxxx.") + .with_block_storage_size(50) + .with_compartment_id("oci.xxxx.") + ) + .with_runtime( + NotebookRuntime() + .with_notebook("https://raw.githubusercontent.com/mayoor/stats-ml-exps/master/tensorboard_tf.ipynb") + .with_service_conda("tensorflow27_p37_cpu_v1") + # Saves the notebook with outputs to OCI object storage. + .with_output("oci://my-bucket@my-namespace/myexperiment/jobs/") + ) + ).create() + # Run and monitor the job + run = job.run().watch() + +View the logs from you workstation once the jobs is complete by lauching the tensorboard with following command - + +.. code-block:: shell + + OCIFS_IAM_TYPE=api_key tensorboard --logdir "oci://my-bucket@my-namespace//myexperiment/jobs/tflogs/" \ No newline at end of file diff --git a/docs/source/user_guide/model_training/usage.rst b/docs/source/user_guide/model_training/usage.rst index 362e05068..a9c70f441 100644 --- a/docs/source/user_guide/model_training/usage.rst +++ b/docs/source/user_guide/model_training/usage.rst @@ -8,7 +8,7 @@ Setup Load the necessary modules: -.. code-block:: python3 +.. code:: python3 import seaborn as sns import pickle @@ -34,7 +34,7 @@ Dataset Start by reading in the dataset from UCI. The dataset is not properly formatted, the separators have spaces between them, and the test set has a corrupt row at the top. These options are specified to the Pandas CSV reader. The dataset has already been pre-split into training and test sets. The training set is used to create a machine learning model using Oracle AutoML, and the test set is used to evaluate the model’s performance on unseen data. -.. code-block:: python3 +.. code:: python3 column_names = [ 'age', @@ -61,7 +61,7 @@ Start by reading in the dataset from UCI. The dataset is not properly formatted, Retrieve some of the values in the data: -.. code-block:: python3 +.. code:: python3 df.head() @@ -79,7 +79,7 @@ Retrieve some of the values in the data: The Adult dataset contains a mix of numerical and string data, making it a challenging problem to train machine learning models on. -.. code-block:: python3 +.. code:: python3 pd.DataFrame({'Data type': df.dtypes}).T @@ -93,7 +93,7 @@ The Adult dataset contains a mix of numerical and string data, making it a chall The dataset is also missing many values, further adding to its complexity. The Oracle AutoML solution automatically handles missing values by intelligently dropping features with too many missing values, and filling in the remaining missing values based on the feature type. -.. code-block:: python3 +.. code:: python3 pd.DataFrame({'% missing values': df.isnull().sum() * 100 / len(df)}).T @@ -106,7 +106,7 @@ values by intelligently dropping features with too many missing values, and fill Visualize the distribution of the target variable in the training data. -.. code-block:: python3 +.. code:: python3 target_col = 'income' sns.countplot(x="income", data=df) @@ -115,7 +115,7 @@ Visualize the distribution of the target variable in the training data. The test set has a different set of labels from the training set. The test set labels have an extra period (.) at the end causing incorrect scoring. -.. code-block:: python3 +.. code:: python3 print(df[target_col].unique()) print(test_df[target_col].unique()) @@ -127,7 +127,7 @@ The test set has a different set of labels from the training set. The test set l Remove the trailing period (.) from the test set labels. -.. code-block:: python3 +.. code:: python3 test_df[target_col] = test_df[target_col].str.rstrip('.') print(test_df[target_col].unique()) @@ -138,21 +138,21 @@ Remove the trailing period (.) from the test set labels. Convert the Pandas dataframes to ``ADSDataset`` to use with ADS APIs. -.. code-block:: python3 +.. code:: python3 train = DatasetFactory.open(df).set_target(target_col) test = DatasetFactory.open(test_df).set_target(target_col) If the data is not already pre-split into train and test sets, you can split it with the ``train_test_split()`` or ``train_validation_test_split()`` method. This example of loading the data and splitting it into an 80%/20% train and test set. -.. code-block:: python3 +.. code:: python3 ds = DatasetFactory.open("path/data.csv").set_target('target') train, test = ds.train_test_split(test_size=0.2) Splitting the data into train, validation, and test returns three data subsets. If you don't specify the test and validation sizes, the data is split 80%/10%/10%. This example assigns a 70%/15%/15% split: -.. code-block:: python3 +.. code:: python3 data_split = ds.train_validation_test_split( test_size=0.15, @@ -194,7 +194,7 @@ All these modules are readily combined into a simple AutoML pipeline that automa Create an ``OracleAutoMLProvider`` object that uses all available cores and disable any logging. -.. code-block:: python3 +.. code:: python3 ml_engine = OracleAutoMLProvider(n_jobs=-1, loglevel=logging.ERROR) @@ -210,7 +210,7 @@ The AutoML API is quite simple to work with. Create an instance of Oracle AutoML A model is then generated that can be used for prediction tasks. ADS uses the ``roc_auc`` scoring metric to evaluate the performance of this model on unseen data (``X_test``). -.. code-block:: python3 +.. code:: python3 oracle_automl = AutoML(train, provider=ml_engine) automl_model1, baseline = oracle_automl.train() @@ -344,7 +344,7 @@ all the different trials performed by Oracle AutoML. The API has two arguments: * Hyperparameters * CPU Time -.. code-block:: python3 +.. code:: python3 oracle_automl.print_trials(max_rows=20, sort_column='Mean Validation Score') @@ -367,7 +367,7 @@ all the different trials performed by Oracle AutoML. The API has two arguments: ADS also provides the ability to visualize the results of each stage of the AutoML pipeline. The following plot shows the scores predicted by algorithm selection for each algorithm. The horizontal line shows the average score across all algorithms. Algorithms below the line are colored turquoise, whereas those with a score higher than the mean are colored teal. You can see that the LightGBM classifier achieved the highest predicted score (orange bar) and is chosen for subsequent stages of the pipeline. -.. code-block:: python3 +.. code:: python3 oracle_automl.visualize_algorithm_selection_trials() @@ -379,7 +379,7 @@ After algorithm selection, adaptive sampling aims to find the smallest dataset s .. note:: If you have fewer than 1000 data points in your dataset, adaptive sampling is not run and visualizations are not generated. -.. code-block:: python3 +.. code:: python3 oracle_automl.visualize_adaptive_sampling_trials() @@ -387,7 +387,7 @@ After algorithm selection, adaptive sampling aims to find the smallest dataset s After finding a sample subset, the next goal of Oracle AutoML is to find a relevant feature subset that maximizes score for the chosen algorithm. Oracle AutoML feature selection follows an intelligent search strategy. It looks at various possible feature rankings and subsets, and identifies that smallest feature subset that does not compromise on score for the chosen algorithm ``ExtraTreesClassifier``). The orange line shows the optimal number of features chosen by feature selection (9 features - [age, workclass, education, education-num, occupation, relationship, capital-gain, capital-loss, hours-per-week]). -.. code-block:: python3 +.. code:: python3 oracle_automl.visualize_feature_selection_trials() @@ -396,7 +396,7 @@ After finding a sample subset, the next goal of Oracle AutoML is to find a relev Hyperparameter tuning is the last stage of the Oracle AutoML pipeline It focuses on improving the chosen algorithm’s score on the reduced dataset (given by adaptive sampling and feature selection). ADS uses a novel algorithm to search across many hyperparamter dimensions. Convergence is automatic when optimal hyperparameters are identified. Each trial in the following graph represents a particular hyperparamter combination for the selected model. -.. code-block:: python3 +.. code:: python3 oracle_automl.visualize_tuning_trials() @@ -436,7 +436,7 @@ For regression: This example specifies that AutoML only consider the ``LogisticRegression`` classifier because it is a good algorithm for this dataset. -.. code-block:: python3 +.. code:: python3 automl_model2, _ = oracle_automl.train(model_list=['LogisticRegression']) @@ -561,7 +561,7 @@ The Oracle AutoML tool tries to maximize a given scoring metric, by looking at d - In this example, AutoML will optimize on the ‘f1_macro’ scoring metric: -.. code-block:: python3 +.. code:: python3 automl_model3, _ = oracle_automl.train(score_metric='f1_macro') @@ -580,7 +580,7 @@ The scoring function needs to the be encapsulated as a scikit-learn scorer using This example leverages the scikit-learn’s implementation of the balanced accuracy scoring function. Then a scorer function is created (``score_fn``) and passed to the ``score_metric argument`` of train. -.. code-block:: python3 +.. code:: python3 import numpy as np from sklearn.metrics import make_scorer, f1_score @@ -712,7 +712,7 @@ If the time budget is exhausted before: Given the small size of this dataset, a small time budget of 10 seconds is specified using the ``time_budget`` argument. The time budget in this case is exhausted during algorithm selection, and the currently known best model (``LGBMClassifier``) is returned. -.. code-block:: python3 +.. code:: python3 automl_model5, _ = oracle_automl.train(time_budget=10) @@ -837,7 +837,7 @@ It can take three possible types of values: * If float, 0 < min_features <= 1.0 * If list, names of features to keep. For example, [‘a’, ‘b’] means keep features ‘a’ and ‘b’. -.. code-block:: python3 +.. code:: python3 automl_model6, _ = oracle_automl.train(min_features=['fnlwgt', 'native-country']) @@ -941,7 +941,7 @@ Compare Models A model trained using AutoML can easily be deployed into production because it behaves similar to any standard Machine Learning model. This example evaluates the model on unseen data stored in test. Each of the generated AutoML models is renamed making them easier to visualize. ADS uses ``ADSEvaluator`` to visualize behavior for each of the models on the test set, including the baseline. -.. code-block:: python3 +.. code:: python3 automl_model1.rename('AutoML_Default') automl_model2.rename('AutoML_ModelList') diff --git a/docs/source/user_guide/quick_start/quick_start.rst b/docs/source/user_guide/quick_start/quick_start.rst index 9596288e8..84eb1a249 100644 --- a/docs/source/user_guide/quick_start/quick_start.rst +++ b/docs/source/user_guide/quick_start/quick_start.rst @@ -4,493 +4,11 @@ Quick Start ########### -The Accelerated Data Science (ADS) SDK is a Oracle Cloud Infrastructure Data Science and Machine learning SDK that data scientists can use for the entire life cycle of their workflows. You can also use Python methods in ADS to interact with the following Data Science resources: - -* Models (saved in the model catalog) -* Notebook Sessions -* Projects - -Setting up ADS -************** - -Data Science Conda Environments -=============================== - -ADS is already installed in the environment. - -Install in Your Local Environment -================================= - -You have various options when installing ADS. - -Installing the ``oracle-ads`` base package -++++++++++++++++++++++++++++++++++++++++++ - -.. code-block:: bash - - $ python3 -m pip install oracle-ads - - -Installing extras libraries -+++++++++++++++++++++++++++ - -The ``all-optional`` module will install all optional dependencies. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[all-optional] - -To work with gradient boosting models, install the ``boosted`` module. This module includes XGBoost and LightGBM model classes. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[boosted] - -For big data use cases using Oracle Big Data Service (BDS), install the ``bds`` module. It includes the following libraries, `ibis-framework[impala]`, `hdfs[kerberos]` and `sqlalchemy`. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[bds] - -To work with a broad set of data formats (for example, Excel, Avro, etc.) install the ``data`` module. It includes the `fastavro`, `openpyxl`, `pandavro`, `asteval`, `datefinder`, `htmllistparse`, and `sqlalchemy` libraries. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[data] - -To work with geospatial data install the ``geo`` module. It includes the `geopandas` and libraries from the `viz` module. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[geo] - -Install the ``notebook`` module to use ADS within the Oracle Cloud Infrastructure Data Science service `Notebook Session `_. This module installs `ipywidgets` and `ipython` libraries. - -.. code-block:: bash - -To work with ONNX-compatible run times and libraries designed to maximize performance and model portability, install the ``onnx`` module. It includes the following libraries, `onnx`, `onnxruntime`, `onnxmltools`, `skl2onnx`, `xgboost`, `lightgbm` and libraries from the `viz` module. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[onnx] - -For infrastructure tasks, install the ``opctl`` module. It includes the following libraries, `oci-cli`, `docker`, `conda-pack`, `nbconvert`, `nbformat`, and `inflection`. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[opctl] - -For hyperparameter optimization tasks install the ``optuna`` module. It includes the `optuna` and libraries from the `viz` module. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[optuna] - -Install the ``tensorflow`` module to include `tensorflow` and libraries from the ``viz`` module. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[tensorflow] - -For text related tasks, install the ``text`` module. This will include the `wordcloud`, `spacy` libraries. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[text] - -Install the ``torch`` module to include `pytorch` and libraries from the ``viz`` module. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[torch] - -Install the ``viz`` module to include libraries for visualization tasks. Some of the key packages are `bokeh`, `folium`, `seaborn` and related packages. - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[viz] - -**Note** - -Multiple extra dependencies can be installed together. For example: - -.. code-block:: bash - - $ python3 -m pip install oracle-ads[notebook,viz,text] - -Getting Started -=============== - -.. code-block:: python3 - - import ads - -Turn debug mode on or off with: - -.. code-block:: python3 - - ads.set_debug_mode(bool) - -Getting Data into ADS -********************* - -Before you can use ADS for anything involving a dataset (visualization, transformations, or model training), you have to load your data. When ADS opens a dataset, you have the option to provide the name of the column to be the target variable during modeling. The type of this target determines what type of modeling to use (regression, binary, and multinomial classification, or time series forecasting). - -There are several ways to turn data into an ``ADSDataset``. The simplest way is to use `DatasetFactory`, which takes as its first argument as a string URI or a ``Pandas Dataframe`` object. The URI supports many formats, such as Object Storage or S3 files. The `class documentation _` describes all classes. - -For example: - -* From a ``Pandas Dataframe`` instance: - -.. code-block:: python3 - - import numpy as np - import pandas as pd - from sklearn.datasets import load_iris - data = load_iris() - df = pd.DataFrame(data.data, columns=data.feature_names) - df["species"] = data.target - - from ads.dataset.factory import DatasetFactory - - # these two are equivalent: - ds = DatasetFactory.open(df, target="species") - # OR - ds = DatasetFactory.from_dataframe(df, target="species") - -The ``ds`` (``ADSDataset``) object is ``Pandas`` like. For example, you can use ``ds.head()``. It's an encapsulation of a `Pandas` Dataframe with immutability. Any attempt to modify the data yields a new copy-on-write of the ``ADSDataset``. - -.. note:: - - Creating an ``ADSDataset`` object involves more than simply reading data to memory. ADS also samples the dataset for visualization purposes, computes co-correlation of the columns in the dataset, and performs type discovery on the different columns in the dataset. That is why loading a dataset with ``DatasetFactory`` can be slower than simply reading the same dataset with ``Pandas``. In return, you get the added data visualizations and data*profiling benefits of the ``ADSDataset`` object. - -* Load data from a URL: - -.. code-block:: python3 - - import pandas as pd - - ds = pd.read_csv("oci://hosted-ds-datasets@hosted-ds-datasets/iris/dataset.csv", target="variety") - -* To load data with ADS type discovery turned off: - -.. code-block:: python3 - - import pandas as pd - - pd.DataFrame({'c1':[1,2,3], 'target': ['yes', 'no', 'yes']}).to_csv('Users/ysz/data/sample.csv') - - ds = DatasetFactory.open('Users/ysz/data/sample.csv', - target = 'target', - type_discovery = False, # turn off ADS type discovery - types = {'target': 'category'}) # specify target type - -Data Visualization -****************** - -ADS offers a smart visualization tool that automatically detects the type of your data columns and offers the best way to plot your data. You can also create custom visualizations with ADS by using your preferred plotting libraries and packages. - -To get a quick overview of all the column types and how the column's values are distributed: - -.. code-block:: python3 - - ds.show_in_notebook() - -To plot the target's value distribution: - -.. code-block:: python3 - - ds.target.show_in_notebook() - -To plot a single column: - -.. code-block:: python3 - - ds.plot("sepal.length").show_in_notebook(figsize=(4,4)) # figsize optional - -To plot two columns against each other: - -.. code-block:: python3 - - ds.plot(x="sepal.length", y="sepal.width").show_in_notebook() - -You are not limited to the types of plots that ADS offers. You can also use other plotting libraries. Here's an example using Seaborn. For more examples, see :ref:`Data Visualization ` or the ``ads_data_visualizations`` notebook example in the notebook session environment. - -.. code-block:: python3 - - import seaborn as sns - sns.set(style="ticks", color_codes=True) - sns.pairplot(df.dropna()) - -.. image:: figures/production-training.png - :height: 150 - :alt: ADS Model Training - -Model Training -************** - -ADS includes the ``OracleAutoMLProvider`` class. It is an automated machine learning module that is simple to use, fast to run, and performs comparably with its alternatives. You can also create your own machine learning provider and let ADS take care of the housekeeping. - -AutoML provides these features: - -* An ideal feature set. -* Minimal sampling size. -* The best algorithm to use (you can also restrict AutoML to your favorite algorithms). -* The best set of algorithm specific hyperparameters. - -How to train a model using ``ADSDataset``: - -.. code-block:: python3 - - import pandas as pd - from ads.automl.provider import OracleAutoMLProvider - from ads.automl.driver import AutoML - from ads.dataset.factory import DatasetFactory - - # this is the default AutoML provider for regression and classification problem types. - # over time Oracle will introduce other providers for other training tasks. - ml_engine = OracleAutoMLProvider() - - # use an example where Pandas opens the dataset - df = pd.read_csv("https://raw.githubusercontent.com/darenr/public_datasets/master/iris_dataset.csv") - ds = DatasetFactory.open(df, target='variety') - - train, test = ds.train_test_split() - - automl = AutoML(train, provider=ml_engine) - - model, baseline = automl.train(model_list=[ - 'LogisticRegression', - 'LGBMClassifier', - 'XGBClassifier', - 'RandomForestClassifier'], time_budget=10) - -At this point, AutoML has built a baseline model. In this case, it is a Zero-R model (majority class is always predicted), along with a tuned model. - -You can use ``print(model)`` to get a model's parameters and their values: - -.. code-block:: python3 - - print(model) - - -.. code-block:: python3 - - Framework: automl.models.classification.sklearn.lgbm - Estimator class: LGBMClassifier - Model Parameters: {'boosting_type': 'dart', 'class_weight': None, 'learning_rate': 0.1, 'max_depth': -1, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_leaves': 31, 'reg_alpha': 0, 'reg_lambda': 0} - -You can get details about a model, such as its selected algorithm, training data size, and initial features using the ``show_in_notebook()`` method: - -.. code-block:: python3 - - model.show_in_notebook() - -.. code-block:: python3 - - Model Name AutoML Classifier - Target Variable variety - Selected Algorithm LGBMClassifier - Task classification - Training Dataset Size (128, 4) - CV 5 - Optimization Metric recall_macro - Selected Hyperparameters {'boosting_type': 'dart', 'class_weight': None, 'learning_rate': 0.1, 'max_depth': -1, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_leaves': 31, 'reg_alpha': 0, 'reg_lambda': 0} - Is Regression None - Initial Number of Features 4 - Initial Features [sepal.length, sepal.width, petal.length, petal.width] - Selected Number of Features 1 - Selected Features [petal.width] - -From here you have two ``ADSModel`` objects that can be used in ADS's evaluation and explanation modules along with any other ``ADSModel`` instances. - -ADSModel with Third-Party Models -******************************** - -You are not limited to using models that were created using Oracle AutoML. You can `promote` other models to ADS so that they too can be used in evaluations and explanations. - -ADS provides a static method that promotes an estimator-like object to an ``ADSModel``. - -For example: - -.. code-block:: python3 - - from xgboost import XGBClassifier - from ads.common.model import ADSModel - - ... - - xgb_classifier = XGBClassifier() - xgb_classifier.fit(train.X, train.y) - - ads_model = ADSModel.from_estimator(xgb_classifier) - -Optionally, the ``from_estimator()`` method can provide a list of target classes. If the estimator provides a ``classes_`` attribute, then this list is not needed. - -You can also provide a scalar or iterable of objects implementing transform functions. - -Model Catalog -************* - -You can use ADS to save models built with ADS or generic models built outside of ADS to the model catalog. One way to save an ``ADSModel`` is: - -.. code-block:: python3 - - from os import environ - from ads.common.model_export_util import prepare_generic_model - from joblib import dump - import os.path - import tempfile - tempfilepath = tempfile.mkdtemp() - dump(model, os.path.join(tempfilepath, 'model.onnx')) - model_artifact = prepare_generic_model(tempfilepath) - compartment_id = environ['NB_SESSION_COMPARTMENT_OCID'] - project_id = environ["PROJECT_OCID"] - - ... - - mc_model = model_artifact.save( - project_id=project_id, - compartment_id=compartment_id, - display_name="random forest model on iris data", - description="random forest model on iris data", - training_script_path="model_catalog.ipynb", - ignore_pending_changes=False) - -ADS also provides easy wrappers for the model catalog REST APIs. By constructing a ``ModelCatalog`` object for a given compartment, you can list the models with the ``list_models()`` method: - -.. code-block:: python3 - - from ads.catalog.model import ModelCatalog - from os import environ - mc = ModelCatalog(compartment_id=environ['NB_SESSION_COMPARTMENT_OCID']) - model_list = mc.list_models() - -To load a model from the catalog, the model has to be fetched, extracted, and restored into memory so that it can be manipulated. You must specify a folder where the download would extract the files to: - -.. code-block:: python3 - - import os - path_to_my_loaded_model = os.path.join('/', 'home', 'datascience', 'model') - mc.download_model(model_list[0].id, path_to_my_loaded_model, force_overwrite=True) - -Then construct or reconstruct the ``ADSModel`` object with: - -.. code-block:: python3 - - from ads.common.model_artifact import ModelArtifact - model_artifact = ModelArtifact(path_to_my_loaded_model) - -There's more details to interacting with the model catalog in :ref:`Model Catalog `. - -Model Evaluations and Explanations -********************************** - -Model Evaluations -================= - -ADS can evaluate a set of models by calculating and reporting a variety of task-specific metrics. The set of models must be heterogeneous and be based on the same test set. - -The general format for model explanations (ADS or non-ADS models that have been promoted using the ``ADSModel.from_estimator`` function) is: - -.. code-block:: python3 - - from ads.evaluations.evaluator import ADSEvaluator - from ads.common.data import MLData - - evaluator = ADSEvaluator(test, models=[model, baseline], training_data=train) - evaluator.show_in_notebook() - -If you assign a value to the optional ``training_data`` method, ADS calculates how the models generalize by comparing the metrics on training with test datasets. - -The evaluator has a property ``metrics``, which can be used to access all of the calculated data. By default, in a notebook the ``evaluator.metrics`` outputs a table highlighting for each metric which model scores the best. - -.. code-block:: python3 - - evaluator.metrics - -.. image:: figures/evaluation-test.png -.. image:: figures/evaluation-training.png - - -If you have a binary classification, you can rank models by their calculated cost by using the ``calculate_cost()`` method. - -.. image:: figures/evaluation-cost.png - -You can also add in your own custom metrics, see the :ref:`Model Evaluation ` for more details. - -Model Explanations -================== - -ADS provides a module called Machine learning explainability (MLX), which is the process of explaining and interpreting machine learning and deep learning models. - -MLX can help machine learning developers to: - -* Better understand and interpret the model's behavior. For example: - - - Which features does the model consider important? - - What is the relationship between the feature values and the target predictions? - -* Debug and improve the quality of the model. For example: - - - Did the model learn something unexpected? - - Does the model generalize or did it learn something specific to the train/validation/test datasets? - -* Increase confidence in deploying the model. - -MLX can help end users of machine learning algorithms to: - -* Understand why the model has made a certain prediction. For example: - - Why was my bank loan denied? - -Some useful terms for MLX: - -* **Explainability**: The ability to explain the reasons behind a machine learning model’s prediction. -* **Global Explanations**: Understand the behavior of a machine learning model as a whole. -* **Interpretability**: The level at which a human can understand the explanation. -* **Local Explanations**: Understand why the machine learning model made a single prediction. -* **Model-Agnostic Explanations**: Explanations treat the machine learning model (and feature pre-processing) as a black-box, instead of using properties from the model to guide the explanation. - -MLX provides interpretable model-agnostic local and global explanations. - -How to get global explanations: - -.. code-block:: python3 - - from ads.explanations.explainer import ADSExplainer - from ads.explanations.mlx_global_explainer import MLXGlobalExplainer - - # our model explainer class - explainer = ADSExplainer(test, model) - - # let's created a global explainer - global_explainer = explainer.global_explanation(provider=MLXGlobalExplainer()) - - # Generate the global feature importance explanation - importances = global_explainer.compute_feature_importance() - -Visualize the top six features in a bar chart (the default). - -.. code-block:: python3 - - # Visualize the top 6 features as a bar chart - importances.show_in_notebook(n_features=6) - -Visualize the top five features in a detailed scatter plot: - -.. code-block:: python3 - - # Visualize a detailed scatter plot - importances.show_in_notebook(n_features=5, mode='detailed') - -Get the dictionary object that is used to generate the visualizations so that you can create your own: - -.. code-block:: python3 - - # Get the dictionary object used to generate the visualizations - importances.get_global_explanation() - -MLX can also do much more. For example, Partial Dependence Plots (PDP) and Individual Conditional Expectation explanations along with local explanations can provide insights into why a machine learning model made a specific prediction. - -For more detailed examples and a thorough overview of MLX, see the :ref:`MLX documentation `. +* :doc:`Install<../cli/quickstart>` +* :doc:`Read and Write to Object Storage, Databases and other OCI Resources<../loading_data/connect>` +* :doc:`OCI serverless Spark - Data Flow <../apachespark/quickstart>` +* :doc:`Evaluate Trained Models<../model_training/model_evaluation/quick_start>` +* :doc:`Register and Deploy Models<../model_registration/quick_start>` +* :doc:`Store and Retrieve your data source credentials<../secrets/quick_start>` +* :doc:`Conect to existing OCI Big Data Service<../big_data_service/quick_start>` diff --git a/docs/source/user_guide/secrets/auth_token.rst b/docs/source/user_guide/secrets/auth_token.rst index fbe522b53..6dea3bdfb 100644 --- a/docs/source/user_guide/secrets/auth_token.rst +++ b/docs/source/user_guide/secrets/auth_token.rst @@ -3,6 +3,8 @@ Auth Token The ``AuthTokenSecretKeeper`` helps you to save the Auth Token or Access Token string to the OCI Vault service. +See `API Documentation <../../ads.secrets.html#ads.secrets.auth_token.AuthTokenSecretKeeper>`__ for more details + Save Credentials ================ diff --git a/docs/source/user_guide/secrets/autonomous_database.rst b/docs/source/user_guide/secrets/autonomous_database.rst index 3b33ad76a..db9d3f55e 100644 --- a/docs/source/user_guide/secrets/autonomous_database.rst +++ b/docs/source/user_guide/secrets/autonomous_database.rst @@ -11,6 +11,8 @@ To connect to Autonomous Database you need the following: The ``ADBSecretKeeper`` class saves the ADB credentials to the OCI Vault service. +See `API Documentation <../../ads.secrets.html#ads.secrets.adb.ADBSecretKeeper>`__ for more details + Save Credentials ================ diff --git a/docs/source/user_guide/secrets/big_data_service.rst b/docs/source/user_guide/secrets/big_data_service.rst index bd2f149d7..aa9224205 100644 --- a/docs/source/user_guide/secrets/big_data_service.rst +++ b/docs/source/user_guide/secrets/big_data_service.rst @@ -17,6 +17,9 @@ To connect to Oracle Big Data Service (BDS) you need the following: The ``BDSSecretKeeper`` class saves the BDS credentials to the OCI Vault service. +See `API Documentation <../../ads.secrets.html#ads.secrets.big_data_service.BDSSecretKeeper>`__ for more details + + Save Credentials ================ diff --git a/docs/source/user_guide/secrets/index.rst b/docs/source/user_guide/secrets/index.rst index 11450eb67..70596ce27 100644 --- a/docs/source/user_guide/secrets/index.rst +++ b/docs/source/user_guide/secrets/index.rst @@ -4,10 +4,21 @@ Secrets ####### +Services such as OCI Database and Streaming require users to provide credentials. These credentials must be safely accessed at runtime. `OCI Vault `_ provides a mechanism for safe storage and access of secrets. ``SecretKeeper`` uses Vault as a backend to store and retrieve the credentials. The data structure of the credentials varies from service to service. There is a ``SecretKeeper`` specific to each data structure. + +These classes are provided: + +* ``ADBSecretKeeper``: Stores credentials for the Oracle Autonomous Database, with or without the wallet file. +* ``AuthTokenSecretKeeper``: Stores an Auth Token or Access Token string. This could be an Auth Token to use to connect to Streaming, Github, or other systems that used Auth Tokens or Access Token strings. +* ``BDSSecretKeeper``: Stores credentials for Oracle Big Data Service with or without Keytab and kerb5 configuration files. +* ``MySQLDBSecretKeeper``: Stores credentials for the MySQL database. This class will work with many databases that authenticate with a username and password only. +* ``OracleDBSecretKeeper``: Stores credentials for the Oracle Database. + + .. toctree:: - :maxdepth: 1 + :hidden: + :maxdepth: 2 - overview quick_start auth_token autonomous_database diff --git a/docs/source/user_guide/secrets/mysql.rst b/docs/source/user_guide/secrets/mysql.rst index 7923eae71..ee3e89a3b 100644 --- a/docs/source/user_guide/secrets/mysql.rst +++ b/docs/source/user_guide/secrets/mysql.rst @@ -10,6 +10,9 @@ To connect to a MySQL Database, you need the following: The ``MySQLDBSecretKeeper`` class saves the MySQL database credentials to the OCI Vault service. +See `API Documentation <../../ads.secrets.html#ads.secrets.mysqldb.MySQLDBSecretKeeper>`__ for more details + + Save Credentials ================== diff --git a/docs/source/user_guide/secrets/oracle.rst b/docs/source/user_guide/secrets/oracle.rst index 12c2d08a3..b4e467f7d 100644 --- a/docs/source/user_guide/secrets/oracle.rst +++ b/docs/source/user_guide/secrets/oracle.rst @@ -11,6 +11,8 @@ To connect to an Oracle Database you need the following: The ``OracleDBSecretKeeper`` class saves the Oracle Database credentials to the OCI Vault service. +See `API Documentation <../../ads.secrets.oracledb.OracleDBSecretKeeper>`__ for more details + Save Credentials ================ diff --git a/docs/source/user_guide/text_extraction/text_dataset.rst b/docs/source/user_guide/text_extraction/text_dataset.rst index 20d7dcea0..c42032697 100644 --- a/docs/source/user_guide/text_extraction/text_dataset.rst +++ b/docs/source/user_guide/text_extraction/text_dataset.rst @@ -1,8 +1,4 @@ -############### -Text Extraction -############### - -The Accelerated Data Science (ADS) SDK provides a text extraction module. This module allows you to convert files such as PDF, and Microsoft Word files into plain text. The data is stored in Pandas dataframes and therefore it can easily be manipulated and saved. The text extraction module allows you to read files of various file formats, and convert them into different formats that can be used for text manipulation. The most common ``DataLoader`` commands are demonstrated, and some advanced features, such as defining custom backend and file processor. +Convert files such as PDF, and Microsoft Word files into plain text. The data is stored in Pandas dataframes and therefore it can easily be manipulated and saved. The text extraction module allows you to read files of various file formats, and convert them into different formats that can be used for text manipulation. The most common ``DataLoader`` commands are demonstrated, and some advanced features, such as defining custom backend and file processor. .. code-block:: python3 diff --git a/setup.py b/setup.py index f1c5b0b53..a9475a862 100644 --- a/setup.py +++ b/setup.py @@ -71,6 +71,7 @@ ], "mysql": ["mysql-connector-python"], "bds": ["ibis-framework[impala]", "hdfs[kerberos]", "sqlalchemy"], + "spark": ["pyspark>=3.0.0"], } this_directory = Path(__file__).parent @@ -190,5 +191,6 @@ class DevelopCommand(CustomCommandMixin, develop): "Github": "https://github.com/oracle/accelerated-data-science", "Documentation": "https://docs.oracle.com/en-us/iaas/tools/ads-sdk/latest/index.html", }, - cmdclass={"develop": DevelopCommand, "install": InstallCommand}, + scripts=["ads/ads"] + # cmdclass={"develop": DevelopCommand, "install": InstallCommand}, )

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