From 351c2a32704cd66f2e5c45e2c7e8a840ba2bcfb2 Mon Sep 17 00:00:00 2001 From: Dominik Schuessele Date: Thu, 23 Oct 2025 17:01:19 +0200 Subject: [PATCH 1/3] added sharepoint datasource with streaming writer supporting sharepoint lists --- README.md | 23 +- docs/data-sources-guide.md | 53 + poetry.lock | 4237 +++++++++++++++++++---------- pyproject.toml | 5 +- pyspark_datasources/__init__.py | 1 + pyspark_datasources/sharepoint.py | 416 +++ 6 files changed, 3211 insertions(+), 1524 deletions(-) create mode 100644 pyspark_datasources/sharepoint.py diff --git a/README.md b/README.md index fe790fb..270503f 100644 --- a/README.md +++ b/README.md @@ -54,17 +54,18 @@ query = stream.writeStream.format("console").start() ## Available Data Sources -| Data Source | Type | Description | Install | -|-------------|------|-------------|---------| -| `fake` | Batch/Stream | Generate synthetic test data using Faker | `pip install pyspark-data-sources[faker]` | -| `github` | Batch | Read GitHub pull requests | Built-in | -| `googlesheets` | Batch | Read public Google Sheets | Built-in | -| `huggingface` | Batch | Load Hugging Face datasets | `[huggingface]` | -| `stock` | Batch | Fetch stock market data (Alpha Vantage) | Built-in | -| `opensky` | Batch/Stream | Live flight tracking data | Built-in | -| `kaggle` | Batch | Load Kaggle datasets | `[kaggle]` | -| `arrow` | Batch | Read Apache Arrow files | `[arrow]` | -| `lance` | Batch Write | Write Lance vector format | `[lance]` | +| Data Source | Type | Description | Install | +|-------------|--------------|--------------------------------------------|-------------------------------------------| +| `fake` | Batch/Stream | Generate synthetic test data using Faker | `pip install pyspark-data-sources[faker]` | +| `github` | Batch | Read GitHub pull requests | Built-in | +| `googlesheets` | Batch | Read public Google Sheets | Built-in | +| `huggingface` | Batch | Load Hugging Face datasets | `[huggingface]` | +| `stock` | Batch | Fetch stock market data (Alpha Vantage) | Built-in | +| `opensky` | Batch/Stream | Live flight tracking data | Built-in | +| `kaggle` | Batch | Load Kaggle datasets | `[kaggle]` | +| `arrow` | Batch | Read Apache Arrow files | `[arrow]` | +| `lance` | Batch Write | Write Lance vector format | `[lance]` | +| `pyspark.datasource.sharepoint` | Stream Write | Write streaming data to Sharepoint objects | `[sharepoint]` | 📚 **[See detailed examples for all data sources →](docs/data-sources-guide.md)** diff --git a/docs/data-sources-guide.md b/docs/data-sources-guide.md index 08113ca..f79432a 100644 --- a/docs/data-sources-guide.md +++ b/docs/data-sources-guide.md @@ -12,6 +12,7 @@ This guide provides detailed examples and usage patterns for all available data 7. [KaggleDataSource - Load Kaggle Datasets](#7-kaggledatasource---load-kaggle-datasets) 8. [ArrowDataSource - Read Apache Arrow Files](#8-arrowdatasource---read-apache-arrow-files) 9. [LanceDataSource - Vector Database Format](#9-lancedatasource---vector-database-format) +10. [SharepointDataSource - Write to Sharepoint](#10-sharepointdatasource---write-to-sharepoint) ## 1. FakeDataSource - Generate Synthetic Data @@ -422,6 +423,58 @@ lance_df.printSchema() - Fast random access - Version control built-in +## 10. SharepointDataSource - Write to Sharepoint + +Write (streaming) data to Sharepoint. + +### Installation +```bash +pip install pyspark-data-sources[sharepoint] +``` + +### Write Data +```python +import json +from pyspark.sql.functions import col, lit +from pyspark_datasources import SharepointDataSource + +spark.dataSource.register(SharepointDataSource) + +# Prepare your DataFrame +df = ( + spark.readStream.format("rate").option("rowsPerSecond", 10).load() + .select( + col("value").cast("string").alias("name"), + lit("Technology").alias("industry"), + (col("value") * 100000).cast("double").alias("annual_revenue") + ) +) + +# Write DataFrame to Sharepoint +query = ( + df.writeStream + .format("pyspark.datasource.sharepoint") + .option("pyspark.datasource.sharepoint.auth.tenant_id", "<>") + .option("pyspark.datasource.sharepoint.auth.client_id", "<>") + .option("pyspark.datasource.sharepoint.auth.client_secret", "<>") + .option("pyspark.datasource.sharepoint.resource", "list") + .option("pyspark.datasource.sharepoint.site_id", "<>") + .option("pyspark.datasource.sharepoint.list.list_id", "<>") + .option("pyspark.datasource.sharepoint.list.fields", json.dumps({"name": "Name", "industry": "Industry", "annual_revenue": "AnnualRevenue"})) + .option("pyspark.datasource.sharepoint.batch_size", "200") + .option("pyspark.datasource.sharepoint.fail_fast", "true") + .option("checkpointLocation", "/Volumes/bu_1/default/test/chk/sharepoint") + .start() +) +``` + +### Features +- **Write-only datasource**: Designed specifically for writing data to Sharepoint +- **Stream processing**: Uses Microsoft Graph API for efficient concurrent writes based on configurable batch-size parameter +- **Exactly-once semantics**: Integrates with Spark's checkpoint mechanism +- **Error handling**: Control over whether to fail the write operation if a record fails to be written +- **Flexible resource implementations**: Supports multiple resource types (currently only `list`) + ## Common Patterns ### Error Handling diff --git a/poetry.lock b/poetry.lock index 61693c2..c67ce05 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,13 +1,13 @@ -# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. 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"kagglehub", "pynacl", "simple-salesforce", "azure-identity", "msgraph-sdk"] [tool.poetry.group.dev.dependencies] pytest = "^8.0.0" diff --git a/pyspark_datasources/__init__.py b/pyspark_datasources/__init__.py index 75016e5..9e2da5c 100644 --- a/pyspark_datasources/__init__.py +++ b/pyspark_datasources/__init__.py @@ -10,3 +10,4 @@ from .simplejson import SimpleJsonDataSource from .stock import StockDataSource from .jsonplaceholder import JSONPlaceholderDataSource +from .sharepoint import SharepointResource, SharepointDataSource diff --git a/pyspark_datasources/sharepoint.py b/pyspark_datasources/sharepoint.py new file mode 100644 index 0000000..0985a42 --- /dev/null +++ b/pyspark_datasources/sharepoint.py @@ -0,0 +1,416 @@ +import logging +import abc +import json +import asyncio + +from dataclasses import dataclass +from typing import Dict, List, Any, Tuple +from pyspark.sql.types import StructType, Row +from pyspark.sql.datasource import DataSource, DataSourceStreamWriter, WriterCommitMessage + +logger = logging.getLogger(__name__) + + +class SharepointResource(abc.ABC): + """ + Abstract base class modelling a Sharepoint resource. + + A resource is a logical collection of items in Sharepoint, such as a Sharepoint List. + The resource class is responsible for validating required options provided to the datasource, + converting a Spark row to a Sharepoint record and pushing the record to Sharepoint using the Microsoft Graph API: + https://github.com/microsoftgraph/msgraph-sdk-python + + Derive from this class to implement a new resource type (e.g. file-uploads for excel, pdf, etc.) for Sharepoint. + + Notes + ----- + - implementations of abstract methods `convert_row_to_sharepoint_record` and `push_record` should raise exceptions on + errors. Those are handled by the corresponding logic in the writer. + This ensures a consistent behaviour across all resource types. + - implementations of abstract method `push_record` should be asynchronous to allow for concurrent pushing of records + using the Microsoft Graph API client. + """ + + def __init__(self, options: Dict[str, str], datasource: str): + self.options = options + self.datasource = datasource + super().__init__() + + @classmethod + @abc.abstractmethod + def name(cls) -> str: + """Abstract method to return the name of the resource.""" + raise NotImplementedError + + @abc.abstractmethod + def required_options(self) -> List[str]: + """Abstract method to return the required options for the resource.""" + raise NotImplementedError + + @abc.abstractmethod + def convert_row_to_sharepoint_record(self, row: Row) -> Any: + """Abstract method to convert a Spark row to a Sharepoint record.""" + raise NotImplementedError + + @staticmethod + @abc.abstractmethod + async def push_record(client, record: Any, site_id: str) -> Any: + """Abstract method to push a record to Sharepoint using the Microsoft Graph API.""" + raise NotImplementedError + + def validate_required_options(self) -> List[bool]: + """Validates the required options for a resource.""" + return [True if getattr(self, option.rsplit(".", 1)[1]) else False for option in self.required_options()] + + +class ListResource(SharepointResource): + """ + Resource class for Sharepoint Lists. + + Spark rows are converted to a dictionary representations of Sharepoint List items. + The conversion is done by a user-provided mapping of Spark columm names to Sharepoint List column names and + assumes that the fields already match the datatypes of the Sharepoint List columns. + + Individual records are pushed to Sharepoint using the Microsoft Graph API: + https://github.com/microsoftgraph/msgraph-sdk-python + + Notes + ----- + - requires an instance of `GraphServiceClient` from the `msgraph-sdk` library. + - pushing records is done asynchronously using `asyncio` due to the asynchronous nature of the Microsoft Graph API client. + - further datataype conversion could be implemented in `convert_row_to_sharepoint_record` if necessary. + + Parameters + ---------- + list_id : str + The ID of the Sharepoint List to push the records to. + fields : dict + A dictionary mapping Spark column names to Sharepoint List column names. + """ + + _required_options = ["list_id", "fields"] + + def __init__(self, options: Dict[str, str], datasource: str): + self.list_id = options.get(f"{datasource}.{self.name()}.list_id") + self.fields = json.loads(options.get(f"{datasource}.{self.name()}.fields")) + super().__init__(options=options, datasource=datasource) + + @classmethod + def name(cls) -> str: + """Returns the name of the resource.""" + return "list" + + def required_options(self) -> List[str]: + """Returns the required options for the resource.""" + return [f"{self.datasource}.{self.name()}.{option}" for option in self._required_options] + + def convert_row_to_sharepoint_record(self, row: Row) -> Dict[str, Any]: + """Converts a Spark row to a Sharepoint record.""" + record = {} + + for rowfield, listfield in self.fields.items(): + try: + # assuming fields already match datatypes of list fields + # further datatype conversions could be handled here + value = getattr(row, rowfield) + if value is not None: + record[listfield] = value + + except AttributeError as e: + raise Exception(f"Field '{rowfield}' not found in row with keys {', '.join(row.asDict().keys())}") + except Exception as e: + raise Exception(f"Conversion failed for field '{rowfield}' --> '{listfield}': {str(e)}") + return record + + async def push_record(self, client, record: Dict[str, Any], site_id: str) -> None: + """Pushes a record to a Sharepoint List using the Microsoft Graph API client.""" + try: + # import here to avoid serialization issues + from msgraph.generated.models.list_item import ListItem + from msgraph.generated.models.field_value_set import FieldValueSet + + body = ListItem(fields=FieldValueSet(additional_data=record)) + await client.sites.by_site_id(site_id).lists.by_list_id(self.list_id).items.post(body) + + except Exception as e: + logger.warning(f"Pushing record to Sharepoint List with Microsoft Graph API failed: {str(e)}") + raise + + +@dataclass +class SharepointCommitMessage(WriterCommitMessage): + """Commit message for Sharepoint write operations.""" + + records_written: int + records_failed: int + batch_id: int + + +class SharepointDataSource(DataSource): + """ + A Sharepoint (streaming) datasource for PySpark to write data to Sharepoint objects. + + This datasource enables writing (streaming) data from Spark to Sharepoint using the Microsoft Graph API. + Currently, it supports writing structured data to Sharepoint Lists. + + Note: This is a write-only datasource, not a full bidirectional data source. + + Name: `pyspark.datasource.sharepoint` + + Notes + ----- + - Requires the `azure-identity` and `msgraph-sdk` libraries for Microsoft Graph API integration + - **Write-only datasource**: Only supports streaming write operations (no read operations) + - **Append-only datasource**: Only supports appending data to Sharepoint Lists, not overwriting or deleting existing data + - Uses Microsoft Entra ID client-credentials authentication + - Supports writing of individual records concurrently due to asynchronoous handling of requests + - Implements exactly-once semantics through Spark's checkpoint mechanism + - If a streaming write job fails and is resumed from the checkpoint, + it will not overwrite records already written in Sharepoint; + it resumes from the last committed offset. + However, if records were written to Sharepoint but not yet committed at the time of failure, + duplicate records may occur after recovery. + + Parameters + ------- + client_id : str + Client ID of the Azure AD application. + client_secret : str + Client secret of the Azure AD application. + tenant_id : str + Tenant ID of the Azure AD tenant. + site_id : str + Microsoft Sharepoint Site ID (e.g., "contoso.sharepoint.com,12345-...-6789,abcdef...") + batch_size : int + Number of records to process concurrently using the Microsoft Graph API client (default: 200). + fail_fast : bool + Whether to fail the job if a record fails to be written (default: False). + resource : str + The type of resource to write to. Currently supported: ["list"]. + + Examples + -------- + Register the Salesforce Datasource: + + >>> from pyspark_datasources import SharepointDataSource + >>> spark.dataSource.register(SharepointDataSource) + + Write streaming data to a Sharepoint List: + + >>> import json + >>> from pyspark.sql import SparkSession + >>> from pyspark.sql.functions import col, lit + >>> + >>> spark = SparkSession.builder.appName("SharepointExample").getOrCreate() + >>> spark.dataSource.register(SharepointDataSource) + >>> + >>> # Create sample streaming data + >>> streaming_df = spark.readStream.format("rate").option("rowsPerSecond", 10).load() + >>> list_data = streaming_df.select( + ... col("value").cast("string").alias("name"), + ... lit("Technology").alias("industry"), + ... (col("value") * 100000).cast("double").alias("annual_revenue") + ... ) + >>> + >>> # Write to Sharepoint List using the datasource + >>> query = list_data.writeStream \\ + ... .format("pyspark.datasource.sharepoint") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_id", "your-client-id") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_secret", "your-client-secret") \\ + ... .option("pyspark.datasource.sharepoint.auth.tenant_id", "your-tenant-id") \\ + ... .option("pyspark.datasource.sharepoint.resource", "list") \\ + ... .option("pyspark.datasource.sharepoint.site_id", "your-site-id") \\ + ... .option("pyspark.datasource.sharepoint.list.list_id", "your-list-id") \\ + ... .option("pyspark.datasource.sharepoint.list.fields", json.dumps({"name": "Name", "industry": "Industry", "annual_revenue": "AnnualRevenue"})) \\ + ... .option("checkpointLocation", "/path/to/checkpoint") \\ + ... .start() + + Write to Sharepoint List using the datasource and limited concurrency: + + >>> query = list_data.writeStream \\ + ... .format("pyspark.datasource.sharepoint") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_id", "your-client-id") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_secret", "your-client-secret") \\ + ... .option("pyspark.datasource.sharepoint.auth.tenant_id", "your-tenant-id") \\ + ... .option("pyspark.datasource.sharepoint.resource", "list") \\ + ... .option("pyspark.datasource.sharepoint.site_id", "your-site-id") \\ + ... .option("pyspark.datasource.sharepoint.list.list_id", "your-list-id") \\ + ... .option("pyspark.datasource.sharepoint.list.fields", json.dumps({"name": "Name", "industry": "Industry", "annual_revenue": "AnnualRevenue"})) \\ + ... .option("pyspark.datasource.sharepoint.batch_size", "50") \\ + ... .option("checkpointLocation", "/path/to/checkpoint") \\ + ... .start() + + Write to Sharepoint List using the datasource and fail in case of any errors: + + >>> query = list_data.writeStream \\ + ... .format("pyspark.datasource.sharepoint") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_id", "your-client-id") \\ + ... .option("pyspark.datasource.sharepoint.auth.client_secret", "your-client-secret") \\ + ... .option("pyspark.datasource.sharepoint.auth.tenant_id", "your-tenant-id") \\ + ... .option("pyspark.datasource.sharepoint.resource", "list") \\ + ... .option("pyspark.datasource.sharepoint.site_id", "your-site-id") \\ + ... .option("pyspark.datasource.sharepoint.list.list_id", "your-list-id") \\ + ... .option("pyspark.datasource.sharepoint.list.fields", json.dumps({"name": "Name", "industry": "Industry", "annual_revenue": "AnnualRevenue"})) \\ + ... .option("pyspark.datasource.sharepoint.fail_fast", True) \\ + ... .option("checkpointLocation", "/path/to/checkpoint") \\ + ... .start() + + Key Features: + + - **Write-only datasource**: Designed specifically for writing data to Sharepoint + - **Stream processing**: Uses Microsoft Graph API for efficient concurrent writes + - **Exactly-once semantics**: Integrates with Spark's checkpoint mechanism + - **Error handling**: Control over whether to fail the write operation if a record fails to be written + - **Flexible resource implementations**: Supports multiple resource types (currently only "list") + """ + + @classmethod + def name(cls) -> str: + """Return the short name for this Sharepoint datasource.""" + return "pyspark.datasource.sharepoint" + + def streamWriter(self, schema: StructType, overwrite: bool) -> "SharepointStreamWriter": + """Create a stream writer for Sharepoint datasource integration.""" + return SharepointStreamWriter(options=self.options, datasource=self.name()) + + +class SharepointStreamWriter(DataSourceStreamWriter): + """Stream writer implementation for Sharepoint datasource integration.""" + + _graph_api_version = "1.0" + _graph_api_url = "https://graph.microsoft.com" + _auth_url = "https://login.microsoftonline.com" + + _required_options = ["auth.client_id", "auth.client_secret", "auth.tenant_id", "site_id"] + _supported_resources = {"list": ListResource} + + def __init__(self, options: Dict[str, str], datasource: str): + self.options = options + + # sharepoint configuration + self.client_id = options.get(f"{datasource}.auth.client_id") + self.client_secret = options.get(f"{datasource}.auth.client_secret") + self.tenant_id = options.get(f"{datasource}.auth.tenant_id") + self.scopes = [scope.strip() for scope in options.get(f"{datasource}.auth.scopes", "https://graph.microsoft.com/.default").split(",")] + + self.site_id = options.get(f"{datasource}.site_id") + self.batch_size = int(options.get(f"{datasource}.batch_size", "200")) + self.fail_fast = True if str(options.get(f"{datasource}.fail_fast", "false")).strip().lower() == "true" else False + + # resource specific configuration + resource = self._supported_resources.get(options.get(f"{datasource}.resource", "").lower(), None) + if resource is None or not issubclass(resource, SharepointResource): + raise ValueError(f"Unsupported resource: {str(resource)}. Supported resources are: {list(self._supported_resources.keys())}") + + self.resource = resource(options=options, datasource=datasource) + + # validate required options + if not all([self.client_id, self.client_secret, self.tenant_id, self.site_id, *self.resource.validate_required_options()]): + raise ValueError( + f"Sharepoint options \n\t{'\n\t'.join([f'{datasource}.{ro}' for ro in self._required_options])}\nand resource specific options\n\t{'\n\t'.join(self.resource.required_options())}\nare required. " + "Set them using .option() / .options() method in your streaming query." + ) + + logger.info(f"Initialized Sharepoint stream writer for resource '{self.resource.name()}'") + + def write(self, iterator) -> SharepointCommitMessage: + """Write data to Sharepoint.""" + # import here to avoid serialization issues + try: + from azure.identity import ClientSecretCredential + from msgraph import GraphServiceClient + + except ImportError: + raise ImportError( + "azure-identity and msgraph-sdk libraries are required for Sharepoint integration. " + "Install it with: pip install azure-identity msgraph-sdk" + ) + + from pyspark import TaskContext + + # get task context for batch identification + context = TaskContext.get() + batch_id = context.taskAttemptId() + + # connect to Microsoft Graph API + try: + credentials = ClientSecretCredential( + tenant_id=self.tenant_id, + client_id=self.client_id, + client_secret=self.client_secret, + ) + client = GraphServiceClient(credentials=credentials, scopes=self.scopes) + logger.info(f"Connected to Microsoft Graph API (batch {batch_id})") + + except Exception as e: + logger.error(f"Could not connect to Microsoft Graph API (batch {batch_id})") + raise ConnectionError(f"Microsoft Graph API connection failed: {str(e)}") + + # convert rows to sharepoint records and write in batches to avoid memory issues + buffer = [] + total_records_written = 0 + total_records_failed = [] + + def flush_buffer(): + nonlocal total_records_written + nonlocal total_records_failed + if buffer: + success, failed = self._push_to_sharepoint(client=client, records=buffer, batch_id=batch_id) + total_records_written += success + total_records_failed.extend(failed) + buffer.clear() + + for row in iterator: + record = None + try: + record = self.resource.convert_row_to_sharepoint_record(row=row) + except Exception as e: + record = None + total_records_failed.append(Exception(f"Could not convert row to Sharepoint record (batch {batch_id}):\n\t\t{str(e)}")) + + if record: # only add non-empty records + buffer.append(record) + if len(buffer) >= self.batch_size: + flush_buffer() + + # flush any remaining records in the buffer + if buffer: + flush_buffer() + + if total_records_failed: + msg = f"Failed to write {len(total_records_failed)} records to Sharepoint (batch {batch_id}):\n\t{'\n\t'.join([str(f) for f in total_records_failed])}" + if self.fail_fast: + raise Exception(msg) + else: + logger.warning(msg) + + return SharepointCommitMessage(records_written=total_records_written, records_failed=len(total_records_failed), batch_id=batch_id) + + def _push_to_sharepoint(self, client, records: List[Dict[str, Any]], batch_id: int) -> Tuple[int, List[Any]]: + """Push records to Sharepoint using Microsoft Graph API.""" + + async def push() -> List[Any]: + sem = asyncio.Semaphore(self.batch_size) + + async def task(i: int, record: Dict[str, Any]): + async with sem: + try: + await self.resource.push_record( + client=client, + record=record, + site_id=self.site_id + ) + except Exception as e: + raise Exception(f"Task {i}: Failed to write record to Sharepoint (batch {batch_id}):\n\t\t{str(e)}") + + results = await asyncio.gather( + *(task(i=i, record=record) for i, record in enumerate(records)), + return_exceptions=True + ) + return results + + results = asyncio.run(push()) + failed = [result for result in results if isinstance(result, Exception)] + success = len(records) - len(failed) + + return success, failed From 94786a736f5c98d9d45afb0779deee21317ddbe6 Mon Sep 17 00:00:00 2001 From: Dominik Schuessele Date: Thu, 23 Oct 2025 17:09:02 +0200 Subject: [PATCH 2/3] removed unnecessary statement --- pyspark_datasources/sharepoint.py | 1 - 1 file changed, 1 deletion(-) diff --git a/pyspark_datasources/sharepoint.py b/pyspark_datasources/sharepoint.py index 0985a42..b6cabec 100644 --- a/pyspark_datasources/sharepoint.py +++ b/pyspark_datasources/sharepoint.py @@ -361,7 +361,6 @@ def flush_buffer(): buffer.clear() for row in iterator: - record = None try: record = self.resource.convert_row_to_sharepoint_record(row=row) except Exception as e: From d8d59046c510d3a0bd56d9b924afccb50d01bed1 Mon Sep 17 00:00:00 2001 From: Dominik Schuessele Date: Fri, 24 Oct 2025 08:44:20 +0200 Subject: [PATCH 3/3] making coderabbit happy --- pyproject.toml | 4 ++-- pyspark_datasources/sharepoint.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 6f66e1f..c962e11 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,8 +20,8 @@ databricks-sdk = {version = "^0.28.0", optional = true} kagglehub = {extras = ["pandas-datasets"], version = "^0.3.10", optional = true} simple-salesforce = {version = "^1.12.0", optional = true} pynacl = {version = "^1.5.0", optional = true} -azure-identity = {version = "^1.25.1", extras = ["sharepoint"]} -msgraph-sdk = {version = "^1.47.0", extras = ["sharepoint"]} +azure-identity = {version = "^1.25.1", optional = true} +msgraph-sdk = {version = "^1.47.0", optional = true} [tool.poetry.extras] faker = ["faker"] diff --git a/pyspark_datasources/sharepoint.py b/pyspark_datasources/sharepoint.py index b6cabec..83b9af9 100644 --- a/pyspark_datasources/sharepoint.py +++ b/pyspark_datasources/sharepoint.py @@ -60,7 +60,7 @@ async def push_record(client, record: Any, site_id: str) -> Any: def validate_required_options(self) -> List[bool]: """Validates the required options for a resource.""" - return [True if getattr(self, option.rsplit(".", 1)[1]) else False for option in self.required_options()] + return [True if getattr(self, option.rsplit(".", 1)[-1], None) else False for option in self.required_options()] class ListResource(SharepointResource): @@ -190,7 +190,7 @@ class SharepointDataSource(DataSource): Examples -------- - Register the Salesforce Datasource: + Register the Sharepoint Datasource: >>> from pyspark_datasources import SharepointDataSource >>> spark.dataSource.register(SharepointDataSource)