| # Licensed to the Apache Software Foundation (ASF) under one | |
| # or more contributor license agreements. See the NOTICE file | |
| # distributed with this work for additional information | |
| # regarding copyright ownership. The ASF licenses this file | |
| # to you under the Apache License, Version 2.0 (the | |
| # "License"); you may not use this file except in compliance | |
| # with the License. You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, | |
| # software distributed under the License is distributed on an | |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
| # KIND, either express or implied. See the License for the | |
| # specific language governing permissions and limitations | |
| # under the License. | |
| """Example demonstrating CsvReadOptions usage.""" | |
| from datafusion import CsvReadOptions, SessionContext | |
| # Create a SessionContext | |
| ctx = SessionContext() | |
| # Example 1: Using CsvReadOptions with default values | |
| print("Example 1: Default CsvReadOptions") | |
| options = CsvReadOptions() | |
| df = ctx.read_csv("data.csv", options=options) | |
| # Example 2: Using CsvReadOptions with custom parameters | |
| print("\nExample 2: Custom CsvReadOptions") | |
| options = CsvReadOptions( | |
| has_header=True, | |
| delimiter=",", | |
| quote='"', | |
| schema_infer_max_records=1000, | |
| file_extension=".csv", | |
| ) | |
| df = ctx.read_csv("data.csv", options=options) | |
| # Example 3: Using the builder pattern (recommended for readability) | |
| print("\nExample 3: Builder pattern") | |
| options = ( | |
| CsvReadOptions() | |
| .with_has_header(True) # noqa: FBT003 | |
| .with_delimiter("|") | |
| .with_quote("'") | |
| .with_schema_infer_max_records(500) | |
| .with_truncated_rows(False) # noqa: FBT003 | |
| .with_newlines_in_values(True) # noqa: FBT003 | |
| ) | |
| df = ctx.read_csv("data.csv", options=options) | |
| # Example 4: Advanced options | |
| print("\nExample 4: Advanced options") | |
| options = ( | |
| CsvReadOptions() | |
| .with_has_header(True) # noqa: FBT003 | |
| .with_delimiter(",") | |
| .with_comment("#") # Skip lines starting with # | |
| .with_escape("\\") # Escape character | |
| .with_null_regex(r"^(null|NULL|N/A)$") # Treat these as NULL | |
| .with_truncated_rows(True) # noqa: FBT003 | |
| .with_file_compression_type("gzip") # Read gzipped CSV | |
| .with_file_extension(".gz") | |
| ) | |
| df = ctx.read_csv("data.csv.gz", options=options) | |
| # Example 5: Register CSV table with options | |
| print("\nExample 5: Register CSV table") | |
| options = CsvReadOptions().with_has_header(True).with_delimiter(",") # noqa: FBT003 | |
| ctx.register_csv("my_table", "data.csv", options=options) | |
| df = ctx.sql("SELECT * FROM my_table") | |
| # Example 6: Backward compatibility (without options) | |
| print("\nExample 6: Backward compatibility") | |
| # Still works the old way! | |
| df = ctx.read_csv("data.csv", has_header=True, delimiter=",") | |
| print("\nAll examples completed!") | |
| print("\nFor all available options, see the CsvReadOptions documentation:") | |
| print(" - has_header: bool") | |
| print(" - delimiter: str") | |
| print(" - quote: str") | |
| print(" - terminator: str | None") | |
| print(" - escape: str | None") | |
| print(" - comment: str | None") | |
| print(" - newlines_in_values: bool") | |
| print(" - schema: pa.Schema | None") | |
| print(" - schema_infer_max_records: int") | |
| print(" - file_extension: str") | |
| print(" - table_partition_cols: list[tuple[str, pa.DataType]]") | |
| print(" - file_compression_type: str") | |
| print(" - file_sort_order: list[list[SortExpr]]") | |
| print(" - null_regex: str | None") | |
| print(" - truncated_rows: bool") |