| # 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") |