pstrzelczak opened a new issue, #46223: URL: https://github.com/apache/arrow/issues/46223
### Describe the bug, including details regarding any error messages, version, and platform. While investigating pyarrow's capability to read large csv files in streaming fashion I created a simple csv file with a single `mixed_column` column and 1M rows with value `1` and a single last row with value `A`. After I found out type inference happens for the first block only I noticed `RecordBatchReader.cast()` method. While using it does not satisfy my needs because that is being able to infer data types for all record batches separately, I experimented with this `cast()` method and found it seemed not to work. Reproduction: ``` import pyarrow.csv import pyarrow.lib import pyarrow def cast_test(): with pyarrow.csv.open_csv('/tmp/mixed.csv') as r: schema = r.schema updated_schema = schema.set(0, pyarrow.field("mixed_column", pyarrow.string())) r_cast = r.cast(updated_schema) for batch in r_cast: print(batch) cast_test() ``` Ouptut: ``` $ python scripts/cast_test.py pyarrow.RecordBatch mixed_column: string ---- mixed_column: ["1","1","1","1","1","1","1","1","1","1",...,"1","1","1","1","1","1","1","1","1","1"] pyarrow.RecordBatch mixed_column: string ---- mixed_column: ["1","1","1","1","1","1","1","1","1","1",...,"1","1","1","1","1","1","1","1","1","1"] Traceback (most recent call last): File "/home/pstrzelczak/scripts/cast_test.py", line 12, in <module> cast_test() File "/home/pstrzelczak/scripts/cast_test.py", line 10, in cast_test for batch in r_cast: File "pyarrow/ipc.pxi", line 671, in pyarrow.lib.RecordBatchReader.__next__ File "pyarrow/ipc.pxi", line 705, in pyarrow.lib.RecordBatchReader.read_next_batch File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: In CSV column #0: CSV conversion error to int64: invalid value 'A' ``` I am using pyarrow 19.0.1 on Ubuntu 24.04 with Python 3.10. I found this functionality was implemented in https://github.com/apache/arrow/pull/40070 by @paleolimbot ### Component(s) Python -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: issues-unsubscr...@arrow.apache.org.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org