kaxil opened a new pull request, #73925:
URL: https://github.com/apache/airflow/pull/73925

   Follow-up to #73899. `ObjectStorageToolset`'s `read_file` returned a Parquet 
or Avro file as its schema and first 20 rows, with no row count, and silently 
ignored `offset` and `limit`. In a run against a real model, asked how many 
rows a Parquet file held, the agent called `read_file` again with `offset=21`, 
got the same 20 rows back, and answered that it could not tell.
   
   The result now opens with the row count and says that `offset` and `limit` 
do not apply:
   
   ```
   Rows: 250. The schema and the first 20 rows follow; offset and limit do not 
apply to Parquet files.
   Schema: order_id: int64, region: string, total: double
   Sample rows:
   ...
   ```
   
   The header comes before the sample, so cutting a long result never drops it. 
Parquet's count comes from the file footer. An Avro file is read in one pass 
over its blocks: the sample comes from the first blocks and the count from 
every block header, so only the blocks the sample reaches have their records 
decoded, and the file is opened once, under the existing `max_read_bytes` 
check. `LLMFileAnalysisOperator` keeps its current Avro path. A file whose Avro 
schema is not a record now shows its values in the sample instead of an empty 
list.
   
   Counting reaches every block, which exposed a gap: a corrupt deflate block 
raises `zlib.error`, and corrupt `.xz` text raises `lzma.LZMAError`, neither of 
which is an `OSError` or `ValueError`, so either one failed the run. Both are 
now refused like any other unreadable file, and the model is told why.
   
   ---
   
   * Read the **[Pull Request 
Guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#pull-request-guidelines)**
 for more information. Note: commit author/co-author name and email in commits 
become permanently public when merged.
   * For fundamental code changes, an Airflow Improvement Proposal 
([AIP](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Improvement+Proposals))
 is needed.
   * When adding dependency, check compliance with the [ASF 3rd Party License 
Policy](https://www.apache.org/legal/resolved.html#category-x).
   * For significant user-facing changes create newsfragment: 
`{pr_number}.significant.rst`, in 
[airflow-core/newsfragments](https://github.com/apache/airflow/tree/main/airflow-core/newsfragments).
 You can add this file in a follow-up commit after the PR is created so you 
know the PR number.
   


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