tessl install tessl/pypi-connectorx@0.4.0Load data from databases to dataframes, the fastest way.
Agent Success
Agent success rate when using this tile
86%
Improvement
Agent success rate improvement when using this tile compared to baseline
1.05x
Baseline
Agent success rate without this tile
82%
{
"context": "This evaluation assesses how well the engineer uses ConnectorX's read_sql() function and its features to load data from a PostgreSQL database. The criteria focus on proper usage of the package's query execution capabilities, multiple query handling, and output format specification.",
"type": "weighted_checklist",
"checklist": [
{
"name": "Uses read_sql function",
"description": "Uses connectorx.read_sql() as the primary method for loading data from the database. Implementation should import and call this function rather than using alternative database libraries.",
"max_score": 20
},
{
"name": "Single query execution",
"description": "Correctly implements load_user_activities() using read_sql() with a single SQL query. The implementation should pass the connection string and query string to read_sql(), constructing appropriate WHERE clauses when user_id is provided.",
"max_score": 15
},
{
"name": "Aggregation queries",
"description": "Correctly implements load_daily_summary() using read_sql() with aggregation SQL (GROUP BY, COUNT, SUM). The implementation should construct queries with date range filtering and aggregation functions.",
"max_score": 15
},
{
"name": "Multiple queries parameter",
"description": "Correctly implements load_multiple_datasets() using read_sql() with the sql parameter accepting a list of query strings. The implementation should pass the list of queries directly to read_sql() to execute them in parallel.",
"max_score": 20
},
{
"name": "Output format specification",
"description": "Correctly implements load_to_arrow() using read_sql() with the return_type='arrow' parameter (or return_type='arrow2' for PyArrow Table). The implementation should specify the output format parameter to get Arrow format instead of the default pandas DataFrame.",
"max_score": 20
},
{
"name": "Connection string usage",
"description": "Passes connection strings directly to read_sql() without modification. The implementation should use the provided PostgreSQL connection strings as-is, allowing ConnectorX to handle the database connection.",
"max_score": 10
}
]
}