176 lines
6.1 KiB
Python
176 lines
6.1 KiB
Python
from __future__ import annotations
|
|
|
|
import textwrap
|
|
from typing import Any, Literal
|
|
|
|
from agents.sandbox import Capability, ExecTimeoutError, Manifest
|
|
from agents.sandbox.session.base_sandbox_session import BaseSandboxSession
|
|
from agents.tool import FunctionTool
|
|
|
|
# Python script executed inside the sandbox to run SQL queries safely.
|
|
# Receives the query on stdin, enforces read-only mode and row limits.
|
|
_QUERY_RUNNER_SCRIPT = r"""
|
|
import csv, json, os, sqlite3, sys, time
|
|
|
|
db_path = sys.argv[1]
|
|
display_limit = int(sys.argv[2])
|
|
csv_limit = int(sys.argv[3])
|
|
results_dir = sys.argv[4] if len(sys.argv) > 4 else ""
|
|
|
|
query = sys.stdin.read().strip()
|
|
if not query:
|
|
print("Error: empty query")
|
|
sys.exit(0)
|
|
|
|
# Statement-level validation: only allow read-only operations
|
|
first_token = query.lstrip().split()[0].upper() if query.strip() else ""
|
|
if first_token not in ("SELECT", "WITH", "EXPLAIN", "PRAGMA"):
|
|
print(f"Error: only SELECT, WITH, EXPLAIN, and PRAGMA statements are allowed (got {first_token})")
|
|
sys.exit(0)
|
|
|
|
try:
|
|
conn = sqlite3.connect(f"file:{db_path}?mode=ro", uri=True)
|
|
conn.execute("PRAGMA query_only = ON")
|
|
cursor = conn.execute(query)
|
|
columns = [desc[0] for desc in cursor.description] if cursor.description else []
|
|
rows = cursor.fetchmany(csv_limit + 1)
|
|
conn.close()
|
|
except sqlite3.Error as e:
|
|
print(f"SQL error: {e}")
|
|
sys.exit(0)
|
|
|
|
if not columns:
|
|
print(json.dumps({"columns": [], "rows": [], "row_count": 0, "truncated": False}))
|
|
sys.exit(0)
|
|
|
|
csv_truncated = len(rows) > csv_limit
|
|
if csv_truncated:
|
|
rows = rows[:csv_limit]
|
|
|
|
# Save full result as CSV for download
|
|
csv_file = ""
|
|
if results_dir:
|
|
os.makedirs(results_dir, exist_ok=True)
|
|
csv_file = f"query_{int(time.time())}_{os.getpid()}.csv"
|
|
with open(os.path.join(results_dir, csv_file), "w", newline="") as f:
|
|
writer = csv.writer(f)
|
|
writer.writerow(columns)
|
|
writer.writerows(rows)
|
|
|
|
# Return only display_limit rows to the model, but report total counts
|
|
total_rows = len(rows)
|
|
display_rows = rows[:display_limit]
|
|
|
|
result = {
|
|
"columns": columns,
|
|
"rows": display_rows,
|
|
"row_count": total_rows,
|
|
"display_count": len(display_rows),
|
|
"truncated": csv_truncated,
|
|
}
|
|
if csv_file:
|
|
result["csv_file"] = csv_file
|
|
if total_rows > len(display_rows):
|
|
result["note"] = f"Showing {len(display_rows)} of {total_rows} rows. Full result saved to CSV."
|
|
|
|
print(json.dumps(result))
|
|
"""
|
|
|
|
|
|
def _shell_quote(s: str) -> str:
|
|
"""Single-quote a string for safe shell interpolation."""
|
|
return "'" + s.replace("'", "'\\''") + "'"
|
|
|
|
|
|
_SQL_CAPABILITY_INSTRUCTIONS = textwrap.dedent(
|
|
"""\
|
|
When querying the database:
|
|
- Always use `run_sql` to execute SQL. Never run sqlite3 directly via a shell.
|
|
- Write standard SQLite-compatible SQL.
|
|
- Prefer aggregations (GROUP BY, SUM, COUNT, AVG) over returning many raw rows.
|
|
- The display shows up to 100 rows, but up to 10,000 rows are saved to a downloadable CSV.
|
|
If the user needs a large export, let them know the full result is available via the download link.
|
|
- Use the schema documentation files in schema/tables/ if you need column details.
|
|
- Read schema/glossary.md for official definitions of USAspending terms.
|
|
- For monetary values, the database stores amounts in dollars as REAL values.
|
|
"""
|
|
).strip()
|
|
|
|
|
|
def _make_run_sql_tool(
|
|
session: BaseSandboxSession,
|
|
db_path: str,
|
|
max_display_rows: int,
|
|
max_csv_rows: int,
|
|
timeout_seconds: float,
|
|
results_dir: str,
|
|
) -> FunctionTool:
|
|
"""Build a FunctionTool that executes read-only SQL inside the sandbox."""
|
|
|
|
async def run_sql(query: str, limit: int | None = None) -> str:
|
|
"""Execute a read-only SQL query against the NASA USAspending SQLite database.
|
|
|
|
Returns results as JSON with columns, rows, row_count, and truncated fields.
|
|
Results are also saved as a downloadable CSV. The display is limited to a
|
|
small number of rows, but the CSV may contain many more.
|
|
|
|
Args:
|
|
query: SQL SELECT query to execute against the USAspending database.
|
|
Only read-only queries are allowed.
|
|
limit: Optional display row limit override.
|
|
"""
|
|
display_limit = max(1, min(limit or max_display_rows, max_display_rows))
|
|
|
|
command = (
|
|
f"printf '%s' {_shell_quote(query)} "
|
|
f"| python3 -c {_shell_quote(_QUERY_RUNNER_SCRIPT)} "
|
|
f"{_shell_quote(db_path)} {display_limit} {max_csv_rows}"
|
|
f" {_shell_quote(results_dir)}"
|
|
)
|
|
|
|
try:
|
|
result = await session.exec(command, timeout=timeout_seconds)
|
|
except (ExecTimeoutError, TimeoutError):
|
|
return f"Query timed out after {timeout_seconds}s. Try a simpler query or add a LIMIT."
|
|
|
|
output = result.stdout.decode("utf-8", errors="replace")
|
|
stderr = result.stderr.decode("utf-8", errors="replace")
|
|
|
|
if not result.ok():
|
|
return f"Execution error (exit {result.exit_code}):\n{stderr or output}"
|
|
|
|
return output.strip() if output.strip() else "Query returned no results."
|
|
|
|
from agents.tool import function_tool as _function_tool
|
|
|
|
return _function_tool(run_sql, name_override="run_sql")
|
|
|
|
|
|
class SqlCapability(Capability):
|
|
type: Literal["sql"] = "sql"
|
|
db_path: str = "data/usaspending.db"
|
|
max_display_rows: int = 100
|
|
max_csv_rows: int = 10_000
|
|
timeout_seconds: float = 30.0
|
|
results_dir: str = "results"
|
|
|
|
def bind(self, session: BaseSandboxSession) -> None:
|
|
self.session = session
|
|
|
|
def tools(self) -> list[Any]:
|
|
if self.session is None:
|
|
raise ValueError("SqlCapability is not bound to a SandboxSession")
|
|
return [
|
|
_make_run_sql_tool(
|
|
session=self.session,
|
|
db_path=self.db_path,
|
|
max_display_rows=self.max_display_rows,
|
|
max_csv_rows=self.max_csv_rows,
|
|
timeout_seconds=self.timeout_seconds,
|
|
results_dir=self.results_dir,
|
|
)
|
|
]
|
|
|
|
async def instructions(self, manifest: Manifest) -> str | None:
|
|
return _SQL_CAPABILITY_INSTRUCTIONS
|