tool-calling / scripts /validate_opencode_dataset.py
jedisct1's picture
Add tool-calling harness dataset
bd43184 verified
Raw
History Blame Contribute Delete
3.68 kB
#!/usr/bin/env python3
from __future__ import annotations
import argparse
import json
from collections import Counter
from pathlib import Path
from typing import Any
ROOT = Path(__file__).resolve().parents[1]
INVENTORY = ROOT / "data" / "opencode_tool_inventory.json"
def load_inventory() -> dict[str, dict[str, Any]]:
blob = json.loads(INVENTORY.read_text())
return {tool["name"]: tool for tool in blob["tools"]}
def iter_jsonl(path: Path):
with path.open() as f:
for line_no, line in enumerate(f, 1):
if line.strip():
yield line_no, json.loads(line)
def validate_training(path: Path, inventory: dict[str, dict[str, Any]]) -> list[str]:
errors: list[str] = []
coverage: Counter[str] = Counter()
for line_no, row in iter_jsonl(path):
messages = row.get("messages")
if not isinstance(messages, list) or not messages:
errors.append(f"{path}:{line_no}: missing messages")
continue
has_call = False
for msg in messages:
if msg.get("role") != "assistant":
continue
for tc in msg.get("tool_calls") or []:
has_call = True
fn = tc.get("function") or {}
name = fn.get("name")
if name not in inventory:
errors.append(f"{path}:{line_no}: unknown tool {name!r}")
continue
coverage[name] += 1
try:
args = json.loads(fn.get("arguments"))
except Exception as exc:
errors.append(f"{path}:{line_no}: bad JSON arguments for {name}: {exc}")
continue
if not isinstance(args, dict):
errors.append(f"{path}:{line_no}: {name} arguments must be an object")
continue
for required in inventory[name].get("required", []):
if required not in args:
errors.append(f"{path}:{line_no}: {name} missing required argument {required}")
if not has_call:
errors.append(f"{path}:{line_no}: example has no assistant tool call")
missing = sorted(set(inventory) - set(coverage))
if missing:
errors.append(f"{path}: missing opencode tool coverage: {', '.join(missing)}")
return errors
def validate_eval(path: Path, inventory: dict[str, dict[str, Any]]) -> list[str]:
errors: list[str] = []
for line_no, row in iter_jsonl(path):
if not row.get("id") or not row.get("prompt"):
errors.append(f"{path}:{line_no}: eval row needs id and prompt")
if not isinstance(row.get("files"), dict):
errors.append(f"{path}:{line_no}: eval row needs files object")
for name in row.get("expected_tools") or []:
if name not in inventory:
errors.append(f"{path}:{line_no}: unknown expected tool {name}")
if not any(key in row for key in ["verify", "verify_contains", "verify_missing", "verify_command"]):
errors.append(f"{path}:{line_no}: eval row has no verifier")
return errors
def main() -> int:
parser = argparse.ArgumentParser()
parser.add_argument("path", type=Path)
args = parser.parse_args()
inventory = load_inventory()
if args.path.name.endswith("_eval.jsonl"):
errors = validate_eval(args.path, inventory)
else:
errors = validate_training(args.path, inventory)
if errors:
for error in errors:
print(error)
return 1
print(f"ok: {args.path}")
return 0
if __name__ == "__main__":
raise SystemExit(main())