Fix product data eval export format

This commit is contained in:
wuyang6
2026-05-11 15:27:11 +08:00
parent be731caed7
commit f22de8a40b
15 changed files with 414 additions and 71 deletions
@@ -159,7 +159,7 @@ def parse_draft_text(draft_text: str) -> dict[str, Any]:
continue
field_match = re.match(
r"^(用户|小爱|target|notes|dataset_label|request_id|timestamp)\s*[:]\s*(.*)$",
r"^(用户|小爱|target|complex|notes|dataset_label|request_id|timestamp)\s*[:]\s*(.*)$",
line,
re.I,
)
@@ -207,9 +207,14 @@ def case_to_record(
if not current_query:
raise ProductDataError(f"case {index} current 用户 line must be non-empty")
target = canonical_target(str(case.get("target") or "").strip())
raw_target, prefixed_complex = split_complex_prefixed_target(str(case.get("target") or "").strip())
target = canonical_target(raw_target)
if not target:
raise ProductDataError(f"case {index} target is required")
complex_value = parse_complex(
case.get("complex"),
default=False if prefixed_complex is None else prefixed_complex,
)
prev_session = build_prev_session(turns[:final_user_index], case_index=index)
if len(prev_session) > 10:
@@ -248,6 +253,9 @@ def case_to_record(
"target": target,
"target_type": target_type(target),
},
"dimensions": {
"complex": complex_value,
},
"meta": {
"case_name": str(case.get("case_name") or "").strip(),
"notes": str(case.get("notes") or "").strip(),
@@ -364,6 +372,14 @@ def validate_dataset_records(records: list[dict[str, Any]]) -> dict[str, Any]:
if label.get("target_type") not in {"agent", "function", "unknown"}:
errors.append(issue(f"{prefix}.label.target_type", "label.target_type is invalid"))
dimensions = record.get("dimensions")
if not isinstance(dimensions, dict):
warnings.append(issue(f"{prefix}.dimensions", "dimensions.complex is missing; false will be used as fallback"))
elif "complex" not in dimensions:
warnings.append(issue(f"{prefix}.dimensions.complex", "complex is missing; false will be used as fallback"))
elif not isinstance(dimensions.get("complex"), bool):
errors.append(issue(f"{prefix}.dimensions.complex", "complex must be a boolean"))
return {
"ok": not errors,
"error_count": len(errors),
@@ -500,6 +516,7 @@ def export_planning_eval_csv(
session_num: int = 5,
session_time_minutes: int = 5,
context_fields: list[str] | None = None,
system_prompt: str = DEFAULT_SYSTEM_PROMPT,
complex_default: bool = False,
require_validation_ok: bool = True,
overwrite: bool = True,
@@ -520,6 +537,7 @@ def export_planning_eval_csv(
session_num=session_num,
session_time_minutes=session_time_minutes,
context_fields=context_fields,
system_prompt=system_prompt,
complex_default=complex_default,
)
path.write_text(content, encoding="utf-8-sig")
@@ -547,6 +565,7 @@ def render_planning_eval_csv(
session_num: int = 5,
session_time_minutes: int = 5,
context_fields: list[str] | None = None,
system_prompt: str = DEFAULT_SYSTEM_PROMPT,
complex_default: bool = False,
) -> str:
fields = normalize_context_fields(context_fields)
@@ -560,21 +579,21 @@ def render_planning_eval_csv(
for record in records:
source = record.get("source") if isinstance(record.get("source"), dict) else {}
turn = record.get("turn") if isinstance(record.get("turn"), dict) else {}
label = record.get("label") if isinstance(record.get("label"), dict) else {}
target = str(label.get("target") or "")
target = record_target(record)
writer.writerow(
{
"request_id": str(source.get("request_id") or ""),
"newPrompt": build_training_instruction(
"newPrompt": build_planning_prompt(
record,
session_num=session_num,
session_time_minutes=session_time_minutes,
context_fields=fields,
system_prompt=system_prompt,
),
"query": str(turn.get("query") or ""),
"类别真实标签": category_label_from_target(target),
"code标签": target,
"complex": "true" if complex_default else "false",
"complex": eval_complex_literal(record_complex(record, default=complex_default)),
}
)
return output.getvalue()
@@ -621,6 +640,29 @@ def build_training_instruction(
return instruction
def build_planning_prompt(
record: dict[str, Any],
*,
session_num: int = 5,
session_time_minutes: int = 5,
context_fields: list[str] | None = None,
system_prompt: str = DEFAULT_SYSTEM_PROMPT,
) -> str:
"""把训练 instruction 包成评测侧使用的 chat template。"""
instruction = build_training_instruction(
record,
session_num=session_num,
session_time_minutes=session_time_minutes,
context_fields=context_fields,
)
return (
f"<|im_start|>system\n{system_prompt}<|im_end|>\n"
f"<|im_start|>user\n{instruction}<|im_end|>\n"
"<|im_start|>assistant\n"
)
def training_jsonl_line(
record: dict[str, Any],
*,
@@ -629,7 +671,6 @@ def training_jsonl_line(
context_fields: list[str],
system_prompt: str,
) -> str:
label = record.get("label") if isinstance(record.get("label"), dict) else {}
payload = {
"system": system_prompt,
"instruction": build_training_instruction(
@@ -638,7 +679,7 @@ def training_jsonl_line(
session_time_minutes=session_time_minutes,
context_fields=context_fields,
),
"output": str(label.get("target") or ""),
"output": combined_function_label(record),
}
return json.dumps(payload, ensure_ascii=False, separators=(",", ":"))
@@ -711,6 +752,7 @@ def optional_int_for_export(value: Any) -> int | None:
def category_label_from_target(target: str) -> str:
target = strip_complex_prefix(target)
agent_match = re.match(r'''^Agent\s*\(\s*tag\s*=\s*["']([^"']+)["']\s*\)$''', target.strip())
if agent_match:
return agent_match.group(1)
@@ -749,7 +791,7 @@ def dataset_record_table_row(record: dict[str, Any]) -> dict[str, str]:
"context": json.dumps(context, ensure_ascii=False, separators=(",", ":")),
"label": str(label.get("dataset_label") or ""),
"是否迁移Function": "",
"function": str(label.get("target") or ""),
"function": combined_function_label(record),
}
@@ -808,7 +850,75 @@ def default_planning_eval_output_path(payload: dict[str, Any]) -> str:
return str(Path("output") / "eval_planning.csv")
def normalize_target_expression(target: str) -> str:
"""把可能带 complex 前缀的标签表达式收敛为纯 target。"""
return canonical_target(strip_complex_prefix(target))
def strip_complex_prefix(target: str) -> str:
stripped_target, _complex_value = split_complex_prefixed_target(target)
return stripped_target
def split_complex_prefixed_target(target: str) -> tuple[str, bool | None]:
lines = target.strip().splitlines()
if not lines:
return "", None
first_line = lines[0].strip()
match = re.fullmatch(r"complex\s*=\s*(.+)", first_line, flags=re.I)
if not match:
return target.strip(), None
complex_value = parse_complex(match.group(1), default=False)
return "\n".join(lines[1:]).strip(), complex_value
def parse_complex(value: Any, *, default: bool) -> bool:
if value is None or value == "":
return default
if isinstance(value, bool):
return value
text = str(value).strip().lower()
if text in {"true", "1", "yes", "y", "", "复杂", "complex"}:
return True
if text in {"false", "0", "no", "n", "", "不复杂", "简单", "simple"}:
return False
raise ProductDataError("complex must be a boolean value such as true/false")
def complex_literal(value: bool) -> str:
return "true" if value else "false"
def eval_complex_literal(value: bool) -> str:
return "TRUE" if value else "FALSE"
def record_target(record: dict[str, Any]) -> str:
label = record.get("label") if isinstance(record.get("label"), dict) else {}
return normalize_target_expression(str(label.get("target") or ""))
def record_complex(record: dict[str, Any], *, default: bool = False) -> bool:
dimensions = record.get("dimensions")
if isinstance(dimensions, dict) and "complex" in dimensions:
return parse_complex(dimensions.get("complex"), default=default)
label = record.get("label") if isinstance(record.get("label"), dict) else {}
if "complex" in label:
return parse_complex(label.get("complex"), default=default)
_target, prefixed_complex = split_complex_prefixed_target(str(label.get("target") or ""))
if prefixed_complex is not None:
return prefixed_complex
return default
def combined_function_label(record: dict[str, Any], *, default_complex: bool = False) -> str:
target = record_target(record)
return f"complex={complex_literal(record_complex(record, default=default_complex))}\n{target}"
def target_type(target: str) -> str:
target = strip_complex_prefix(target)
if re.match(r"^Agent\s*\(\s*tag\s*=", target):
return "agent"
if target:
@@ -817,6 +927,7 @@ def target_type(target: str) -> str:
def canonical_target(target: str) -> str:
target = strip_complex_prefix(target)
agent_match = re.match(r'''^Agent\s*\(\s*tag\s*=\s*["']([^"']+)["']\s*\)$''', target)
if agent_match:
return f'Agent(tag="{agent_match.group(1)}")'