Skyvern/evaluation/script/create_webvoyager_evaluation_result.py

70 lines
2.5 KiB
Python

import csv
import json
from typing import Any
import typer
from dotenv import load_dotenv
from evaluation.core import SkyvernClient
from skyvern.forge.sdk.workflow.models.workflow import WorkflowRunStatus
load_dotenv()
csv_headers = [
"id",
"status",
"assertion",
"failure_reason",
"url",
"question",
"answer",
"summary",
"output",
"is_updated",
"workflow_permanent_id",
"workflow_run_id",
]
def main(
base_url: str = typer.Option(..., "--base-url", help="base url for Skyvern client"),
cred: str = typer.Option(..., "--cred", help="credential for Skyvern organization"),
workflow_pid: str = typer.Option(..., "--workflow-pid", help="workflow pid to execute the evaluation test"),
record_json_path: str = typer.Option(..., "--record-json", help="record json path for evaluation run"),
output_csv_path: str = typer.Option("output.csv", "--output-path", help="output csv path for evaluation run"),
) -> None:
client = SkyvernClient(base_url=base_url, credentials=cred)
with open(record_json_path, "r", encoding="utf-8") as file:
with open(output_csv_path, newline="", mode="w", encoding="utf-8") as csv_file:
writer = csv.DictWriter(csv_file, fieldnames=csv_headers)
writer.writeheader()
for line in file:
one_record: dict[str, Any] = json.loads(line)
workflow_run_id: str = one_record.get("workflow_run_id", "")
workflow_run_response = client.get_workflow_run(
workflow_pid=workflow_pid, workflow_run_id=workflow_run_id
)
one_record.update(
{
"workflow_permanent_id": workflow_pid,
"status": str(workflow_run_response.status),
"summary": workflow_run_response.task_v2.summary,
"output": workflow_run_response.task_v2.output,
"assertion": workflow_run_response.status == WorkflowRunStatus.completed,
"failure_reason": workflow_run_response.failure_reason or "",
}
)
csv_data = {key: one_record[key] for key in csv_headers}
print(
f"{workflow_run_id}(id={one_record.get('id')}) {workflow_run_response.status}. Saving to the output csv.."
)
writer.writerow(csv_data)
print(f"Exported all records in {output_csv_path}")
if __name__ == "__main__":
typer.run(main)