| from __future__ import annotations |
|
|
| import os |
| import uuid |
| from pathlib import Path |
| from typing import Any, Iterable |
|
|
| from .api import OpenAIClient |
| from .models import BenchCase, CaseResult |
| from .scoring import score_response |
| from .util import append_jsonl, read_jsonl, sha256_json |
|
|
|
|
| def build_payload(case: BenchCase, model: str, variant: dict[str, Any]) -> dict[str, Any]: |
| payload: dict[str, Any] = { |
| "model": model, |
| "messages": case.messages, |
| "temperature": 0, |
| "top_p": 1, |
| "max_tokens": case.max_output_tokens, |
| "seed": 7319, |
| } |
| if case.tools: |
| payload["tools"] = case.tools |
| payload["tool_choice"] = "auto" |
| payload.update(case.request_overrides) |
| payload.update(variant.get("request_overrides") or {}) |
| return payload |
|
|
|
|
| def run_cases( |
| cases: Iterable[BenchCase], |
| *, |
| client: OpenAIClient, |
| model: str, |
| output_path: Path, |
| variants: list[dict[str, Any]] | None = None, |
| run_id: str | None = None, |
| stream: bool = False, |
| ) -> list[dict[str, Any]]: |
| run_id = run_id or str(uuid.uuid4()) |
| variants = variants or [{"label": "default", "request_overrides": {}}] |
| completed = { |
| (row.get("case_id"), row.get("variant")) |
| for row in read_jsonl(output_path) |
| if row.get("schema_version") == "1.0" |
| } |
| new_rows: list[dict[str, Any]] = [] |
| for case in cases: |
| for variant in variants: |
| label = str(variant["label"]) |
| if (case.case_id, label) in completed: |
| continue |
| payload = build_payload(case, model, variant) |
| request_hash = sha256_json(payload) |
| error = None |
| try: |
| response = client.complete(payload, stream=stream and not case.tools) |
| scored = score_response(case.scorer, case.expected, response) |
| passed = scored.passed |
| error = scored.error |
| if "target_prompt_tokens" in case.metadata: |
| server_tokens = response.get("prompt_tokens") |
| requested_tokens = case.metadata["target_prompt_tokens"] |
| if server_tokens != requested_tokens: |
| passed = False |
| error = ( |
| f"server prompt token mismatch: requested={requested_tokens}, " |
| f"reported={server_tokens}" |
| ) |
| telemetry = { |
| key: response.get(key) |
| for key in ( |
| "wall_s", |
| "ttft_s", |
| "prompt_tokens", |
| "completion_tokens", |
| "end_to_end_tokens_per_second", |
| "prefill_tokens_per_second", |
| "decode_tokens_per_second", |
| "active_memory_bytes", |
| "cache_memory_bytes", |
| "mtplx_stats", |
| ) |
| } |
| usage = response.get("usage") or {} |
| telemetry["cached_prompt_tokens"] = ( |
| (usage.get("prompt_tokens_details") or {}).get("cached_tokens") |
| ) |
| stats = response.get("mtplx_stats") or {} |
| accepted = stats.get("accepted_drafts") |
| drafted = stats.get("drafted_tokens") |
| telemetry["accepted_draft_ratio"] = ( |
| accepted / drafted |
| if isinstance(accepted, (int, float)) and isinstance(drafted, (int, float)) and drafted |
| else stats.get("accepted_draft_ratio") |
| ) |
| result = CaseResult( |
| schema_version="1.0", |
| run_id=run_id, |
| suite_id=case.suite_id, |
| case_id=case.case_id, |
| lane=case.lane, |
| variant=label, |
| passed=passed, |
| score=scored.value if passed else 0.0, |
| score_max=scored.maximum, |
| error=error, |
| response={ |
| key: response.get(key) |
| for key in ( |
| "model", |
| "content", |
| "reasoning_content", |
| "tool_calls", |
| "finish_reason", |
| "usage", |
| ) |
| }, |
| telemetry=telemetry, |
| metadata=case.metadata, |
| request_hash=request_hash, |
| ) |
| except Exception as exc: |
| result = CaseResult( |
| schema_version="1.0", |
| run_id=run_id, |
| suite_id=case.suite_id, |
| case_id=case.case_id, |
| lane=case.lane, |
| variant=label, |
| passed=False, |
| score=0.0, |
| score_max=1.0, |
| error=f"{type(exc).__name__}: {exc}", |
| response={}, |
| telemetry={}, |
| metadata=case.metadata, |
| request_hash=request_hash, |
| ) |
| row = result.to_dict() |
| append_jsonl(output_path, [row]) |
| new_rows.append(row) |
| return new_rows |
|
|
|
|
| def api_key_from_env(name: str | None) -> str | None: |
| if not name: |
| return None |
| value = os.environ.get(name) |
| if not value: |
| raise RuntimeError(f"API-key environment variable is not set: {name}") |
| return value |
|
|