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fix: address code review feedback from PR #193
- Add @pytest.mark.unit markers to new test_utils.py - Fix resolver.py docstring: OfflineBenchmark/OnlineBenchmark -> OfflineConfig/OnlineConfig - Fix runner.py docstring: Typer -> synchronous CLI - Fix AGENTS.md CLI path: config/cli.py -> cli.py, commands/benchmark/cli.py - Fix schema.py standalone triple-quoted string -> comment - Add yaml.YAMLError to validate.py except clause - Replace obscure SIGINT lambda with plain function in execute.py - Fix CLI_QUICK_REFERENCE.md uppercase enum values - Add SampleEventHandler.clear_hooks before register in execute.py Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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AGENTS.md

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@@ -46,16 +46,16 @@ Dataset Manager --> Load Generator --> Endpoint Client --> External Endpoint
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### Key Components
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| Component | Location | Purpose |
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| ------------------- | ------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------ |
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| **Load Generator** | `src/inference_endpoint/load_generator/` | Central orchestrator: `BenchmarkSession` owns the lifecycle, `Scheduler` controls timing, `LoadGenerator` issues queries |
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| **Endpoint Client** | `src/inference_endpoint/endpoint_client/` | Multi-process HTTP workers communicating via ZMQ IPC. `HTTPEndpointClient` is the main entry point |
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| **Dataset Manager** | `src/inference_endpoint/dataset_manager/` | Loads pickle, HuggingFace, JSONL datasets. `Dataset` base class with `load_sample()`/`num_samples()` interface |
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| **Metrics** | `src/inference_endpoint/metrics/` | `EventRecorder` writes to SQLite, `MetricsReporter` reads and aggregates (QPS, latency, TTFT, TPOT) |
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| **Config** | `src/inference_endpoint/config/` | Pydantic-based YAML schema (`schema.py`), ruleset registry for MLCommons compliance, `RuntimeSettings` for runtime state |
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| **CLI** | `src/inference_endpoint/config/cli.py` | cyclopts-based, auto-generated from `schema.py` Pydantic models. Flat shorthands via `cyclopts.Parameter(name=...)` |
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| **Async Utils** | `src/inference_endpoint/async_utils/` | `LoopManager` (uvloop + eager_task_factory), ZMQ transport layer, event publisher |
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| **OpenAI/SGLang** | `src/inference_endpoint/openai/`, `sglang/` | Protocol adapters and response accumulators for different API formats |
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| Component | Location | Purpose |
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| ------------------- | ------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------ |
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| **Load Generator** | `src/inference_endpoint/load_generator/` | Central orchestrator: `BenchmarkSession` owns the lifecycle, `Scheduler` controls timing, `LoadGenerator` issues queries |
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| **Endpoint Client** | `src/inference_endpoint/endpoint_client/` | Multi-process HTTP workers communicating via ZMQ IPC. `HTTPEndpointClient` is the main entry point |
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| **Dataset Manager** | `src/inference_endpoint/dataset_manager/` | Loads pickle, HuggingFace, JSONL datasets. `Dataset` base class with `load_sample()`/`num_samples()` interface |
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| **Metrics** | `src/inference_endpoint/metrics/` | `EventRecorder` writes to SQLite, `MetricsReporter` reads and aggregates (QPS, latency, TTFT, TPOT) |
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| **Config** | `src/inference_endpoint/config/` | Pydantic-based YAML schema (`schema.py`), ruleset registry for MLCommons compliance, `RuntimeSettings` for runtime state |
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| **CLI** | `src/inference_endpoint/cli.py`, `commands/benchmark/cli.py` | cyclopts-based, auto-generated from `schema.py` Pydantic models. Flat shorthands via `cyclopts.Parameter(alias=...)` |
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| **Async Utils** | `src/inference_endpoint/async_utils/` | `LoopManager` (uvloop + eager_task_factory), ZMQ transport layer, event publisher |
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| **OpenAI/SGLang** | `src/inference_endpoint/openai/`, `sglang/` | Protocol adapters and response accumulators for different API formats |
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### Hot-Path Architecture
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docs/CLI_QUICK_REFERENCE.md

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@@ -303,8 +303,8 @@ Note: For submission configs, `model_params.name` is optional when `submission_r
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- Online mode requires `--load-pattern` (poisson or concurrency)
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- `poisson` requires `--target-qps`
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- `concurrency` requires `--concurrency`
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- Use `--mode BOTH` for combined perf + accuracy runs
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- Streaming: AUTO (default) resolves to OFF for offline, ON for online
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- Use `--mode both` for combined perf + accuracy runs
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- Streaming: auto (default) resolves to off for offline, on for online
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**Best Practices:**
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src/inference_endpoint/async_utils/runner.py

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@@ -30,7 +30,7 @@ def run_async(coro: Coroutine[object, object, T]) -> T:
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"""Run a coroutine with uvloop and eager_task_factory.
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Creates a fresh event loop per invocation. This is the standard way for
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Typer command handlers (which are sync) to execute async logic.
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synchronous CLI command handlers to execute async logic.
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"""
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with asyncio.Runner(loop_factory=uvloop.new_event_loop) as runner:
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runner.get_loop().set_task_factory(asyncio.eager_task_factory) # type: ignore[arg-type]

src/inference_endpoint/commands/benchmark/execute.py

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@@ -322,6 +322,7 @@ def run_benchmark_threaded(ctx: BenchmarkContext) -> tuple[Any, ResponseCollecto
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smoothing=0, # smoothing=0 shows average instead of EMA
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)
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collector = ResponseCollector(collect_responses=ctx.collect_responses, pbar=pbar)
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SampleEventHandler.clear_hooks(SampleEvent.COMPLETE)
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SampleEventHandler.register_hook(SampleEvent.COMPLETE, collector.on_complete_hook)
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# Create endpoint client
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)
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# Wait for test end with ability to interrupt
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old_handler = signal.signal(
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signal.SIGINT, lambda *_: (_ for _ in ()).throw(KeyboardInterrupt())
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)
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def _raise_keyboard_interrupt(*_: object) -> None:
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raise KeyboardInterrupt
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old_handler = signal.signal(signal.SIGINT, _raise_keyboard_interrupt)
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try:
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sess.wait_for_test_end()
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finally:

src/inference_endpoint/commands/validate.py

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import logging
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from pathlib import Path
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import yaml
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from pydantic import ValidationError
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from ..config.schema import BenchmarkConfig
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f"ruleset={config.submission_ref.ruleset}"
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)
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except (ValidationError, ValueError, FileNotFoundError) as e:
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except (ValidationError, ValueError, FileNotFoundError, yaml.YAMLError) as e:
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logger.error("Validation failed")
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raise InputValidationError(f"Config validation failed: {e}") from e

src/inference_endpoint/config/schema.py

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@@ -386,7 +386,7 @@ class OfflineSettings(Settings):
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)
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"""Online mode default settings."""
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# Online mode default settings.
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OnlineSettings = Settings
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