Simple models and tasks for integration testing
Project description
inspect-test-utils
A small collection of tasks, scorers, and a simple model for use with the Inspect AI framework. It is designed to support integration/acceptance tests, demos, and reproductions by providing:
- Ready-made Tasks that exercise common evaluation patterns (simple generation, numeric closeness, failure injection, and sandbox configuration).
- Scorers for deterministic or parameterized scoring (including hardcoded outputs and a logarithmic closeness score).
- A hardcoded ModelAPI implementation that can deterministically emit tool calls and/or final answers, useful for testing tool-calling flows without hitting external APIs.
Passing arguments Most tasks and the hardcoded model accept parameters. With the Inspect CLI you can pass them via --task-arg and --model-arg repeatedly:
- Example: make the task generate 3 samples and set a numeric target for guessing:
inspect eval inspect_test_utils/guess_number
--task-arg sample_count=3
--task-arg target=42.7
--model hardcoded --model-arg answer=42.6
What’s included
-
Tasks (inspect_test_utils.tasks)
- say_hello(sample_count=1): Simple task; expects a response that includes "hello".
- guess_number(sample_count=1, target="42.7"): Uses a logarithmic closeness scorer for numeric answers.
- hardcoded_score(sample_count=10, hardcoded_score=None, hardcoded_score_by_sample_id_and_epoch=None): Scores are injected from parameters; useful for testing aggregations and edge cases (including NaN).
- sometimes_fails_setup(sample_count=10, fail_setup_on_epochs=None, failure_rate=0.2): Randomly raises during setup via a failing solver; useful to test retry/resume behavior.
- sometimes_fails_scoring(sample_count=10, fail_score_on_epochs=None, failure_rate=0.2): Randomly raises during scoring; useful to test scorer error handling.
- configurable_sandbox(sample_count=1, cpu=0.5, memory="2G", storage="2G", gpu=None, gpu_model=None, allow_internet=False): A task with runtime configurable sandbox.
-
Scorers (inspect_test_utils.scorers)
- failing_scorer(fail_on_epochs=None, failure_rate=0.2): Raises errors at a controlled rate for selected epochs.
- closeness_log(): Scores 1.0 for exact equality, otherwise 1/(1+log1p(relative_error)) for numeric strings.
- hardcoded_scorer(hardcoded_score=None, hardcoded_score_by_sample_id_and_epoch=None): Returns pre-specified Score objects or looks them up by sample id and epoch.
-
Model (inspect_test_utils.hardcoded)
- hardcoded: A ModelAPI that can emit a sequence of tool calls (e.g., bash) for a number of repetitions and then submit a final answer.
Parameters include:
- answer: final answer string (default: "done").
- repetitions: how many tool-call "turns" before submitting.
- tool_calls: list of tool calls or shell strings (e.g., ["echo hi", "ls -la"]) to simulate; defaults to none.
- delay: optional delay (seconds) before returning each model output.
- hardcoded: A ModelAPI that can emit a sequence of tool calls (e.g., bash) for a number of repetitions and then submit a final answer.
Parameters include:
Installation
pip install inspect-test-utils
License
MIT. See LICENSE.
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