feat(integrations): the integration contract, and Harbor as its first frontend by jdchawla29 · Pull Request #516 · hud-evals/hud-python

jdchawla29 · 2026-07-27T05:46:13Z

Supersedes #478.

The contract

An integration is a foreign format's frontend. hud.environment.Integration is two verbs:

class Integration(ABC):
    name: ClassVar[str]
    def load(self, ref) -> Taskset: ...                       # the data
    def environment(self, ref, *, name=None) -> Environment: ...  # the world those rows join

Where the constructor can execute is the format's nature — anywhere for an in-process format (a dataset plus a scorer), only inside its own image for a container format like Harbor. Implementations live outside core; core knows only the interface.

hud serve learned the reference form this needs: hud serve pkg.mod:make_env --arg name=x imports a dotted module and calls a factory, so a programmatic environment serves itself with no source file. The path form is unchanged.

Harbor

from hud.integrations import harbor
from hud.eval import DockerRuntime

await harbor.adapt("./terminal-bench")                                    # one image per build context
job = await harbor.load("./terminal-bench").run(agent, runtime=DockerRuntime())

adapt() packages the environment constructor into a HUD-speaking image whose CMD serves hud.integrations.harbor:environment; load() stamps each row with that image, so the same rows also run on ModalRuntime, DaytonaRuntime, or a deploy of the generated build contexts. That is why the package moved under hud. — the adapted image installs the wheel and imports it. Nothing in the SDK or CLI imports it; a Harbor taskset is loaded and placed explicitly.

Rows now carry what the task declared, not just its identity: [metadata] as Task.columns (difficulty/category/tags), [environment] cpu/memory/gpu as RuntimeConfig.resources, real task descriptions on templates, verifier.env for the verifier. Time budgets deliberately stay off the row — a budget bounds the rollout, not the substrate — and harbor.agent_timeout() exposes them for rollout_timeout.

At serve time the workspace applies the task's declared network isolation, env, workdir and user; tests/test.sh grades in place under the task's verifier timeout.

Refused rather than silently downgraded — a wrong score is worse than a refused task. Adaptation replaces the container's own boot process with the serving command, so anything depending on that boot process is refused: a Dockerfile ENTRYPOINT, healthcheck (nothing would start the services it awaits), and mcp_servers (nothing would start the servers they point at) — alongside network_mode = "allowlist", a verifier with its own environment, non-linux os, TPUs, and multi-step tasks (which load fine, but do not adapt). Environments are grouped by build context and declared policy, with the invariant that anything the constructor consumes per group is either in the group key or refused.

Two core fixes this surfaced

Workspace checked whether bwrap exists, not whether it works. An installed bwrap that cannot create namespaces failed every session instead of falling back. It now probes once with a session-shaped argv and falls back when unusable; require_isolation=True refuses to serve rather than silently running unisolated.
DockerRuntime did not grant env containers the security options they get when hosted, so an environment isolated in one place and silently did not in the other. Both now start containers the same way.

Verification

764 unit tests, plus real-docker end-to-end runs at every step: six datasets from the Harbor registry (hello-world, aime, gpqa-diamond, quixbugs-java, compilebench, swebench-verified) all graded 1.0 through adapt → DockerRuntime, and a task declaring no-network confirmed to have its egress genuinely severed (curl: (6) Could not resolve host) while its env vars and workdir applied.

Container, workspace and grading mechanics were ported from #478 (co-authored).

Note

Medium Risk
Changes container startup security options and workspace isolation behavior (opt-in nested sandbox, bwrap probing, required isolation), plus a large Harbor adapt/grade path; patterns are fail-closed and covered by extensive tests, but misconfiguration could affect grading fidelity or container containment.

Overview
Introduces hud.environment.Integration (load → Taskset, environment → Environment) and ships Harbor as hud.integrations.harbor (package moved in-wheel so adapted images can import it). load_environment and hud serve now resolve dotted module targets and factories via --arg key=value, matching adapted image CMDs like hud.integrations.harbor:environment.

Harbor adapt() writes/builds per-env-group contexts under .hud-adapt/ whose CMD serves the integration constructor; load(..., images=) stamps image refs on rows. Rows also carry [metadata] as columns and [environment] resources as runtime_config; agent timeouts stay off-row (harbor.agent_timeout). Unsupported Harbor declarations (ENTRYPOINT, allowlist network, multi-step adapt, etc.) are refused rather than downgraded.

Workspace probes usable_bwrap() once and supports require_isolation=True (fail closed). DockerRuntime adds opt-in nested_sandbox=True (seccomp/systempaths unconfined) for images that sandbox internally; harbor.docker_runtime() enables it by default. HUDRuntime warns once on soft-ignored runtime_config but still errors on GPU/explicit limits. Shared hud.utils.docker and normalize_environment_name; export path hardened (shell quoting, dockerignore, non-root USER restore, determinism note in docs).

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hud-python/hud/integrations/harbor/_export.py

Line 114 in 7a5cd86

    
           hud task start '{task}' --args '{args_json}' --url tcp://127.0.0.1:{port} >/dev/null 2>&1 || true

Shell-quote exported task arguments

When a task argument contains an apostrophe, such as {"prompt": "what's next?"}, embedding its JSON inside single quotes produces an invalid hud_entrypoint.sh (sh -n reports an unterminated quoted string), so the exported container exits before serving and grading. The same interpolation is repeated in test.sh; shell-quote the task ID and serialized arguments when formatting both scripts.

hud-python/hud/integrations/harbor/_export.py

Lines 217 to 219 in 7a5cd86

    
           # Drop any copied taskset files and the source Dockerfile name we don't use. 
        
           for stale in env_out.glob("*.json*"): 
        
               stale.unlink()

Preserve application JSON files in exported contexts

For an environment whose Dockerfile consumes a root-level JSON file, this removes required build inputs indiscriminately. A common Node context with package.json and COPY package*.json ./, for example, is copied and then has package.json deleted, causing the exported Harbor image build to fail; remove only the specific taskset source file rather than every *.json* file.

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hud-python/hud/integrations/harbor/_export.py

Line 215 in c9fec84

f'hud_task = "{task}"\n'

Escape task IDs in generated TOML

When a valid HUD template ID contains a double quote, backslash, or newline, interpolating it directly inside this quoted TOML value produces an invalid or structurally altered task.toml. Harbor then cannot load the exported task even though the ID works through the HUD task model and shell commands are already safely quoted; serialize this value with TOML-compatible escaping.

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…re factories An Integration is a foreign format's frontend: load(ref) -> Taskset rows and environment(ref) -> the live env those rows join. Two verbs, both universal; where the constructor can execute is the format's nature (in-process for a dataset+scorer, inside its image for a container format). Implementations live outside core — core knows only the interface. load_environment gains the reference form this needs: an importable dotted module whose attribute is an Environment, or a factory called with args. 'hud serve pkg.mod:make_env --arg name=x' now works, so a programmatic env serves itself without a source file. The resolver is one function again — the CLI wrapper is the colon split plus error printing.

…ontainers match hosted Workspace checked whether bwrap exists, not whether it works. An installed bwrap that cannot create namespaces — a container whose seccomp profile blocks unprivileged userns, or whose /proc is masked — failed every session instead of falling back. It now probes once with a session-shaped argv (mounting proc is what fails first) and falls back when unusable; require_isolation=True refuses to serve rather than silently running unisolated, for callers that promised a task no network. DockerRuntime did not grant env containers the security options they get when hosted, so an environment isolated in one place and silently did not in the other. Both now start containers the same way.

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integrations/ becomes hud.integrations because an adapted image imports it: the image's CMD serves hud.integrations.harbor:environment, so the module has to ship in the wheel that image installs. Nothing in the SDK or CLI imports it — a Harbor taskset is loaded and placed explicitly. Harbor implements the contract: - load() carries what a task declares, not just its identity: [metadata] as Task.columns (difficulty/category/tags — the platform's facets), [environment] cpu/memory/gpu as RuntimeConfig.resources, real descriptions on templates, verifier.env for the verifier. Time budgets stay off the row — a budget bounds the rollout, not the substrate — and agent_timeout() exposes them for rollout_timeout. - adapt() packages the environment constructor into one HUD-speaking image per build context, whose CMD serves that constructor; rows then run on any container placement. Images are content-addressed and kept, built once per group under a lock. - environment() is what those images serve: the workspace applies the task's declared network isolation, env, workdir and user, healthchecks gate serving, URL MCP servers are published as capabilities, and tests/test.sh grades in place under the task's verifier timeout. Behaviour that cannot be reproduced faithfully is refused, not dropped: allowlist egress, a verifier with its own environment, stdio MCP servers, non-linux os, TPUs, and multi-step tasks (which load, but do not adapt). Environments are grouped by build context *and* declared policy, so one environment always serves one policy. Container, workspace and grading mechanics were ported from #478. Co-authored-by: Nancy <najilau@ucsc.edu>

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Comment thread hud/integrations/harbor/_load.py

jdchawla29 merged commit 0401a89 into main Jul 28, 2026
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jdchawla29 mentioned this pull request Jul 28, 2026

fix(harbor): restore task.toml [metadata] as Task columns on load #517

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	# Drop any copied taskset files and the source Dockerfile name we don't use.
	for stale in env_out.glob(".json"):
	stale.unlink()

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jdchawla29 commented Jul 27, 2026 • edited by cursor Bot Loading Uh oh! There was an error while loading. Please reload this page.

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The contract

Harbor

Two core fixes this surfaced

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jdchawla29 commented Jul 27, 2026 •

edited by cursor Bot

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