Integration tests infra (#1995)

## Motivation

No automated integration tests exist for exo. Manual testing against
real hardware clusters is slow and error-prone. We need a pytest
framework that deploys clusters via `eco`, runs inference scenarios, and
tears down cleanly.

## Changes

- **`tools/src/exo_tools/`** — New workspace member shared by bench,
eval, and tests:
- `client.py` — `ExoClient` HTTP client (extracted from
`bench/harness.py`)
- `harness.py` — instance lifecycle helpers (placement, wait-for-ready,
etc.)
- `cluster.py` — `EcoSession` for eco cluster lifecycle
(deploy/stop/start/release/logs/exec) with unique `USER=<prefix>-<uuid>`
per session and atexit/signal cleanup
- **`tests/integration/`** — 17 pytest tests across 5 files:
- `test_1node.py` — place, chat, multi-turn, delete, state/models
endpoints, cluster snapshot, download-from-scratch
- `test_2node.py` — parametrized tensor/jaccl + pipeline/ring inference
and multi-turn
- `test_4node.py` — parametrized 4-node pipeline/ring inference, cluster
state
- `test_resilience.py` — full disconnect/reconnect cycle (2-node →
disconnect → 1-node → reconnect → 2-node)
- `test_dashboard.py` — Playwright: dashboard loads, shows node info,
chat flow
- `helpers.py` — placement/inference helpers, re-exports from
`exo_tools`
- `conftest.py` — session-scoped cluster fixtures with constraint-based
eco reservations; `--hosts` override; `EXO_REF` env var for CI
deployments from a GitHub branch
- **`bench/`** — Updated imports from `exo_tools.client` /
`exo_tools.harness`
- **`pyproject.toml`** — Added `tools` workspace member, `playwright`
dev dep, `--ignore=tests/integration`

## Why It Works

Tests use `eco` for cluster lifecycle and `ExoClient` for API
interactions — same tools humans use. Session-scoped fixtures deploy
once per file. Unique eco users prevent test runs from interfering with
each other or manual usage.

## Test Plan

### Automated Testing

- `uv run pytest tests/integration/ -v -s` — full suite (~4-5 min, 17/17
passing)
- `uv run pytest tests/integration/ -v -s --hosts s4,s9,s10,s22` — pin
specific hosts
- `EXO_REF=main uv run pytest tests/integration/ -v` — deploy from a
GitHub branch (CI)
- `uv run pytest` — confirms integration tests are excluded from default
runs

.gitignore

@@ -40,3 +40,4 @@ bench/**/*.json
 tmp/models
 /build/exo
 /.claude/skills
+/.claude

bench/eval_tool_calls.py

@@ -15,9 +15,8 @@ from pathlib import Path
 from typing import Any, Literal
 
 import httpx
-from harness import (
-    ExoClient,
-    ExoHttpError,
+from exo_tools.client import ExoClient, ExoHttpError
+from exo_tools.harness import (
     add_common_instance_args,
     capture_cluster_snapshot,
     instance_id_from_instance,

bench/exo_bench.py

@@ -30,9 +30,8 @@ from pathlib import Path
 from statistics import mean
 from typing import Any
 
-from harness import (
-    ExoClient,
-    ExoHttpError,
+from exo_tools.client import ExoClient, ExoHttpError
+from exo_tools.harness import (
     add_common_instance_args,
     capture_cluster_snapshot,
     find_existing_instance,

bench/exo_eval.py

@@ -42,9 +42,8 @@ from pathlib import Path
 from typing import Any
 
 import httpx
-from harness import (
-    ExoClient,
-    ExoHttpError,
+from exo_tools.client import ExoClient, ExoHttpError
+from exo_tools.harness import (
     add_common_instance_args,
     capture_cluster_snapshot,
     find_existing_instance,

bench/prefill_decode_bench.py

@@ -35,9 +35,8 @@ from exo_bench import (
     load_tokenizer_for_bench,
     parse_int_list,
 )
-from harness import (
-    ExoClient,
-    ExoHttpError,
+from exo_tools.client import ExoClient, ExoHttpError
+from exo_tools.harness import (
     add_common_instance_args,
     instance_id_from_instance,
     node_ids_from_instance,

pyproject.toml

@@ -40,6 +40,7 @@ exo = "exo.main:main"
 dev = [
   "basedpyright>=1.29.0",
   "pyinstaller>=6.17.0",
+  "playwright>=1.52.0",
   "pytest>=8.4.0",
   "pytest-asyncio>=1.0.0",
   "pytest-env",
@@ -75,7 +76,7 @@ cuda13 = [
 ###
 
 [tool.uv.workspace]
-members = ["rust/exo_pyo3_bindings", "bench"]
+members = ["rust/exo_pyo3_bindings", "bench", "tools"]
 
 [tool.uv.sources]
 exo-pyo3-bindings = { workspace = true }
@@ -112,7 +113,7 @@ build-backend = "uv_build"
 ###
 
 [tool.basedpyright]
-include = ["src", "bench"]
+include = ["src", "bench", "tools"]
 typeCheckingMode = "strict"
 failOnWarnings = true
 
@@ -146,6 +147,13 @@ reportMissingModuleSource = false
 [[tool.basedpyright.executionEnvironments]]
 root = "src"
 
+[[tool.basedpyright.executionEnvironments]]
+root = "bench"
+extraPaths = ["tools/src"]
+
+[[tool.basedpyright.executionEnvironments]]
+root = "tools/src"
+
 
 ###
 # uv configuration
@@ -220,5 +228,5 @@ pythonpath = "."
 asyncio_mode = "auto"
 markers = ["slow: marks tests as slow (deselected by default)"]
 env = ["EXO_TESTS=1"]
-addopts = "-m 'not slow' --ignore=tests/start_distributed_test.py"
+addopts = "-m 'not slow' --ignore=tests"
 filterwarnings = ["ignore:builtin type Swig:DeprecationWarning"]

tests/conftest.py

@@ -0,0 +1,181 @@
+# type: ignore
+"""Pytest configuration for marker-driven exo integration tests.
+
+Test authors declare requirements via markers:
+
+    @pytest.mark.cluster(count=2, thunderbolt='a2a')
+    @pytest.mark.instance('mlx-community/Llama-3.2-1B-Instruct-4bit',
+                          sharding='tensor', comm='jaccl')
+    def test_jaccl_inference(session):
+        resp = session.chat('What is 2+2?')
+        assert '4' in resp
+
+Clusters are cached by `ClusterSpec`; tests with the same cluster_spec
+share a deployment. Each test places its own instance (matching its
+`@pytest.mark.instance`), and instances are cleaned up after the test.
+
+Run with:
+    uv run pytest tests/ -v
+    uv run pytest tests/ -v --hosts s2,s4,s9,s10
+"""
+
+from __future__ import annotations
+
+import contextlib
+import json
+
+import pytest
+from exo_tools.cluster import ClusterInfo, EcoSession
+from exo_tools.harness import cleanup_all_instances, place_instance
+
+from .framework import (
+    ClusterSpec,
+    Session,
+    parse_cluster_marker,
+    parse_instance_marker,
+)
+
+# Single eco session for the entire test process.
+eco = EcoSession(user_prefix="test")
+
+# Cluster cache keyed by ClusterSpec — tests with the same spec share a deployment.
+# Cleared at session teardown.
+_cluster_cache: dict[ClusterSpec, ClusterInfo] = {}
+
+
+def pytest_addoption(parser):
+    parser.addoption(
+        "--hosts",
+        default=None,
+        help="Comma-separated list of hosts (e.g. s2,s4,s9,s10). "
+        "Overrides constraint-based reservation.",
+    )
+
+
+def pytest_configure(config):
+    """Register custom markers."""
+    config.addinivalue_line(
+        "markers",
+        "cluster(count=N, thunderbolt=Thunderbolt|None, min_memory=GB, chip=PATTERN): "
+        "declare cluster requirements for a test",
+    )
+    config.addinivalue_line(
+        "markers",
+        "instance(model_id, sharding=Sharding, comm=Comm, min_nodes=N): "
+        "declare instance placement for a test",
+    )
+
+
+def pytest_report_header(config):
+    """Show the eco user and hosts for this test session."""
+    hosts = config.getoption("--hosts")
+    lines = [f"eco user: {eco.user}"]
+    if hosts:
+        lines.append(f"hosts override: {hosts}")
+    return lines
+
+
+@pytest.fixture(scope="session")
+def _host_pool(request) -> list[str] | None:
+    raw = request.config.getoption("--hosts")
+    if raw:
+        return [h.strip() for h in raw.split(",") if h.strip()]
+    return None
+
+
+@pytest.fixture
+def session(request, _host_pool) -> Session:
+    """Per-test fixture providing a Session matching the test's markers.
+
+    Reads @pytest.mark.cluster and @pytest.mark.instance from the test, deploys
+    a matching cluster (cached across tests with the same spec), places the
+    model, and yields a Session for the test to interact with. Cleans up the
+    instance after the test, and invalidates the cluster cache if the test
+    left nodes disconnected.
+    """
+    cluster_marker = request.node.get_closest_marker("cluster")
+    instance_marker = request.node.get_closest_marker("instance")
+
+    cluster_spec = parse_cluster_marker(cluster_marker)
+    instance_spec = parse_instance_marker(instance_marker)
+
+    # Deploy or reuse a cluster matching the spec
+    cluster = _cluster_cache.get(cluster_spec)
+    if cluster is None:
+        if _host_pool:
+            cluster = eco.start_deploy(
+                hosts=_host_pool[: cluster_spec.count], wait=True
+            )
+        else:
+            cluster = eco.start_deploy(
+                count=cluster_spec.count,
+                thunderbolt=cluster_spec.thunderbolt,
+                chip=cluster_spec.chip,
+                min_memory_gb=cluster_spec.min_memory_gb,
+                wait=True,
+            )
+        _cluster_cache[cluster_spec] = cluster
+
+    # Place an instance for this test if the test specified one
+    instance_id = None
+    if instance_spec is not None:
+        client = cluster.make_client()
+        instance_id = place_instance(
+            client,
+            instance_spec.model_id,
+            sharding=instance_spec.sharding,
+            comm=instance_spec.comm,
+            min_nodes=instance_spec.min_nodes,
+        )
+
+    sess = Session(
+        cluster=cluster,
+        eco=eco,
+        instance_spec=instance_spec,
+        instance_id=instance_id,
+    )
+
+    yield sess
+
+    # ---- Teardown ----
+
+    # If the test left nodes disconnected, invalidate the cluster cache and
+    # stop the cluster so the next test deploys fresh.
+    if sess._stopped_hosts:
+        _cluster_cache.pop(cluster_spec, None)
+        with contextlib.suppress(Exception):
+            eco.stop(sess.cluster.hosts)
+        return
+
+    # Otherwise, clean up any instances created during the test
+    with contextlib.suppress(Exception):
+        cleanup_all_instances(sess.client)
+
+
+# ---------------------------------------------------------------------------
+# Session-level teardown — stop all cached clusters
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _teardown_clusters():
+    yield
+    for cluster in _cluster_cache.values():
+        with contextlib.suppress(Exception):
+            eco.stop(cluster.hosts)
+    _cluster_cache.clear()
+
+
+def pytest_runtest_makereport(item, call):
+    """Attach cluster logs to the test report when a test fails."""
+    if call.when != "call" or call.excinfo is None:
+        return
+
+    sess = item.funcargs.get("session")
+    if sess is None:
+        return
+    try:
+        logs = eco.logs(sess.cluster.hosts, lines=200)
+        item.add_report_section("call", "Cluster Logs", json.dumps(logs, indent=2))
+    except Exception:
+        pass

tests/framework.py

@@ -0,0 +1,199 @@
+"""Marker-driven test framework for exo integration tests.
+
+Test authors declare requirements via markers:
+
+    @pytest.mark.cluster(count=2, thunderbolt='a2a')
+    @pytest.mark.instance('mlx-community/Llama-3.2-1B-Instruct-4bit',
+                          sharding='tensor', comm='jaccl')
+    def test_jaccl_inference(session):
+        resp = session.chat('What is 2+2?')
+        assert '4' in resp
+
+The `session` fixture reads the markers, deploys the cluster, places the
+instance, and provides a `Session` object. All cluster/instance orchestration
+lives in `exo_tools.harness`; this module is purely the pytest-facing layer.
+"""
+
+from __future__ import annotations
+
+import time
+from dataclasses import dataclass, field
+from typing import Any
+
+from exo_tools.client import ExoClient
+from exo_tools.cluster import (
+    Chip,
+    ClusterInfo,
+    EcoSession,
+    Thunderbolt,
+    make_client_from_url,
+)
+from exo_tools.harness import Comm, Sharding
+
+from exo.api.types.api import (
+    ChatCompletionChoice,
+    ChatCompletionRequest,
+    ChatCompletionResponse,
+)
+
+DEFAULT_MODEL = "mlx-community/Llama-3.2-1B-Instruct-4bit"
+
+
+def _extract_content(resp: ChatCompletionResponse) -> str:
+    """Extract plain-text content from a non-streaming chat completion."""
+    choice = resp.choices[0]
+    if not isinstance(choice, ChatCompletionChoice):
+        raise RuntimeError(
+            f"Expected non-streaming choice, got {type(choice).__name__}"
+        )
+    content = choice.message.content
+    if not isinstance(content, str):
+        raise RuntimeError(f"Expected string content, got {type(content).__name__}")
+    return content
+
+
+@dataclass(frozen=True)
+class ClusterSpec:
+    count: int = 1
+    thunderbolt: Thunderbolt | None = None
+    min_memory_gb: float | None = None
+    chip: Chip | None = None
+
+
+@dataclass(frozen=True)
+class InstanceSpec:
+    model_id: str
+    sharding: Sharding = Sharding.PIPELINE
+    comm: Comm = Comm.RING
+    min_nodes: int = 1
+
+
+def parse_cluster_marker(marker) -> ClusterSpec:
+    if marker is None:
+        return ClusterSpec()
+    return ClusterSpec(
+        count=marker.kwargs.get("count", 1),
+        thunderbolt=marker.kwargs.get("thunderbolt"),
+        min_memory_gb=marker.kwargs.get("min_memory"),
+        chip=marker.kwargs.get("chip"),
+    )
+
+
+def parse_instance_marker(marker) -> InstanceSpec | None:
+    if marker is None:
+        return None
+    if not marker.args:
+        raise ValueError(
+            "@pytest.mark.instance requires a positional model_id argument"
+        )
+    return InstanceSpec(
+        model_id=marker.args[0],
+        sharding=marker.kwargs.get("sharding", Sharding.PIPELINE),
+        comm=marker.kwargs.get("comm", Comm.RING),
+        min_nodes=marker.kwargs.get("min_nodes", 1),
+    )
+
+
+@dataclass
+class Session:
+    cluster: ClusterInfo
+    eco: EcoSession
+    instance_spec: InstanceSpec | None = None
+    instance_id: str | None = None
+    _stopped_hosts: set[str] = field(default_factory=set)
+
+    @property
+    def client(self) -> ExoClient:
+        for host in self.cluster.hosts:
+            if host not in self._stopped_hosts:
+                return make_client_from_url(self.cluster.api_endpoints[host])
+        return self.cluster.make_client()
+
+    @property
+    def state(self) -> dict[str, Any]:
+        return self.client.request_json("GET", "/state") or {}
+
+    @property
+    def instances(self) -> dict[str, Any]:
+        return self.state.get("instances", {})
+
+    # ---- Inference ----
+
+    def chat(self, prompt: str, max_tokens: int = 100) -> str:
+        resp = self.chat_raw(prompt, max_tokens=max_tokens)
+        return _extract_content(resp)
+
+    def chat_raw(self, prompt: str, **kwargs: Any) -> ChatCompletionResponse:
+        if not self.instance_spec:
+            raise RuntimeError(
+                "No instance placed; add @pytest.mark.instance to the test"
+            )
+        max_tokens = kwargs.pop("max_tokens", 100)
+        request = ChatCompletionRequest.model_validate(
+            {
+                "model": self.instance_spec.model_id,
+                "messages": [{"role": "user", "content": prompt}],
+                "max_tokens": max_tokens,
+                **kwargs,
+            }
+        )
+        return self._post_chat(request)
+
+    def multi_turn(self, messages: list[dict[str, str]], max_tokens: int = 100) -> str:
+        if not self.instance_spec:
+            raise RuntimeError(
+                "No instance placed; add @pytest.mark.instance to the test"
+            )
+        request = ChatCompletionRequest.model_validate(
+            {
+                "model": self.instance_spec.model_id,
+                "messages": messages,
+                "max_tokens": max_tokens,
+            }
+        )
+        return _extract_content(self._post_chat(request))
+
+    def _post_chat(self, request: ChatCompletionRequest) -> ChatCompletionResponse:
+        raw = self.client.request_json(
+            "POST",
+            "/v1/chat/completions",
+            body=request.model_dump(exclude_none=True),
+        )
+        return ChatCompletionResponse.model_validate(raw)
+
+    def disconnect_node(self, index: int) -> None:
+        """Stop exo on a node and wait for the cluster to observe the disconnect."""
+        host = self.cluster.hosts[index]
+        self.eco.stop([host], keep=True)
+        self._stopped_hosts.add(host)
+
+    def reconnect_node(self, index: int) -> None:
+        """Restart a previously disconnected node into the existing namespace."""
+        host = self.cluster.hosts[index]
+        self.eco.start_hosts([host], namespace=self.cluster.namespace)
+        self._stopped_hosts.discard(host)
+
+    def wait_ready(
+        self, expected_nodes: int | None = None, timeout: float = 60
+    ) -> None:
+        """Wait until the cluster has exactly `expected_nodes` visible and reporting memory.
+
+        Defaults to the count of non-stopped hosts. Use this after
+        `disconnect_node` / `reconnect_node` to wait for the cluster to settle.
+        """
+        if expected_nodes is None:
+            expected_nodes = len(self.cluster.hosts) - len(self._stopped_hosts)
+        start = time.time()
+        while time.time() - start < timeout:
+            try:
+                state = self.state
+                identities = len(state.get("nodeIdentities", {}))
+                memory = len(state.get("nodeMemory", {}))
+                if identities == expected_nodes and memory == expected_nodes:
+                    return
+            except Exception:
+                pass
+            time.sleep(2.0)
+        raise TimeoutError(
+            f"Cluster did not reach exactly {expected_nodes} ready nodes within {timeout}s"
+        )

tests/test_1node.py

@@ -0,0 +1,75 @@
+# type: ignore
+"""Single-node integration tests.
+
+Run with:
+    uv run pytest tests/test_1node.py -v
+"""
+
+from __future__ import annotations
+
+import time
+
+import pytest
+from exo_tools.harness import is_model_downloaded, place_instance
+
+from .framework import DEFAULT_MODEL, InstanceSpec
+
+
+@pytest.mark.cluster(count=1)
+@pytest.mark.instance(DEFAULT_MODEL)
+def test_place_instance_and_chat(session):
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0
+
+
+@pytest.mark.cluster(count=1)
+@pytest.mark.instance(DEFAULT_MODEL)
+def test_chat_multiple_turns(session):
+    first_reply = session.chat("What is 2 + 2?")
+    assert len(first_reply) > 0
+
+    second_reply = session.multi_turn(
+        [
+            {"role": "user", "content": "What is 2 + 2?"},
+            {"role": "assistant", "content": first_reply},
+            {"role": "user", "content": "Now multiply that by 3."},
+        ]
+    )
+    assert len(second_reply) > 0
+
+
+@pytest.mark.cluster(count=1)
+@pytest.mark.instance(DEFAULT_MODEL)
+def test_delete_instance(session):
+    from exo_tools.harness import wait_for_instance_gone
+
+    session.client.request_json("DELETE", f"/instance/{session.instance_id}")
+    wait_for_instance_gone(session.client, session.instance_id, timeout=30.0)
+    assert len(session.instances) == 0, (
+        f"Expected no instances, found {len(session.instances)}"
+    )
+
+
+@pytest.mark.cluster(count=1)
+def test_download_from_scratch(session):
+    """Ensure the model is not on the cluster, then place an instance to
+    trigger a fresh download and verify inference.
+    """
+    node_id = next(iter(session.state.get("nodeIdentities", {})))
+
+    # Delete any existing download — the API call is idempotent
+    session.client.request_json("DELETE", f"/download/{node_id}/{DEFAULT_MODEL}")
+
+    # Poll until the model is gone (it may already be gone)
+    deadline = time.time() + 60.0
+    while time.time() < deadline:
+        if not is_model_downloaded(session.client, DEFAULT_MODEL):
+            break
+        time.sleep(2.0)
+    else:
+        raise AssertionError(f"Expected {DEFAULT_MODEL} to be deleted from cluster")
+
+    place_instance(session.client, DEFAULT_MODEL, timeout=900.0)
+    session.instance_spec = InstanceSpec(model_id=DEFAULT_MODEL)
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0

tests/test_2node.py

@@ -0,0 +1,49 @@
+# type: ignore
+"""Two-node integration tests (ring + jaccl parallelism).
+
+Run with:
+    uv run pytest tests/test_2node.py -v
+"""
+
+from __future__ import annotations
+
+import pytest
+from exo_tools.cluster import Thunderbolt
+from exo_tools.harness import Comm, Sharding
+
+from .framework import DEFAULT_MODEL
+
+
+@pytest.mark.cluster(count=2, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.TENSOR, comm=Comm.JACCL, min_nodes=2
+)
+def test_2node_jaccl(session):
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0
+
+
+@pytest.mark.cluster(count=2, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.PIPELINE, comm=Comm.RING, min_nodes=2
+)
+def test_2node_ring(session):
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0
+
+
+@pytest.mark.cluster(count=2, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.TENSOR, comm=Comm.JACCL, min_nodes=2
+)
+def test_2node_jaccl_multi_turn(session):
+    first = session.chat("What is the capital of France?")
+    assert len(first) > 0
+    second = session.multi_turn(
+        [
+            {"role": "user", "content": "What is the capital of France?"},
+            {"role": "assistant", "content": first},
+            {"role": "user", "content": "What country is it in?"},
+        ]
+    )
+    assert len(second) > 0

tests/test_4node.py

@@ -0,0 +1,32 @@
+# type: ignore
+"""Four-node integration tests.
+
+Run with:
+    uv run pytest tests/test_4node.py -v
+"""
+
+from __future__ import annotations
+
+import pytest
+from exo_tools.cluster import Thunderbolt
+from exo_tools.harness import Comm, Sharding
+
+from .framework import DEFAULT_MODEL
+
+
+@pytest.mark.cluster(count=4, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.PIPELINE, comm=Comm.RING, min_nodes=4
+)
+def test_4node_pipeline_ring(session):
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0
+
+
+@pytest.mark.cluster(count=4, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.TENSOR, comm=Comm.JACCL, min_nodes=4
+)
+def test_4node_tensor_jaccl(session):
+    resp = session.chat("Say hello in one sentence.")
+    assert len(resp) > 0

tests/test_dashboard.py

@@ -0,0 +1,102 @@
+# type: ignore
+"""Dashboard end-to-end tests using Playwright (headless Chromium).
+
+Prerequisites:
+    uv run playwright install chromium
+
+Run with:
+    uv run pytest tests/test_dashboard.py -v
+"""
+
+from __future__ import annotations
+
+import contextlib
+
+import pytest
+
+try:
+    from playwright.sync_api import sync_playwright
+
+    _HAS_PLAYWRIGHT = True
+except ImportError:
+    _HAS_PLAYWRIGHT = False
+
+# Check if Chromium is installed by attempting a quick launch
+_HAS_CHROMIUM = False
+if _HAS_PLAYWRIGHT:
+    try:
+        with sync_playwright() as p:
+            browser = p.chromium.launch(headless=True)
+            browser.close()
+        _HAS_CHROMIUM = True
+    except Exception:
+        pass
+
+pytestmark = pytest.mark.skipif(
+    not _HAS_PLAYWRIGHT or not _HAS_CHROMIUM,
+    reason="playwright or chromium not installed (run: uv run playwright install chromium)",
+)
+
+
+def _mark_onboarding_complete(session) -> None:
+    """Mark onboarding complete on the server so the wizard doesn't auto-launch a model."""
+    with contextlib.suppress(Exception):
+        session.client.request_json("POST", "/onboarding")
+
+
+@pytest.mark.cluster(count=1)
+def test_dashboard_chat_inference(session):
+    """Full UI flow: open dashboard, pick a model, send a chat, verify response.
+
+    The instance is created via the dashboard UI (model picker → chat send
+    triggers the dashboard's auto-launch flow), not via @pytest.mark.instance.
+    """
+    _mark_onboarding_complete(session)
+
+    with sync_playwright() as p:
+        browser = p.chromium.launch(headless=True)
+        page = browser.new_page(viewport={"width": 1280, "height": 800})
+        page.goto(session.cluster.api_url, wait_until="networkidle")
+        page.wait_for_timeout(3000)
+        page.screenshot(path="/tmp/dashboard_initial.png")
+
+        # Open the model picker by clicking the "SELECT MODEL" button
+        page.get_by_text("SELECT MODEL", exact=False).first.click()
+        page.wait_for_timeout(1000)
+        page.screenshot(path="/tmp/dashboard_picker_open.png")
+
+        # Search for the model — uses the model id substring; the picker
+        # matches against name/id so "Llama-3.2-1B" filters to the small Llama.
+        search_input = page.locator('input[placeholder*="Search models"]').first
+        search_input.fill("Llama-3.2-1B")
+        page.wait_for_timeout(1500)
+        page.screenshot(path="/tmp/dashboard_picker_search.png")
+
+        # Click the only matching result. The picker shows the model's
+        # display name (e.g. "Llama 3.2 1B") which differs from the model_id.
+        # We click the first visible button-like row in the result list.
+        page.get_by_text("Llama 3.2 1B", exact=False).first.click()
+        page.wait_for_timeout(1500)
+        page.screenshot(path="/tmp/dashboard_model_selected.png")
+
+        # Type a chat message — sending triggers the dashboard's auto-launch
+        # flow: it picks an optimal placement for the selected model and POSTs
+        # to /instance, then sends the chat once the runner is ready.
+        chat_input = page.locator("textarea").first
+        chat_input.fill("Say hello")
+        chat_input.press("Enter")
+        page.screenshot(path="/tmp/dashboard_chat_sent.png")
+
+        # Wait for the instance to launch and respond. Generous timeout
+        # because this includes model placement + load + generation.
+        page.wait_for_timeout(60000)
+        page.screenshot(path="/tmp/dashboard_after_chat.png")
+
+        # Verify an instance was created and the chat got a response
+        instances = session.client.request_json("GET", "/state").get("instances", {})
+        assert len(instances) > 0, "Expected the dashboard to have created an instance"
+
+        body_text = page.text_content("body") or ""
+        assert len(body_text) > 0
+
+        browser.close()

tests/test_resilience.py

@@ -0,0 +1,56 @@
+# type: ignore
+"""Resilience tests: disconnect/reconnect nodes and verify cluster recovery.
+
+Run with:
+    uv run pytest tests/test_resilience.py -v
+"""
+
+from __future__ import annotations
+
+import pytest
+from exo_tools.cluster import Thunderbolt
+from exo_tools.harness import Comm, Sharding, cleanup_all_instances, place_instance
+
+from .framework import DEFAULT_MODEL, InstanceSpec
+
+
+@pytest.mark.cluster(count=2, thunderbolt=Thunderbolt.A2A)
+@pytest.mark.instance(
+    DEFAULT_MODEL, sharding=Sharding.PIPELINE, comm=Comm.RING, min_nodes=2
+)
+def test_node_recovery(session):
+    """Full disconnect/reconnect cycle.
+
+    1. Place a 2-node instance, verify inference
+    2. Disconnect one node
+    3. Place a 1-node instance on remaining node, verify inference
+    4. Reconnect the stopped node, wait for the cluster to reform
+    5. Place a 2-node instance again, verify inference
+    """
+    # --- Phase 1: 2-node inference ---
+    resp = session.chat("Hello")
+    assert len(resp) > 0
+
+    # --- Phase 2: disconnect one node ---
+    session.disconnect_node(1)
+    session.wait_ready(60)
+
+    # Clean up the now-broken 2-node instance
+    cleanup_all_instances(session.client)
+
+    # --- Phase 3: 1-node inference on the remaining node ---
+    place_instance(session.client, DEFAULT_MODEL, min_nodes=1)
+    session.instance_spec = InstanceSpec(model_id=DEFAULT_MODEL, min_nodes=1)
+    resp = session.chat("Hello")
+    assert len(resp) > 0
+
+    # --- Phase 4: reconnect and restore 2-node cluster ---
+    cleanup_all_instances(session.client)
+    session.reconnect_node(1)
+    session.wait_ready(60)
+
+    # --- Phase 5: 2-node inference again ---
+    place_instance(session.client, DEFAULT_MODEL, min_nodes=2)
+    session.instance_spec = InstanceSpec(model_id=DEFAULT_MODEL, min_nodes=2)
+    resp = session.chat("Hello again")
+    assert len(resp) > 0

tools/pyproject.toml

@@ -0,0 +1,10 @@
+[project]
+name = "exo-tools"
+version = "0.1.0"
+description = "Shared tooling for interacting with exo clusters"
+requires-python = ">=3.13"
+dependencies = ["loguru>=0.7.3"]
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"

tools/src/exo_tools/client.py

@@ -0,0 +1,117 @@
+# type: ignore
+"""HTTP client for the exo API."""
+
+from __future__ import annotations
+
+import http.client
+import json
+from collections.abc import Iterator
+from typing import Any
+from urllib.parse import urlencode
+
+
+class ExoHttpError(RuntimeError):
+    def __init__(self, status: int, reason: str, body_preview: str):
+        super().__init__(f"HTTP {status} {reason}: {body_preview}")
+        self.status = status
+
+
+class ExoClient:
+    def __init__(self, host: str, port: int, timeout_s: float = 7200.0):
+        self.host = host
+        self.port = port
+        self.timeout_s = timeout_s
+
+    def request_json(
+        self,
+        method: str,
+        path: str,
+        params: dict[str, Any] | None = None,
+        body: dict[str, Any] | None = None,
+        headers: dict[str, str] | None = None,
+    ) -> Any:
+        if not path.startswith("/"):
+            path = "/" + path
+        if params:
+            path = path + "?" + urlencode(params)
+
+        conn = http.client.HTTPConnection(self.host, self.port, timeout=self.timeout_s)
+        try:
+            payload: bytes | None = None
+            hdrs: dict[str, str] = {"Accept": "application/json"}
+
+            if body is not None:
+                payload = json.dumps(body).encode("utf-8")
+                hdrs["Content-Type"] = "application/json"
+            if headers:
+                hdrs.update(headers)
+
+            conn.request(method.upper(), path, body=payload, headers=hdrs)
+            resp = conn.getresponse()
+            raw = resp.read()
+            text = raw.decode("utf-8", errors="replace") if raw else ""
+
+            if resp.status >= 400:
+                raise ExoHttpError(resp.status, resp.reason, text[:300])
+
+            if not text:
+                return None
+            return json.loads(text)
+        finally:
+            conn.close()
+
+    def post_bench_chat_completions(self, payload: dict[str, Any]) -> dict[str, Any]:
+        return self.request_json("POST", "/bench/chat/completions", body=payload)
+
+    def stream_bench_chat_completions(self, payload: dict[str, Any]) -> Iterator[str]:
+        """POST /bench/chat/completions with stream=True, yielding raw SSE lines."""
+        payload = {**payload, "stream": True}
+        data = json.dumps(payload).encode("utf-8")
+        conn = http.client.HTTPConnection(self.host, self.port, timeout=self.timeout_s)
+        try:
+            conn.request(
+                "POST",
+                "/bench/chat/completions",
+                body=data,
+                headers={
+                    "Content-Type": "application/json",
+                    "Accept": "text/event-stream",
+                },
+            )
+            resp = conn.getresponse()
+            if resp.status >= 400:
+                raw = resp.read().decode("utf-8", errors="replace")
+                raise ExoHttpError(resp.status, resp.reason, raw[:300])
+            for line in resp:
+                yield line.decode("utf-8", errors="replace")
+        finally:
+            conn.close()
+
+    def get_state_path(self, path: str) -> Any:
+        try:
+            return self.request_json("GET", f"/state/{path}")
+        except ExoHttpError as e:
+            if e.status == 404:
+                return None
+            raise
+
+    def get_instance(self, instance_id: str) -> dict[str, Any] | None:
+        return self.get_state_path(f"instances/{instance_id}")
+
+    def get_runner(self, runner_id: str) -> dict[str, Any] | None:
+        return self.get_state_path(f"runners/{runner_id}")
+
+    def get_node_downloads(self, node_id: str) -> list[dict[str, Any]] | None:
+        return self.get_state_path(f"downloads/{node_id}")
+
+    def get_node_disk(self, node_id: str) -> dict[str, Any] | None:
+        return self.get_state_path(f"nodeDisk/{node_id}")
+
+    def get_node_system(self, node_id: str) -> dict[str, Any] | None:
+        return self.get_state_path(f"nodeSystem/{node_id}")
+
+    def get_node_identities(self) -> dict[str, Any] | None:
+        return self.get_state_path("nodeIdentities")
+
+    def get_topology(self) -> dict[str, Any] | None:
+        return self.get_state_path("topology")

tools/src/exo_tools/cluster.py

@@ -0,0 +1,243 @@
+# type: ignore
+"""Cluster lifecycle management via eco.
+
+Provides subprocess wrappers for eco commands (deploy, stop, start, release,
+logs, exec) and a ClusterInfo dataclass. Reusable by integration tests,
+bench, eval, and CI workflows.
+"""
+
+from __future__ import annotations
+
+import atexit
+import contextlib
+import json
+import logging
+import os
+import signal
+import subprocess
+import uuid
+from dataclasses import dataclass, field
+from enum import Enum
+
+from .client import ExoClient
+
+
+class Thunderbolt(str, Enum):
+    A2A = "a2a"  # all-to-all (eco --tb-a2a)
+    RING = "ring"  # ring topology (eco --tb-ring)
+
+
+class Chip(str, Enum):
+    M1 = "M1"
+    M1_PRO = "M1 Pro"
+    M1_MAX = "M1 Max"
+    M1_ULTRA = "M1 Ultra"
+    M2 = "M2"
+    M2_PRO = "M2 Pro"
+    M2_MAX = "M2 Max"
+    M2_ULTRA = "M2 Ultra"
+    M3 = "M3"
+    M3_PRO = "M3 Pro"
+    M3_MAX = "M3 Max"
+    M3_ULTRA = "M3 Ultra"
+    M4 = "M4"
+    M4_PRO = "M4 Pro"
+    M4_MAX = "M4 Max"
+    M4_ULTRA = "M4 Ultra"
+
+
+logger = logging.getLogger("exo_tools.cluster")
+
+# When set, deploy from a GitHub branch/tag instead of local source (rsync).
+_EXO_REF = os.environ.get("EXO_REF")
+
+
+@dataclass
+class ClusterInfo:
+    """Holds the result of an `eco start --deploy` invocation."""
+
+    hosts: list[str]
+    namespace: str
+    api_endpoints: dict[str, str]  # host -> url
+    api_url: str  # primary endpoint for ExoClient
+
+    primary_host: str = ""
+    _host: str = field(init=False, repr=False, default="")
+    _port: int = field(init=False, repr=False, default=52415)
+
+    def __post_init__(self) -> None:
+        if not self.primary_host:
+            self.primary_host = self.hosts[0]
+        url = self.api_url.replace("http://", "").replace("https://", "")
+        parts = url.split(":")
+        self._host = parts[0]
+        self._port = int(parts[1]) if len(parts) > 1 else 52415
+
+    def make_client(self, timeout_s: float = 7200.0) -> ExoClient:
+        return ExoClient(self._host, self._port, timeout_s=timeout_s)
+
+
+class EcoSession:
+    """Manages an eco session with a unique user and automatic cleanup.
+
+    Usage:
+        session = EcoSession(user_prefix="test")
+        cluster = session.start_deploy(count=2, thunderbolt=True)
+        ...
+        session.stop_all()  # or let atexit handle it
+
+    The session registers atexit and signal handlers to ensure cleanup
+    on normal exit, uncaught exceptions, SIGTERM, and SIGHUP. SIGINT
+    is left unhandled so KeyboardInterrupt propagates normally.
+    """
+
+    def __init__(self, user_prefix: str = "test") -> None:
+        self._session_id = uuid.uuid4().hex[:8]
+        self.user = f"{user_prefix}-{self._session_id}"
+        self._env = {**os.environ, "USER": self.user}
+
+        # Register cleanup handlers
+        atexit.register(self.stop_all)
+        for sig in (signal.SIGTERM, signal.SIGHUP):
+            signal.signal(sig, self._signal_handler)
+
+    def _signal_handler(self, signum: int, _frame: object) -> None:
+        self.stop_all()
+        raise SystemExit(128 + signum)
+
+    def stop_all(self) -> None:
+        """Stop all clusters and release all reservations for this session."""
+        with contextlib.suppress(Exception):
+            subprocess.run(
+                ["eco", "stop"],
+                capture_output=True,
+                text=True,
+                timeout=30,
+                env=self._env,
+            )
+
+    def _run(
+        self, args: list[str], *, check: bool = True, timeout: int = 120
+    ) -> subprocess.CompletedProcess[str]:
+        """Run an eco command as this session's user.
+
+        stdout is captured (JSON output), stderr is passed through to the
+        console so eco's progress messages are visible.
+        """
+        logger.info(f"eco: {' '.join(args)}")
+        return subprocess.run(
+            args,
+            stdout=subprocess.PIPE,
+            stderr=None,
+            text=True,
+            check=check,
+            timeout=timeout,
+            env=self._env,
+        )
+
+    def start_deploy(
+        self,
+        hosts: list[str] | None = None,
+        *,
+        count: int | None = None,
+        thunderbolt: Thunderbolt | None = None,
+        chip: Chip | None = None,
+        min_memory_gb: float | None = None,
+        wait: bool = True,
+        ref: str | None = _EXO_REF,
+        timeout: int = 600,
+    ) -> ClusterInfo:
+        """Start and deploy exo on a set of hosts via eco.
+
+        By default, deploys from local source via rsync. Set EXO_REF
+        or pass ref= to deploy from a GitHub branch/tag instead (for CI).
+        """
+        cmd: list[str] = ["eco", "--json", "start", "--deploy"]
+        if hosts:
+            cmd.extend(hosts)
+        if count is not None:
+            cmd.extend(["--count", str(count)])
+        if thunderbolt is not None:
+            cmd.append(f"--tb-{thunderbolt.value}")
+        if chip is not None:
+            cmd.extend(["--chip", chip.value])
+        if min_memory_gb is not None:
+            cmd.extend(["--min-memory", str(min_memory_gb)])
+        if wait:
+            cmd.append("--wait")
+        if ref:
+            cmd.extend(["--ref", ref])
+
+        result = self._run(cmd, timeout=timeout)
+        data = json.loads(result.stdout)["data"]
+        endpoints: dict[str, str] = data["api_endpoints"]
+        primary_host = data["hosts"][0]
+
+        return ClusterInfo(
+            hosts=data["hosts"],
+            namespace=data["namespace"],
+            api_endpoints=endpoints,
+            api_url=endpoints[primary_host],
+            primary_host=primary_host,
+        )
+
+    def stop(self, hosts: list[str], *, keep: bool = False, timeout: int = 120) -> None:
+        """Stop exo on the given hosts. If keep=True, keep the reservation."""
+        cmd: list[str] = ["eco", "stop"]
+        cmd.extend(hosts)
+        if keep:
+            cmd.append("--keep")
+        self._run(cmd, timeout=timeout)
+
+    def start_hosts(
+        self, hosts: list[str], *, namespace: str, timeout: int = 300
+    ) -> None:
+        """Start (previously stopped) hosts back into an existing namespace."""
+        cmd: list[str] = ["eco", "--json", "start"]
+        cmd.extend(hosts)
+        cmd.extend(["--namespace", namespace])
+        self._run(cmd, timeout=timeout)
+
+    def release(self, hosts: list[str], timeout: int = 120) -> None:
+        """Release hosts from the reservation."""
+        cmd: list[str] = ["eco", "release"]
+        cmd.extend(hosts)
+        self._run(cmd, timeout=timeout)
+
+    def logs(
+        self, hosts: list[str], lines: int = 500, timeout: int = 60
+    ) -> dict[str, list[str]]:
+        """Fetch recent logs from cluster hosts."""
+        cmd: list[str] = ["eco", "--json", "logs"]
+        cmd.extend(hosts)
+        cmd.extend(["-n", str(lines), "--raw"])
+        result = self._run(cmd, check=False, timeout=timeout)
+        if result.returncode != 0:
+            return {"_error": [result.stderr]}
+        try:
+            return json.loads(result.stdout)
+        except json.JSONDecodeError:
+            return {"_raw": result.stdout.splitlines()}
+
+    def exec(self, hosts: list[str], command: str, timeout: int = 120) -> str:
+        """Run an arbitrary command on the given hosts via eco."""
+        cmd: list[str] = ["eco", "exec"]
+        cmd.extend(hosts)
+        cmd.append("--")
+        cmd.extend(command.split())
+        result = self._run(cmd, check=False, timeout=timeout)
+        return result.stdout
+
+
+def make_client(cluster: ClusterInfo, timeout_s: float = 7200.0) -> ExoClient:
+    """Create an ExoClient from a ClusterInfo."""
+    return cluster.make_client(timeout_s=timeout_s)
+
+
+def make_client_from_url(url: str, timeout_s: float = 7200.0) -> ExoClient:
+    """Create an ExoClient from a URL string like 'http://host:port'."""
+    url_clean = url.replace("http://", "").replace("https://", "")
+    parts = url_clean.split(":")
+    host = parts[0]
+    port = int(parts[1]) if len(parts) > 1 else 52415
+    return ExoClient(host, port, timeout_s=timeout_s)

tools/src/exo_tools/harness.py

@@ -1,129 +1,39 @@
 # type: ignore
+"""Instance lifecycle helpers for exo clusters.
+
+Provides utilities for placing instances, waiting for readiness,
+managing downloads, filtering placements, and common CLI arguments.
+"""
+
 from __future__ import annotations
 
 import argparse
-import http.client
-import json
+import contextlib
 import os
 import time
-from collections.abc import Iterator
+from enum import Enum
 from typing import Any
-from urllib.parse import urlencode
 
 from loguru import logger
 
+from .client import ExoClient, ExoHttpError
+
+
+class Sharding(str, Enum):
+    PIPELINE = "Pipeline"  # layers split across nodes
+    TENSOR = "Tensor"  # layers split within (across nodes)
+
+
+class Comm(str, Enum):
+    RING = "MlxRing"  # ring all-reduce over network
+    JACCL = "MlxJaccl"  # RDMA over Thunderbolt
+
+
 _SETTLE_INITIAL_BACKOFF_S = 1.0
 _SETTLE_MAX_BACKOFF_S = 60.0
 _SETTLE_BACKOFF_MULTIPLIER = 2.0
 
 
-class ExoHttpError(RuntimeError):
-    def __init__(self, status: int, reason: str, body_preview: str):
-        super().__init__(f"HTTP {status} {reason}: {body_preview}")
-        self.status = status
-
-
-class ExoClient:
-    def __init__(self, host: str, port: int, timeout_s: float = 7200.0):
-        self.host = host
-        self.port = port
-        self.timeout_s = timeout_s
-
-    def request_json(
-        self,
-        method: str,
-        path: str,
-        params: dict[str, Any] | None = None,
-        body: dict[str, Any] | None = None,
-        headers: dict[str, str] | None = None,
-    ) -> Any:
-        if not path.startswith("/"):
-            path = "/" + path
-        if params:
-            path = path + "?" + urlencode(params)
-
-        conn = http.client.HTTPConnection(self.host, self.port, timeout=self.timeout_s)
-        try:
-            payload: bytes | None = None
-            hdrs: dict[str, str] = {"Accept": "application/json"}
-
-            if body is not None:
-                payload = json.dumps(body).encode("utf-8")
-                hdrs["Content-Type"] = "application/json"
-            if headers:
-                hdrs.update(headers)
-
-            conn.request(method.upper(), path, body=payload, headers=hdrs)
-            resp = conn.getresponse()
-            raw = resp.read()
-            text = raw.decode("utf-8", errors="replace") if raw else ""
-
-            if resp.status >= 400:
-                raise ExoHttpError(resp.status, resp.reason, text[:300])
-
-            if not text:
-                return None
-            return json.loads(text)
-        finally:
-            conn.close()
-
-    def post_bench_chat_completions(self, payload: dict[str, Any]) -> dict[str, Any]:
-        return self.request_json("POST", "/bench/chat/completions", body=payload)
-
-    def stream_bench_chat_completions(self, payload: dict[str, Any]) -> Iterator[str]:
-        """POST /bench/chat/completions with stream=True, yielding raw SSE lines."""
-        payload = {**payload, "stream": True}
-        data = json.dumps(payload).encode("utf-8")
-        conn = http.client.HTTPConnection(self.host, self.port, timeout=self.timeout_s)
-        try:
-            conn.request(
-                "POST",
-                "/bench/chat/completions",
-                body=data,
-                headers={
-                    "Content-Type": "application/json",
-                    "Accept": "text/event-stream",
-                },
-            )
-            resp = conn.getresponse()
-            if resp.status >= 400:
-                raw = resp.read().decode("utf-8", errors="replace")
-                raise ExoHttpError(resp.status, resp.reason, raw[:300])
-            for line in resp:
-                yield line.decode("utf-8", errors="replace")
-        finally:
-            conn.close()
-
-    def get_state_path(self, path: str) -> Any:
-        try:
-            return self.request_json("GET", f"/state/{path}")
-        except ExoHttpError as e:
-            if e.status == 404:
-                return None
-            raise
-
-    def get_instance(self, instance_id: str) -> dict[str, Any] | None:
-        return self.get_state_path(f"instances/{instance_id}")
-
-    def get_runner(self, runner_id: str) -> dict[str, Any] | None:
-        return self.get_state_path(f"runners/{runner_id}")
-
-    def get_node_downloads(self, node_id: str) -> list[dict[str, Any]] | None:
-        return self.get_state_path(f"downloads/{node_id}")
-
-    def get_node_disk(self, node_id: str) -> dict[str, Any] | None:
-        return self.get_state_path(f"nodeDisk/{node_id}")
-
-    def get_node_system(self, node_id: str) -> dict[str, Any] | None:
-        return self.get_state_path(f"nodeSystem/{node_id}")
-
-    def get_node_identities(self) -> dict[str, Any] | None:
-        return self.get_state_path("nodeIdentities")
-
-    def get_topology(self) -> dict[str, Any] | None:
-        return self.get_state_path("topology")
-
-
 def unwrap_instance(instance: dict[str, Any]) -> dict[str, Any]:
     if len(instance) != 1:
         raise KeyError(f"Expected 1 key, got keys={list(instance.keys())}")
@@ -555,7 +465,6 @@ def find_existing_instance(client: ExoClient, model_id: str) -> str | None:
     except Exception:
         return None
     for inst_id, inst in state.get("instances", {}).items():
-        # Instance structure is nested: {"MlxJacclInstance": {"shardAssignments": {"modelId": ...}}}
         for _inst_type, inner in inst.items():
             if not isinstance(inner, dict):
                 continue
@@ -623,3 +532,112 @@ def add_common_instance_args(ap: argparse.ArgumentParser) -> None:
         action="store_true",
         help="Reuse an existing running instance for this model instead of creating a new one.",
     )
+
+
+# ---------------------------------------------------------------------------
+# Cluster/instance orchestration helpers (used by tests, bench, eval)
+# ---------------------------------------------------------------------------
+
+
+def get_instance_ids(client: ExoClient) -> set[str]:
+    """Return the set of current instance IDs from cluster state."""
+    state = client.request_json("GET", "/state") or {}
+    result: set[str] = set()
+    for instance in state.get("instances", {}).values():
+        with contextlib.suppress(Exception):
+            result.add(instance_id_from_instance(instance))
+    return result
+
+
+def wait_for_cluster_ready(
+    client: ExoClient, expected_nodes: int = 1, timeout: float = 120.0
+) -> None:
+    """Wait until the cluster has all expected nodes visible and reporting memory.
+
+    Placement requires nodeMemory for all nodes in a cycle. This polls until
+    both nodeIdentities and nodeMemory have at least `expected_nodes` entries.
+    """
+    start = time.time()
+    while time.time() - start < timeout:
+        try:
+            state = client.request_json("GET", "/state") or {}
+            if (
+                len(state.get("nodeIdentities", {})) >= expected_nodes
+                and len(state.get("nodeMemory", {})) >= expected_nodes
+            ):
+                return
+        except Exception:
+            pass
+        time.sleep(1.0)
+    raise TimeoutError(f"Cluster not ready: expected {expected_nodes} nodes")
+
+
+def place_instance(
+    client: ExoClient,
+    model_id: str,
+    *,
+    sharding: Sharding = Sharding.PIPELINE,
+    comm: Comm = Comm.RING,
+    min_nodes: int = 1,
+    timeout: float = 600.0,
+    placement_retries: int = 10,
+    placement_retry_delay: float = 10.0,
+) -> str:
+    """Place an instance and wait for it to be ready. Returns the instance_id.
+
+    The /place_instance API returns a command_id, but instances are stored
+    under a separately-generated instance_id. This polls cluster state for the
+    new instance, retrying placement if the cluster is still settling.
+    """
+    wait_for_cluster_ready(client, expected_nodes=min_nodes)
+
+    body = {
+        "model_id": model_id,
+        "sharding": sharding.value,
+        "instance_meta": comm.value,
+        "min_nodes": min_nodes,
+    }
+
+    instance_id: str | None = None
+    for attempt in range(placement_retries):
+        before_ids = get_instance_ids(client)
+        client.request_json("POST", "/place_instance", body=body)
+
+        poll_deadline = time.time() + 30.0
+        while time.time() < poll_deadline:
+            new_ids = get_instance_ids(client) - before_ids
+            if new_ids:
+                instance_id = next(iter(new_ids))
+                break
+            time.sleep(1.0)
+
+        if instance_id is not None:
+            break
+
+        if attempt < placement_retries - 1:
+            time.sleep(placement_retry_delay)
+
+    if instance_id is None:
+        raise TimeoutError(
+            f"Placement failed after {placement_retries} attempts "
+            f"({sharding.value}/{comm.value} for {model_id})"
+        )
+
+    wait_for_instance_ready(client, instance_id, timeout=timeout)
+    return instance_id
+
+
+def cleanup_all_instances(client: ExoClient) -> None:
+    """Remove all running instances from the cluster."""
+    state = client.request_json("GET", "/state") or {}
+    for instance in state.get("instances", {}).values():
+        with contextlib.suppress(Exception):
+            iid = instance_id_from_instance(instance)
+            client.request_json("DELETE", f"/instance/{iid}")
+            wait_for_instance_gone(client, iid, timeout=30.0)
+
+
+def is_model_downloaded(client: ExoClient, model_id: str) -> bool:
+    response = client.request_json("GET", "/models", params={"status": "downloaded"})
+    data = (response or {}).get("data", [])
+    return all(model.get("id") == model_id for model in data)

uv.lock

@@ -23,6 +23,7 @@ members = [
     "exo",
     "exo-bench",
     "exo-pyo3-bindings",
+    "exo-tools",
 ]
 constraints = [{ name = "transformers", specifier = ">=5.6.2" }]
 overrides = [
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 [[package]]
@@ -439,6 +426,7 @@ cuda13 = [
 [package.dev-dependencies]
 dev = [
     { name = "basedpyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda12') or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda13') or (extra == 'extra-3-exo-cuda12' and extra == 'extra-3-exo-cuda13')" },
+    { name = "playwright", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda12') or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda13') or (extra == 'extra-3-exo-cuda12' and extra == 'extra-3-exo-cuda13')" },
     { name = "pyinstaller", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda12') or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda13') or (extra == 'extra-3-exo-cuda12' and extra == 'extra-3-exo-cuda13')" },
     { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda12') or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda13') or (extra == 'extra-3-exo-cuda12' and extra == 'extra-3-exo-cuda13')" },
     { name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux' or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda12') or (extra == 'extra-3-exo-cpu' and extra == 'extra-3-exo-cuda13') or (extra == 'extra-3-exo-cuda12' and extra == 'extra-3-exo-cuda13')" },
@@ -498,6 +486,7 @@ provides-extras = ["build", "cpu", "cuda12", "cuda13"]
 [package.metadata.requires-dev]
 dev = [
     { name = "basedpyright", specifier = ">=1.29.0" },
+    { name = "playwright", specifier = ">=1.52.0" },
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     { name = "pytest", specifier = ">=8.4.0" },
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