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A code node in a batch run is now fingerprinted by its source, its raw settings and the values it reads — an artifact input counting as its digest, which is what the content addressing was always for. A run that finds the key restores what the earlier one returned and skips the node, recorded as `cached`. The run history is the cache: `run_node.outputs` beside the `cache_key` the schema already had, no second store. On for code nodes, never for the built-in and connector types that have side effects; off per node with `@node(cache=False)` and per run with `--no-cache`. Emissions are not replayed on a hit, so a cached training node returns its result without redrawing its curve. Recorded in NOTEPAD.md with the two other deliberate limits. `fluksio run --local` boots the real app in the command's own process and drives it through its ASGI interface behind the ordinary client, so a run no longer needs a `serve` terminal beside it — same data directory, same history, and the cache carries between the two. It always waits, because the engine it starts lives exactly as long as the command. Also: `fluksio sweep --param lr=0.1,0.01` for the product of the lists, `run --follow` for a run's numbers as they arrive, Ctrl-C cancelling a waited run rather than abandoning it, coloured statuses on a terminal, and `name` made optional on the metrics endpoint so a follower can ask for every series. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
258 lines
8.3 KiB
Python
258 lines
8.3 KiB
Python
"""The command line, and the one ordering it depends on."""
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import subprocess
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import sys
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from pathlib import Path
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from fluksio.cli import load_or_create_secret_key
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def test_importing_the_cli_does_not_build_the_settings() -> None:
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"""`_configure_environment` has to run before anything reads a setting.
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The settings are built on the first import of `fluksio.core.config`, and
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every engine module reaches it within an import or two. If importing the
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CLI pulled it in, `DATA_DIR` would be fixed at whatever directory the
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command was run from — which is how the database ends up in the cwd.
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"""
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leaked = subprocess.run(
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[
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sys.executable,
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"-c",
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"import fluksio.cli, sys; print('fluksio.core.config' in sys.modules)",
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],
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capture_output=True,
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text=True,
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check=True,
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)
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assert leaked.stdout.strip() == "False", leaked.stdout
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def test_the_secret_key_is_kept_rather_than_regenerated(tmp_path: Path) -> None:
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"""A new key each start would sign out every session and orphan secrets.enc."""
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path = tmp_path / "secret_key"
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first = load_or_create_secret_key(path)
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assert load_or_create_secret_key(path) == first
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assert path.stat().st_mode & 0o777 == 0o600
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def test_the_store_works_without_git(tmp_path: Path, monkeypatch) -> None:
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"""A pip install on a locked-down host may have no git.
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Flows are files, and that is what the store is for; the history is the part
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that needs git. Losing it must not be a refusal to start.
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"""
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import subprocess as sp
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from fluksio.flow.store import FlowStore
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real_run = sp.run
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def no_git(cmd, *args, **kwargs):
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if cmd and cmd[0] == "git":
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raise FileNotFoundError(2, "No such file or directory", "git")
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return real_run(cmd, *args, **kwargs)
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monkeypatch.setattr(sp, "run", no_git)
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monkeypatch.setattr(FlowStore, "_warned_no_git", False)
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store = FlowStore(tmp_path / "flows")
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assert store.head() == ""
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store.write_requirements("numpy\n")
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assert store.read_requirements() == "numpy\n"
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def test_run_arguments_are_typed_by_the_flow_they_are_for() -> None:
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"""`--lr 0.05` is a float because the flow says `lr` is one."""
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from fluksio.sdk import SyncError
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from fluksio.sdk.cli import _params
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definition = {
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"inputs": [
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{"spec": {"name": "lr", "dtype": "float"}},
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{"spec": {"name": "epochs", "dtype": "int"}},
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{"spec": {"name": "resume", "dtype": "bool"}},
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]
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}
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assert _params(definition, ["--lr", "0.05", "--epochs", "3", "--resume"]) == {
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"lr": 0.05,
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"epochs": 3,
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"resume": True,
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}
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assert _params(definition, ["--lr=1e-4"]) == {"lr": 0.0001}
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import pytest
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with pytest.raises(SyncError, match="not an input of this flow"):
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_params(definition, ["--nonesuch", "1"])
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def test_serve_uses_the_installation_the_directory_belongs_to(
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tmp_path: Path, monkeypatch
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) -> None:
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"""A repository with its own venv gets its own engine, not the machine's."""
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from fluksio import cli
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monkeypatch.chdir(tmp_path)
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monkeypatch.setattr(cli, "DEFAULT_HOME", tmp_path / "home" / ".fluksio")
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# Nothing above it yet: one is made here rather than in the home directory.
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made = cli._data_dir(None)
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assert made == (tmp_path / ".fluksio").resolve()
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assert (made / ".gitignore").exists()
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# And is then found again from anywhere below it.
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deep = tmp_path / "src" / "deep"
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deep.mkdir(parents=True)
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monkeypatch.chdir(deep)
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assert cli._data_dir(None) == made
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# `--global` asks for the shared one even so.
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assert (
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cli._data_dir(None, shared=True) == (tmp_path / "home" / ".fluksio").resolve()
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)
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# And `--data-dir` still names any directory outright.
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named = cli._data_dir(str(tmp_path / "named"))
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assert named == (tmp_path / "named").resolve()
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def test_enrolling_needs_only_a_claim_code() -> None:
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"""The default portal is what makes first-run one flag rather than two."""
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from fluksio.cli import DEFAULT_PORTAL, _parser
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args = _parser().parse_args(["enroll", "ABC-123"])
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assert args.portal == DEFAULT_PORTAL
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assert DEFAULT_PORTAL.startswith("https://")
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# And a portal of your own still wins.
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mine = _parser().parse_args(["enroll", "ABC-123", "--portal", "https://hub.me"])
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assert mine.portal == "https://hub.me"
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def test_run_syncs_by_default_and_can_be_told_not_to() -> None:
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from fluksio.cli import _parser
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assert _parser().parse_args(["run", "train"]).no_sync is False
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assert _parser().parse_args(["run", "train", "--no-sync"]).no_sync is True
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def test_a_sweep_is_the_product_of_the_parameters_given() -> None:
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"""`--param lr=0.1,0.01 --param epochs=1,2` is four runs, typed by the flow."""
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import pytest
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from fluksio.sdk import SyncError
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from fluksio.sdk.cli import _grid
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definition = {
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"inputs": [
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{"spec": {"name": "lr", "dtype": "float"}},
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{"spec": {"name": "epochs", "dtype": "int"}},
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]
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}
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grid = _grid(definition, ["lr=0.1,0.01", "epochs=1,2"], seed=7)
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assert [entry["params"] for entry in grid] == [
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{"lr": 0.1, "epochs": 1},
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{"lr": 0.1, "epochs": 2},
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{"lr": 0.01, "epochs": 1},
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{"lr": 0.01, "epochs": 2},
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]
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assert all(entry["seed"] == 7 for entry in grid)
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with pytest.raises(SyncError, match="not an input of this flow"):
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_grid(definition, ["nonesuch=1"], seed=None)
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with pytest.raises(SyncError, match="name=value"):
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_grid(definition, ["lr"], seed=None)
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def test_the_local_engine_is_asked_for_rather_than_guessed() -> None:
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from fluksio.cli import _parser
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parser = _parser()
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assert parser.parse_args(["run", "train"]).local is False
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assert parser.parse_args(["run", "train", "--local"]).local is True
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assert parser.parse_args(["runs", "--local"]).local is True
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assert parser.parse_args(["sweep", "train", "--param", "lr=1"]).local is False
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def test_a_local_run_always_waits(monkeypatch) -> None:
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"""The engine is this process, so a run nobody waits for is thrown away."""
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from contextlib import contextmanager
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from fluksio.cli import _parser
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from fluksio.sdk import cli
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submitted: dict[str, object] = {}
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class FakeHandle:
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id = "run-1"
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status = "ok"
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result: dict[str, object] = {}
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def wait(self, timeout: float = 0.0) -> "FakeHandle":
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submitted["waited"] = True
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return self
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class FakeClient:
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def get_flow(self, name: str) -> dict[str, object]:
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return {"definition": {"inputs": []}}
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def submit(self, flow, params, seed=None, no_cache=False):
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submitted["flow"] = flow
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submitted["no_cache"] = no_cache
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return FakeHandle()
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def run(self, run_id: str) -> dict[str, object]:
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return {"nodes": [{"status": "cached"}, {"status": "ok"}]}
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@contextmanager
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def fake_engine():
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yield FakeClient()
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monkeypatch.setattr(cli, "_engine_client", fake_engine)
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args = _parser().parse_args(["run", "train", "--local", "--no-sync", "--no-cache"])
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assert cli.cmd_run(args, []) == 0
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assert submitted == {"flow": "train", "no_cache": True, "waited": True}
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def test_ctrl_c_while_waiting_cancels_the_run(monkeypatch) -> None:
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"""Interrupting means stop the run, not walk away leaving it going."""
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from contextlib import contextmanager
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from fluksio.cli import _parser
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from fluksio.sdk import cli
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cancelled: list[str] = []
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class FakeHandle:
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id = "run-1"
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status = "running"
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result: dict[str, object] = {}
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def wait(self, timeout: float = 0.0):
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raise KeyboardInterrupt
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class FakeClient:
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def get_flow(self, name: str) -> dict[str, object]:
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return {"definition": {"inputs": []}}
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def submit(self, flow, params, seed=None, no_cache=False):
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return FakeHandle()
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def cancel(self, run_id: str) -> None:
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cancelled.append(run_id)
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@contextmanager
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def fake_engine():
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yield FakeClient()
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monkeypatch.setattr(cli, "_engine_client", fake_engine)
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args = _parser().parse_args(["run", "train", "--local", "--no-sync"])
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assert cli.cmd_run(args, []) == 130
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assert cancelled == ["run-1"]
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