mirror of
https://github.com/huggingface/lerobot.git
synced 2026-08-08 17:39:44 +00:00
refactor(rollout): integrate feedback -> api, recording, log mut and keyboard
This commit is contained in:
@@ -12,7 +12,8 @@
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Tests for the interactive rollout session (--interactive=true)."""
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"""Tests for interactive rollout control: the programmatic RolloutController
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and the stdin-driven InteractiveSession (--interactive=true)."""
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from __future__ import annotations
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@@ -35,7 +36,8 @@ from lerobot.rollout import ( # noqa: E402
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InteractiveCommand,
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InteractiveSession,
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LinkedEvent,
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StdinCommandListener,
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RolloutController,
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RolloutEvent,
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parse_command,
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)
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@@ -146,68 +148,15 @@ def test_linked_event_wait_wakes_on_parent_set():
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# ---------------------------------------------------------------------------
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# StdinCommandListener
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# ---------------------------------------------------------------------------
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def test_stdin_listener_reads_lines_and_eof():
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lines: list[str] = []
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eof = Event()
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with _pipe_stream() as (reader, writer):
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listener = StdinCommandListener(lines.append, on_eof=eof.set, stream=reader)
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listener.start()
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writer.write("/start\n")
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writer.write(" \n") # blank lines are skipped
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writer.write("/help\n")
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writer.flush()
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assert _wait_for(lambda: len(lines) == 2)
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assert lines == ["/start", "/help"]
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writer.close()
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assert _wait_for(eof.is_set)
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listener.stop()
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def test_stdin_listener_handler_errors_do_not_kill_reader():
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lines: list[str] = []
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def flaky(line: str) -> None:
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if line == "/boom":
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raise RuntimeError("boom")
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lines.append(line)
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with _pipe_stream() as (reader, writer):
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listener = StdinCommandListener(flaky, stream=reader)
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listener.start()
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writer.write("/boom\n/start\n")
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writer.flush()
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assert _wait_for(lambda: lines == ["/start"])
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listener.stop()
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def test_stdin_listener_blocking_fallback():
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"""Streams without a file descriptor (e.g. StringIO) use the blocking readline path."""
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lines: list[str] = []
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eof = Event()
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listener = StdinCommandListener(lines.append, on_eof=eof.set, stream=io.StringIO("/start\n\n/help\n"))
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assert not listener._use_select
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listener.start()
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assert _wait_for(eof.is_set)
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assert lines == ["/start", "/help"]
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listener.stop()
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# ---------------------------------------------------------------------------
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# InteractiveSession
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# Shared fakes
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# ---------------------------------------------------------------------------
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class _FakeEngine(InferenceEngine):
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"""Real task-holder semantics with mocked lifecycle methods.
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Subclassing the ABC (instead of using a bare MagicMock) means the
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session tests exercise the actual ``set_task``/``task`` plumbing.
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Subclassing the ABC (instead of using a bare MagicMock) means these
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tests exercise the actual ``set_task``/``task`` plumbing.
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``failed``/``failure_traceback`` shadow the base properties as plain
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class attributes so tests can assign them.
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"""
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@@ -232,8 +181,8 @@ class _FakeEngine(InferenceEngine):
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self.get_action = MagicMock(return_value=None)
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def _make_session(input_stream, run_behavior=None):
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"""Build a session around a mock strategy and a minimal fake context."""
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def _make_ctx(run_behavior=None):
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"""A mock strategy plus the minimal fake context the controller needs."""
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parent = Event()
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stop_event = LinkedEvent(parent)
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engine = _FakeEngine()
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@@ -255,7 +204,224 @@ def _make_session(input_stream, run_behavior=None):
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time.sleep(0.005)
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strategy.run.side_effect = run_behavior or default_run
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return ctx, strategy, engine, parent, run_started
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# ---------------------------------------------------------------------------
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# RolloutController (the programmatic API)
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# ---------------------------------------------------------------------------
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def _make_controller(run_behavior=None):
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ctx, strategy, engine, parent, run_started = _make_ctx(run_behavior)
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events: list[RolloutEvent] = []
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controller = RolloutController(strategy, ctx, on_event=events.append)
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return controller, events, strategy, engine, parent, run_started
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def _serve_thread(controller) -> Thread:
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thread = Thread(target=controller.serve, daemon=True)
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thread.start()
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return thread
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def test_controller_requires_linked_event():
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ctx = SimpleNamespace(runtime=SimpleNamespace(shutdown_event=Event()))
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with pytest.raises(TypeError, match="LinkedEvent"):
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RolloutController(MagicMock(), ctx)
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def test_controller_start_reset_stop_flow_and_events():
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controller, events, strategy, engine, _parent, run_started = _make_controller()
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thread = _serve_thread(controller)
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# Idle until start(): the strategy loop must not run on its own.
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time.sleep(0.05)
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strategy.run.assert_not_called()
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assert not controller.running
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assert controller.start() is True
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assert _wait_for(run_started.is_set)
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assert controller.running
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assert strategy.reset_control_state.call_count == 1
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assert RolloutEvent.SEGMENT_STARTED in events
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# reset() ends the segment, pauses the engine, returns the robot home.
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controller.reset()
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assert _wait_for(lambda: strategy.return_to_initial_position.call_count == 1)
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assert engine.pause.call_count >= 1
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assert thread.is_alive()
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assert _wait_for(lambda: RolloutEvent.RESET_DONE in events)
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assert RolloutEvent.RESET_STARTED in events
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# start() again runs a fresh segment with freshly reset control state.
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run_started.clear()
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assert controller.start() is True
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assert _wait_for(run_started.is_set)
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assert strategy.run.call_count == 2
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assert strategy.reset_control_state.call_count == 2
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# stop() ends serve(); teardown stays with the caller.
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controller.stop()
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thread.join(timeout=2.0)
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assert not thread.is_alive()
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strategy.teardown.assert_not_called()
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assert events[-1] is RolloutEvent.STOPPED
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def test_controller_start_rejected_during_segment_startup():
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"""A start() racing the segment startup must be rejected, not queued.
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Otherwise the re-armed request survives the whole segment and the robot
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would start again, uncommanded, when the segment ends on its own.
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"""
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ctx, strategy, _engine, _parent, run_started = _make_ctx()
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in_startup = Event()
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startup_gate = Event()
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def slow_reset_control_state():
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in_startup.set()
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startup_gate.wait(timeout=2.0)
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strategy.reset_control_state.side_effect = slow_reset_control_state
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controller = RolloutController(strategy, ctx)
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thread = _serve_thread(controller)
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assert controller.start() is True
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assert _wait_for(in_startup.is_set)
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# The serve thread is inside reset_control_state: the segment counts as
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# running for concurrent callers even though strategy.run hasn't begun.
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assert controller.start() is False
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startup_gate.set()
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assert _wait_for(run_started.is_set)
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# Ending the segment must not trigger a phantom second segment.
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controller.reset()
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assert _wait_for(lambda: strategy.return_to_initial_position.call_count == 1)
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time.sleep(0.05)
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assert strategy.run.call_count == 1
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controller.stop()
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thread.join(timeout=2.0)
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def test_controller_start_returns_false_while_running():
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controller, _events, strategy, _engine, _parent, run_started = _make_controller()
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thread = _serve_thread(controller)
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assert controller.start() is True
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assert _wait_for(run_started.is_set)
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assert controller.start() is False
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time.sleep(0.05)
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assert strategy.run.call_count == 1
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controller.stop()
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thread.join(timeout=2.0)
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def test_controller_set_task_and_reset_restores_launch_task():
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controller, _events, strategy, engine, _parent, _run_started = _make_controller()
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thread = _serve_thread(controller)
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initial = controller.initial_task
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# reset() with the launch task still in place reports no restore.
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assert controller.reset() is False
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assert _wait_for(lambda: strategy.return_to_initial_position.call_count == 1)
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assert controller.set_task("fold the towel") is True
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assert controller.task == "fold the towel"
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assert engine.task == "fold the towel"
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assert controller.set_task("fold the towel") is False
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assert controller.reset() is True # the task had been changed
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assert controller.task == initial
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controller.stop()
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thread.join(timeout=2.0)
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def test_controller_engine_failure_emits_event():
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def failing_run(c):
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c.policy.inference.failed = True
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c.policy.inference.failure_traceback = "RuntimeError: boom-traceback"
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c.runtime.shutdown_event.set()
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controller, events, strategy, _engine, _parent, _run_started = _make_controller(failing_run)
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thread = _serve_thread(controller)
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controller.start()
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thread.join(timeout=2.0)
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assert not thread.is_alive()
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strategy.return_to_initial_position.assert_not_called()
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assert RolloutEvent.ENGINE_FAILED in events
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assert controller.failed
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assert controller.failure_traceback == "RuntimeError: boom-traceback"
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def test_controller_segment_ended_event_on_natural_end():
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def finite_run(c):
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return None # e.g. --duration elapsed
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controller, events, strategy, _engine, _parent, _run_started = _make_controller(finite_run)
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thread = _serve_thread(controller)
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controller.start()
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assert _wait_for(lambda: RolloutEvent.SEGMENT_ENDED in events)
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assert thread.is_alive() # back to idle, not shut down
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assert not controller.running
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controller.stop()
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thread.join(timeout=2.0)
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def test_controller_reset_skipped_without_initial_position():
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ctx, strategy, _engine, _parent, _run_started = _make_ctx()
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ctx.hardware.initial_position = {}
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events: list[RolloutEvent] = []
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controller = RolloutController(strategy, ctx, on_event=events.append)
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thread = _serve_thread(controller)
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controller.reset()
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assert _wait_for(lambda: RolloutEvent.RESET_SKIPPED in events)
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strategy.return_to_initial_position.assert_not_called()
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controller.stop()
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thread.join(timeout=2.0)
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def test_controller_callback_errors_do_not_kill_serve():
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ctx, strategy, _engine, _parent, run_started = _make_ctx()
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def broken_observer(event):
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raise RuntimeError("observer boom")
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controller = RolloutController(strategy, ctx, on_event=broken_observer)
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thread = _serve_thread(controller)
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controller.start()
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assert _wait_for(run_started.is_set)
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controller.stop()
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thread.join(timeout=2.0)
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assert not thread.is_alive()
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def test_controller_works_without_event_callback():
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ctx, strategy, _engine, _parent, _run_started = _make_ctx()
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controller = RolloutController(strategy, ctx)
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thread = _serve_thread(controller)
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controller.start()
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controller.stop()
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thread.join(timeout=2.0)
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assert not thread.is_alive()
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# ---------------------------------------------------------------------------
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# InteractiveSession (the stdin CLI front-end)
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# ---------------------------------------------------------------------------
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def _make_session(input_stream, run_behavior=None):
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"""Build a session around a mock strategy and a minimal fake context."""
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ctx, strategy, engine, parent, run_started = _make_ctx(run_behavior)
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session = InteractiveSession(strategy, ctx, input_stream=input_stream)
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return session, strategy, engine, parent, run_started
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@@ -480,56 +646,59 @@ def test_session_commands_via_stream():
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assert strategy.run.call_count == 1
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def test_session_mutes_console_logging_and_restores_on_exit():
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def test_session_mutes_logs_below_error_and_restores_on_exit():
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import warnings
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root = logging.getLogger()
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console_handler = logging.StreamHandler(io.StringIO())
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console_handler.setLevel(logging.INFO)
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root.addHandler(console_handler)
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# Libraries like transformers attach their own console handler with
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# propagate=False; those must be muted too.
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# propagate=False; the process-wide logging.disable gate covers those too.
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lib_stream = io.StringIO()
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lib_logger = logging.getLogger("test_interactive_fake_lib")
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lib_logger.propagate = False
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lib_handler = logging.StreamHandler(io.StringIO())
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lib_handler.setLevel(logging.WARNING)
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lib_logger.setLevel(logging.DEBUG)
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lib_handler = logging.StreamHandler(lib_stream)
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lib_handler.setLevel(logging.INFO)
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lib_logger.addHandler(lib_handler)
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n_warning_filters = len(warnings.filters)
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try:
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with _pipe_stream() as (reader, _writer):
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session, _strategy, _engine, _parent, _run_started = _make_session(reader)
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thread = _start_session_thread(session)
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assert _wait_for(
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lambda: console_handler.level == logging.CRITICAL + 1
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and lib_handler.level == logging.CRITICAL + 1
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)
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assert _wait_for(lambda: logging.root.manager.disable == logging.WARNING)
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lib_logger.info("muted-info")
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lib_logger.warning("muted-warning")
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lib_logger.error("visible-error") # errors must surface mid-session
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session._handle_line("/stop")
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thread.join(timeout=2.0)
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assert console_handler.level == logging.INFO
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assert lib_handler.level == logging.WARNING
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output = lib_stream.getvalue()
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assert "muted-info" not in output
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assert "muted-warning" not in output
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assert "visible-error" in output
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# Everything is restored once the session ends.
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assert logging.root.manager.disable == logging.NOTSET
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assert len(warnings.filters) == n_warning_filters
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lib_logger.info("post-session-info")
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assert "post-session-info" in lib_stream.getvalue()
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finally:
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root.removeHandler(console_handler)
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lib_logger.removeHandler(lib_handler)
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def test_session_does_not_mute_file_log_handlers(tmp_path):
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root = logging.getLogger()
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file_handler = logging.FileHandler(tmp_path / "session.log")
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file_handler.setLevel(logging.INFO)
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root.addHandler(file_handler)
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def test_session_restores_preexisting_disable_level():
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"""An embedding application's own logging.disable level survives the session."""
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logging.disable(logging.DEBUG)
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try:
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with _pipe_stream() as (reader, _writer):
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session, _strategy, _engine, _parent, run_started = _make_session(reader)
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session, _strategy, _engine, _parent, _run_started = _make_session(reader)
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thread = _start_session_thread(session)
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session._handle_line("/start")
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assert _wait_for(run_started.is_set)
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assert file_handler.level == logging.INFO
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assert _wait_for(lambda: logging.root.manager.disable == logging.WARNING)
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session._handle_line("/stop")
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thread.join(timeout=2.0)
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assert logging.root.manager.disable == logging.DEBUG
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finally:
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root.removeHandler(file_handler)
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file_handler.close()
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logging.disable(logging.NOTSET)
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def test_session_drives_real_base_strategy():
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@@ -628,7 +797,7 @@ def test_session_subtask_strips_quotes_and_works_while_running():
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session._handle_line('/subtask "fold the towel"')
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assert engine.task == "fold the towel"
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time.sleep(0.05)
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assert session._running.is_set()
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assert session.controller.running
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session._handle_line("/stop")
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thread.join(timeout=2.0)
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@@ -769,20 +938,164 @@ def test_drop_queued_actions_clears_both_queue_conventions():
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flush(SimpleNamespace())
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# ---------------------------------------------------------------------------
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# Sentry strategy: restartable run() segments + live task labels
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# ---------------------------------------------------------------------------
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def _make_sentry(monkeypatch):
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from lerobot.rollout import SentryStrategy, SentryStrategyConfig
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# Keep setup independent of camera features and never rotate episodes
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# mid-test; frame assembly is not under test here.
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monkeypatch.setattr("lerobot.rollout.strategies.sentry.estimate_max_episode_seconds", lambda *a, **k: 1e9)
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monkeypatch.setattr(
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"lerobot.rollout.strategies.sentry.send_next_action", lambda *a, **k: {"joint.pos": 0.5}
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)
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monkeypatch.setattr("lerobot.rollout.strategies.sentry.build_dataset_frame", lambda *a, **k: {})
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engine = _FakeEngine()
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dataset = MagicMock()
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robot = MagicMock()
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robot.get_observation.return_value = {"joint.pos": 0.0}
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stop_event = Event()
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def identity(x):
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return x
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ctx = SimpleNamespace(
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runtime=SimpleNamespace(
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cfg=SimpleNamespace(
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||||
play_sounds=False,
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fps=200.0,
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duration=0.0,
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use_torch_compile=False,
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interpolation_multiplier=1,
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display_data=False,
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return_to_initial_position=False,
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task="pick up the cube",
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dataset=SimpleNamespace(push_to_hub=False, tags=None, private=False),
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||||
),
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||||
shutdown_event=stop_event,
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||||
),
|
||||
policy=SimpleNamespace(inference=engine),
|
||||
hardware=SimpleNamespace(robot_wrapper=robot, teleop=None, initial_position={"joint.pos": 0.0}),
|
||||
processors=SimpleNamespace(
|
||||
teleop_action_processor=identity,
|
||||
robot_action_processor=identity,
|
||||
robot_observation_processor=identity,
|
||||
),
|
||||
data=SimpleNamespace(dataset=dataset, dataset_features={}, hw_features={}, ordered_action_keys=[]),
|
||||
)
|
||||
|
||||
strategy = SentryStrategy(SentryStrategyConfig())
|
||||
strategy.setup(ctx)
|
||||
return strategy, ctx, dataset, engine, stop_event
|
||||
|
||||
|
||||
def test_sentry_run_is_restartable_and_finalizes_only_in_teardown(monkeypatch):
|
||||
strategy, ctx, dataset, _engine, stop_event = _make_sentry(monkeypatch)
|
||||
|
||||
# Segment 1.
|
||||
thread = Thread(target=strategy.run, args=(ctx,), daemon=True)
|
||||
thread.start()
|
||||
assert _wait_for(lambda: dataset.add_frame.call_count >= 2)
|
||||
stop_event.set()
|
||||
thread.join(timeout=2.0)
|
||||
assert not thread.is_alive()
|
||||
|
||||
# The segment saved its partial episode but left the dataset open.
|
||||
assert dataset.save_episode.call_count == 1
|
||||
dataset.finalize.assert_not_called()
|
||||
|
||||
# Segment 2: run() is restartable on the same instance.
|
||||
stop_event.clear()
|
||||
frames_before = dataset.add_frame.call_count
|
||||
thread = Thread(target=strategy.run, args=(ctx,), daemon=True)
|
||||
thread.start()
|
||||
assert _wait_for(lambda: dataset.add_frame.call_count >= frames_before + 2)
|
||||
stop_event.set()
|
||||
thread.join(timeout=2.0)
|
||||
assert dataset.save_episode.call_count == 2
|
||||
dataset.finalize.assert_not_called()
|
||||
|
||||
# Only teardown finalizes.
|
||||
strategy.teardown(ctx)
|
||||
dataset.finalize.assert_called_once()
|
||||
|
||||
|
||||
def test_sentry_labels_frames_with_live_engine_task(monkeypatch):
|
||||
strategy, ctx, dataset, engine, stop_event = _make_sentry(monkeypatch)
|
||||
|
||||
thread = Thread(target=strategy.run, args=(ctx,), daemon=True)
|
||||
thread.start()
|
||||
assert _wait_for(lambda: dataset.add_frame.call_count >= 2)
|
||||
|
||||
# A live task change (e.g. /subtask through the controller) relabels
|
||||
# recorded frames from that moment on.
|
||||
engine.set_task("fold the towel")
|
||||
assert _wait_for(
|
||||
lambda: any(call.args[0]["task"] == "fold the towel" for call in dataset.add_frame.call_args_list)
|
||||
)
|
||||
stop_event.set()
|
||||
thread.join(timeout=2.0)
|
||||
|
||||
tasks = [call.args[0]["task"] for call in dataset.add_frame.call_args_list]
|
||||
assert tasks[0] == "pick up the cube"
|
||||
assert tasks[-1] == "fold the towel"
|
||||
|
||||
strategy.teardown(ctx)
|
||||
|
||||
|
||||
def test_sentry_discards_tail_episode_when_final_save_fails(monkeypatch):
|
||||
strategy, ctx, dataset, _engine, stop_event = _make_sentry(monkeypatch)
|
||||
dataset.save_episode.side_effect = ValueError("disk full mid-write")
|
||||
|
||||
thread = Thread(target=strategy.run, args=(ctx,), daemon=True)
|
||||
thread.start()
|
||||
assert _wait_for(lambda: dataset.add_frame.call_count >= 1)
|
||||
stop_event.set()
|
||||
thread.join(timeout=2.0)
|
||||
assert not thread.is_alive()
|
||||
|
||||
# The failed tail save must not leave a half-written streaming encode for
|
||||
# teardown's finalize to flush, nor a half-mutated episode buffer that
|
||||
# would crash the first add_frame of a restarted segment.
|
||||
dataset.writer.cancel_pending_videos.assert_called_once()
|
||||
assert dataset.writer.episode_buffer is None
|
||||
dataset.finalize.assert_not_called()
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Config validation
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def test_interactive_requires_base_strategy():
|
||||
def test_interactive_rejects_keyboard_bound_strategies():
|
||||
from lerobot.configs.dataset import DatasetRecordConfig
|
||||
from lerobot.rollout import HighlightStrategyConfig, RolloutConfig
|
||||
from tests.mocks.mock_robot import MockRobotConfig
|
||||
|
||||
with pytest.raises(ValueError, match="--interactive=true supports"):
|
||||
RolloutConfig(
|
||||
robot=MockRobotConfig(),
|
||||
strategy=HighlightStrategyConfig(),
|
||||
dataset=DatasetRecordConfig(repo_id="user/rollout_test", single_task="test"),
|
||||
interactive=True,
|
||||
)
|
||||
|
||||
|
||||
def test_interactive_allows_sentry():
|
||||
from lerobot.configs.dataset import DatasetRecordConfig
|
||||
from lerobot.rollout import RolloutConfig, SentryStrategyConfig
|
||||
from tests.mocks.mock_robot import MockRobotConfig
|
||||
|
||||
with pytest.raises(ValueError, match="--interactive=true currently supports only"):
|
||||
RolloutConfig(
|
||||
robot=MockRobotConfig(),
|
||||
strategy=SentryStrategyConfig(),
|
||||
dataset=DatasetRecordConfig(repo_id="user/rollout_test", single_task="test"),
|
||||
interactive=True,
|
||||
)
|
||||
cfg = RolloutConfig(
|
||||
robot=MockRobotConfig(),
|
||||
strategy=SentryStrategyConfig(),
|
||||
dataset=DatasetRecordConfig(repo_id="user/rollout_test", single_task="test"),
|
||||
policy=SimpleNamespace(device="cpu"), # stands in for a PreTrainedConfig
|
||||
interactive=True,
|
||||
)
|
||||
assert cfg.interactive is True
|
||||
assert cfg.dataset.streaming_encoding is True # sentry forces streaming
|
||||
|
||||
Reference in New Issue
Block a user