feat: add explicit --offline mode for air-gapped clusters (#1525)
## Motivation Closes #1510 There is currently no reliable way to run exo on an air-gapped or offline cluster where models are pre-staged on local disks. The two existing mechanisms — `--no-downloads` and `HF_HUB_OFFLINE=1` — each cover only a subset of the problem: 1. **`--no-downloads` blocks model loading**: When passed, `DownloadCoordinator` is not created. No `NodeDownloadProgress` events are ever emitted, so `_model_needs_download()` in `plan.py` perpetually returns `DownloadModel`, short-circuiting `_load_model()` and preventing the model from ever being loaded. 2. **`HF_HUB_OFFLINE=1` doesn't cover exo's aiohttp code**: exo's download pipeline primarily uses raw `aiohttp` for HTTP operations (file list fetching, file downloads, HEAD verification), not the `huggingface_hub` library. These calls will attempt connections and time out on air-gapped networks. 3. **`skip_internet` is not propagated to `download_file_with_retry()`**: Even when `internet_connection = False`, the `_download_file()` function still makes HTTP HEAD calls via `file_meta()` to verify local files and unconditionally attempts downloads for missing files. ## Changes ### `src/exo/main.py` - Add `--offline` flag to `Args` with env var detection (`EXO_OFFLINE=1`, `HF_HUB_OFFLINE=1`) - Pass `offline` to `DownloadCoordinator` at creation and re-creation (election loop) ### `src/exo/download/coordinator.py` - Add `offline: bool = False` field - In offline mode: set `internet_connection = False` immediately in `__post_init__`, skip `_test_internet_connection()` ping (avoids 3s timeout), skip `_check_internet_connection` periodic loop - In `_start_download()`: if model is not fully available locally, emit `DownloadFailed` with clear message instead of starting a download task ### `src/exo/download/download_utils.py` - Add `skip_internet: bool` parameter to `download_file_with_retry()` and `_download_file()` - When `skip_internet=True` in `_download_file()`: return local file immediately without HTTP HEAD verification; raise `FileNotFoundError` for missing files - Propagate `skip_internet` from `download_shard()` to `download_file_with_retry()` ### `src/exo/download/tests/test_offline_mode.py` (new) - 8 tests covering `_download_file`, `download_file_with_retry`, and `fetch_file_list_with_cache` in offline mode ## Why It Works Unlike `--no-downloads` which disables `DownloadCoordinator` entirely, `--offline` keeps the coordinator running in a restricted mode. The existing `_emit_existing_download_progress()` disk scanner still runs every 60 seconds, emitting `DownloadCompleted` events for pre-staged models. These events flow through the event-sourcing pipeline and populate `state.downloads`, which unblocks `_model_needs_download()` in `plan.py` — no changes to the planning logic required. ``` --offline flag → DownloadCoordinator (offline mode) → Skip 1.1.1.1 ping, internet_connection = False → _emit_existing_download_progress scans disk → Emits DownloadCompleted for pre-staged models → _model_needs_download sees DownloadCompleted → _load_model proceeds normally ``` ## Test Plan ### Automated Testing - `ruff check` — passes - 8 new tests in `test_offline_mode.py` — all pass - 11 existing download tests in `test_download_verification.py` — all pass (no regressions) ### Manual Testing 1. Pre-stage a model on disk (e.g., `~/.exo/models/mlx-community--Qwen3-0.6B-4bit/`) 2. Start exo with `--offline` (or `EXO_OFFLINE=1`) 3. Place an instance via API or dashboard 4. Verify: model loads into memory and inference works without any network calls ### Environment - macOS (Apple Silicon), multi-node cluster with Thunderbolt interconnect - Models pre-staged via rsync / NFS mount
This commit is contained in:
@@ -47,6 +47,7 @@ class DownloadCoordinator:
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download_command_receiver: Receiver[ForwarderDownloadCommand]
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local_event_sender: Sender[ForwarderEvent]
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event_index_counter: Iterator[int]
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offline: bool = False
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# Local state
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download_status: dict[ModelId, DownloadProgress] = field(default_factory=dict)
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@@ -62,6 +63,8 @@ class DownloadCoordinator:
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def __post_init__(self) -> None:
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self.event_sender, self.event_receiver = channel[Event]()
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if self.offline:
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self.shard_downloader.set_internet_connection(False)
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self.shard_downloader.on_progress(self._download_progress_callback)
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def _model_dir(self, model_id: ModelId) -> str:
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@@ -107,13 +110,17 @@ class DownloadCoordinator:
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self._last_progress_time[model_id] = current_time()
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async def run(self) -> None:
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logger.info("Starting DownloadCoordinator")
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self._test_internet_connection()
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logger.info(
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f"Starting DownloadCoordinator{' (offline mode)' if self.offline else ''}"
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)
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if not self.offline:
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self._test_internet_connection()
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async with self._tg as tg:
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tg.start_soon(self._command_processor)
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tg.start_soon(self._forward_events)
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tg.start_soon(self._emit_existing_download_progress)
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tg.start_soon(self._check_internet_connection)
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if not self.offline:
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tg.start_soon(self._check_internet_connection)
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def _test_internet_connection(self) -> None:
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try:
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@@ -202,6 +209,20 @@ class DownloadCoordinator:
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)
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return
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if self.offline:
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logger.warning(
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f"Offline mode: model {model_id} is not fully available locally, cannot download"
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)
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failed = DownloadFailed(
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shard_metadata=shard,
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node_id=self.node_id,
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error_message=f"Model files not found locally in offline mode: {model_id}",
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model_directory=self._model_dir(model_id),
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)
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self.download_status[model_id] = failed
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await self.event_sender.send(NodeDownloadProgress(download_progress=failed))
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return
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# Start actual download
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self._start_download_task(shard, initial_progress)
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@@ -448,12 +448,13 @@ async def download_file_with_retry(
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target_dir: Path,
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on_progress: Callable[[int, int, bool], None] = lambda _, __, ___: None,
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on_connection_lost: Callable[[], None] = lambda: None,
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skip_internet: bool = False,
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) -> Path:
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n_attempts = 3
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for attempt in range(n_attempts):
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try:
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return await _download_file(
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model_id, revision, path, target_dir, on_progress
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model_id, revision, path, target_dir, on_progress, skip_internet
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)
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except HuggingFaceAuthenticationError:
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raise
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@@ -487,10 +488,14 @@ async def _download_file(
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path: str,
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target_dir: Path,
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on_progress: Callable[[int, int, bool], None] = lambda _, __, ___: None,
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skip_internet: bool = False,
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) -> Path:
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target_path = target_dir / path
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if await aios.path.exists(target_path):
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if skip_internet:
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return target_path
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local_size = (await aios.stat(target_path)).st_size
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# Try to verify against remote, but allow offline operation
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@@ -510,6 +515,11 @@ async def _download_file(
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)
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return target_path
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if skip_internet:
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raise FileNotFoundError(
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f"File {path} not found locally and cannot download in offline mode"
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)
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await aios.makedirs((target_dir / path).parent, exist_ok=True)
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length, etag = await file_meta(model_id, revision, path)
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remote_hash = etag[:-5] if etag.endswith("-gzip") else etag
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@@ -814,6 +824,7 @@ async def download_shard(
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file, curr_bytes, total_bytes, is_renamed
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),
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on_connection_lost=on_connection_lost,
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skip_internet=skip_internet,
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)
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if not skip_download:
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@@ -0,0 +1,230 @@
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"""Tests for offline/air-gapped mode."""
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from collections.abc import AsyncIterator
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from pathlib import Path
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from unittest.mock import AsyncMock, patch
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import aiofiles
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import aiofiles.os as aios
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import pytest
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from exo.download.download_utils import (
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_download_file, # pyright: ignore[reportPrivateUsage]
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download_file_with_retry,
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fetch_file_list_with_cache,
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)
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from exo.shared.types.common import ModelId
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from exo.shared.types.worker.downloads import FileListEntry
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@pytest.fixture
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def model_id() -> ModelId:
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return ModelId("test-org/test-model")
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@pytest.fixture
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async def temp_models_dir(tmp_path: Path) -> AsyncIterator[Path]:
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models_dir = tmp_path / "models"
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await aios.makedirs(models_dir, exist_ok=True)
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with patch("exo.download.download_utils.EXO_MODELS_DIR", models_dir):
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yield models_dir
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class TestDownloadFileOffline:
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"""Tests for _download_file with skip_internet=True."""
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async def test_returns_local_file_without_http_verification(
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self, model_id: ModelId, tmp_path: Path
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) -> None:
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"""When skip_internet=True and file exists locally, return it immediately
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without making any HTTP calls (no file_meta verification)."""
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target_dir = tmp_path / "downloads"
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await aios.makedirs(target_dir, exist_ok=True)
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local_file = target_dir / "model.safetensors"
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async with aiofiles.open(local_file, "wb") as f:
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await f.write(b"model weights data")
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with patch(
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"exo.download.download_utils.file_meta",
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new_callable=AsyncMock,
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) as mock_file_meta:
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result = await _download_file(
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model_id,
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"main",
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"model.safetensors",
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target_dir,
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skip_internet=True,
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)
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assert result == local_file
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mock_file_meta.assert_not_called()
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async def test_raises_file_not_found_for_missing_file(
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self, model_id: ModelId, tmp_path: Path
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) -> None:
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"""When skip_internet=True and file does NOT exist locally,
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raise FileNotFoundError instead of attempting download."""
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target_dir = tmp_path / "downloads"
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await aios.makedirs(target_dir, exist_ok=True)
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with pytest.raises(FileNotFoundError, match="offline mode"):
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await _download_file(
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model_id,
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"main",
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"missing_model.safetensors",
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target_dir,
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skip_internet=True,
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)
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async def test_returns_local_file_in_subdirectory(
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self, model_id: ModelId, tmp_path: Path
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) -> None:
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"""When skip_internet=True and file exists in a subdirectory,
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return it without HTTP calls."""
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target_dir = tmp_path / "downloads"
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subdir = target_dir / "transformer"
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await aios.makedirs(subdir, exist_ok=True)
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local_file = subdir / "diffusion_pytorch_model.safetensors"
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async with aiofiles.open(local_file, "wb") as f:
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await f.write(b"weights")
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with patch(
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"exo.download.download_utils.file_meta",
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new_callable=AsyncMock,
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) as mock_file_meta:
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result = await _download_file(
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model_id,
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"main",
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"transformer/diffusion_pytorch_model.safetensors",
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target_dir,
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skip_internet=True,
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)
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assert result == local_file
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mock_file_meta.assert_not_called()
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class TestDownloadFileWithRetryOffline:
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"""Tests for download_file_with_retry with skip_internet=True."""
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async def test_propagates_skip_internet_to_download_file(
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self, model_id: ModelId, tmp_path: Path
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) -> None:
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"""Verify skip_internet is passed through to _download_file."""
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target_dir = tmp_path / "downloads"
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await aios.makedirs(target_dir, exist_ok=True)
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local_file = target_dir / "config.json"
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async with aiofiles.open(local_file, "wb") as f:
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await f.write(b'{"model_type": "qwen2"}')
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with patch(
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"exo.download.download_utils.file_meta",
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new_callable=AsyncMock,
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) as mock_file_meta:
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result = await download_file_with_retry(
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model_id,
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"main",
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"config.json",
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target_dir,
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skip_internet=True,
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)
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assert result == local_file
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mock_file_meta.assert_not_called()
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async def test_file_not_found_does_not_retry(
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self, model_id: ModelId, tmp_path: Path
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) -> None:
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"""FileNotFoundError from offline mode should not trigger retries."""
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target_dir = tmp_path / "downloads"
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await aios.makedirs(target_dir, exist_ok=True)
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with pytest.raises(FileNotFoundError):
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await download_file_with_retry(
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model_id,
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"main",
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"nonexistent.safetensors",
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target_dir,
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skip_internet=True,
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)
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class TestFetchFileListOffline:
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"""Tests for fetch_file_list_with_cache with skip_internet=True."""
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async def test_uses_cached_file_list(
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self, model_id: ModelId, temp_models_dir: Path
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) -> None:
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"""When skip_internet=True and cache file exists, use it without network."""
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from pydantic import TypeAdapter
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cache_dir = temp_models_dir / "caches" / model_id.normalize()
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await aios.makedirs(cache_dir, exist_ok=True)
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cached_list = [
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FileListEntry(type="file", path="model.safetensors", size=1000),
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FileListEntry(type="file", path="config.json", size=200),
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]
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cache_file = cache_dir / f"{model_id.normalize()}--main--file_list.json"
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async with aiofiles.open(cache_file, "w") as f:
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await f.write(
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TypeAdapter(list[FileListEntry]).dump_json(cached_list).decode()
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)
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with patch(
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"exo.download.download_utils.fetch_file_list_with_retry",
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new_callable=AsyncMock,
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) as mock_fetch:
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result = await fetch_file_list_with_cache(
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model_id, "main", skip_internet=True
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)
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assert result == cached_list
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mock_fetch.assert_not_called()
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async def test_falls_back_to_local_directory_scan(
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self, model_id: ModelId, temp_models_dir: Path
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) -> None:
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"""When skip_internet=True and no cache but local files exist,
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build file list from local directory."""
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import json
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model_dir = temp_models_dir / model_id.normalize()
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await aios.makedirs(model_dir, exist_ok=True)
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async with aiofiles.open(model_dir / "config.json", "w") as f:
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await f.write('{"model_type": "qwen2"}')
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index_data = {
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"metadata": {},
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"weight_map": {"model.layers.0.weight": "model.safetensors"},
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}
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async with aiofiles.open(model_dir / "model.safetensors.index.json", "w") as f:
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await f.write(json.dumps(index_data))
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async with aiofiles.open(model_dir / "model.safetensors", "wb") as f:
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await f.write(b"x" * 500)
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with patch(
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"exo.download.download_utils.fetch_file_list_with_retry",
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new_callable=AsyncMock,
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) as mock_fetch:
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result = await fetch_file_list_with_cache(
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model_id, "main", skip_internet=True
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)
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mock_fetch.assert_not_called()
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paths = {entry.path for entry in result}
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assert "config.json" in paths
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assert "model.safetensors" in paths
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async def test_raises_when_no_cache_and_no_local_files(
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self, model_id: ModelId, temp_models_dir: Path
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) -> None:
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"""When skip_internet=True and neither cache nor local files exist,
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raise FileNotFoundError."""
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with pytest.raises(FileNotFoundError, match="No internet"):
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await fetch_file_list_with_cache(model_id, "main", skip_internet=True)
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@@ -39,6 +39,7 @@ class Node:
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node_id: NodeId
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event_index_counter: Iterator[int]
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offline: bool
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_tg: TaskGroup = field(init=False, default_factory=anyio.create_task_group)
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@classmethod
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@@ -68,6 +69,7 @@ class Node:
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download_command_receiver=router.receiver(topics.DOWNLOAD_COMMANDS),
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local_event_sender=router.sender(topics.LOCAL_EVENTS),
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event_index_counter=event_index_counter,
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offline=args.offline,
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)
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else:
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download_coordinator = None
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@@ -132,6 +134,7 @@ class Node:
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api,
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node_id,
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event_index_counter,
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args.offline,
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)
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async def run(self):
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@@ -222,6 +225,7 @@ class Node:
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),
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local_event_sender=self.router.sender(topics.LOCAL_EVENTS),
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event_index_counter=self.event_index_counter,
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offline=self.offline,
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)
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self._tg.start_soon(self.download_coordinator.run)
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if self.worker:
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@@ -260,6 +264,9 @@ def main():
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logger.info("Starting EXO")
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logger.info(f"EXO_LIBP2P_NAMESPACE: {os.getenv('EXO_LIBP2P_NAMESPACE')}")
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if args.offline:
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logger.info("Running in OFFLINE mode — no internet checks, local models only")
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# Set FAST_SYNCH override env var for runner subprocesses
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if args.fast_synch is True:
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os.environ["EXO_FAST_SYNCH"] = "on"
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@@ -282,6 +289,7 @@ class Args(CamelCaseModel):
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tb_only: bool = False
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no_worker: bool = False
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no_downloads: bool = False
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offline: bool = False
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fast_synch: bool | None = None # None = auto, True = force on, False = force off
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@classmethod
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@@ -329,6 +337,11 @@ class Args(CamelCaseModel):
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action="store_true",
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help="Disable the download coordinator (node won't download models)",
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)
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parser.add_argument(
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"--offline",
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action="store_true",
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help="Run in offline/air-gapped mode: skip internet checks, use only pre-staged local models",
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)
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fast_synch_group = parser.add_mutually_exclusive_group()
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fast_synch_group.add_argument(
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"--fast-synch",
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|
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Reference in New Issue
Block a user