event_log: move event log from unbounded in-memory list to disk (#1432)
The master and API event logs (list[Event]) grew unbounded in RAM for the lifetime of the process. Events are rarely read back (only for RequestEventLog when a new node catches up, or the dashboard /events endpoint). Introduced a DiskEventLog class that writes length-prefixed msgpack records to an append-only file, using a bounded LRU cache of byte offsets for indexed access. On close, the active file is compressed with ZSTD and rotated into a numbered archive slot, keeping the last 5 archives (events.1.bin.zst through events.5.bin.zst). On construction, any stale active file from a crash is rotated before opening a fresh log. The /events API endpoint now streams the JSON array one event at a time rather than materializing the full list in memory. Deserialization routes msgpack through json.dumps into Pydantic's validate_json() to get correct JSON-mode coercion (e.g. string to enum) under strict mode. This bounds memory usage to the LRU cache (128 entries) regardless of event volume, while still supporting efficient sequential reads from disk when needed. Test plan: - CI - New unit tests for DiskEventLog: append/read, range queries, rotation on close, stale file recovery, idempotent close, successive sessions, archive retention limit (5 max) - Tested on a cluster with 9000 events. /events continues working. - On disk size is 3.9MiB with ~8000 events, and the compression is very effective. - Disconnected and rejoined a machine, it rejoined fine. --------- Co-authored-by: Ryuichi Leo Takashige <[email protected]>
This commit is contained in:
Jake Hillion
co-authored by
Ryuichi Leo Takashige
Ryuichi Leo Takashige
parent
ead19bea74
commit
305a3c8b70
@@ -28,6 +28,8 @@ dependencies = [
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"pillow>=11.0,<12.0", # compatibility with mflux
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"mflux==0.15.5",
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"python-multipart>=0.0.21",
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"msgspec>=0.19.0",
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"zstandard>=0.23.0",
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]
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[project.scripts]
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+26
-3
@@ -3,7 +3,7 @@ import contextlib
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import json
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import random
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import time
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from collections.abc import AsyncGenerator, Awaitable, Callable
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from collections.abc import AsyncGenerator, Awaitable, Callable, Iterator
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from datetime import datetime, timezone
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from http import HTTPStatus
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from pathlib import Path
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@@ -37,11 +37,13 @@ from exo.master.adapters.responses import (
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generate_responses_stream,
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responses_request_to_text_generation,
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)
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from exo.master.event_log import DiskEventLog
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from exo.master.image_store import ImageStore
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from exo.master.placement import place_instance as get_instance_placements
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from exo.shared.apply import apply
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from exo.shared.constants import (
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DASHBOARD_DIR,
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EXO_EVENT_LOG_DIR,
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EXO_IMAGE_CACHE_DIR,
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EXO_MAX_CHUNK_SIZE,
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EXO_TRACING_CACHE_DIR,
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@@ -146,6 +148,8 @@ from exo.utils.banner import print_startup_banner
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from exo.utils.channels import Receiver, Sender, channel
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from exo.utils.event_buffer import OrderedBuffer
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_API_EVENT_LOG_DIR = EXO_EVENT_LOG_DIR / "api"
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def _format_to_content_type(image_format: Literal["png", "jpeg", "webp"] | None) -> str:
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return f"image/{image_format or 'png'}"
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@@ -175,7 +179,7 @@ class API:
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election_receiver: Receiver[ElectionMessage],
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) -> None:
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self.state = State()
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self._event_log: list[Event] = []
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self._event_log = DiskEventLog(_API_EVENT_LOG_DIR)
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self.command_sender = command_sender
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self.download_command_sender = download_command_sender
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self.global_event_receiver = global_event_receiver
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@@ -223,6 +227,8 @@ class API:
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def reset(self, new_session_id: SessionId, result_clock: int):
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logger.info("Resetting API State")
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self._event_log.close()
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self._event_log = DiskEventLog(_API_EVENT_LOG_DIR)
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self.state = State()
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self.session_id = new_session_id
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self.event_buffer = OrderedBuffer[Event]()
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@@ -289,7 +295,7 @@ class API:
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self.app.post("/v1/messages", response_model=None)(self.claude_messages)
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self.app.post("/v1/responses", response_model=None)(self.openai_responses)
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self.app.get("/state")(lambda: self.state)
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self.app.get("/events")(lambda: self._event_log)
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self.app.get("/events")(self.stream_events)
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self.app.post("/download/start")(self.start_download)
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self.app.delete("/download/{node_id}/{model_id:path}")(self.delete_download)
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self.app.get("/v1/traces")(self.list_traces)
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@@ -694,6 +700,22 @@ class API:
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)
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return resolved_model
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def stream_events(self) -> StreamingResponse:
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def _generate_json_array(events: Iterator[Event]) -> Iterator[str]:
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yield "["
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first = True
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for event in events:
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if not first:
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yield ","
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first = False
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yield event.model_dump_json()
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yield "]"
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return StreamingResponse(
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_generate_json_array(self._event_log.read_all()),
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media_type="application/json",
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)
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async def get_image(self, image_id: str) -> FileResponse:
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stored = self._image_store.get(Id(image_id))
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if stored is None:
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@@ -1342,6 +1364,7 @@ class API:
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with anyio.CancelScope(shield=True):
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shutdown_ev.set()
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finally:
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self._event_log.close()
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self.command_sender.close()
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self.global_event_receiver.close()
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@@ -0,0 +1,195 @@
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import contextlib
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import json
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from collections import OrderedDict
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from collections.abc import Iterator
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from io import BufferedRandom, BufferedReader
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from pathlib import Path
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import msgspec
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import zstandard
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from loguru import logger
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from pydantic import TypeAdapter
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from exo.shared.types.events import Event
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_EVENT_ADAPTER: TypeAdapter[Event] = TypeAdapter(Event)
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_HEADER_SIZE = 4 # uint32 big-endian
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_OFFSET_CACHE_SIZE = 128
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_MAX_ARCHIVES = 5
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def _serialize_event(event: Event) -> bytes:
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return msgspec.msgpack.encode(event.model_dump(mode="json"))
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def _deserialize_event(raw: bytes) -> Event:
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# Decode msgpack into a Python dict, then re-encode as JSON for Pydantic.
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# Pydantic's validate_json() uses JSON-mode coercion (e.g. string -> enum)
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# even under strict=True, whereas validate_python() does not. Going through
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# JSON is the only way to get correct round-trip deserialization without
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# disabling strict mode or adding casts everywhere.
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as_json = json.dumps(msgspec.msgpack.decode(raw, type=dict))
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return _EVENT_ADAPTER.validate_json(as_json)
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def _unpack_header(header: bytes) -> int:
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return int.from_bytes(header, byteorder="big")
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def _skip_record(f: BufferedReader) -> bool:
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"""Skip one length-prefixed record. Returns False on EOF."""
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header = f.read(_HEADER_SIZE)
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if len(header) < _HEADER_SIZE:
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return False
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f.seek(_unpack_header(header), 1)
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return True
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def _read_record(f: BufferedReader) -> Event | None:
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"""Read one length-prefixed record. Returns None on EOF."""
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header = f.read(_HEADER_SIZE)
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if len(header) < _HEADER_SIZE:
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return None
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length = _unpack_header(header)
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payload = f.read(length)
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if len(payload) < length:
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return None
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return _deserialize_event(payload)
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class DiskEventLog:
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"""Append-only event log backed by a file on disk.
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On-disk format: sequence of length-prefixed msgpack records.
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Each record is [4-byte big-endian uint32 length][msgpack payload].
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Uses a bounded LRU cache of event index → byte offset for efficient
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random access without storing an offset per event.
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"""
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def __init__(self, directory: Path) -> None:
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self._directory = directory
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self._directory.mkdir(parents=True, exist_ok=True)
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self._active_path = directory / "events.bin"
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self._offset_cache: OrderedDict[int, int] = OrderedDict()
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self._count: int = 0
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# Rotate stale active file from a previous session/crash
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if self._active_path.exists():
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self._rotate(self._active_path, self._directory)
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self._file: BufferedRandom = open(self._active_path, "w+b") # noqa: SIM115
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def _cache_offset(self, idx: int, offset: int) -> None:
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self._offset_cache[idx] = offset
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self._offset_cache.move_to_end(idx)
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if len(self._offset_cache) > _OFFSET_CACHE_SIZE:
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self._offset_cache.popitem(last=False)
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def _seek_to(self, f: BufferedReader, target_idx: int) -> None:
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"""Seek f to the byte offset of event target_idx, using cache or scanning forward."""
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if target_idx in self._offset_cache:
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self._offset_cache.move_to_end(target_idx)
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f.seek(self._offset_cache[target_idx])
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return
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# Find the highest cached index before target_idx
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scan_from_idx = 0
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scan_from_offset = 0
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for cached_idx in self._offset_cache:
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if cached_idx < target_idx:
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scan_from_idx = cached_idx
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scan_from_offset = self._offset_cache[cached_idx]
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# Scan forward, skipping records
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f.seek(scan_from_offset)
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for _ in range(scan_from_idx, target_idx):
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_skip_record(f)
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self._cache_offset(target_idx, f.tell())
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def append(self, event: Event) -> None:
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packed = _serialize_event(event)
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self._file.write(len(packed).to_bytes(_HEADER_SIZE, byteorder="big"))
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self._file.write(packed)
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self._count += 1
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def read_range(self, start: int, end: int) -> Iterator[Event]:
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"""Yield events from index start (inclusive) to end (exclusive)."""
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end = min(end, self._count)
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if start < 0 or end < 0 or start >= end:
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return
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self._file.flush()
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with open(self._active_path, "rb") as f:
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self._seek_to(f, start)
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for _ in range(end - start):
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event = _read_record(f)
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if event is None:
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break
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yield event
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# Cache where we ended up so the next sequential read is a hit
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if end < self._count:
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self._cache_offset(end, f.tell())
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def read_all(self) -> Iterator[Event]:
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"""Yield all events from the log one at a time."""
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if self._count == 0:
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return
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self._file.flush()
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with open(self._active_path, "rb") as f:
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for _ in range(self._count):
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event = _read_record(f)
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if event is None:
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break
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yield event
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def __len__(self) -> int:
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return self._count
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def close(self) -> None:
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"""Close the file and rotate active file to compressed archive."""
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if self._file.closed:
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return
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self._file.close()
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if self._active_path.exists() and self._count > 0:
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self._rotate(self._active_path, self._directory)
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elif self._active_path.exists():
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self._active_path.unlink()
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@staticmethod
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def _archive_path(directory: Path, n: int) -> Path:
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return directory / f"events.{n}.bin.zst"
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@staticmethod
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def _rotate(source: Path, directory: Path) -> None:
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"""Compress source into a numbered archive, shifting older archives.
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Keeps at most ``_MAX_ARCHIVES`` compressed copies. The most recent
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archive is always ``events.1.bin.zst``; older ones are shifted up
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(2, 3, …) and the oldest beyond the limit is deleted.
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"""
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try:
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# Shift existing archives
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oldest = DiskEventLog._archive_path(directory, _MAX_ARCHIVES)
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with contextlib.suppress(FileNotFoundError):
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oldest.unlink()
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for i in range(_MAX_ARCHIVES - 1, 0, -1):
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current = DiskEventLog._archive_path(directory, i)
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if current.exists():
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current.rename(DiskEventLog._archive_path(directory, i + 1))
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# Compress source into slot 1
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dest = DiskEventLog._archive_path(directory, 1)
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compressor = zstandard.ZstdCompressor()
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with open(source, "rb") as f_in, open(dest, "wb") as f_out:
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compressor.copy_stream(f_in, f_out)
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source.unlink()
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logger.info(f"Rotated event log: {source} -> {dest}")
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except Exception as e:
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logger.opt(exception=e).warning(f"Failed to rotate event log {source}")
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# Clean up the source even if compression fails
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with contextlib.suppress(OSError):
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source.unlink()
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@@ -4,6 +4,7 @@ import anyio
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from anyio.abc import TaskGroup
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from loguru import logger
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from exo.master.event_log import DiskEventLog
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from exo.master.placement import (
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add_instance_to_placements,
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cancel_unnecessary_downloads,
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@@ -12,7 +13,7 @@ from exo.master.placement import (
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place_instance,
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)
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from exo.shared.apply import apply
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from exo.shared.constants import EXO_TRACING_ENABLED
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from exo.shared.constants import EXO_EVENT_LOG_DIR, EXO_TRACING_ENABLED
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from exo.shared.types.commands import (
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CreateInstance,
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DeleteInstance,
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@@ -88,8 +89,7 @@ class Master:
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local_event_receiver.clone_sender()
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)
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self._multi_buffer = MultiSourceBuffer[NodeId, Event]()
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# TODO: not have this
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self._event_log: list[Event] = []
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self._event_log = DiskEventLog(EXO_EVENT_LOG_DIR / "master")
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self._pending_traces: dict[TaskId, dict[int, list[TraceEventData]]] = {}
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self._expected_ranks: dict[TaskId, set[int]] = {}
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@@ -103,6 +103,7 @@ class Master:
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tg.start_soon(self._loopback_processor)
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tg.start_soon(self._plan)
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finally:
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self._event_log.close()
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self.global_event_sender.close()
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self.local_event_receiver.close()
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self.command_receiver.close()
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@@ -333,13 +334,12 @@ class Master:
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case RequestEventLog():
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# We should just be able to send everything, since other buffers will ignore old messages
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# rate limit to 1000 at a time
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for i in range(
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command.since_idx,
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min(command.since_idx + 1000, len(self._event_log)),
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end = min(command.since_idx + 1000, len(self._event_log))
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for i, event in enumerate(
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self._event_log.read_range(command.since_idx, end),
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start=command.since_idx,
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):
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await self._send_event(
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IndexedEvent(idx=i, event=self._event_log[i])
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)
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await self._send_event(IndexedEvent(idx=i, event=event))
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for event in generated_events:
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await self.event_sender.send(event)
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except ValueError as e:
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@@ -0,0 +1,143 @@
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from pathlib import Path
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import pytest
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from exo.master.event_log import DiskEventLog
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from exo.shared.types.events import TestEvent
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@pytest.fixture
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def log_dir(tmp_path: Path) -> Path:
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return tmp_path / "event_log"
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def test_append_and_read_back(log_dir: Path):
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log = DiskEventLog(log_dir)
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events = [TestEvent() for _ in range(5)]
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for e in events:
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log.append(e)
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assert len(log) == 5
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result = list(log.read_all())
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assert len(result) == 5
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for original, restored in zip(events, result, strict=True):
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assert original.event_id == restored.event_id
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log.close()
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def test_read_range(log_dir: Path):
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log = DiskEventLog(log_dir)
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events = [TestEvent() for _ in range(10)]
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for e in events:
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log.append(e)
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result = list(log.read_range(3, 7))
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assert len(result) == 4
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for i, restored in enumerate(result):
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assert events[3 + i].event_id == restored.event_id
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log.close()
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def test_read_range_bounds(log_dir: Path):
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log = DiskEventLog(log_dir)
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events = [TestEvent() for _ in range(3)]
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for e in events:
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log.append(e)
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# Start beyond count
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assert list(log.read_range(5, 10)) == []
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# Negative start
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assert list(log.read_range(-1, 2)) == []
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# End beyond count is clamped
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result = list(log.read_range(1, 100))
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assert len(result) == 2
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log.close()
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def test_empty_log(log_dir: Path):
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log = DiskEventLog(log_dir)
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assert len(log) == 0
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assert list(log.read_all()) == []
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assert list(log.read_range(0, 10)) == []
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log.close()
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def test_rotation_on_close(log_dir: Path):
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log = DiskEventLog(log_dir)
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log.append(TestEvent())
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log.close()
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active = log_dir / "events.bin"
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archive = log_dir / "events.1.bin.zst"
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assert not active.exists()
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assert archive.exists()
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assert archive.stat().st_size > 0
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def test_rotation_on_construction_with_stale_file(log_dir: Path):
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log_dir.mkdir(parents=True, exist_ok=True)
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active = log_dir / "events.bin"
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active.write_bytes(b"stale data")
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log = DiskEventLog(log_dir)
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archive = log_dir / "events.1.bin.zst"
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assert archive.exists()
|
||||
assert len(log) == 0
|
||||
|
||||
log.close()
|
||||
|
||||
|
||||
def test_empty_log_no_archive(log_dir: Path):
|
||||
"""Closing an empty log should not leave an archive."""
|
||||
log = DiskEventLog(log_dir)
|
||||
log.close()
|
||||
|
||||
active = log_dir / "events.bin"
|
||||
archive = log_dir / "events.1.bin.zst"
|
||||
assert not active.exists()
|
||||
assert not archive.exists()
|
||||
|
||||
|
||||
def test_close_is_idempotent(log_dir: Path):
|
||||
log = DiskEventLog(log_dir)
|
||||
log.append(TestEvent())
|
||||
log.close()
|
||||
log.close() # should not raise
|
||||
|
||||
archive = log_dir / "events.1.bin.zst"
|
||||
assert archive.exists()
|
||||
|
||||
|
||||
def test_successive_sessions(log_dir: Path):
|
||||
"""Simulate two master sessions: both archives should be kept."""
|
||||
log1 = DiskEventLog(log_dir)
|
||||
log1.append(TestEvent())
|
||||
log1.close()
|
||||
|
||||
assert (log_dir / "events.1.bin.zst").exists()
|
||||
|
||||
log2 = DiskEventLog(log_dir)
|
||||
log2.append(TestEvent())
|
||||
log2.append(TestEvent())
|
||||
log2.close()
|
||||
|
||||
# Session 1 archive shifted to slot 2, session 2 in slot 1
|
||||
assert (log_dir / "events.1.bin.zst").exists()
|
||||
assert (log_dir / "events.2.bin.zst").exists()
|
||||
|
||||
|
||||
def test_rotation_keeps_at_most_5_archives(log_dir: Path):
|
||||
"""After 7 sessions, only the 5 most recent archives should remain."""
|
||||
for _ in range(7):
|
||||
log = DiskEventLog(log_dir)
|
||||
log.append(TestEvent())
|
||||
log.close()
|
||||
|
||||
for i in range(1, 6):
|
||||
assert (log_dir / f"events.{i}.bin.zst").exists()
|
||||
assert not (log_dir / "events.6.bin.zst").exists()
|
||||
assert not (log_dir / "events.7.bin.zst").exists()
|
||||
@@ -60,6 +60,7 @@ EXO_MAX_CHUNK_SIZE = 512 * 1024
|
||||
|
||||
EXO_CUSTOM_MODEL_CARDS_DIR = EXO_DATA_HOME / "custom_model_cards"
|
||||
|
||||
EXO_EVENT_LOG_DIR = EXO_DATA_HOME / "event_log"
|
||||
EXO_IMAGE_CACHE_DIR = EXO_CACHE_HOME / "images"
|
||||
EXO_TRACING_CACHE_DIR = EXO_CACHE_HOME / "traces"
|
||||
|
||||
|
||||
@@ -193,20 +193,14 @@ sdist = { url = "https://files.pythonhosted.org/packages/eb/56/b1ba7935a17738ae8
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/b0/1e/d22cc63332bd59b06481ceaac49d6c507598642e2230f201649058a7e704/cffi-2.0.0-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b", size = 212446, upload-time = "2025-09-08T23:23:03.472Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/a9/f5/a2c23eb03b61a0b8747f211eb716446c826ad66818ddc7810cc2cc19b3f2/cffi-2.0.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b", size = 220101, upload-time = "2025-09-08T23:23:04.792Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f2/7f/e6647792fc5850d634695bc0e6ab4111ae88e89981d35ac269956605feba/cffi-2.0.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2", size = 207948, upload-time = "2025-09-08T23:23:06.127Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/1e/a5a1bd6f1fb30f22573f76533de12a00bf274abcdc55c8edab639078abb6/cffi-2.0.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3", size = 206422, upload-time = "2025-09-08T23:23:07.753Z" },
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{ url = "https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26", size = 219499, upload-time = "2025-09-08T23:23:09.648Z" },
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{ url = "https://files.pythonhosted.org/packages/50/e1/a969e687fcf9ea58e6e2a928ad5e2dd88cc12f6f0ab477e9971f2309b57c/cffi-2.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c", size = 222928, upload-time = "2025-09-08T23:23:10.928Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/36/54/0362578dd2c9e557a28ac77698ed67323ed5b9775ca9d3fe73fe191bb5d8/cffi-2.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b", size = 221302, upload-time = "2025-09-08T23:23:12.42Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d6/43/0e822876f87ea8a4ef95442c3d766a06a51fc5298823f884ef87aaad168c/cffi-2.0.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b", size = 220049, upload-time = "2025-09-08T23:23:20.853Z" },
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{ url = "https://files.pythonhosted.org/packages/b4/89/76799151d9c2d2d1ead63c2429da9ea9d7aac304603de0c6e8764e6e8e70/cffi-2.0.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c", size = 207793, upload-time = "2025-09-08T23:23:22.08Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/bb/dd/3465b14bb9e24ee24cb88c9e3730f6de63111fffe513492bf8c808a3547e/cffi-2.0.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef", size = 206300, upload-time = "2025-09-08T23:23:23.314Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/47/d9/d83e293854571c877a92da46fdec39158f8d7e68da75bf73581225d28e90/cffi-2.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775", size = 219244, upload-time = "2025-09-08T23:23:24.541Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/2b/0f/1f177e3683aead2bb00f7679a16451d302c436b5cbf2505f0ea8146ef59e/cffi-2.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205", size = 222828, upload-time = "2025-09-08T23:23:26.143Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c6/0f/cafacebd4b040e3119dcb32fed8bdef8dfe94da653155f9d0b9dc660166e/cffi-2.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1", size = 220926, upload-time = "2025-09-08T23:23:27.873Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/be/b4/c56878d0d1755cf9caa54ba71e5d049479c52f9e4afc230f06822162ab2f/cffi-2.0.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c", size = 221593, upload-time = "2025-09-08T23:23:31.91Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e0/0d/eb704606dfe8033e7128df5e90fee946bbcb64a04fcdaa97321309004000/cffi-2.0.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8", size = 209354, upload-time = "2025-09-08T23:23:33.214Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d8/19/3c435d727b368ca475fb8742ab97c9cb13a0de600ce86f62eab7fa3eea60/cffi-2.0.0-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc", size = 208480, upload-time = "2025-09-08T23:23:34.495Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/d0/44/681604464ed9541673e486521497406fadcc15b5217c3e326b061696899a/cffi-2.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592", size = 221584, upload-time = "2025-09-08T23:23:36.096Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/25/8e/342a504ff018a2825d395d44d63a767dd8ebc927ebda557fecdaca3ac33a/cffi-2.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512", size = 224443, upload-time = "2025-09-08T23:23:37.328Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e1/5e/b666bacbbc60fbf415ba9988324a132c9a7a0448a9a8f125074671c0f2c3/cffi-2.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4", size = 223437, upload-time = "2025-09-08T23:23:38.945Z" },
|
||||
@@ -312,10 +306,8 @@ wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/5c/49/498c86566a1d80e978b42f0d702795f69887005548c041636df6ae1ca64c/cryptography-46.0.3-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:01ca9ff2885f3acc98c29f1860552e37f6d7c7d013d7334ff2a9de43a449315d", size = 4450807, upload-time = "2025-10-15T23:16:56.414Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/4b/0a/863a3604112174c8624a2ac3c038662d9e59970c7f926acdcfaed8d61142/cryptography-46.0.3-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:6eae65d4c3d33da080cff9c4ab1f711b15c1d9760809dad6ea763f3812d254cb", size = 4299615, upload-time = "2025-10-15T23:16:58.442Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/64/02/b73a533f6b64a69f3cd3872acb6ebc12aef924d8d103133bb3ea750dc703/cryptography-46.0.3-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:e5bf0ed4490068a2e72ac03d786693adeb909981cc596425d09032d372bcc849", size = 4016800, upload-time = "2025-10-15T23:17:00.378Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/25/d5/16e41afbfa450cde85a3b7ec599bebefaef16b5c6ba4ec49a3532336ed72/cryptography-46.0.3-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:5ecfccd2329e37e9b7112a888e76d9feca2347f12f37918facbb893d7bb88ee8", size = 4984707, upload-time = "2025-10-15T23:17:01.98Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/c9/56/e7e69b427c3878352c2fb9b450bd0e19ed552753491d39d7d0a2f5226d41/cryptography-46.0.3-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:a2c0cd47381a3229c403062f764160d57d4d175e022c1df84e168c6251a22eec", size = 4482541, upload-time = "2025-10-15T23:17:04.078Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/78/f6/50736d40d97e8483172f1bb6e698895b92a223dba513b0ca6f06b2365339/cryptography-46.0.3-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:549e234ff32571b1f4076ac269fcce7a808d3bf98b76c8dd560e42dbc66d7d91", size = 4299464, upload-time = "2025-10-15T23:17:05.483Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/00/de/d8e26b1a855f19d9994a19c702fa2e93b0456beccbcfe437eda00e0701f2/cryptography-46.0.3-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:c0a7bb1a68a5d3471880e264621346c48665b3bf1c3759d682fc0864c540bd9e", size = 4950838, upload-time = "2025-10-15T23:17:07.425Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8f/29/798fc4ec461a1c9e9f735f2fc58741b0daae30688f41b2497dcbc9ed1355/cryptography-46.0.3-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:10b01676fc208c3e6feeb25a8b83d81767e8059e1fe86e1dc62d10a3018fa926", size = 4481596, upload-time = "2025-10-15T23:17:09.343Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/15/8d/03cd48b20a573adfff7652b76271078e3045b9f49387920e7f1f631d125e/cryptography-46.0.3-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:0abf1ffd6e57c67e92af68330d05760b7b7efb243aab8377e583284dbab72c71", size = 4426782, upload-time = "2025-10-15T23:17:11.22Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/fa/b1/ebacbfe53317d55cf33165bda24c86523497a6881f339f9aae5c2e13e57b/cryptography-46.0.3-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a04bee9ab6a4da801eb9b51f1b708a1b5b5c9eb48c03f74198464c66f0d344ac", size = 4698381, upload-time = "2025-10-15T23:17:12.829Z" },
|
||||
@@ -323,10 +315,8 @@ wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/c5/fd/bc1daf8230eaa075184cbbf5f8cd00ba9db4fd32d63fb83da4671b72ed8a/cryptography-46.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:39b6755623145ad5eff1dab323f4eae2a32a77a7abef2c5089a04a3d04366715", size = 4435078, upload-time = "2025-10-15T23:17:23.042Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/82/98/d3bd5407ce4c60017f8ff9e63ffee4200ab3e23fe05b765cab805a7db008/cryptography-46.0.3-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:db391fa7c66df6762ee3f00c95a89e6d428f4d60e7abc8328f4fe155b5ac6e54", size = 4293460, upload-time = "2025-10-15T23:17:24.885Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/26/e9/e23e7900983c2b8af7a08098db406cf989d7f09caea7897e347598d4cd5b/cryptography-46.0.3-cp314-cp314t-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:78a97cf6a8839a48c49271cdcbd5cf37ca2c1d6b7fdd86cc864f302b5e9bf459", size = 3995237, upload-time = "2025-10-15T23:17:26.449Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/91/15/af68c509d4a138cfe299d0d7ddb14afba15233223ebd933b4bbdbc7155d3/cryptography-46.0.3-cp314-cp314t-manylinux_2_28_ppc64le.whl", hash = "sha256:dfb781ff7eaa91a6f7fd41776ec37c5853c795d3b358d4896fdbb5df168af422", size = 4967344, upload-time = "2025-10-15T23:17:28.06Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/ca/e3/8643d077c53868b681af077edf6b3cb58288b5423610f21c62aadcbe99f4/cryptography-46.0.3-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:6f61efb26e76c45c4a227835ddeae96d83624fb0d29eb5df5b96e14ed1a0afb7", size = 4466564, upload-time = "2025-10-15T23:17:29.665Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/0e/43/c1e8726fa59c236ff477ff2b5dc071e54b21e5a1e51aa2cee1676f1c986f/cryptography-46.0.3-cp314-cp314t-manylinux_2_34_aarch64.whl", hash = "sha256:23b1a8f26e43f47ceb6d6a43115f33a5a37d57df4ea0ca295b780ae8546e8044", size = 4292415, upload-time = "2025-10-15T23:17:31.686Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/42/f9/2f8fefdb1aee8a8e3256a0568cffc4e6d517b256a2fe97a029b3f1b9fe7e/cryptography-46.0.3-cp314-cp314t-manylinux_2_34_ppc64le.whl", hash = "sha256:b419ae593c86b87014b9be7396b385491ad7f320bde96826d0dd174459e54665", size = 4931457, upload-time = "2025-10-15T23:17:33.478Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/79/30/9b54127a9a778ccd6d27c3da7563e9f2d341826075ceab89ae3b41bf5be2/cryptography-46.0.3-cp314-cp314t-manylinux_2_34_x86_64.whl", hash = "sha256:50fc3343ac490c6b08c0cf0d704e881d0d660be923fd3076db3e932007e726e3", size = 4466074, upload-time = "2025-10-15T23:17:35.158Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/ac/68/b4f4a10928e26c941b1b6a179143af9f4d27d88fe84a6a3c53592d2e76bf/cryptography-46.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:22d7e97932f511d6b0b04f2bfd818d73dcd5928db509460aaf48384778eb6d20", size = 4420569, upload-time = "2025-10-15T23:17:37.188Z" },
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{ url = "https://files.pythonhosted.org/packages/a3/49/3746dab4c0d1979888f125226357d3262a6dd40e114ac29e3d2abdf1ec55/cryptography-46.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:d55f3dffadd674514ad19451161118fd010988540cee43d8bc20675e775925de", size = 4681941, upload-time = "2025-10-15T23:17:39.236Z" },
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||||
@@ -334,10 +324,8 @@ wheels = [
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]
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Reference in New Issue
Block a user