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Author SHA1 Message Date
Lucas Armand 0471f6b219 trying queue 2025-10-27 17:34:37 -07:00
6 changed files with 106 additions and 75 deletions
+92 -33
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@@ -5,7 +5,7 @@ import base64
import subprocess
import dataclasses
import logging
from asyncio import wait, sleep, gather, Semaphore, FIRST_COMPLETED, create_task
from asyncio import wait, sleep, gather, Semaphore, FIRST_COMPLETED, create_task, get_running_loop
from typing import Tuple, Awaitable, NoReturn, List, Union, Callable, Optional
from functools import cached_property
from distutils.util import strtobool
@@ -30,7 +30,7 @@ from lib.data_types import (
BenchmarkResult
)
VERSION = "0.2.0"
VERSION = "0.1.0"
MSG_HISTORY_LEN = 100
log = logging.getLogger(__file__)
@@ -47,7 +47,7 @@ class Backend:
This class is responsible for:
1. Tailing logs and updating load time metrics
2. Taking an EndpointHandler alongside incoming payload, preparing a json to be sent to the model, and
sending the request. It also updates metrics as it makes those requests.
sending the request. It also updates metrics as it makes those requests.
3. Running a benchmark from an EndpointHandler
"""
@@ -66,21 +66,19 @@ class Backend:
unsecured: bool = dataclasses.field(
default_factory=lambda: bool(strtobool(os.environ.get("UNSECURED", "false"))),
)
report_addr: str = dataclasses.field(
default_factory=lambda: os.environ.get("REPORT_ADDR", "https://run.vast.ai")
)
mtoken: str = dataclasses.field(
default_factory=lambda: os.environ.get("MASTER_TOKEN", "")
)
def __post_init__(self):
self.metrics = Metrics()
self.metrics._set_version(self.version)
self.metrics._set_mtoken(self.mtoken)
self._total_pubkey_fetch_errors = 0
self._pubkey = self._fetch_pubkey()
self.__start_healthcheck: bool = False
# NEW: FIFO queue + worker count
self.request_queue: "asyncio.Queue[tuple[EndpointHandler[ApiPayload_T], web.Request, asyncio.Future]]" = asyncio.Queue()
# If parallel allowed, let multiple workers drain the queue (order preserved by FIFO per worker; overall start order is FIFO).
self._num_workers: int = 1 if not self.allow_parallel_requests else int(os.environ.get("WORKERS", "4"))
@property
def pubkey(self) -> Optional[RSA.RsaKey]:
if self._pubkey is None:
@@ -98,6 +96,22 @@ class Backend:
timeout = ClientTimeout(total=None)
return ClientSession(self.model_server_url, timeout=timeout, connector=connector)
async def _worker(self):
while True:
handler, request, fut = await self.request_queue.get()
try:
# Skip if already cancelled while waiting in the queue
if fut.cancelled():
continue
res = await self.__process_enqueued_request(handler, request)
if not fut.cancelled():
fut.set_result(res)
except Exception as e:
if not fut.cancelled():
fut.set_exception(e)
finally:
self.request_queue.task_done()
def create_handler(
self,
handler: EndpointHandler[ApiPayload_T],
@@ -111,26 +125,59 @@ class Backend:
#######################################Private#######################################
def _fetch_pubkey(self):
report_addr = self.report_addr.rstrip("/")
command = ["curl", "-X", "GET", f"{report_addr}/pubkey/"]
try:
result = subprocess.check_output(command, universal_newlines=True)
log.debug("public key:")
log.debug(result)
key = RSA.import_key(result)
if key is not None:
return key
except (ValueError , subprocess.CalledProcessError) as e:
log.debug(f"Error downloading key: {e}")
self.backend_errored("Failed to get autoscaler pubkey")
command = ["curl", "-X", "GET", "https://run.vast.ai/pubkey/"]
result = subprocess.check_output(command, universal_newlines=True)
log.debug("public key:")
log.debug(result)
key = None
for _ in range(5):
try:
key = RSA.import_key(result)
break
except ValueError as e:
log.debug(f"Error downloading key: {e}")
time.sleep(15)
if key is None:
self._total_pubkey_fetch_errors += 1
if self._total_pubkey_fetch_errors >= MAX_PUBKEY_FETCH_ATTEMPTS:
self.backend_errored("Failed to get autoscaler pubkey")
return key
async def __handle_request(
self,
handler: EndpointHandler[ApiPayload_T],
request: web.Request,
) -> Union[web.Response, web.StreamResponse]:
"""use this function to forward requests to the model endpoint"""
"""use this function to enqueue requests for FIFO processing"""
loop = get_running_loop()
fut: asyncio.Future = loop.create_future()
# If the client disconnects while waiting in the FIFO, cancel the future so the worker skips it
cancel_watch = create_task(request.wait_for_disconnection())
def _cancel_if_disconnected(_):
if not fut.done():
fut.cancel()
cancel_watch.add_done_callback(_cancel_if_disconnected)
try:
await self.request_queue.put((handler, request, fut))
return await fut
except asyncio.CancelledError:
# Propagate cancellation to ensure aiohttp doesn't expect a response body
raise
finally:
# Best-effort cleanup of the watcher
cancel_watch.cancel()
async def __process_enqueued_request(
self,
handler: EndpointHandler[ApiPayload_T],
request: web.Request,
) -> Union[web.Response, web.StreamResponse]:
"""
This contains the original __handle_request logic and is invoked by workers,
ensuring FIFO execution via asyncio.Queue.
"""
try:
data = await request.json()
auth_data, payload = handler.get_data_from_request(data)
@@ -138,8 +185,11 @@ class Backend:
return web.json_response(data=e.message, status=422)
except json.JSONDecodeError:
return web.json_response(dict(error="invalid JSON"), status=422)
workload = payload.count_workload()
request_metrics: RequestMetrics = RequestMetrics(request_idx=auth_data.request_idx, reqnum=auth_data.reqnum, workload=workload, status="Created")
request_metrics: RequestMetrics = RequestMetrics(
request_idx=auth_data.request_idx, reqnum=auth_data.reqnum, workload=workload, status="Created"
)
async def cancel_api_call_if_disconnected() -> web.Response:
await request.wait_for_disconnection()
@@ -180,6 +230,8 @@ class Backend:
acquired = False
try:
self.metrics._request_start(request_metrics)
# Preserve existing semaphore behavior for serializing requests when requested
if self.allow_parallel_requests is False:
log.debug(f"Waiting to aquire Sem for reqnum:{request_metrics.reqnum}")
await self.sem.acquire()
@@ -189,6 +241,7 @@ class Backend:
)
else:
log.debug(f"Starting request for reqnum:{request_metrics.reqnum}")
done, pending = await wait(
[
create_task(make_request()),
@@ -256,8 +309,14 @@ class Backend:
self.backend_errored(str(e))
async def _start_tracking(self) -> None:
# Start the FIFO workers alongside existing loops
worker_tasks = tuple(self._worker() for _ in range(self._num_workers))
await gather(
self.__read_logs(), self.metrics._send_metrics_loop(), self.__healthcheck(), self.metrics._send_delete_requests_loop()
self.__read_logs(),
self.metrics._send_metrics_loop(),
self.__healthcheck(),
self.metrics._send_delete_requests_loop(),
*worker_tasks,
)
def backend_errored(self, msg: str) -> None:
@@ -289,7 +348,7 @@ class Backend:
message = {
key: value
for (key, value) in (dataclasses.asdict(auth_data).items())
if key != "signature" and key != "__request_id"
if key != "signature"
}
if auth_data.reqnum < (self.reqnum - MSG_HISTORY_LEN):
log.debug(
@@ -299,7 +358,7 @@ class Backend:
elif message in self.msg_history:
log.debug(f"message: {message} already in message history")
return False
elif verify_signature(json.dumps(message, indent=4, sort_keys=True), auth_data.signature):
elif verify_signature(json.dumps(message, indent=4), auth_data.signature):
self.reqnum = max(auth_data.reqnum, self.reqnum)
self.msg_history.append(message)
self.msg_history = self.msg_history[-MSG_HISTORY_LEN:]
@@ -318,10 +377,10 @@ class Backend:
with open(BENCHMARK_INDICATOR_FILE, "r") as f:
log.debug("already ran benchmark")
# trigger model load
# payload = self.benchmark_handler.make_benchmark_payload()
# _ = await self.__call_api(
# handler=self.benchmark_handler, payload=payload
# )
payload = self.benchmark_handler.make_benchmark_payload()
_ = await self.__call_api(
handler=self.benchmark_handler, payload=payload
)
return float(f.readline())
except FileNotFoundError:
pass
@@ -396,7 +455,7 @@ class Backend:
)
# some backends need a few seconds after logging successful startup before
# they can begin accepting requests
# await sleep(5)
await sleep(5)
try:
max_throughput = await run_benchmark()
self.__start_healthcheck = True
+4 -6
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@@ -65,12 +65,12 @@ class ApiPayload(ABC):
class AuthData:
"""data used to authenticate requester"""
signature: str
cost: str
endpoint: str
reqnum: int
request_idx: int
signature: str
url: str
request_idx: int
@classmethod
def from_json_msg(cls, json_msg: Dict[str, Any]):
@@ -190,12 +190,11 @@ class SystemMetrics:
self.additional_disk_usage = disk_usage - self.last_disk_usage
self.last_disk_usage = disk_usage
def reset(self, expected: float | None) -> None:
def reset(self):
# autoscaler excepts model_loading_time to be populated only once, when the instance has
# finished benchmarking and is ready to receive requests. This applies to restarted instances
# as well: they should send model_loading_time once when they are done loading
if self.model_loading_time == expected:
self.model_loading_time = None
self.model_loading_time = None
@dataclass
@@ -286,7 +285,6 @@ class AutoScalerData:
"""Data that is reported to autoscaler"""
id: int
mtoken: str
version: str
loadtime: float
cur_load: float
+9 -33
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@@ -28,7 +28,6 @@ def get_url() -> str:
@dataclass
class Metrics:
version: str = "0"
mtoken: str = ""
last_metric_update: float = 0.0
last_request_served: float = 0.0
update_pending: bool = False
@@ -143,16 +142,12 @@ class Metrics:
def _set_version(self, version: str) -> None:
self.version = version
def _set_mtoken(self, mtoken: str) -> None:
self.mtoken = mtoken
#######################################Private#######################################
async def __send_delete_requests_and_reset(self):
async def post(report_addr: str, idxs: list[int], success_flag: bool) -> bool:
data = {
"worker_id": self.id,
"mtoken": self.mtoken,
"request_idxs": idxs,
"success": success_flag,
}
@@ -185,10 +180,6 @@ class Metrics:
return # nothing to do
for report_addr in self.report_addr:
# TODO: Add a Redis subscriber queue for delete_requests
if report_addr == "https://cloud.vast.ai/api/v0":
# Patch: ignore the Redis API report_addr
continue
sent_success = True
sent_failed = True
@@ -209,14 +200,11 @@ class Metrics:
async def __send_metrics_and_reset(self):
loadtime_snapshot = self.system_metrics.model_loading_time
def compute_autoscaler_data() -> AutoScalerData:
return AutoScalerData(
id=self.id,
mtoken=self.mtoken,
version=self.version,
loadtime=(loadtime_snapshot or 0.0),
loadtime=(self.system_metrics.model_loading_time or 0.0),
new_load=self.model_metrics.workload_processing,
cur_load=self.model_metrics.cur_load,
rej_load=self.model_metrics.workload_rejected,
@@ -234,25 +222,17 @@ class Metrics:
async def send_data(report_addr: str) -> bool:
data = compute_autoscaler_data()
log_data = asdict(data)
def obfuscate(secret: str) -> str:
if secret is None:
return ""
return secret[:7] + "..." if len(secret) > 7 else ("*" * len(secret))
log_data["mtoken"] = obfuscate(log_data.get("mtoken"))
full_path = report_addr.rstrip("/") + "/worker_status/"
log.debug(
"\n".join(
[
"#" * 60,
f"sending data to autoscaler",
f"{json.dumps(log_data, indent=2)}",
f"{json.dumps((asdict(data)), indent=2)}",
"#" * 60,
]
)
)
full_path = report_addr.rstrip("/") + "/worker_status/"
for attempt in range(1, 4):
try:
session = await self.http()
@@ -272,15 +252,11 @@ class Metrics:
self.system_metrics.update_disk_usage()
sent = False
for report_addr in self.report_addr:
if await send_data(report_addr):
sent = True
success = await send_data(report_addr)
if success is True:
break
if sent:
# clear the one-shot loadtime only if we actually sent *this* value
self.system_metrics.reset(expected=loadtime_snapshot)
self.update_pending = False
self.model_metrics.reset()
self.last_metric_update = time.time()
self.update_pending = False
self.model_metrics.reset()
self.system_metrics.reset()
self.last_metric_update = time.time()
+1 -1
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@@ -9,7 +9,7 @@ ENV_PATH="$WORKSPACE_DIR/worker-env"
DEBUG_LOG="$WORKSPACE_DIR/debug.log"
PYWORKER_LOG="$WORKSPACE_DIR/pyworker.log"
REPORT_ADDR="${REPORT_ADDR:-https://run.vast.ai}"
REPORT_ADDR="${REPORT_ADDR:-https://cloud.vast.ai/api/v0,https://run.vast.ai}"
USE_SSL="${USE_SSL:-true}"
WORKER_PORT="${WORKER_PORT:-3000}"
mkdir -p "$WORKSPACE_DIR"
-1
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@@ -98,7 +98,6 @@ def call_text2image_workflow(
endpoint=route_response["endpoint"],
reqnum=route_response["reqnum"],
url=route_response["url"],
request_idx=route_response["request_idx"],
)
# Build the payload for the worker request
-1
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@@ -82,7 +82,6 @@ def call_custom_workflow_for_sd3(
endpoint=message["endpoint"],
reqnum=message["reqnum"],
url=message["url"],
request_idx=message["request_idx"],
)
workflow = {
"3": {