Compare commits

...

3 Commits

Author SHA1 Message Date
Colter Downing fd9d56e576 remove env var writing 2025-10-28 16:11:35 -07:00
Colter Downing 8d9ffb3a6c removed 5 sec sleep and warmup request on load 2025-10-28 15:28:30 -07:00
Colter Downing 5d5bc197d7 adding timings for cold start 2025-10-26 18:44:23 -07:00
3 changed files with 52 additions and 64 deletions
+26 -8
View File
@@ -73,6 +73,9 @@ class Backend:
self._total_pubkey_fetch_errors = 0
self._pubkey = self._fetch_pubkey()
self.__start_healthcheck: bool = False
self._model_tail_start_time = None
self._model_loaded_time = None
self._first_healthcheck_ok = False
@property
def pubkey(self) -> Optional[RSA.RsaKey]:
@@ -104,6 +107,7 @@ class Backend:
#######################################Private#######################################
def _fetch_pubkey(self):
t0 = time.time()
command = ["curl", "-X", "GET", "https://run.vast.ai/pubkey/"]
result = subprocess.check_output(command, universal_newlines=True)
log.debug("public key:")
@@ -120,6 +124,8 @@ class Backend:
self._total_pubkey_fetch_errors += 1
if self._total_pubkey_fetch_errors >= MAX_PUBKEY_FETCH_ATTEMPTS:
self.backend_errored("Failed to get autoscaler pubkey")
else:
log.debug(f"pubkey fetch+parse took {time.time()-t0:.2f}s")
return key
async def __handle_request(
@@ -240,6 +246,10 @@ class Backend:
log.debug(f"Performing healthcheck on {health_check_url}")
async with self.healthcheck_session.get(health_check_url) as response:
if response.status == 200:
if not self._first_healthcheck_ok:
if self._model_loaded_time:
log.debug(f"first healthcheck OK after {time.time()-self._model_loaded_time:.2f}s since ModelLoaded")
self._first_healthcheck_ok = True
log.debug("Healthcheck successful")
elif response.status == 503:
log.debug(f"Healthcheck failed with status: {response.status}")
@@ -315,17 +325,20 @@ 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
log.debug("Initial run to trigger model loading...")
t_bench0 = time.time()
payload = self.benchmark_handler.make_benchmark_payload()
await self.__call_api(handler=self.benchmark_handler, payload=payload)
log.debug(f"warmup request took {time.time()-t_bench0:.2f}s")
t_benchmark_loop0 = time.time()
max_throughput = 0
sum_throughput = 0
@@ -373,6 +386,7 @@ class Backend:
log.debug(
f"benchmark result: avg {average_throughput} workload per second, max {max_throughput}"
)
log.debug(f"benchmark loop took {time.time()-t_benchmark_loop0:.2f}s")
with open(BENCHMARK_INDICATOR_FILE, "w") as f:
f.write(str(max_throughput))
return max_throughput
@@ -385,14 +399,17 @@ class Backend:
for action, msg in self.log_actions:
match action:
case LogAction.ModelLoaded if msg in log_line:
log.debug(
f"Got log line indicating model is loaded: {log_line}"
)
now = time.time()
elapsed = now - self._model_tail_start_time
log.debug(f"ModelLoaded observed after {elapsed:.2f}s: {log_line}")
# some backends need a few seconds after logging successful startup before
# they can begin accepting requests
await sleep(5)
# await sleep(5)
try:
t_bench0 = time.time()
max_throughput = await run_benchmark()
self._model_loaded_time = time.time()
log.debug(f"benchmark total took {self._model_loaded_time - t_bench0:.2f}s")
self.__start_healthcheck = True
self.metrics._model_loaded(
max_throughput=max_throughput,
@@ -411,6 +428,7 @@ class Backend:
async def tail_log():
log.debug(f"tailing file: {self.model_log_file}")
self._model_tail_start_time = time.time()
async with await open_file(self.model_log_file) as f:
while True:
line = await f.readline()
+22 -55
View File
@@ -2,6 +2,9 @@
set -e -o pipefail
log() { echo "$(date +'%Y-%m-%d %H:%M:%S') $*"; }
step(){ _t0=$(date +%s); eval "$1"; _dt=$(($(date +%s)-_t0)); log "$2 took ${_dt}s"; }
WORKSPACE_DIR="${WORKSPACE_DIR:-/workspace}"
SERVER_DIR="$WORKSPACE_DIR/vast-pyworker"
@@ -41,33 +44,28 @@ echo_var DEBUG_LOG
echo_var PYWORKER_LOG
echo_var MODEL_LOG
# Populate /etc/environment with quoted values
if ! grep -q "VAST" /etc/environment; then
env -0 | grep -zEv "^(HOME=|SHLVL=)|CONDA" | while IFS= read -r -d '' line; do
name=${line%%=*}
value=${line#*=}
printf '%s="%s"\n' "$name" "$value"
done > /etc/environment
fi
# # Populate /etc/environment with quoted values
# if ! grep -q "VAST" /etc/environment; then
# env -0 | grep -zEv "^(HOME=|SHLVL=)|CONDA" | while IFS= read -r -d '' line; do
# name=${line%%=*}
# value=${line#*=}
# printf '%s="%s"\n' "$name" "$value"
# done > /etc/environment
# fi
if [ ! -d "$ENV_PATH" ]
then
echo "setting up venv"
if ! which uv; then
curl -LsSf https://astral.sh/uv/install.sh | sh
source ~/.local/bin/env
fi
step 'if ! which uv; then curl -LsSf https://astral.sh/uv/install.sh | sh; source ~/.local/bin/env; fi' "uv install"
# Fork testing
[[ ! -d $SERVER_DIR ]] && git clone "${PYWORKER_REPO:-https://github.com/vast-ai/pyworker}" "$SERVER_DIR"
if [[ -n ${PYWORKER_REF:-} ]]; then
(cd "$SERVER_DIR" && git checkout "$PYWORKER_REF")
fi
step '[[ ! -d $SERVER_DIR ]] && git clone "${PYWORKER_REPO:-https://github.com/vast-ai/pyworker}" "$SERVER_DIR"' "git clone"
step 'if [[ -n ${PYWORKER_REF:-} ]]; then (cd "$SERVER_DIR" && git checkout "$PYWORKER_REF"); fi' "git checkout"
uv venv --python-preference only-managed "$ENV_PATH" -p 3.10
source "$ENV_PATH/bin/activate"
uv pip install -r "${SERVER_DIR}/requirements.txt"
step 'uv venv --python-preference only-managed "$ENV_PATH" -p 3.10' "venv create"
step 'source "$ENV_PATH/bin/activate"' "venv activate"
step 'uv pip install -r "${SERVER_DIR}/requirements.txt"' "pip install requirements"
touch ~/.no_auto_tmux
else
@@ -80,39 +78,8 @@ fi
[ ! -d "$SERVER_DIR/workers/$BACKEND" ] && echo "$BACKEND not supported!" && exit 1
if [ "$USE_SSL" = true ]; then
cat << EOF > /etc/openssl-san.cnf
[req]
default_bits = 2048
distinguished_name = req_distinguished_name
req_extensions = v3_req
[req_distinguished_name]
countryName = US
stateOrProvinceName = CA
organizationName = Vast.ai Inc.
commonName = vast.ai
[v3_req]
basicConstraints = CA:FALSE
keyUsage = nonRepudiation, digitalSignature, keyEncipherment
subjectAltName = @alt_names
[alt_names]
IP.1 = 0.0.0.0
EOF
openssl req -newkey rsa:2048 -subj "/C=US/ST=CA/CN=pyworker.vast.ai/" \
-nodes \
-sha256 \
-keyout /etc/instance.key \
-out /etc/instance.csr \
-config /etc/openssl-san.cnf
curl --header 'Content-Type: application/octet-stream' \
--data-binary @//etc/instance.csr \
-X \
POST "https://console.vast.ai/api/v0/sign_cert/?instance_id=$CONTAINER_ID" > /etc/instance.crt;
step 'openssl req -newkey rsa:2048 -subj "/C=US/ST=CA/CN=pyworker.vast.ai/" -nodes -sha256 -keyout /etc/instance.key -out /etc/instance.csr -config /etc/openssl-san.cnf' "openssl csr"
step 'curl --header "Content-Type: application/octet-stream" --data-binary @//etc/instance.csr -X POST "https://console.vast.ai/api/v0/sign_cert/?instance_id=$CONTAINER_ID" > /etc/instance.crt' "sign cert"
fi
@@ -122,11 +89,11 @@ export REPORT_ADDR WORKER_PORT USE_SSL UNSECURED
cd "$SERVER_DIR"
echo "launching PyWorker server"
log "launching PyWorker server"
# if instance is rebooted, we want to clear out the log file so pyworker doesn't read lines
# from the run prior to reboot. past logs are saved in $MODEL_LOG.old for debugging only
[ -e "$MODEL_LOG" ] && cat "$MODEL_LOG" >> "$MODEL_LOG.old" && : > "$MODEL_LOG"
(python3 -m "workers.$BACKEND.server" |& tee -a "$PYWORKER_LOG") &
echo "launching PyWorker server done"
_t0=$(date +%s); (python3 -m "workers.$BACKEND.server" |& tee -a "$PYWORKER_LOG") & _dt=$(($(date +%s)-_t0)); log "PyWorker spawn took ${_dt}s"
log "launching PyWorker server done"
+4 -1
View File
@@ -6,10 +6,13 @@ from typing import Union, Type, Dict, Any, Optional
from aiohttp import web, ClientResponse
import nltk
import logging
import time
log = logging.getLogger(__name__)
t0 = time.time()
nltk.download("words")
WORD_LIST = nltk.corpus.words.words()
log = logging.getLogger(__name__)
print(f"{time.strftime('%Y-%m-%d %H:%M:%S')} NLTK words download+load took {time.time()-t0:.2f}s")
"""
Generic dataclass accepts any dictionary in input.