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beginner/serving_tutorial

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Serve PyTorch models at scale with Ray Serve#

Author: Ricardo Decal

This tutorial shows how to deploy a PyTorch model using Ray Serve with production-ready features.

What you will learn

How to create a production-ready PyTorch model deployment that can scale to thousands of nodes and GPUs
How to configure an HTTP endpoint for the deployment using FastAPI
Enable dynamic request batching for higher throughput
Configure autoscaling and per-replica CPU/GPU resource allocation
Load test the service with concurrent requests and monitor it with the Ray dashboard
How Ray Serve deployments can self-heal from failures
Ray Serve’s advanced features like model multiplexing and model composition.

Prerequisites

PyTorch v2.9+ and torchvision
Ray Serve (ray[serve]) v2.52.1+
A GPU is recommended for higher throughput but is not required

Ray Serve is a scalable framework for serving machine learning models in production. It’s built on top of Ray, which is a unified framework for scaling AI and Python applications that simplifies the complexities of distributed computing. Ray is also open source and part of the PyTorch Foundation.

Setup#

To install the dependencies, run:

pip install "ray[serve]" torch torchvision

Start by importing the required libraries:

import asyncio
import time
from typing import Any

from fastapi import FastAPI
from pydantic import BaseModel
import aiohttp
import numpy as np
import torch
import torch.nn as nn
from ray import serve
from torchvision.transforms import v2

Define a PyTorch model#

Define a simple convolutional neural network for the MNIST digit classification dataset:

class MNISTNet(nn.Module):
    def __init__(self):
        super().__init__()
        self.conv1 = nn.Conv2d(1, 32, 3, 1)
        self.dropout1 = nn.Dropout(0.25)
        self.conv2 = nn.Conv2d(32, 64, 3, 1)
        self.fc1 = nn.Linear(9216, 128)
        self.dropout2 = nn.Dropout(0.5)
        self.fc2 = nn.Linear(128, 10)

    def forward(self, x):
        x = self.conv1(x)
        x = nn.functional.relu(x)
        x = self.conv2(x)
        x = nn.functional.relu(x)
        x = nn.functional.max_pool2d(x, 2)
        x = self.dropout1(x)
        x = torch.flatten(x, 1)
        x = self.fc1(x)
        x = nn.functional.relu(x)
        x = self.dropout2(x)
        x = self.fc2(x)
        return nn.functional.log_softmax(x, dim=1)

Define the Ray Serve deployment#

To deploy this model with Ray Serve, wrap the model in a Python class and decorate it with @serve.deployment.

Processing requests in batches is more efficient than processing requests one by one, especially when using GPUs. Ray Serve provides built-in support for dynamic request batching, where individual incoming requests are opportunistically batched. Enable dynamic batching using the @serve.batch decorator as shown in the following code:

app = FastAPI()

class ImageRequest(BaseModel):  # Used for request validation and generating API documentation
    image: list[list[float]] | list[list[list[float]]]  # 2D or 3D array

@serve.deployment
@serve.ingress(app)
class MNISTClassifier:
    def __init__(self):
        self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
        self.model = MNISTNet().to(self.device)
        # Define the transformation pipeline for the input images.
        self.transform = v2.Compose([
            v2.ToImage(),
            v2.ToDtype(torch.float32, scale=True),
            # Mean and standard deviation of the MNIST training subset.
            v2.Normalize(mean=[0.1307], std=[0.3013]),
        ])

        self.model.eval()

    # batch_wait_timeout_s is the maximum time to wait for a full batch,
    # trading off latency for throughput.
    @serve.batch(max_batch_size=128, batch_wait_timeout_s=0.1)
    async def predict_batch(self, images: list[np.ndarray]) -> list[dict[str, Any]]:
        # Stack all images into a single tensor.
        batch_tensor = torch.cat([
            self.transform(img).unsqueeze(0)
            for img in images
        ]).to(self.device).float()

        # Single forward pass on the entire batch at once.
        with torch.no_grad():
            logits = self.model(batch_tensor)
            predictions = torch.argmax(logits, dim=1).cpu().numpy()

        # Unbatch the results and preserve their original order.
        return [
            {
                "predicted_label": int(pred),
                "logits": logit.cpu().numpy().tolist()
            }
            for pred, logit in zip(predictions, logits)
        ]

    @app.post("/")
    async def handle_request(self, request: ImageRequest):
        """Handle an incoming HTTP request using FastAPI.

        Inputs are automatically validated using the Pydantic model.
        """
        # Process the single request.
        image_array = np.array(request.image)

        # Ray Serve's @serve.batch automatically batches requests.
        result = await self.predict_batch(image_array)

        return result

This is a FastAPI app, which extends Ray Serve with features like automatic request validation with Pydantic, auto-generated OpenAPI-style API documentation, and more.

Configure autoscaling and resource allocation#

In production, traffic can vary significantly. Ray Serve’s autoscaling feature automatically adjusts the number of replicas based on traffic load, ensuring you have enough capacity during peaks while saving resources during quiet periods. Ray Serve scales to very large deployments with thousands of nodes and replicas.

You can also specify resource allocation per replica, such as the number of CPUs or GPUs. Ray Serve handles the orchestration of these resources across your cluster. Ray also supports fractional GPUs, allowing multiple replicas to share a single GPU when models are small enough to fit in memory together.

The following is a sample configuration with autoscaling and resource allocation:

num_cpus_per_replica = 1
num_gpus_per_replica = 1  # Set to 0 to run the model on CPUs instead of GPUs.
mnist_app = MNISTClassifier.options(
    autoscaling_config={
        "target_ongoing_requests": 50,  # Target 50 ongoing requests per replica.
        "min_replicas": 1,              # Keep at least 1 replica alive.
        "max_replicas": 80,             # Scale up to 80 replicas to maintain target_ongoing_requests.
        "upscale_delay_s": 5,           # Wait 5s before scaling up.
        "downscale_delay_s": 30,        # Wait 30s before scaling down.
    },
    # Max invocations to handle_request per replica to process simultaneously.
    # Requests exceeding this limit are queued by the router until capacity is available.
    max_ongoing_requests=200,
    # Max queue size for requests that exceed max_ongoing_requests.
    # If the queue is full, future requests are backpressured with errors until space is available.
    # -1 means the queue can grow until cluster memory is exhausted.
    max_queued_requests=-1,
    # Set the resources per replica.
    ray_actor_options={"num_cpus": num_cpus_per_replica, "num_gpus": num_gpus_per_replica}
).bind()

The app is ready to deploy. Suppose you ran this on a cluster of 10 machines, each with 4 GPUs. With num_gpus=0.5, Ray schedules 2 replicas per GPU, giving you 80 replicas across the cluster. This configuration permits the deployment to elastically scale up to 80 replicas as needed to handle traffic spikes and scale back down to 1 replica when traffic subsides.

Test the endpoint with concurrent requests#

To deploy the app, use the serve.run function:

# Start the Ray Serve application.
handle = serve.run(mnist_app, name="mnist_classifier")

2026-10-28 23:58:13,540 WARNING services.py:2213 -- WARNING: The object store is using /tmp/ray instead of /dev/shm because /dev/shm has only 2147471360 bytes available. This will harm performance! You may be able to free up space by deleting files in /dev/shm. If you are inside a Docker container, you can increase /dev/shm size by passing '--shm-size=10.24gb' to 'docker run' (or add it to the run_options list in a Ray cluster config). Make sure to set this to more than 30% of available RAM.
2026-10-28 23:58:14,690 INFO worker.py:2003 -- Started a local Ray instance. View the dashboard at http://127.0.0.1:8265
/usr/local/lib/python3.12/dist-packages/ray/_private/worker.py:2051: FutureWarning: Tip: In future versions of Ray, Ray will no longer override accelerator visible devices env var if num_gpus=0 or num_gpus=None (default). To enable this behavior and turn off this error message, set RAY_ACCEL_ENV_VAR_OVERRIDE_ON_ZERO=0
  warnings.warn(
(ProxyActor pid=16794) INFO 2026-10-28 23:58:16,925 proxy 169.254.172.9 -- Proxy starting on node c3cc503e0e26311691847ae5a0f1de6f4ae985c24a5d4d86d587dce1 (HTTP port: 8000).
(ProxyActor pid=16794) INFO 2026-10-28 23:58:16,981 proxy 169.254.172.9 -- Got updated endpoints: {}.
INFO 2026-10-28 23:58:16,983 serve 15914 -- Started Serve in namespace "serve".
(ServeController pid=16797) INFO 2026-10-28 23:58:17,082 controller 16797 -- Registering autoscaling state for deployment Deployment(name='MNISTClassifier', app='mnist_classifier')
(ServeController pid=16797) INFO 2026-10-28 23:58:17,083 controller 16797 -- Deploying new version of Deployment(name='MNISTClassifier', app='mnist_classifier') (initial target replicas: 1).
(ProxyActor pid=16794) INFO 2026-10-28 23:58:17,087 proxy 169.254.172.9 -- Got updated endpoints: {Deployment(name='MNISTClassifier', app='mnist_classifier'): EndpointInfo(route='/', app_is_cross_language=False, route_patterns=None)}.
(ProxyActor pid=16794) INFO 2026-10-28 23:58:17,092 proxy 169.254.172.9 -- Started <ray.serve._private.router.SharedRouterLongPollClient object at 0x7f90f13cf830>.
(ServeController pid=16797) INFO 2026-10-28 23:58:17,188 controller 16797 -- Adding 1 replica to Deployment(name='MNISTClassifier', app='mnist_classifier').
(ProxyActor pid=16794) INFO 2026-10-28 23:58:21,409 proxy 169.254.172.9 -- Got updated endpoints: {Deployment(name='MNISTClassifier', app='mnist_classifier'): EndpointInfo(route='/', app_is_cross_language=False, route_patterns=[])}.
INFO 2026-10-28 23:58:22,102 serve 15914 -- Application 'mnist_classifier' is ready at http://127.0.0.1:8000/.

You will see output similar to:

Started Serve in namespace "serve".
Registering autoscaling state for deployment Deployment(name='MNISTClassifier', app='mnist_classifier')
Deploying new version of Deployment(name='MNISTClassifier', app='mnist_classifier') (initial target replicas: 1).
Proxy starting on node ... (HTTP port: 8000).
Got updated endpoints: {}.
Got updated endpoints: {Deployment(name='MNISTClassifier', app='mnist_classifier'): EndpointInfo(route='/', app_is_cross_language=False, route_patterns=None)}.
Started <ray.serve._private.router.SharedRouterLongPollClient object at 0x73a53c52c250>.
Adding 1 replica to Deployment(name='MNISTClassifier', app='mnist_classifier').
Got updated endpoints: {Deployment(name='MNISTClassifier', app='mnist_classifier'): EndpointInfo(route='/', app_is_cross_language=False, route_patterns=['/', '/docs', '/docs/oauth2-redirect', '/openapi.json', '/redoc'])}.
Application 'mnist_classifier' is ready at http://127.0.0.1:8000/.

The app is now listening for requests on port 8000.

To test the deployment, you can send many requests concurrently using aiohttp. The following code demonstrates how to send 1000 concurrent requests to the app:

async def send_single_request(session, url, data):
    async with session.post(url, json=data) as response:
        return await response.json()

async def send_concurrent_requests(num_requests):
    image = np.random.rand(28, 28).tolist()

    print(f"Sending {num_requests} concurrent requests...")
    async with aiohttp.ClientSession() as session:
        tasks = [
            send_single_request(session, url="http://localhost:8000/", data={"image": image})
            for _ in range(num_requests)
        ]
        responses = await asyncio.gather(*tasks)

    return responses

# Run the concurrent requests.
start_time = time.time()
responses = asyncio.run(send_concurrent_requests(1000))
elapsed = time.time() - start_time

print(f"Processed {len(responses)} requests in {elapsed:.2f} seconds")
print(f"Throughput: {len(responses)/elapsed:.2f} requests/second")

Sending 1000 concurrent requests...
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,218 mnist_classifier_MNISTClassifier dbcvh4al a2d8f455-4af2-4b28-9e52-11223c7e3453 -- POST / 200 543.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,220 mnist_classifier_MNISTClassifier dbcvh4al d18e0b95-9b42-4f9b-9ee3-915b345a0619 -- POST / 200 542.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,221 mnist_classifier_MNISTClassifier dbcvh4al 9181b0cb-1da9-42f5-91c7-d12918186626 -- POST / 200 543.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,221 mnist_classifier_MNISTClassifier dbcvh4al f8e2890c-ff6b-4138-8781-f8430df0cb59 -- POST / 200 542.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,222 mnist_classifier_MNISTClassifier dbcvh4al 2d5b6a86-52ea-481a-9845-f08a2d891258 -- POST / 200 542.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,222 mnist_classifier_MNISTClassifier dbcvh4al ef2cb7bc-c942-4346-b9ae-25890d6a672c -- POST / 200 541.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,223 mnist_classifier_MNISTClassifier dbcvh4al 0d2e1dfc-9495-4476-96a5-fa3de71a76ea -- POST / 200 542.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,224 mnist_classifier_MNISTClassifier dbcvh4al ba6568c8-05d1-42b5-9dec-f5e7eaf74fc3 -- POST / 200 543.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,225 mnist_classifier_MNISTClassifier dbcvh4al 597efed1-4ae8-4777-8746-7411f9ac567f -- POST / 200 543.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,225 mnist_classifier_MNISTClassifier dbcvh4al dd0144af-7a26-430d-a7cc-751bf40255fd -- POST / 200 543.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,231 mnist_classifier_MNISTClassifier dbcvh4al 73bac385-abd0-4ebb-9ba0-e37a0996afb6 -- POST / 200 548.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,231 mnist_classifier_MNISTClassifier dbcvh4al 53a38a1c-76e6-4395-8090-5166fe308b32 -- POST / 200 547.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,231 mnist_classifier_MNISTClassifier dbcvh4al 10574eb1-520a-45c9-8cc9-2613f5fd5285 -- POST / 200 546.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,232 mnist_classifier_MNISTClassifier dbcvh4al 2327994e-bc85-45d5-a819-d93e26bf71d0 -- POST / 200 546.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,233 mnist_classifier_MNISTClassifier dbcvh4al 59891cce-3953-4b6b-a6c5-148c22b2abdc -- POST / 200 546.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,233 mnist_classifier_MNISTClassifier dbcvh4al 672e8787-5825-4353-acd0-eee84a0ad3a3 -- POST / 200 545.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,234 mnist_classifier_MNISTClassifier dbcvh4al 09498764-0843-4468-b8c9-57c8d39bad74 -- POST / 200 544.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,236 mnist_classifier_MNISTClassifier dbcvh4al 12ba1cd7-60ac-41f9-8dc9-0bb258735b3d -- POST / 200 545.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,236 mnist_classifier_MNISTClassifier dbcvh4al 23b11de2-cbaa-4f94-ae67-56bf61f3e9ff -- POST / 200 544.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,238 mnist_classifier_MNISTClassifier dbcvh4al 5d8cd4f2-172b-4c2f-bd9a-0084d635ba43 -- POST / 200 544.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,238 mnist_classifier_MNISTClassifier dbcvh4al 83f7fc5e-a408-41dc-938c-98e7dbf5e270 -- POST / 200 541.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,239 mnist_classifier_MNISTClassifier dbcvh4al c9a41ceb-52f1-4225-a190-1de8362cf3fd -- POST / 200 543.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,307 mnist_classifier_MNISTClassifier dbcvh4al a71a35e4-622c-4b6e-8abf-9b5a21f2629c -- POST / 200 609.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,312 mnist_classifier_MNISTClassifier dbcvh4al f2783565-585b-4851-a05a-61636951b8d1 -- POST / 200 614.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,313 mnist_classifier_MNISTClassifier dbcvh4al 5208b33f-98a2-4793-9e18-0e71e4ba2aee -- POST / 200 614.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,313 mnist_classifier_MNISTClassifier dbcvh4al 162a340d-11fe-47d4-b20e-b2a9c2943de6 -- POST / 200 612.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,313 mnist_classifier_MNISTClassifier dbcvh4al b855a71d-a03d-4afe-b92c-96f6da2523dc -- POST / 200 612.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,314 mnist_classifier_MNISTClassifier dbcvh4al 662d2dac-e200-4eb9-bead-0b74403a02ff -- POST / 200 612.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,315 mnist_classifier_MNISTClassifier dbcvh4al 541e9492-0e24-42f0-bb42-e06ed6dab527 -- POST / 200 610.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,315 mnist_classifier_MNISTClassifier dbcvh4al 884867de-d548-491c-ac47-144882dcc349 -- POST / 200 607.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,315 mnist_classifier_MNISTClassifier dbcvh4al 8f50ed74-5f53-4b8c-8cfb-49c5532069f7 -- POST / 200 607.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,316 mnist_classifier_MNISTClassifier dbcvh4al 2d414e8c-6054-4d02-9b64-ed82bd180323 -- POST / 200 607.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,318 mnist_classifier_MNISTClassifier dbcvh4al 8c400260-3597-413d-a097-378849e88199 -- POST / 200 608.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,399 mnist_classifier_MNISTClassifier dbcvh4al a9e3cef8-2b42-4ab6-8471-81ea48c694d3 -- POST / 200 689.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,404 mnist_classifier_MNISTClassifier dbcvh4al 0990a577-add1-4841-a3c7-f202efaae318 -- POST / 200 693.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,404 mnist_classifier_MNISTClassifier dbcvh4al 1d686194-6296-4fa3-ba4c-373480ca7b80 -- POST / 200 691.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,404 mnist_classifier_MNISTClassifier dbcvh4al b708a8fb-7434-4e60-b7a3-a9559933c9c7 -- POST / 200 690.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,404 mnist_classifier_MNISTClassifier dbcvh4al cb236615-8f5f-4362-83ce-5306ecae097d -- POST / 200 690.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,405 mnist_classifier_MNISTClassifier dbcvh4al c30697e8-f6de-452b-975a-8b88a5affa0f -- POST / 200 689.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,405 mnist_classifier_MNISTClassifier dbcvh4al e455a81f-b507-4ec3-a99b-8e9d2805665c -- POST / 200 687.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,405 mnist_classifier_MNISTClassifier dbcvh4al ffc1eaf7-7cfa-46fb-9c9a-658fe20d6c52 -- POST / 200 687.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,405 mnist_classifier_MNISTClassifier dbcvh4al de637a96-147d-4114-9960-5c29121f545b -- POST / 200 686.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,406 mnist_classifier_MNISTClassifier dbcvh4al d5bf4a5c-e5d8-4fdf-844c-445d98058a49 -- POST / 200 686.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,406 mnist_classifier_MNISTClassifier dbcvh4al e2c2cd9b-173b-40a9-a9b6-83befb3652e2 -- POST / 200 684.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,406 mnist_classifier_MNISTClassifier dbcvh4al 50d4c58f-b7c9-4c07-b246-099b97397ebd -- POST / 200 686.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,407 mnist_classifier_MNISTClassifier dbcvh4al 86a1d1ca-0eb4-4315-aa14-974300e00df8 -- POST / 200 684.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,407 mnist_classifier_MNISTClassifier dbcvh4al 738a39d2-9a8b-4bb3-9aa0-ff4810e2f756 -- POST / 200 684.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,407 mnist_classifier_MNISTClassifier dbcvh4al 195cf31d-bf01-44d5-942e-a0b4c0911015 -- POST / 200 682.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,408 mnist_classifier_MNISTClassifier dbcvh4al 6eef6880-3b47-4b64-b48f-206696e4fe00 -- POST / 200 684.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,408 mnist_classifier_MNISTClassifier dbcvh4al 20f1f610-1957-4b94-8d55-eb0bf6d5abe1 -- POST / 200 680.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,409 mnist_classifier_MNISTClassifier dbcvh4al 7c1f9a78-4ac0-4234-ba8a-e55014572b9b -- POST / 200 680.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,409 mnist_classifier_MNISTClassifier dbcvh4al 0b891dff-a204-4202-aa22-81bc48f7b429 -- POST / 200 680.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,409 mnist_classifier_MNISTClassifier dbcvh4al 38a3ea6f-1a45-457a-88ae-367447958cc6 -- POST / 200 677.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,410 mnist_classifier_MNISTClassifier dbcvh4al ae18e25e-b9ce-4d6d-a9d1-ff21282a3e11 -- POST / 200 678.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,411 mnist_classifier_MNISTClassifier dbcvh4al 61e50a4d-2b15-47a7-9a1e-8bd803be0cc7 -- POST / 200 678.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,411 mnist_classifier_MNISTClassifier dbcvh4al c1458916-b8f2-4b75-9827-61d793e0ceec -- POST / 200 678.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,412 mnist_classifier_MNISTClassifier dbcvh4al d9dc0ac0-ae70-44d9-9c44-5a25ca284b8f -- POST / 200 679.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,412 mnist_classifier_MNISTClassifier dbcvh4al c10f6bec-8751-4ae5-b45d-8a440fe42960 -- POST / 200 679.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,413 mnist_classifier_MNISTClassifier dbcvh4al 2bc9b641-8f4f-4757-9298-2b7ec161c1ad -- POST / 200 679.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,413 mnist_classifier_MNISTClassifier dbcvh4al 910eac1c-6668-4a2c-84b5-38f9b99727f6 -- POST / 200 675.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,414 mnist_classifier_MNISTClassifier dbcvh4al b960df62-0a45-437c-b3ae-70ae4ece4934 -- POST / 200 679.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,414 mnist_classifier_MNISTClassifier dbcvh4al 1d6ee036-0ecf-46d1-8c34-80dda3a609f6 -- POST / 200 679.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,415 mnist_classifier_MNISTClassifier dbcvh4al 5ad33753-6a02-446f-b64a-da786bd5ac40 -- POST / 200 679.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,420 mnist_classifier_MNISTClassifier dbcvh4al 24f0c01b-73e7-46fb-97f5-f4da1475b7fb -- POST / 200 683.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,420 mnist_classifier_MNISTClassifier dbcvh4al 25cd16a7-b4a5-4397-afb7-3eb46a2111f9 -- POST / 200 683.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,420 mnist_classifier_MNISTClassifier dbcvh4al 85ef0c67-cbfe-406c-945d-1aafabe1fe62 -- POST / 200 681.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,422 mnist_classifier_MNISTClassifier dbcvh4al c0298378-e5f6-4166-af91-f6f3ce0813d2 -- POST / 200 681.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,423 mnist_classifier_MNISTClassifier dbcvh4al d73d7b76-42bc-4e50-9836-66aa0c3c09cd -- POST / 200 680.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,423 mnist_classifier_MNISTClassifier dbcvh4al fadddd10-96f5-4a89-8a89-787d550a895c -- POST / 200 680.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,423 mnist_classifier_MNISTClassifier dbcvh4al f24277a3-ecd0-4ab8-a909-1fbb7779d8a5 -- POST / 200 680.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,423 mnist_classifier_MNISTClassifier dbcvh4al 403b2744-2927-4d7a-9981-656519ff6215 -- POST / 200 677.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,424 mnist_classifier_MNISTClassifier dbcvh4al 514582dd-ec70-4002-86eb-f630e8d0eade -- POST / 200 499.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,424 mnist_classifier_MNISTClassifier dbcvh4al a2f39641-da65-48b4-80a6-8a010b3749b9 -- POST / 200 499.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,424 mnist_classifier_MNISTClassifier dbcvh4al 45cbd4c8-cbd5-4d32-8665-4088579bc18c -- POST / 200 499.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,424 mnist_classifier_MNISTClassifier dbcvh4al 33c38de7-67f1-430d-aa75-b045b3aca758 -- POST / 200 498.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al 64aef75f-7dc7-4714-9b68-84d54a731051 -- POST / 200 497.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al d1316647-cdd5-49b9-b94b-2a7dbb26f763 -- POST / 200 497.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al cbb46a33-8373-4f8d-9236-489b3aeae2fc -- POST / 200 496.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al c508b12e-fc2f-4ee3-97d4-fcd6ca2c53ea -- POST / 200 496.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al 4d2fa405-f7b4-4c97-83c2-74f4fda4cf9f -- POST / 200 496.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,425 mnist_classifier_MNISTClassifier dbcvh4al a2f8f17b-1cfc-47d7-9dcc-1caf3e270703 -- POST / 200 495.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,426 mnist_classifier_MNISTClassifier dbcvh4al 9896fe79-4f09-468d-a4d5-1af871ad2700 -- POST / 200 496.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,427 mnist_classifier_MNISTClassifier dbcvh4al e98e3b71-c8fd-4f2f-9c59-22b69399153d -- POST / 200 496.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,428 mnist_classifier_MNISTClassifier dbcvh4al ea3a823a-fd67-452a-97de-5b762a2eef2b -- POST / 200 493.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,429 mnist_classifier_MNISTClassifier dbcvh4al 1472b9e6-223d-480b-9a47-92537fa0b3ec -- POST / 200 496.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,429 mnist_classifier_MNISTClassifier dbcvh4al cfe23099-3632-451f-be9e-d96d64031853 -- POST / 200 494.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,430 mnist_classifier_MNISTClassifier dbcvh4al 60d681c2-5bd8-484e-9173-31b6967f7eb8 -- POST / 200 495.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,430 mnist_classifier_MNISTClassifier dbcvh4al 51a680ae-d535-45af-9d7b-bd4a1bf60c2c -- POST / 200 495.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,430 mnist_classifier_MNISTClassifier dbcvh4al 52359393-cb3d-4dec-b9ff-ad4e84224859 -- POST / 200 494.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,430 mnist_classifier_MNISTClassifier dbcvh4al df80294e-f744-435c-ba63-8988e3075c88 -- POST / 200 494.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,431 mnist_classifier_MNISTClassifier dbcvh4al 5c63bc6b-da8c-4f9c-bd7c-4d04e8fc58e9 -- POST / 200 493.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,431 mnist_classifier_MNISTClassifier dbcvh4al dbe7f3f4-9ec2-4a1a-822c-b1b5692c7aa1 -- POST / 200 491.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,431 mnist_classifier_MNISTClassifier dbcvh4al 10439b4d-ea21-439a-a0f9-3ae4a42c821f -- POST / 200 490.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,432 mnist_classifier_MNISTClassifier dbcvh4al a1b28406-19d4-47bc-b2f7-a11feb9d85fe -- POST / 200 487.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,432 mnist_classifier_MNISTClassifier dbcvh4al aa4a80a8-cffd-449e-baca-118b88a74583 -- POST / 200 487.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,433 mnist_classifier_MNISTClassifier dbcvh4al 538de1e5-b9de-4a37-a3fe-de5e80784972 -- POST / 200 487.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,434 mnist_classifier_MNISTClassifier dbcvh4al f34f7f0d-e6d7-4e32-b655-ab69a505b888 -- POST / 200 487.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,434 mnist_classifier_MNISTClassifier dbcvh4al 10e40598-2589-4b72-9944-6b468483c88c -- POST / 200 486.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,434 mnist_classifier_MNISTClassifier dbcvh4al aa698a6a-f1f1-46e8-b8fc-ebb2a1c2e7c3 -- POST / 200 486.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,434 mnist_classifier_MNISTClassifier dbcvh4al 0f8c8a4b-5e5e-4198-a2bd-c118699ce35d -- POST / 200 486.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,524 mnist_classifier_MNISTClassifier dbcvh4al 70926db5-1e23-4694-9fed-66ae64935bb1 -- POST / 200 315.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,527 mnist_classifier_MNISTClassifier dbcvh4al 3d187503-1afa-4302-9f81-ef068830a21f -- POST / 200 316.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,527 mnist_classifier_MNISTClassifier dbcvh4al 0f47ce97-0de5-42e7-9352-2baf0ecfbb39 -- POST / 200 315.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,528 mnist_classifier_MNISTClassifier dbcvh4al 35f4f6b2-c60f-402f-9bee-b6d2ba79c8e9 -- POST / 200 288.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,530 mnist_classifier_MNISTClassifier dbcvh4al c1d79fd8-7338-470f-b9fd-e97d117422f2 -- POST / 200 289.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,531 mnist_classifier_MNISTClassifier dbcvh4al d82027d5-d559-457a-813c-222a23a12052 -- POST / 200 290.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,532 mnist_classifier_MNISTClassifier dbcvh4al 326dfb08-7acc-48a0-8f6c-9d3cbb704c59 -- POST / 200 291.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,533 mnist_classifier_MNISTClassifier dbcvh4al 374a91c9-c517-4830-9604-d4aaca6a8a97 -- POST / 200 291.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,534 mnist_classifier_MNISTClassifier dbcvh4al 43463ffd-eb0c-4fb4-a413-f84120bc3fa4 -- POST / 200 293.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,535 mnist_classifier_MNISTClassifier dbcvh4al 75bbce8c-361c-47d2-8d16-8ea677224972 -- POST / 200 291.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,535 mnist_classifier_MNISTClassifier dbcvh4al abbbee85-0eab-4d04-98ee-9ced4232f771 -- POST / 200 289.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,536 mnist_classifier_MNISTClassifier dbcvh4al 6852c4fa-725f-4eda-bce3-ea1509b39362 -- POST / 200 289.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,536 mnist_classifier_MNISTClassifier dbcvh4al c08191dc-aa98-4a13-a86f-4fbb7936a6e5 -- POST / 200 288.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,537 mnist_classifier_MNISTClassifier dbcvh4al 1593fc9b-9e5a-487c-9255-f0a7de458004 -- POST / 200 288.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,537 mnist_classifier_MNISTClassifier dbcvh4al 7d4d036f-32d2-4822-a2c7-8a3241fb3f0a -- POST / 200 288.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,537 mnist_classifier_MNISTClassifier dbcvh4al 16a75b7c-c60d-4ed6-b7dc-1d33d3ab7f52 -- POST / 200 288.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,537 mnist_classifier_MNISTClassifier dbcvh4al 0510394b-00d2-40eb-a518-1eeb4ed1eae6 -- POST / 200 288.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,539 mnist_classifier_MNISTClassifier dbcvh4al 4a70a391-79a7-47f0-bfc1-5ade0d857908 -- POST / 200 289.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,540 mnist_classifier_MNISTClassifier dbcvh4al 4e559d29-9bd4-4a30-afd1-c4f5c34bc6be -- POST / 200 289.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,545 mnist_classifier_MNISTClassifier dbcvh4al 8676e734-e2ad-476f-8895-54cf76075d47 -- POST / 200 293.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,549 mnist_classifier_MNISTClassifier dbcvh4al 961d0af1-474c-489f-b34b-ebd791c6eee2 -- POST / 200 297.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,549 mnist_classifier_MNISTClassifier dbcvh4al ad7c735e-fb59-40b9-b381-eeebeeb50dcb -- POST / 200 296.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,550 mnist_classifier_MNISTClassifier dbcvh4al ac638914-5e51-414e-a64b-1a3362a231a6 -- POST / 200 267.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,560 mnist_classifier_MNISTClassifier dbcvh4al 6305c892-2c8d-4111-b508-680e745e48ad -- POST / 200 277.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,561 mnist_classifier_MNISTClassifier dbcvh4al a5729149-4d00-4a30-81cd-7be28012e259 -- POST / 200 273.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,566 mnist_classifier_MNISTClassifier dbcvh4al f4758e9f-674d-4296-a409-9cab90b56018 -- POST / 200 271.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,566 mnist_classifier_MNISTClassifier dbcvh4al 3f10077f-0772-4f38-a5a8-f0f85a9b3c5c -- POST / 200 274.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,569 mnist_classifier_MNISTClassifier dbcvh4al 4e567623-71c9-42af-ac46-0b00728f158f -- POST / 200 273.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,569 mnist_classifier_MNISTClassifier dbcvh4al 57697aca-1d9b-410b-9471-dcc488a01fa6 -- POST / 200 275.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,569 mnist_classifier_MNISTClassifier dbcvh4al 5ecad6cf-50dd-4d58-956b-5aa2e398598d -- POST / 200 273.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,569 mnist_classifier_MNISTClassifier dbcvh4al 54591b89-a652-4cc1-a65e-520cde1586d2 -- POST / 200 272.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,570 mnist_classifier_MNISTClassifier dbcvh4al b84bbe14-63e1-45ff-b7af-776883867017 -- POST / 200 271.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,570 mnist_classifier_MNISTClassifier dbcvh4al 269f0039-ea0b-46ef-8475-5e26271e6daa -- POST / 200 270.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,571 mnist_classifier_MNISTClassifier dbcvh4al 79de7a4a-2440-4d2f-88e3-e3b837ea1fba -- POST / 200 151.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,571 mnist_classifier_MNISTClassifier dbcvh4al 9c89a8af-89db-404c-b3bc-cf46e714417a -- POST / 200 159.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,571 mnist_classifier_MNISTClassifier dbcvh4al 7c8f58cd-a678-43a5-9962-5cdbe4d5736d -- POST / 200 152.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,572 mnist_classifier_MNISTClassifier dbcvh4al dc6cff8c-4e9d-4db5-9326-71ab35bac6cd -- POST / 200 145.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,685 mnist_classifier_MNISTClassifier dbcvh4al 354783bb-bdab-43ba-88d9-486524b09e29 -- POST / 200 250.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,686 mnist_classifier_MNISTClassifier dbcvh4al c12e5f4b-3eb9-4b24-9d31-0bed367d9182 -- POST / 200 250.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,686 mnist_classifier_MNISTClassifier dbcvh4al ca2e7c0c-1877-49a6-9281-9e64af606ee5 -- POST / 200 250.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,687 mnist_classifier_MNISTClassifier dbcvh4al 28381449-e725-4025-abb3-8bc39e5556fe -- POST / 200 247.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,687 mnist_classifier_MNISTClassifier dbcvh4al 63d37e33-f59c-4ff4-8d25-9be61e972a51 -- POST / 200 247.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,688 mnist_classifier_MNISTClassifier dbcvh4al 92854679-e5e3-48fd-8764-c2ad1f9cb5e9 -- POST / 200 246.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,688 mnist_classifier_MNISTClassifier dbcvh4al 73db2642-4583-46aa-be35-53d81606d7f4 -- POST / 200 222.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,689 mnist_classifier_MNISTClassifier dbcvh4al 7b989566-b7ce-49e7-991f-4c197ada4f0e -- POST / 200 246.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,689 mnist_classifier_MNISTClassifier dbcvh4al 2a2ace5e-f799-4e78-b432-ebb1cfae0ad8 -- POST / 200 246.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,690 mnist_classifier_MNISTClassifier dbcvh4al 334dda04-7586-40a2-a2c9-013e8f1f230f -- POST / 200 246.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,690 mnist_classifier_MNISTClassifier dbcvh4al 06417416-9b33-4a60-a18c-0bff53980004 -- POST / 200 244.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,690 mnist_classifier_MNISTClassifier dbcvh4al 0cb46cc7-96c2-4ec6-87c0-233ba1fc96c7 -- POST / 200 243.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,691 mnist_classifier_MNISTClassifier dbcvh4al 589b8160-de80-4c6a-ba41-62a0e5b5f846 -- POST / 200 243.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,691 mnist_classifier_MNISTClassifier dbcvh4al a5a9b480-bf6a-48ea-a868-4d854904f200 -- POST / 200 244.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,693 mnist_classifier_MNISTClassifier dbcvh4al 6b62ac47-6eb1-48b3-ae9d-1f3cb25b8f4d -- POST / 200 245.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,693 mnist_classifier_MNISTClassifier dbcvh4al 1cfe3850-dfcf-45e6-b1b5-2aba5fa8a7a2 -- POST / 200 245.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,694 mnist_classifier_MNISTClassifier dbcvh4al 4716a78f-1af7-4ec4-b2c1-e24945b1b11c -- POST / 200 245.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,694 mnist_classifier_MNISTClassifier dbcvh4al c5aa6b3a-85ee-4490-b521-602b5e8b5595 -- POST / 200 246.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,695 mnist_classifier_MNISTClassifier dbcvh4al 10f767e9-fe92-434b-88de-060eb8c30c7e -- POST / 200 246.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,695 mnist_classifier_MNISTClassifier dbcvh4al 61a727ff-e646-4617-8ae5-4069dcf841c9 -- POST / 200 246.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,695 mnist_classifier_MNISTClassifier dbcvh4al cc96dfdc-d954-4958-b052-2b8f67af0398 -- POST / 200 246.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,696 mnist_classifier_MNISTClassifier dbcvh4al 0ad6b773-edb2-4fc6-9591-9e7deb242e29 -- POST / 200 246.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,696 mnist_classifier_MNISTClassifier dbcvh4al e6a385d4-099c-4a6c-9c54-a39e4e2699d5 -- POST / 200 243.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,696 mnist_classifier_MNISTClassifier dbcvh4al 0baf8089-dd1f-41bb-9e25-bb385ea00090 -- POST / 200 243.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,696 mnist_classifier_MNISTClassifier dbcvh4al c5c6d27e-f4c2-4d22-b73d-cf2dffb9be5e -- POST / 200 243.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,696 mnist_classifier_MNISTClassifier dbcvh4al 1650ed2a-dc14-4971-9bf9-71162d0fe6b7 -- POST / 200 239.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,697 mnist_classifier_MNISTClassifier dbcvh4al e59cf82e-48e0-4860-9f46-5c8ebfaf67e0 -- POST / 200 233.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,697 mnist_classifier_MNISTClassifier dbcvh4al 3a9145b3-f005-47d8-9f3a-8a5f5e2db5d9 -- POST / 200 233.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,697 mnist_classifier_MNISTClassifier dbcvh4al e563c224-d913-4cec-8e4e-5ff75064913f -- POST / 200 230.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,697 mnist_classifier_MNISTClassifier dbcvh4al 6bb7fd68-d6ba-4f73-a24e-f6c4f049a31f -- POST / 200 198.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,698 mnist_classifier_MNISTClassifier dbcvh4al ed94be92-75fe-42cf-9b21-5a667ef6500e -- POST / 200 197.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,698 mnist_classifier_MNISTClassifier dbcvh4al 8fd235a3-6591-4953-891c-141c9cdabc0a -- POST / 200 198.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,698 mnist_classifier_MNISTClassifier dbcvh4al 94baa6f8-c01c-43b6-986f-592d2af0d70b -- POST / 200 230.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,698 mnist_classifier_MNISTClassifier dbcvh4al 6556f602-0c26-4082-a0f8-b1bc3c3b1a8c -- POST / 200 210.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,699 mnist_classifier_MNISTClassifier dbcvh4al 13f6b7fd-7d85-4da3-a866-4cb5cd9576d9 -- POST / 200 210.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,699 mnist_classifier_MNISTClassifier dbcvh4al aad4aa5b-731f-47e3-b683-ee13d96c02e0 -- POST / 200 209.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,699 mnist_classifier_MNISTClassifier dbcvh4al 37dc30ac-3563-4201-894b-ac88c4bb2beb -- POST / 200 208.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,700 mnist_classifier_MNISTClassifier dbcvh4al c59de0a6-b798-477d-b10e-82b9d4fd549f -- POST / 200 202.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,700 mnist_classifier_MNISTClassifier dbcvh4al 5a570355-0cef-4490-948a-117bde9a99fe -- POST / 200 201.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,700 mnist_classifier_MNISTClassifier dbcvh4al 9ee8aa97-c2c3-44c1-80dd-1e42220b92f8 -- POST / 200 199.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,701 mnist_classifier_MNISTClassifier dbcvh4al d8abcae1-34eb-4190-b78b-7941a77a2e70 -- POST / 200 199.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,701 mnist_classifier_MNISTClassifier dbcvh4al 2e066fc4-e157-4496-a67c-30afe80e2254 -- POST / 200 199.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,702 mnist_classifier_MNISTClassifier dbcvh4al 00a29a15-b6bc-4f70-a65d-c0ea1e67b84c -- POST / 200 199.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,702 mnist_classifier_MNISTClassifier dbcvh4al 0e1f9640-55d1-464b-a4f2-c5002dd32b80 -- POST / 200 199.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,703 mnist_classifier_MNISTClassifier dbcvh4al abd0d0be-10a1-439c-b488-a2692821b4fa -- POST / 200 199.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,703 mnist_classifier_MNISTClassifier dbcvh4al 69058b44-97d2-445c-ad39-707e47cea531 -- POST / 200 199.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,703 mnist_classifier_MNISTClassifier dbcvh4al f9607373-13b0-4bde-a7f0-b3eb9b3acd34 -- POST / 200 198.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,704 mnist_classifier_MNISTClassifier dbcvh4al 0ce2ef24-24bb-424d-97da-fa98d88cddda -- POST / 200 197.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,704 mnist_classifier_MNISTClassifier dbcvh4al 5169a653-5981-4ed0-a789-7c3d343cdea6 -- POST / 200 197.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,704 mnist_classifier_MNISTClassifier dbcvh4al 4f5ce6fc-70c3-4ab4-b717-3810ccdff3f6 -- POST / 200 197.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,704 mnist_classifier_MNISTClassifier dbcvh4al 92213c9d-fa98-40d2-b39c-54582913c49b -- POST / 200 196.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al 0c46eccd-a702-4591-b2d8-864cbcce8de1 -- POST / 200 195.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al 5ebbd87a-57d2-4e43-9a9d-b8968a6bad27 -- POST / 200 195.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al 55ba41c1-fa33-4c90-ba96-71b5bfff2760 -- POST / 200 195.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al 61b41e1a-8580-471e-bbb7-7b2d7d8f03fe -- POST / 200 194.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al afa6c01e-03d3-4ac7-a0a5-edf751ad5e1b -- POST / 200 194.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,705 mnist_classifier_MNISTClassifier dbcvh4al 7eb39451-26dd-4890-9fcb-c91a008c99f1 -- POST / 200 169.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,706 mnist_classifier_MNISTClassifier dbcvh4al fd4c4676-13f8-4c40-8380-f9a10bcfe306 -- POST / 200 170.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,706 mnist_classifier_MNISTClassifier dbcvh4al 45110e82-84fc-4b84-9fe1-bd55e7530800 -- POST / 200 146.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,707 mnist_classifier_MNISTClassifier dbcvh4al f517d695-d4a3-4de8-8a31-89671aea7dac -- POST / 200 147.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,708 mnist_classifier_MNISTClassifier dbcvh4al 3d265e83-bf43-49b1-8de9-45e2e36fb939 -- POST / 200 135.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,798 mnist_classifier_MNISTClassifier dbcvh4al d5c8dc45-c46a-4e83-a6eb-239f8b8153a9 -- POST / 200 222.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,800 mnist_classifier_MNISTClassifier dbcvh4al 73c4b2ae-5366-4018-8c35-cea615bd281e -- POST / 200 220.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,802 mnist_classifier_MNISTClassifier dbcvh4al 6021700c-23dd-4e60-ba3e-20d3b7b20140 -- POST / 200 218.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,802 mnist_classifier_MNISTClassifier dbcvh4al 08141af9-f70e-487c-8436-ffdd37e6cc63 -- POST / 200 220.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,803 mnist_classifier_MNISTClassifier dbcvh4al 5c672f41-a5dd-4df8-92c4-b01e392f4baf -- POST / 200 218.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,803 mnist_classifier_MNISTClassifier dbcvh4al ca3fdb83-c2ce-4066-acea-e65793d720a2 -- POST / 200 218.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,805 mnist_classifier_MNISTClassifier dbcvh4al 405e25bb-91f0-4b49-8b1d-1c5c82a37cda -- POST / 200 220.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,806 mnist_classifier_MNISTClassifier dbcvh4al 04c3f2f2-1c4b-41cf-aba4-883078e2a81c -- POST / 200 219.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,807 mnist_classifier_MNISTClassifier dbcvh4al bff16305-46f7-4899-b33f-4e2af4a1eedd -- POST / 200 223.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,807 mnist_classifier_MNISTClassifier dbcvh4al 33bfc6f9-3cfa-4327-8ce9-a2de294d3c61 -- POST / 200 220.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,809 mnist_classifier_MNISTClassifier dbcvh4al 39d593a0-b729-4331-bfc6-14d44113bf53 -- POST / 200 221.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,810 mnist_classifier_MNISTClassifier dbcvh4al 61ce5dbd-a7b1-41cd-bf3e-0ed0899cb3ca -- POST / 200 221.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,811 mnist_classifier_MNISTClassifier dbcvh4al e5ecd6de-6dfe-44c8-b35a-0bb8bc95049a -- POST / 200 222.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,812 mnist_classifier_MNISTClassifier dbcvh4al 6636347a-1f7c-47e0-a2d4-36f86d779b2b -- POST / 200 222.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,812 mnist_classifier_MNISTClassifier dbcvh4al 0397c918-e55c-4d22-b067-19ac9ab01cfe -- POST / 200 223.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,815 mnist_classifier_MNISTClassifier dbcvh4al 2b3b053b-5efd-48f8-8b31-4ffc7593fd25 -- POST / 200 224.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,816 mnist_classifier_MNISTClassifier dbcvh4al 01bf7516-52d5-4b8e-afe0-5c9e85647f60 -- POST / 200 223.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,817 mnist_classifier_MNISTClassifier dbcvh4al d2a39718-86da-428d-95fd-8a6123e83a6c -- POST / 200 218.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,818 mnist_classifier_MNISTClassifier dbcvh4al ce406a32-db05-4ae5-b5d4-94c04bfe8bb0 -- POST / 200 223.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,819 mnist_classifier_MNISTClassifier dbcvh4al 44995e61-71bf-40d8-9285-9c903d478a14 -- POST / 200 221.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,819 mnist_classifier_MNISTClassifier dbcvh4al 256419e1-8237-48e9-98ff-8b7deeb69480 -- POST / 200 219.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,820 mnist_classifier_MNISTClassifier dbcvh4al 894c5f6b-7f2c-4b2c-97d0-8e2c1d16a82d -- POST / 200 217.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,824 mnist_classifier_MNISTClassifier dbcvh4al cf469f40-3cff-48cb-9b3b-13150a38c97d -- POST / 200 221.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,825 mnist_classifier_MNISTClassifier dbcvh4al d27a0838-d2fb-420d-b205-79b695f2c9bf -- POST / 200 221.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,825 mnist_classifier_MNISTClassifier dbcvh4al 4d2769d3-0fcb-4876-b2d0-5c665b91c090 -- POST / 200 221.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,828 mnist_classifier_MNISTClassifier dbcvh4al df8ea1ab-b49f-4b48-88ed-fad134ecc242 -- POST / 200 225.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,830 mnist_classifier_MNISTClassifier dbcvh4al a2e1fc31-11cc-4eed-9850-50d94bff2718 -- POST / 200 224.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,830 mnist_classifier_MNISTClassifier dbcvh4al f7f49fdb-50d5-425b-a092-14f1c4678ce4 -- POST / 200 226.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,831 mnist_classifier_MNISTClassifier dbcvh4al b7a49b0c-da8c-4a3f-82d6-e17f6ef44a37 -- POST / 200 224.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,833 mnist_classifier_MNISTClassifier dbcvh4al c29198d5-1b08-482f-b004-a87f0bf040fd -- POST / 200 226.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,834 mnist_classifier_MNISTClassifier dbcvh4al 0f6b7905-fb8a-4134-8305-8a15975f60fa -- POST / 200 226.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,834 mnist_classifier_MNISTClassifier dbcvh4al 805c3ca3-a182-4546-a2b5-7740b7d2fe2f -- POST / 200 225.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,834 mnist_classifier_MNISTClassifier dbcvh4al f96a41f7-c0a0-4e75-ba67-2e69f2c600c9 -- POST / 200 223.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,835 mnist_classifier_MNISTClassifier dbcvh4al 36f4e8a7-ee47-4be1-bbfb-0396cff00fbc -- POST / 200 223.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,837 mnist_classifier_MNISTClassifier dbcvh4al e96941dc-4688-4a99-8336-7dd7a5af7126 -- POST / 200 223.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,838 mnist_classifier_MNISTClassifier dbcvh4al c0d713f2-dadd-48f8-811e-3ce91ef4e381 -- POST / 200 224.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,838 mnist_classifier_MNISTClassifier dbcvh4al bea165ca-d2c7-47a6-ba69-a7105819b7e1 -- POST / 200 224.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,838 mnist_classifier_MNISTClassifier dbcvh4al 60800fdf-1652-4c07-a3ad-bdb7f9e11ba5 -- POST / 200 225.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:23,839 mnist_classifier_MNISTClassifier dbcvh4al f0582b9d-d494-461e-99bc-178b3d390248 -- POST / 200 223.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,088 mnist_classifier_MNISTClassifier dbcvh4al 893c36c3-926c-484d-b7d4-8d4f89bd672a -- POST / 200 379.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,089 mnist_classifier_MNISTClassifier dbcvh4al 371f254a-8cda-491b-b41b-d36ebf66bcc9 -- POST / 200 380.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,089 mnist_classifier_MNISTClassifier dbcvh4al 358e9d0c-c9a0-4d7b-8c96-09dfd20fe4fc -- POST / 200 379.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,090 mnist_classifier_MNISTClassifier dbcvh4al 37059f30-43df-4793-bd11-756ea71fc8e3 -- POST / 200 380.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,090 mnist_classifier_MNISTClassifier dbcvh4al 67dae14d-fd3b-46fb-bd2c-70e9a366602d -- POST / 200 377.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,092 mnist_classifier_MNISTClassifier dbcvh4al da01044f-b0a1-4df0-b1a9-cd98be0d3beb -- POST / 200 376.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,092 mnist_classifier_MNISTClassifier dbcvh4al b9a8a521-89c8-4d19-8d6b-581904c8deed -- POST / 200 373.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,092 mnist_classifier_MNISTClassifier dbcvh4al a57f70a3-f905-4de0-b577-e8a3ca32aed5 -- POST / 200 367.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,093 mnist_classifier_MNISTClassifier dbcvh4al 1a531255-d929-4804-8501-c158ed42bae6 -- POST / 200 365.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,093 mnist_classifier_MNISTClassifier dbcvh4al 2ebeac79-77e6-4423-8bfe-aad7463c579c -- POST / 200 380.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,094 mnist_classifier_MNISTClassifier dbcvh4al 47b2c256-62d6-4abf-b9de-8f31c505f53e -- POST / 200 361.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,094 mnist_classifier_MNISTClassifier dbcvh4al 4f7638f3-07c5-4cce-80a5-98e020d004c0 -- POST / 200 365.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,096 mnist_classifier_MNISTClassifier dbcvh4al 26d89a6f-9fae-4566-b76c-e758a892599b -- POST / 200 365.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,096 mnist_classifier_MNISTClassifier dbcvh4al 238fee9e-bb40-4e76-a131-3ee6f8c410c7 -- POST / 200 365.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,096 mnist_classifier_MNISTClassifier dbcvh4al d2d2319f-a0e6-405c-a709-faef97bdf98b -- POST / 200 355.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,097 mnist_classifier_MNISTClassifier dbcvh4al 90385f60-4b26-4608-8b6a-e21a8b0c73b4 -- POST / 200 355.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,100 mnist_classifier_MNISTClassifier dbcvh4al 24f3e10c-d8dd-49b1-9cc8-b9090fe91530 -- POST / 200 356.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,119 mnist_classifier_MNISTClassifier dbcvh4al b1805a9b-5aa7-47a3-a3ca-7f893c7cca6f -- POST / 200 375.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,123 mnist_classifier_MNISTClassifier dbcvh4al f71ce4e4-2a0c-46c1-9a75-1e15728de984 -- POST / 200 378.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,124 mnist_classifier_MNISTClassifier dbcvh4al 6b0fa02e-0e2a-4bdd-af0c-860715abd1e8 -- POST / 200 377.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,248 mnist_classifier_MNISTClassifier dbcvh4al 6bc2d32a-4277-4df3-9afe-df4ecfb01730 -- POST / 200 498.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,249 mnist_classifier_MNISTClassifier dbcvh4al 3caee327-5878-47f1-854a-2331b3a28f7c -- POST / 200 500.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,249 mnist_classifier_MNISTClassifier dbcvh4al ab79bbcb-fdf5-4211-bf3c-6758f2aac5ca -- POST / 200 498.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,250 mnist_classifier_MNISTClassifier dbcvh4al b9eddaa7-7c2c-478f-8c1b-a49bedd80e5d -- POST / 200 497.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,250 mnist_classifier_MNISTClassifier dbcvh4al a05b8521-d43c-499f-9ae3-09109d7e4d87 -- POST / 200 498.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,251 mnist_classifier_MNISTClassifier dbcvh4al 9e9dfe79-c3a4-4b79-a2f0-fcbff6cf12b5 -- POST / 200 496.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,252 mnist_classifier_MNISTClassifier dbcvh4al b519670a-e281-4aba-96d6-cb5305379144 -- POST / 200 496.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,252 mnist_classifier_MNISTClassifier dbcvh4al f2c381cd-9345-4314-907c-425951648eb6 -- POST / 200 496.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,252 mnist_classifier_MNISTClassifier dbcvh4al cef35e24-73c1-40b2-adda-6f84ab43445d -- POST / 200 495.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,253 mnist_classifier_MNISTClassifier dbcvh4al 63902f23-6508-4d07-b593-b0a4789edcd4 -- POST / 200 495.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,253 mnist_classifier_MNISTClassifier dbcvh4al 73d2b32c-d608-4029-92e3-0689b175139c -- POST / 200 495.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,253 mnist_classifier_MNISTClassifier dbcvh4al 22177f18-07af-434e-9323-d3f3181087f3 -- POST / 200 494.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,253 mnist_classifier_MNISTClassifier dbcvh4al 432dc0e0-4b52-45b1-ae76-e16019d40145 -- POST / 200 494.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,254 mnist_classifier_MNISTClassifier dbcvh4al 959f8056-f2df-45e0-9d5a-64815d801ace -- POST / 200 491.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,254 mnist_classifier_MNISTClassifier dbcvh4al 183f6687-a192-4e7c-87cc-61f28bd8b6d0 -- POST / 200 500.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,254 mnist_classifier_MNISTClassifier dbcvh4al e5cdd4b5-0d87-4f9d-b0ba-439b82ee4fb2 -- POST / 200 487.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,255 mnist_classifier_MNISTClassifier dbcvh4al e1cb891e-5416-4dea-ac63-effe19a8f1e0 -- POST / 200 492.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,255 mnist_classifier_MNISTClassifier dbcvh4al 183aefc0-8db0-43cb-a7bb-2576480478ca -- POST / 200 492.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,256 mnist_classifier_MNISTClassifier dbcvh4al 40e573fa-d403-4b74-9f9e-8ef5b6692910 -- POST / 200 491.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,256 mnist_classifier_MNISTClassifier dbcvh4al bb390cfa-02c1-4339-9122-9a97e85d9625 -- POST / 200 491.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,257 mnist_classifier_MNISTClassifier dbcvh4al 522d6128-2e80-44a5-a66d-5e452f48041f -- POST / 200 492.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,258 mnist_classifier_MNISTClassifier dbcvh4al 7494530b-4112-4bd5-8d02-1642e5957197 -- POST / 200 492.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,261 mnist_classifier_MNISTClassifier dbcvh4al 5772699e-005d-4d61-babd-0d6a5179fd54 -- POST / 200 493.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,263 mnist_classifier_MNISTClassifier dbcvh4al 42af4e91-5850-4af9-bf7f-803199617507 -- POST / 200 500.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,263 mnist_classifier_MNISTClassifier dbcvh4al 47d168d9-dd3e-4569-a09b-04e79fede323 -- POST / 200 495.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,263 mnist_classifier_MNISTClassifier dbcvh4al d7d3cba6-4ba4-4f2c-b506-a3fed3c551f0 -- POST / 200 495.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,264 mnist_classifier_MNISTClassifier dbcvh4al b426a501-a07d-4e95-9311-95d328c538f5 -- POST / 200 496.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,264 mnist_classifier_MNISTClassifier dbcvh4al 8fe8537a-bd21-4d00-8721-29631fbaf548 -- POST / 200 495.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,265 mnist_classifier_MNISTClassifier dbcvh4al c8b1088e-85e0-4054-9000-7e425fcb85b4 -- POST / 200 495.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,266 mnist_classifier_MNISTClassifier dbcvh4al aa7da3d8-0cc1-4e49-819c-21ad7db4cd9d -- POST / 200 495.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,266 mnist_classifier_MNISTClassifier dbcvh4al a6f76b0d-3e64-4d54-84e5-aeaa0c1e2ef1 -- POST / 200 495.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,266 mnist_classifier_MNISTClassifier dbcvh4al 65641508-8777-4d49-87c2-ee7da194b406 -- POST / 200 494.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,267 mnist_classifier_MNISTClassifier dbcvh4al 1a406b59-df78-46fd-ba5f-f7675e43f10b -- POST / 200 490.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,267 mnist_classifier_MNISTClassifier dbcvh4al 056c72ee-f60a-4a43-bc66-f11c1e0d6fc6 -- POST / 200 490.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,268 mnist_classifier_MNISTClassifier dbcvh4al 4bd9a47b-03a0-4487-b757-0b97dcb96c7f -- POST / 200 489.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,268 mnist_classifier_MNISTClassifier dbcvh4al cb32c2a7-ea44-4dec-83b5-0dd0882382e7 -- POST / 200 489.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,269 mnist_classifier_MNISTClassifier dbcvh4al 66172815-e0b4-4bbd-ac8b-9e2ea6f8dfa7 -- POST / 200 490.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,269 mnist_classifier_MNISTClassifier dbcvh4al e2e23caa-e7f9-41c6-ae01-7a9349160c58 -- POST / 200 487.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,270 mnist_classifier_MNISTClassifier dbcvh4al fd530152-b277-4eaf-a314-29bcd19b41b0 -- POST / 200 486.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,270 mnist_classifier_MNISTClassifier dbcvh4al c7565efe-677b-410f-a30a-71cc25c385f9 -- POST / 200 465.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,270 mnist_classifier_MNISTClassifier dbcvh4al 6b490fb7-68a7-498d-a1e5-6728dbc2c3fd -- POST / 200 465.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,270 mnist_classifier_MNISTClassifier dbcvh4al 1c436ceb-b925-42c5-bbfc-fcfce3141e9a -- POST / 200 435.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,270 mnist_classifier_MNISTClassifier dbcvh4al 700d9731-f69b-4254-b0d8-4a80fb0f7642 -- POST / 200 435.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,271 mnist_classifier_MNISTClassifier dbcvh4al 77676065-bb54-47bc-95e2-13d0194893f1 -- POST / 200 431.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,271 mnist_classifier_MNISTClassifier dbcvh4al 63427989-a995-4f2b-8f7b-40b52516e6e7 -- POST / 200 429.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,271 mnist_classifier_MNISTClassifier dbcvh4al c3b89ca2-2850-49a4-b6e3-7abea3c625d7 -- POST / 200 428.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,271 mnist_classifier_MNISTClassifier dbcvh4al b6125317-4aa4-4ab5-b569-971c028075dd -- POST / 200 427.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,272 mnist_classifier_MNISTClassifier dbcvh4al 83f3719e-ebb3-4398-b597-33aa58daeb80 -- POST / 200 425.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,272 mnist_classifier_MNISTClassifier dbcvh4al 660acfe7-787c-4092-95f2-f93e79c237f4 -- POST / 200 424.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,272 mnist_classifier_MNISTClassifier dbcvh4al c942468a-b658-425f-93d5-09a5041183c5 -- POST / 200 424.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,272 mnist_classifier_MNISTClassifier dbcvh4al f9806d43-418d-4a53-9a05-6c66f678f67a -- POST / 200 424.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,272 mnist_classifier_MNISTClassifier dbcvh4al e6171e80-4d37-4640-a9cc-9df15fa7a0a9 -- POST / 200 226.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,273 mnist_classifier_MNISTClassifier dbcvh4al b8253cf4-7930-44e4-9af6-977aa868031d -- POST / 200 424.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,273 mnist_classifier_MNISTClassifier dbcvh4al 04030fd4-68c4-4c9c-ba78-bad257b18c97 -- POST / 200 424.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,273 mnist_classifier_MNISTClassifier dbcvh4al b10cec37-3fd5-4068-b5e1-09310f715d62 -- POST / 200 424.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,273 mnist_classifier_MNISTClassifier dbcvh4al 4ec25d74-686d-4ab4-992b-835a4b16039b -- POST / 200 424.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,273 mnist_classifier_MNISTClassifier dbcvh4al 2475c2c8-192a-4bae-8969-078cc6e4ec32 -- POST / 200 424.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,274 mnist_classifier_MNISTClassifier dbcvh4al 531b295f-1bcf-49e3-88a6-4e9d7e87ede5 -- POST / 200 419.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,274 mnist_classifier_MNISTClassifier dbcvh4al 08d91865-b59a-4618-b572-ab46c803ff63 -- POST / 200 418.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,274 mnist_classifier_MNISTClassifier dbcvh4al 5a5b58fe-ea8a-4a82-9235-cc8e2b0162b6 -- POST / 200 236.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,275 mnist_classifier_MNISTClassifier dbcvh4al 3b1ce189-9040-4a54-8ad9-c30b0a273530 -- POST / 200 237.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,275 mnist_classifier_MNISTClassifier dbcvh4al e176f05d-5876-4a63-9e33-47d257967628 -- POST / 200 232.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,276 mnist_classifier_MNISTClassifier dbcvh4al 19c9f5c7-9c65-40fa-83d8-62b261a79687 -- POST / 200 232.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,278 mnist_classifier_MNISTClassifier dbcvh4al 9b1f7877-e804-40b6-9f12-564c01bc22d5 -- POST / 200 232.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,278 mnist_classifier_MNISTClassifier dbcvh4al 50159419-502f-4e32-87e6-ae3119e30e29 -- POST / 200 232.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,279 mnist_classifier_MNISTClassifier dbcvh4al 5a371973-04c8-4b99-8560-2e32f815b8d2 -- POST / 200 232.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,280 mnist_classifier_MNISTClassifier dbcvh4al 96a1893a-c9f3-483c-a431-5d3965f4b60b -- POST / 200 233.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,280 mnist_classifier_MNISTClassifier dbcvh4al 8f0f16e4-4194-439f-8bf7-6c53a056735b -- POST / 200 233.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,282 mnist_classifier_MNISTClassifier dbcvh4al e291f19f-950b-43be-9ccb-de4db136f454 -- POST / 200 235.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,282 mnist_classifier_MNISTClassifier dbcvh4al 72add560-9da0-4d80-b872-68b5e50bd0f7 -- POST / 200 233.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,282 mnist_classifier_MNISTClassifier dbcvh4al 54eb0d5b-1c65-4e97-a16e-05be2109bf28 -- POST / 200 235.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,283 mnist_classifier_MNISTClassifier dbcvh4al ccf641e5-2a7a-4ec3-bb39-974cbdfab721 -- POST / 200 233.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,283 mnist_classifier_MNISTClassifier dbcvh4al 4b37a067-03c9-4b34-baad-b7afc68b0901 -- POST / 200 233.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,284 mnist_classifier_MNISTClassifier dbcvh4al 2e925ae2-3fa7-4b13-b38c-ce4887613fe0 -- POST / 200 234.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,284 mnist_classifier_MNISTClassifier dbcvh4al 48b823f1-3be4-4984-b1f7-738242d65d99 -- POST / 200 234.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,284 mnist_classifier_MNISTClassifier dbcvh4al 8896389e-1fbb-455e-96f9-1cec1ad82a41 -- POST / 200 234.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,285 mnist_classifier_MNISTClassifier dbcvh4al 47d89cc6-72c2-4274-b4cf-952b9f2e4bb6 -- POST / 200 234.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,285 mnist_classifier_MNISTClassifier dbcvh4al cecd4ad5-d7bd-4867-a25e-2e17a36a48b0 -- POST / 200 234.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,286 mnist_classifier_MNISTClassifier dbcvh4al 001dfebf-52ed-4558-aef5-f239a00ae1fd -- POST / 200 234.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,286 mnist_classifier_MNISTClassifier dbcvh4al 478fd894-d964-420b-9f6a-d271b4407925 -- POST / 200 234.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,286 mnist_classifier_MNISTClassifier dbcvh4al 8103d7dd-37cd-4adc-9bc6-7449c3e51a57 -- POST / 200 212.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,287 mnist_classifier_MNISTClassifier dbcvh4al 64ade90d-6d92-4855-808f-adbc7f23e9e2 -- POST / 200 208.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,287 mnist_classifier_MNISTClassifier dbcvh4al 510e3a77-b7a0-49ca-876a-c8ed59a2f4cf -- POST / 200 207.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,287 mnist_classifier_MNISTClassifier dbcvh4al 420a1110-40fb-49af-ac6d-77663957231f -- POST / 200 206.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,288 mnist_classifier_MNISTClassifier dbcvh4al 7d3a54fa-eba9-46cc-993a-2f493a04cbf0 -- POST / 200 206.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,288 mnist_classifier_MNISTClassifier dbcvh4al 787304ec-fe5e-4ef4-9a4c-2f4dc22a96e8 -- POST / 200 204.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,288 mnist_classifier_MNISTClassifier dbcvh4al 3ce98a81-01e9-40e1-9893-7b206b32bfbc -- POST / 200 147.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,289 mnist_classifier_MNISTClassifier dbcvh4al f682e55a-fa1b-40e6-93a4-25c28dd9cba3 -- POST / 200 147.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,289 mnist_classifier_MNISTClassifier dbcvh4al 667982bc-f4b6-4599-9ef0-ed709e5d2a97 -- POST / 200 144.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,289 mnist_classifier_MNISTClassifier dbcvh4al bf30fe86-521d-45ed-be2b-9c508d7ebb5b -- POST / 200 145.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,290 mnist_classifier_MNISTClassifier dbcvh4al 09d1ab41-a8e0-4fbe-afc6-562a8ee27a0e -- POST / 200 144.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,290 mnist_classifier_MNISTClassifier dbcvh4al d8bc67bf-9122-4e3f-a2b1-3a05d8fc8151 -- POST / 200 146.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,290 mnist_classifier_MNISTClassifier dbcvh4al 90a83eed-cbf0-4d39-9bd7-d2df1a8d75bd -- POST / 200 144.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,291 mnist_classifier_MNISTClassifier dbcvh4al 6b1939e1-37cd-4438-a831-f9beeb31be5f -- POST / 200 145.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,291 mnist_classifier_MNISTClassifier dbcvh4al f16b7406-d762-4550-9381-759673970907 -- POST / 200 144.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,291 mnist_classifier_MNISTClassifier dbcvh4al 8b5d99f2-ef6d-4155-a96d-26085af1489c -- POST / 200 144.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,292 mnist_classifier_MNISTClassifier dbcvh4al 342d34a0-5e7d-4ebd-bda0-b200262c2ad0 -- POST / 200 143.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,292 mnist_classifier_MNISTClassifier dbcvh4al 9ca4ed78-66b6-4d65-9a8d-31de82b3b4ca -- POST / 200 143.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,292 mnist_classifier_MNISTClassifier dbcvh4al c4c24a38-1baf-4c3b-88da-c0a7b420c697 -- POST / 200 142.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,292 mnist_classifier_MNISTClassifier dbcvh4al 6afe304e-55a0-4804-b61f-76c62d059e59 -- POST / 200 140.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,528 mnist_classifier_MNISTClassifier dbcvh4al 01f1818f-ccf0-4bc7-bf6e-846a8de54514 -- POST / 200 234.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,545 mnist_classifier_MNISTClassifier dbcvh4al 7dfd7150-d8d6-4844-bb92-f7e95d116cc4 -- POST / 200 251.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,553 mnist_classifier_MNISTClassifier dbcvh4al 9aea1267-a756-43f3-b0d7-afe3ae10e09c -- POST / 200 268.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,560 mnist_classifier_MNISTClassifier dbcvh4al ce1168b7-a48c-40fd-a77d-1aa623b0bf84 -- POST / 200 263.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,561 mnist_classifier_MNISTClassifier dbcvh4al ae889def-92be-4230-b9d5-ce28d2bfdac0 -- POST / 200 261.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,562 mnist_classifier_MNISTClassifier dbcvh4al a17d71df-28aa-45f8-a4f3-3dc0c26b4507 -- POST / 200 261.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,562 mnist_classifier_MNISTClassifier dbcvh4al cf47ecd9-94c4-4020-b8c7-f158b452877b -- POST / 200 261.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,563 mnist_classifier_MNISTClassifier dbcvh4al f564563d-2e82-4bc6-8fae-1eb55df5358f -- POST / 200 260.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,564 mnist_classifier_MNISTClassifier dbcvh4al c977118e-b4b0-4bd6-86f0-d08249fd138d -- POST / 200 261.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,565 mnist_classifier_MNISTClassifier dbcvh4al 6ec08fe6-4abe-4f22-9cf5-204fad2c0bfd -- POST / 200 259.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,566 mnist_classifier_MNISTClassifier dbcvh4al 903af606-48d0-46f7-aa82-d96be1fd20f0 -- POST / 200 260.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,566 mnist_classifier_MNISTClassifier dbcvh4al c8b0239a-fd3b-4654-a014-c6e865c2b073 -- POST / 200 260.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,567 mnist_classifier_MNISTClassifier dbcvh4al 161ec48f-2e58-4f35-9be6-934c104f6f8d -- POST / 200 260.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,567 mnist_classifier_MNISTClassifier dbcvh4al 3e242734-2b7a-4101-b46b-64f9b14bd8b2 -- POST / 200 260.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,567 mnist_classifier_MNISTClassifier dbcvh4al 35d2c2c2-df84-439f-8cc2-19cb72134950 -- POST / 200 259.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,569 mnist_classifier_MNISTClassifier dbcvh4al 3b43d17d-20c9-4be6-9c53-e3a3eb5ad08b -- POST / 200 261.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al 2d43bc7f-9b0c-4d5f-8c46-45293a230273 -- POST / 200 260.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al 9e20cdaf-fd94-4303-b9b9-72f2bc25ec0a -- POST / 200 258.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al b0d6cc28-8a0e-4fe8-a602-2f392b076623 -- POST / 200 258.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al bf38fe20-098f-449e-9981-c37a61eef10a -- POST / 200 258.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al 61691fa8-f879-41bf-974a-a54869dd6fb0 -- POST / 200 256.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,570 mnist_classifier_MNISTClassifier dbcvh4al 59c49e06-2a6b-400f-9850-6a162ff1a1fc -- POST / 200 256.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,571 mnist_classifier_MNISTClassifier dbcvh4al a580dfd0-d898-4149-9359-0dd7e2b499c0 -- POST / 200 256.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,571 mnist_classifier_MNISTClassifier dbcvh4al 41b4e76d-8846-4146-ab46-2fe51107534d -- POST / 200 256.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,628 mnist_classifier_MNISTClassifier dbcvh4al 1846d533-48d3-4fed-892a-484c8c40e57f -- POST / 200 311.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,629 mnist_classifier_MNISTClassifier dbcvh4al 5dd64ead-304b-4699-9b82-1a57000d439c -- POST / 200 311.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,629 mnist_classifier_MNISTClassifier dbcvh4al 21175e48-ae16-4b81-9520-7fc4923ed835 -- POST / 200 307.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,630 mnist_classifier_MNISTClassifier dbcvh4al 61b8ec97-88e4-4269-8cd0-c41e85c96961 -- POST / 200 307.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,630 mnist_classifier_MNISTClassifier dbcvh4al 7ddabd0b-f1e9-40cd-bb16-52d5f1acfb0d -- POST / 200 304.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,630 mnist_classifier_MNISTClassifier dbcvh4al bab5b8cf-ff77-45ae-b72b-6c2180461df2 -- POST / 200 299.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,631 mnist_classifier_MNISTClassifier dbcvh4al 458371d1-819f-4698-a4c0-5ebdc4832c7f -- POST / 200 298.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,631 mnist_classifier_MNISTClassifier dbcvh4al 992475b3-195d-444a-9e3d-929ae3016cd4 -- POST / 200 298.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,632 mnist_classifier_MNISTClassifier dbcvh4al cedb9417-27f9-4ef9-997e-60ab9b16ede2 -- POST / 200 298.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,632 mnist_classifier_MNISTClassifier dbcvh4al 54c7397f-d738-43fd-90d5-45bda7246576 -- POST / 200 297.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,634 mnist_classifier_MNISTClassifier dbcvh4al 12a1f09e-3ce7-4f2f-af62-a80447faad2e -- POST / 200 297.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,635 mnist_classifier_MNISTClassifier dbcvh4al 4489ebc3-5534-4a3d-84b8-e0780c0aeda1 -- POST / 200 298.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,636 mnist_classifier_MNISTClassifier dbcvh4al a8e5d756-871a-433b-a7ac-1f5778f70fe2 -- POST / 200 294.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,637 mnist_classifier_MNISTClassifier dbcvh4al a4630e65-53fa-4d52-8e87-f49d4137de8a -- POST / 200 294.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,637 mnist_classifier_MNISTClassifier dbcvh4al 7965556d-8ada-4453-bd5f-20b245f59208 -- POST / 200 293.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,637 mnist_classifier_MNISTClassifier dbcvh4al e808a7f7-582a-4d67-bf04-3cc254225dd1 -- POST / 200 292.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,637 mnist_classifier_MNISTClassifier dbcvh4al a215a4bf-b288-4055-9c5c-272d3a0a4279 -- POST / 200 290.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,638 mnist_classifier_MNISTClassifier dbcvh4al c6884ede-48c1-48a5-af1c-6b8958220ee1 -- POST / 200 291.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,638 mnist_classifier_MNISTClassifier dbcvh4al 925acfbb-b141-419a-831f-9023196c68aa -- POST / 200 289.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,638 mnist_classifier_MNISTClassifier dbcvh4al a1402a9e-474d-4cf7-90ad-3fd3812a538c -- POST / 200 289.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,638 mnist_classifier_MNISTClassifier dbcvh4al df35a583-a931-4194-9c78-d23135a9a58d -- POST / 200 289.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,639 mnist_classifier_MNISTClassifier dbcvh4al f553d4ba-e435-4139-843f-9bd8965a0b81 -- POST / 200 285.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,639 mnist_classifier_MNISTClassifier dbcvh4al f22f536b-c25d-49d6-b9e6-2312fe00c933 -- POST / 200 284.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,639 mnist_classifier_MNISTClassifier dbcvh4al cf26ecc7-b8d8-4dd0-b1b3-2955cd6938ea -- POST / 200 283.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,639 mnist_classifier_MNISTClassifier dbcvh4al 26a43778-28d2-4346-86b4-bc8817cd2681 -- POST / 200 281.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,640 mnist_classifier_MNISTClassifier dbcvh4al 48f5e87c-9de9-4076-9d8f-38abce82d307 -- POST / 200 281.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,640 mnist_classifier_MNISTClassifier dbcvh4al 2ead259e-e0fc-4b05-9fee-fdd312e684a6 -- POST / 200 281.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,640 mnist_classifier_MNISTClassifier dbcvh4al 5f580d06-505a-42da-a58b-cfd38bd10f43 -- POST / 200 275.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,641 mnist_classifier_MNISTClassifier dbcvh4al 5206c1c5-321c-4247-922c-1ca21b54ad01 -- POST / 200 274.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,641 mnist_classifier_MNISTClassifier dbcvh4al eba86238-4346-43d8-a820-a4705c64c5d2 -- POST / 200 273.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,641 mnist_classifier_MNISTClassifier dbcvh4al 6052210d-1e0f-4f72-b5e6-162d8972b912 -- POST / 200 272.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,641 mnist_classifier_MNISTClassifier dbcvh4al 50b437d9-08fd-42ce-9234-aa52071e8a74 -- POST / 200 271.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,642 mnist_classifier_MNISTClassifier dbcvh4al 49fcb688-7ca3-431e-b21b-b7144c0ed043 -- POST / 200 268.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,643 mnist_classifier_MNISTClassifier dbcvh4al 00e046a3-cc7f-45d5-878f-b0a9c8c5aecf -- POST / 200 269.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,643 mnist_classifier_MNISTClassifier dbcvh4al c3e3cdff-c881-4a72-9a50-b9b7f64817c0 -- POST / 200 270.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,644 mnist_classifier_MNISTClassifier dbcvh4al 3b884447-ba28-436a-a727-976ea9e1b37f -- POST / 200 267.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,644 mnist_classifier_MNISTClassifier dbcvh4al 534f3984-e6eb-47bd-8763-90bbdcedc115 -- POST / 200 264.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,645 mnist_classifier_MNISTClassifier dbcvh4al 84b738f8-d1bf-44fa-95d6-519ead672083 -- POST / 200 260.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,645 mnist_classifier_MNISTClassifier dbcvh4al 2827451e-3763-4671-9489-0b75bd054811 -- POST / 200 257.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,646 mnist_classifier_MNISTClassifier dbcvh4al 9602dad4-2604-411e-a8da-2ecce2c00194 -- POST / 200 256.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,646 mnist_classifier_MNISTClassifier dbcvh4al 9313deb3-e5b0-438d-8be6-ffddbb3ba016 -- POST / 200 256.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,647 mnist_classifier_MNISTClassifier dbcvh4al b8989fa2-1299-47b3-b9ce-8b0a4d261f1b -- POST / 200 255.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,647 mnist_classifier_MNISTClassifier dbcvh4al 88100e5f-485c-41ce-ad12-58d22ba47296 -- POST / 200 255.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,647 mnist_classifier_MNISTClassifier dbcvh4al d90f112d-3f25-43f8-8584-e47896e167ef -- POST / 200 253.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,647 mnist_classifier_MNISTClassifier dbcvh4al 13643864-5495-4d0c-ba64-99f48595f663 -- POST / 200 253.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,648 mnist_classifier_MNISTClassifier dbcvh4al 0330f36e-3e44-4531-9327-ce22bd2159c3 -- POST / 200 251.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,648 mnist_classifier_MNISTClassifier dbcvh4al 0cb929ff-8be7-429c-b37c-dd611204f29b -- POST / 200 250.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,648 mnist_classifier_MNISTClassifier dbcvh4al cbbba518-7cf1-44be-b830-f71829e22884 -- POST / 200 250.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,649 mnist_classifier_MNISTClassifier dbcvh4al 06b03bf6-7ce8-4b78-aeca-37946ce00308 -- POST / 200 249.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,649 mnist_classifier_MNISTClassifier dbcvh4al c85256d2-3887-4b78-b0d7-899c5fa7d5b4 -- POST / 200 247.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,649 mnist_classifier_MNISTClassifier dbcvh4al 64375db7-aa36-48ea-870d-15ee479adaf8 -- POST / 200 247.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,650 mnist_classifier_MNISTClassifier dbcvh4al 7c0c1957-0caf-48b0-9c6e-e201d0cb41e1 -- POST / 200 247.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,650 mnist_classifier_MNISTClassifier dbcvh4al dcaf3d32-6e5c-4bed-9972-a2567fb241d0 -- POST / 200 246.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,651 mnist_classifier_MNISTClassifier dbcvh4al 946466e6-4949-481b-a47a-3d6080b3f541 -- POST / 200 246.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,651 mnist_classifier_MNISTClassifier dbcvh4al 5b13158d-5bb7-43f0-9b9b-732c304e926c -- POST / 200 245.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,653 mnist_classifier_MNISTClassifier dbcvh4al e8efed72-3e00-4db2-a9a1-e827128cabea -- POST / 200 247.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,653 mnist_classifier_MNISTClassifier dbcvh4al ec02d703-855c-4453-a45f-b71a93cddccc -- POST / 200 245.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,654 mnist_classifier_MNISTClassifier dbcvh4al aea841f9-1707-4b91-b320-97507992d6a3 -- POST / 200 245.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,654 mnist_classifier_MNISTClassifier dbcvh4al 21d8abd8-f2af-4489-8f4f-7319a538ae42 -- POST / 200 242.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,654 mnist_classifier_MNISTClassifier dbcvh4al 6938d194-cbc6-4e06-8123-57457e628645 -- POST / 200 242.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,654 mnist_classifier_MNISTClassifier dbcvh4al 390eb93d-f628-4d38-bcdb-3ae63abcc7f6 -- POST / 200 241.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,655 mnist_classifier_MNISTClassifier dbcvh4al adb68f3e-99e0-4a16-a664-7797e4d4d14b -- POST / 200 239.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,656 mnist_classifier_MNISTClassifier dbcvh4al 16dcd362-9fd2-41b5-b01b-22b7bc527f84 -- POST / 200 240.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,657 mnist_classifier_MNISTClassifier dbcvh4al 5ee6103f-e67b-432f-b00b-2990fd7f1ab8 -- POST / 200 241.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,658 mnist_classifier_MNISTClassifier dbcvh4al 6bfc4d82-16ef-4f9a-86c2-4c413e1e4585 -- POST / 200 241.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,659 mnist_classifier_MNISTClassifier dbcvh4al bc10e7e2-d681-41f5-a5e3-c1393bdb712d -- POST / 200 242.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,661 mnist_classifier_MNISTClassifier dbcvh4al 4d9a7b0d-ab15-4eea-bc16-a7ffec8a6402 -- POST / 200 243.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,661 mnist_classifier_MNISTClassifier dbcvh4al dc620c39-131e-4bab-8382-e4194a3c1529 -- POST / 200 242.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,661 mnist_classifier_MNISTClassifier dbcvh4al 4c8ed7cd-ccbe-42b3-ae4c-dd0d66532068 -- POST / 200 242.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,662 mnist_classifier_MNISTClassifier dbcvh4al c33a1a3e-4dfb-4033-8d71-f1318ad2373e -- POST / 200 242.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,664 mnist_classifier_MNISTClassifier dbcvh4al 979a1a74-b52c-41e2-be4e-6f27ec8f8b0d -- POST / 200 241.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,665 mnist_classifier_MNISTClassifier dbcvh4al 81c55f82-62a9-43b8-861b-d22d562a79f7 -- POST / 200 242.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,666 mnist_classifier_MNISTClassifier dbcvh4al f1a7a2e9-abc1-4af8-85ce-b3caf9af0353 -- POST / 200 243.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,668 mnist_classifier_MNISTClassifier dbcvh4al 0b64741c-b575-4ffa-9ce8-0f825776d77f -- POST / 200 244.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,669 mnist_classifier_MNISTClassifier dbcvh4al 43a1dd25-f126-49dc-b4c3-c0ab1cebd124 -- POST / 200 245.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,669 mnist_classifier_MNISTClassifier dbcvh4al fd1f938a-f7f6-432b-a67d-d0818928c43e -- POST / 200 243.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,670 mnist_classifier_MNISTClassifier dbcvh4al 3f9fd302-41fa-4b45-9398-0c19de567457 -- POST / 200 159.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,671 mnist_classifier_MNISTClassifier dbcvh4al 85fd02b7-1913-4681-b8f4-2bc29b104588 -- POST / 200 155.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,672 mnist_classifier_MNISTClassifier dbcvh4al 089c17fa-08d9-48c2-ae7e-e7b8a84acbbb -- POST / 200 152.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,672 mnist_classifier_MNISTClassifier dbcvh4al 6a13e23e-20d6-4426-bd68-187cb37a583b -- POST / 200 154.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,672 mnist_classifier_MNISTClassifier dbcvh4al b4ebcbd4-91a4-46af-bf3f-12c8bdd27c9d -- POST / 200 148.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,672 mnist_classifier_MNISTClassifier dbcvh4al 4581729c-0569-43b4-88f3-a25786215260 -- POST / 200 147.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,673 mnist_classifier_MNISTClassifier dbcvh4al f56a2853-145d-421d-aed2-184b32f7ac69 -- POST / 200 146.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,673 mnist_classifier_MNISTClassifier dbcvh4al c49e0486-d5a2-4b74-83b7-c7a3ea977d72 -- POST / 200 145.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,673 mnist_classifier_MNISTClassifier dbcvh4al 8ef2e1ec-c7b5-4bd0-aebc-2dee9a4e450d -- POST / 200 96.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,673 mnist_classifier_MNISTClassifier dbcvh4al 0a6ab832-e9f6-45d1-a217-ec5f634cd6b8 -- POST / 200 98.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,673 mnist_classifier_MNISTClassifier dbcvh4al 1c24056b-f795-4ef3-b73e-193c3fb2f529 -- POST / 200 98.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,674 mnist_classifier_MNISTClassifier dbcvh4al add60f4d-c002-4c26-a307-175d844f1f57 -- POST / 200 98.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,674 mnist_classifier_MNISTClassifier dbcvh4al 24fa376e-e040-4135-9c13-4748a35fd0b0 -- POST / 200 98.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,674 mnist_classifier_MNISTClassifier dbcvh4al fa362ec2-0dd3-4b08-8c37-0a05aa85686c -- POST / 200 97.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,674 mnist_classifier_MNISTClassifier dbcvh4al 3f7ce5d1-5963-4d80-bce9-6b5b0dcf3d11 -- POST / 200 98.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,674 mnist_classifier_MNISTClassifier dbcvh4al 6a2ee5d5-ee4e-49e5-b88a-06130a8d2564 -- POST / 200 97.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,675 mnist_classifier_MNISTClassifier dbcvh4al fb701301-ff89-4fbc-acd7-f4907b5fa370 -- POST / 200 96.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,722 mnist_classifier_MNISTClassifier dbcvh4al 4b534230-177a-401a-b677-ef03eaf32a77 -- POST / 200 144.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,743 mnist_classifier_MNISTClassifier dbcvh4al d5cb3e6a-771c-4382-be9c-f5c3305d575c -- POST / 200 161.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,743 mnist_classifier_MNISTClassifier dbcvh4al 84a728dd-a8cb-4889-8c97-008e28617099 -- POST / 200 161.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,744 mnist_classifier_MNISTClassifier dbcvh4al 82d7d99f-e3a5-443d-8ac4-2a1e9b44f6e1 -- POST / 200 160.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,744 mnist_classifier_MNISTClassifier dbcvh4al da863d98-a3c4-4667-b621-b496747a3e49 -- POST / 200 158.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,744 mnist_classifier_MNISTClassifier dbcvh4al 57e0c74b-c00d-4aad-90f4-5657c1078f7c -- POST / 200 160.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,744 mnist_classifier_MNISTClassifier dbcvh4al c7748b9c-f022-4092-905a-6bd6fad6f0b6 -- POST / 200 159.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,836 mnist_classifier_MNISTClassifier dbcvh4al 1b525346-8db7-42dd-a407-aa9b6c1c34ac -- POST / 200 193.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,836 mnist_classifier_MNISTClassifier dbcvh4al 24a9dec0-502d-4d1b-92b9-9f0b069f5339 -- POST / 200 170.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,837 mnist_classifier_MNISTClassifier dbcvh4al e0cf8584-427d-487d-a6b7-00944f40a898 -- POST / 200 170.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,838 mnist_classifier_MNISTClassifier dbcvh4al a753b3a0-0a38-4571-ae8f-52669653c7a3 -- POST / 200 160.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,839 mnist_classifier_MNISTClassifier dbcvh4al 8e329a05-4f19-4b57-bd48-b8bca5107207 -- POST / 200 159.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,841 mnist_classifier_MNISTClassifier dbcvh4al aadaa7bb-04fb-48b8-aef1-3d33c418005b -- POST / 200 160.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,841 mnist_classifier_MNISTClassifier dbcvh4al 6fe541ab-16b0-4e69-90e2-f02f8598e233 -- POST / 200 160.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,842 mnist_classifier_MNISTClassifier dbcvh4al 16c1591c-f7a2-459a-959e-8c3252af2425 -- POST / 200 160.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:24,843 mnist_classifier_MNISTClassifier dbcvh4al d2312fbe-d0e6-43fe-a48e-f10e788a04b8 -- POST / 200 162.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,100 mnist_classifier_MNISTClassifier dbcvh4al 4fc4ced9-3d63-425b-9a9b-be8cbfbe1c04 -- POST / 200 415.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,121 mnist_classifier_MNISTClassifier dbcvh4al 30db4484-9795-4c2c-b780-65f4010015e2 -- POST / 200 435.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,130 mnist_classifier_MNISTClassifier dbcvh4al 680e3afb-09a1-4233-a576-dd8e0c57585d -- POST / 200 442.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,130 mnist_classifier_MNISTClassifier dbcvh4al 4da07793-c483-4fa4-9acd-04fa3356618f -- POST / 200 444.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,131 mnist_classifier_MNISTClassifier dbcvh4al 24bdaddb-9ae9-4b6b-bbc4-5e33c7033fe6 -- POST / 200 433.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,132 mnist_classifier_MNISTClassifier dbcvh4al 1f1ddb0f-3a0f-42d8-a6f5-8d90fbf92331 -- POST / 200 439.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,133 mnist_classifier_MNISTClassifier dbcvh4al f9295212-940f-4d98-9b36-eeb84638ea46 -- POST / 200 439.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,133 mnist_classifier_MNISTClassifier dbcvh4al ffdba734-c915-421a-a7b4-b3581e868e67 -- POST / 200 446.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,133 mnist_classifier_MNISTClassifier dbcvh4al 0b82b195-9553-42dc-91e2-bb61db09228f -- POST / 200 446.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,134 mnist_classifier_MNISTClassifier dbcvh4al 31942d2d-aafd-4a13-9467-24a7bbf5e83e -- POST / 200 445.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,135 mnist_classifier_MNISTClassifier dbcvh4al bdb91982-8ef9-43cc-b116-8f527e969e0a -- POST / 200 446.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,136 mnist_classifier_MNISTClassifier dbcvh4al a537ca4e-fe7c-42cd-a9bd-2d02336fc7f2 -- POST / 200 445.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,138 mnist_classifier_MNISTClassifier dbcvh4al f5f4693c-e91f-46a8-a165-f342e5255d18 -- POST / 200 447.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al f907d071-c8d3-40e8-af11-c6fc366ad1b6 -- POST / 200 447.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al 68573081-2c26-43cf-9584-fed548060cd1 -- POST / 200 432.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al 633416c8-0ee8-4b10-b44a-d94f484d11e3 -- POST / 200 446.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al 7e59a2da-f949-4130-8d68-457e5eb8882e -- POST / 200 446.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al affa98b8-8ae6-4671-bd24-420bbd3d5f79 -- POST / 200 431.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al d6a06b4e-bec4-4efe-8b99-fbacb2b8ed95 -- POST / 200 430.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,140 mnist_classifier_MNISTClassifier dbcvh4al 57cb5131-e765-4900-a885-37033bb81eda -- POST / 200 429.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,141 mnist_classifier_MNISTClassifier dbcvh4al f54fc4e0-2f02-470c-af63-cff97a1314d8 -- POST / 200 429.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,141 mnist_classifier_MNISTClassifier dbcvh4al aa5d15a2-a216-41d4-af65-2a41d2a51795 -- POST / 200 429.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,141 mnist_classifier_MNISTClassifier dbcvh4al 7a323d10-a3ba-42e1-b0ad-61da963a3e1e -- POST / 200 424.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,141 mnist_classifier_MNISTClassifier dbcvh4al 91a4d8f1-c12e-47f0-bf13-212f8d02cb25 -- POST / 200 427.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,186 mnist_classifier_MNISTClassifier dbcvh4al 36be75bb-08ee-4ac4-ab18-8a9d2deefa30 -- POST / 200 444.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,187 mnist_classifier_MNISTClassifier dbcvh4al 80acfae1-d983-4c70-aaca-840792765eb2 -- POST / 200 441.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,188 mnist_classifier_MNISTClassifier dbcvh4al 05a0a69c-b294-408d-8208-debcd90d1c22 -- POST / 200 442.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,188 mnist_classifier_MNISTClassifier dbcvh4al 87f0fcc6-aa9a-4612-8f30-3e97afd60aef -- POST / 200 441.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,193 mnist_classifier_MNISTClassifier dbcvh4al e5cb7c79-89b4-4f1e-9ff5-b194a9f4c129 -- POST / 200 446.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,193 mnist_classifier_MNISTClassifier dbcvh4al 120510ac-1cb8-4ba3-98eb-dec2bb63a97c -- POST / 200 443.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,194 mnist_classifier_MNISTClassifier dbcvh4al 7581af5d-c382-4138-b605-8cb330537841 -- POST / 200 443.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,195 mnist_classifier_MNISTClassifier dbcvh4al a8b30a7d-802b-47fe-a90e-4ad04e5d0944 -- POST / 200 444.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,196 mnist_classifier_MNISTClassifier dbcvh4al 30e7d1d4-f598-4d1e-9b4b-3f9d83d7649f -- POST / 200 446.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,197 mnist_classifier_MNISTClassifier dbcvh4al 67159cb0-dd80-461c-8101-23fcffac8068 -- POST / 200 446.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,197 mnist_classifier_MNISTClassifier dbcvh4al ebb2e091-4292-415e-ace5-10c0d70a4e3b -- POST / 200 446.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,198 mnist_classifier_MNISTClassifier dbcvh4al c7fd2703-3b1d-4f91-a9ab-519fa3e80084 -- POST / 200 446.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,198 mnist_classifier_MNISTClassifier dbcvh4al c3c7186e-a4ab-4da4-a323-7fe2432b37b8 -- POST / 200 446.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,198 mnist_classifier_MNISTClassifier dbcvh4al f8e0ad81-da68-45fe-b786-bbe30459d71d -- POST / 200 446.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,199 mnist_classifier_MNISTClassifier dbcvh4al 8971d2bb-a18c-4d2c-9a44-4dd6747f222e -- POST / 200 447.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,199 mnist_classifier_MNISTClassifier dbcvh4al 7fcc6152-7c7a-49f2-8664-2a6e793f94c0 -- POST / 200 447.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,199 mnist_classifier_MNISTClassifier dbcvh4al aa6abd51-9d79-421a-b834-ae34faf34c11 -- POST / 200 447.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,200 mnist_classifier_MNISTClassifier dbcvh4al 08d48b94-68b7-4cc8-8884-a8cc49b3f653 -- POST / 200 447.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,201 mnist_classifier_MNISTClassifier dbcvh4al b8505c87-14f3-4f31-b7b4-148356605f2d -- POST / 200 447.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,201 mnist_classifier_MNISTClassifier dbcvh4al a1dd89af-1d35-4dc1-bd1a-06cf4d10a7dc -- POST / 200 448.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,203 mnist_classifier_MNISTClassifier dbcvh4al 14aad250-8653-414c-9b8b-eae623e3464e -- POST / 200 449.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,203 mnist_classifier_MNISTClassifier dbcvh4al d7c8ca1b-6164-4a34-b2b3-bc68084d47af -- POST / 200 449.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,203 mnist_classifier_MNISTClassifier dbcvh4al 89877173-0077-47be-aca2-ae6246979d17 -- POST / 200 449.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,204 mnist_classifier_MNISTClassifier dbcvh4al 63f19bb5-879d-4d53-86cf-92dc1fa6bdef -- POST / 200 449.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,204 mnist_classifier_MNISTClassifier dbcvh4al 0128e1ce-18e6-4a8b-93dc-f857cd29eb38 -- POST / 200 449.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,206 mnist_classifier_MNISTClassifier dbcvh4al 6381f12b-d0f8-444d-8317-70fd9626d6ef -- POST / 200 450.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,206 mnist_classifier_MNISTClassifier dbcvh4al 0c6fa15e-d101-49a0-8895-5be9c316e24a -- POST / 200 450.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,207 mnist_classifier_MNISTClassifier dbcvh4al b095ff28-547b-4be0-9652-b704696b391f -- POST / 200 450.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,207 mnist_classifier_MNISTClassifier dbcvh4al 63cff77e-da15-48a7-9c24-a7c9b40f1dc3 -- POST / 200 450.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,208 mnist_classifier_MNISTClassifier dbcvh4al e00270c2-b130-4c1e-9294-2eb93d7d7344 -- POST / 200 450.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,210 mnist_classifier_MNISTClassifier dbcvh4al 52423505-bbcc-4703-945f-12539ca71966 -- POST / 200 452.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,212 mnist_classifier_MNISTClassifier dbcvh4al fe3d0543-6cc2-4bbc-b113-de1ba88a8e4a -- POST / 200 452.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,212 mnist_classifier_MNISTClassifier dbcvh4al 8560ea55-b2b6-4b44-af70-5471c83e114c -- POST / 200 452.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,214 mnist_classifier_MNISTClassifier dbcvh4al a51c7965-23f9-4d27-98dd-90db3720cf56 -- POST / 200 453.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,216 mnist_classifier_MNISTClassifier dbcvh4al d1f7a174-959a-4552-9194-9a4074de0e2d -- POST / 200 454.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,217 mnist_classifier_MNISTClassifier dbcvh4al db7b9b75-8e56-432f-907c-c74e18c3c1b3 -- POST / 200 453.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,217 mnist_classifier_MNISTClassifier dbcvh4al 16bab2b0-e653-4cb2-abd9-ad63e3f4f10b -- POST / 200 453.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,217 mnist_classifier_MNISTClassifier dbcvh4al e4b9dbbb-edb4-4df6-97a3-9dccdbe40828 -- POST / 200 453.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,218 mnist_classifier_MNISTClassifier dbcvh4al e04f0d82-e373-44e1-94a9-d8577836c55c -- POST / 200 452.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,220 mnist_classifier_MNISTClassifier dbcvh4al 97421b2a-ca00-4bab-bd97-5bd3a4a2b2f9 -- POST / 200 447.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,220 mnist_classifier_MNISTClassifier dbcvh4al 0172f436-6249-4139-96fd-664e4133c7e6 -- POST / 200 448.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,221 mnist_classifier_MNISTClassifier dbcvh4al b240f173-db9a-4291-bb31-d4abf996c255 -- POST / 200 447.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,222 mnist_classifier_MNISTClassifier dbcvh4al 5993135f-0dfb-48a0-b50a-69a56a53ea60 -- POST / 200 446.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,222 mnist_classifier_MNISTClassifier dbcvh4al e8ddf4a5-0136-42b9-8ac6-fa1a34d98552 -- POST / 200 446.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,222 mnist_classifier_MNISTClassifier dbcvh4al df650ef3-0d5e-4e63-9f58-674cfbadec4a -- POST / 200 446.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,223 mnist_classifier_MNISTClassifier dbcvh4al 2e42c731-f90f-48a3-9a5b-5e7a9de8bff0 -- POST / 200 446.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,223 mnist_classifier_MNISTClassifier dbcvh4al 53ca14d2-e7a2-4e7f-a465-71741c805314 -- POST / 200 447.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,224 mnist_classifier_MNISTClassifier dbcvh4al 65621a57-fdb3-4f02-abda-e4fb2e112e64 -- POST / 200 447.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,225 mnist_classifier_MNISTClassifier dbcvh4al 395cc78f-844e-485b-ac58-e899447fa1bd -- POST / 200 447.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,225 mnist_classifier_MNISTClassifier dbcvh4al bee9a5aa-d159-4ea4-9719-ddd31fe55eca -- POST / 200 435.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,226 mnist_classifier_MNISTClassifier dbcvh4al d7f35633-f5cc-4d9f-88f4-de8e17da85f7 -- POST / 200 434.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,226 mnist_classifier_MNISTClassifier dbcvh4al f42817fd-d0f2-4835-a2db-4f9a95ab66bd -- POST / 200 434.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,227 mnist_classifier_MNISTClassifier dbcvh4al 5fbc7801-b16d-4816-831b-f0aaee747816 -- POST / 200 428.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,228 mnist_classifier_MNISTClassifier dbcvh4al 43e5f194-cd55-4b59-a25f-f1a640b83448 -- POST / 200 428.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,228 mnist_classifier_MNISTClassifier dbcvh4al d13d5de4-9667-45d7-99ae-5a90a8969b6e -- POST / 200 428.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,229 mnist_classifier_MNISTClassifier dbcvh4al 7366e2a5-fcc0-4a85-b30d-cd22c854dee0 -- POST / 200 428.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,229 mnist_classifier_MNISTClassifier dbcvh4al b082ec98-773c-48cc-a689-6fde8c1fdeff -- POST / 200 428.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,229 mnist_classifier_MNISTClassifier dbcvh4al 8870bedc-c1cf-401e-958e-c7be7f5d5d67 -- POST / 200 427.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,230 mnist_classifier_MNISTClassifier dbcvh4al 819892a5-f088-48b4-aaf8-aa484a4a2a8d -- POST / 200 426.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,230 mnist_classifier_MNISTClassifier dbcvh4al d8b706b7-9a01-46c5-8486-aef5983383a9 -- POST / 200 427.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,232 mnist_classifier_MNISTClassifier dbcvh4al 18ddf3a7-bf4d-4c4a-94a3-5da2f67a4c93 -- POST / 200 407.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,236 mnist_classifier_MNISTClassifier dbcvh4al f870e608-624e-476d-b599-2e40e08ad12d -- POST / 200 410.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,237 mnist_classifier_MNISTClassifier dbcvh4al 8156d839-ffc1-4cdb-b00a-64131b782aa9 -- POST / 200 410.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,237 mnist_classifier_MNISTClassifier dbcvh4al 6d4aea23-34b1-48b0-aa19-55e894437541 -- POST / 200 409.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,237 mnist_classifier_MNISTClassifier dbcvh4al be845a2b-ab85-4eec-bec3-8f102975b88c -- POST / 200 408.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,238 mnist_classifier_MNISTClassifier dbcvh4al 000e52aa-ae42-44d4-978f-30830d5951b7 -- POST / 200 407.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,238 mnist_classifier_MNISTClassifier dbcvh4al c89cdade-c09b-43ed-ab98-6b0589c9598b -- POST / 200 407.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,238 mnist_classifier_MNISTClassifier dbcvh4al 70582779-ee58-40d6-8c74-649f78fd6229 -- POST / 200 390.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,239 mnist_classifier_MNISTClassifier dbcvh4al 6544600b-e020-452f-ae95-4669b16040e1 -- POST / 200 390.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,239 mnist_classifier_MNISTClassifier dbcvh4al 5b7cc3e5-ba48-48a8-bdd7-982b487713c5 -- POST / 200 389.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,239 mnist_classifier_MNISTClassifier dbcvh4al 65cb0739-0e5e-41dc-8814-eb6cc8c87060 -- POST / 200 388.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,240 mnist_classifier_MNISTClassifier dbcvh4al 18a0508c-2b46-41d3-a2c4-e8ba19ab77cb -- POST / 200 382.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,243 mnist_classifier_MNISTClassifier dbcvh4al 42288450-9596-4e5b-8b44-f84b9134d9ae -- POST / 200 382.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,244 mnist_classifier_MNISTClassifier dbcvh4al a747ad1b-3ca4-4435-a3ac-b7531e32302e -- POST / 200 383.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,244 mnist_classifier_MNISTClassifier dbcvh4al 40cbdcaa-1801-4fcc-931a-a5bc3577f750 -- POST / 200 383.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,245 mnist_classifier_MNISTClassifier dbcvh4al 01579fb3-ea9d-4908-8aa0-6ac73de71b93 -- POST / 200 384.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,246 mnist_classifier_MNISTClassifier dbcvh4al 0ba29c09-85bf-4cae-89b3-f1069acf9f19 -- POST / 200 163.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,246 mnist_classifier_MNISTClassifier dbcvh4al 550d9360-b80c-4a1a-aebb-7ed10b76819a -- POST / 200 160.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,247 mnist_classifier_MNISTClassifier dbcvh4al edbfc351-9d57-4166-83f6-f0c46e0777b7 -- POST / 200 160.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,247 mnist_classifier_MNISTClassifier dbcvh4al 650f16ad-2091-410b-a394-ff6513ac4e83 -- POST / 200 159.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,248 mnist_classifier_MNISTClassifier dbcvh4al ae4d6f2c-faba-4b77-9f02-2e21bc707f0f -- POST / 200 158.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,248 mnist_classifier_MNISTClassifier dbcvh4al b5500965-48c3-4ba9-b092-9f8c4ad3996a -- POST / 200 158.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,249 mnist_classifier_MNISTClassifier dbcvh4al f03ed350-f276-4934-90b3-966a8fee7195 -- POST / 200 156.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,249 mnist_classifier_MNISTClassifier dbcvh4al 49bdb6c9-33f8-4077-a6f0-a44d6e80e1a2 -- POST / 200 148.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,249 mnist_classifier_MNISTClassifier dbcvh4al fed335ea-7fb5-43a4-a3b6-1f32f2aec5be -- POST / 200 106.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,301 mnist_classifier_MNISTClassifier dbcvh4al 2c7d6b6a-c4ca-4f0f-b067-55f5775e2647 -- POST / 200 154.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,302 mnist_classifier_MNISTClassifier dbcvh4al 4bc04686-0cd0-4439-b75f-3f020104e4b4 -- POST / 200 155.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,302 mnist_classifier_MNISTClassifier dbcvh4al 5fad3267-0c51-43e9-8a50-4e7dec12cca8 -- POST / 200 155.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,303 mnist_classifier_MNISTClassifier dbcvh4al 5d9e4b32-c753-4dca-9052-34080a79266c -- POST / 200 155.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,303 mnist_classifier_MNISTClassifier dbcvh4al 3bf94fbd-3212-4bb2-8b26-a1f52b7ed02c -- POST / 200 155.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,303 mnist_classifier_MNISTClassifier dbcvh4al dfca6e71-94cc-4e1a-bb53-d14ee1b448b7 -- POST / 200 155.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,304 mnist_classifier_MNISTClassifier dbcvh4al fbb01c35-49bf-4f2c-afcc-8f4078cd735b -- POST / 200 152.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,304 mnist_classifier_MNISTClassifier dbcvh4al c259c134-7647-4479-a9ad-5a3de92d9384 -- POST / 200 150.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,305 mnist_classifier_MNISTClassifier dbcvh4al 4bf97f8c-2482-4e30-97e5-0591f409f709 -- POST / 200 149.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,306 mnist_classifier_MNISTClassifier dbcvh4al 2f2c5902-2062-4a5b-87c8-894ca4f59b09 -- POST / 200 150.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,306 mnist_classifier_MNISTClassifier dbcvh4al cfb128f1-e118-42cf-8cf2-f134362e9de8 -- POST / 200 150.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,306 mnist_classifier_MNISTClassifier dbcvh4al 70d3ea0a-708b-4ed3-b10b-3f388557e13a -- POST / 200 149.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,306 mnist_classifier_MNISTClassifier dbcvh4al 98c751ad-c19d-44f7-9452-577801b172b0 -- POST / 200 150.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,307 mnist_classifier_MNISTClassifier dbcvh4al cc396d7b-852f-4189-8dcf-03a3550ef62f -- POST / 200 151.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,308 mnist_classifier_MNISTClassifier dbcvh4al 9e36f237-9c25-4ba5-9931-1f394d4bf3d2 -- POST / 200 151.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,472 mnist_classifier_MNISTClassifier dbcvh4al e1dd4187-3a64-40ce-ab3b-73d7e2105b88 -- POST / 200 269.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,472 mnist_classifier_MNISTClassifier dbcvh4al 9f26eb9a-6a67-4b0d-b54e-206e4d707dba -- POST / 200 269.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,473 mnist_classifier_MNISTClassifier dbcvh4al 5f90a73d-a8b0-4306-a4b1-00ada0f02f17 -- POST / 200 211.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,473 mnist_classifier_MNISTClassifier dbcvh4al 797802ac-ec32-4489-b404-2a803ac67c73 -- POST / 200 261.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,473 mnist_classifier_MNISTClassifier dbcvh4al 8895ee38-622f-4881-9331-da51046f8b54 -- POST / 200 254.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,474 mnist_classifier_MNISTClassifier dbcvh4al 91f97479-5f7f-4407-9b5f-5186ad8a2a8b -- POST / 200 254.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,474 mnist_classifier_MNISTClassifier dbcvh4al 2d20f90f-6102-4980-b07c-6d6abdfd949d -- POST / 200 248.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,475 mnist_classifier_MNISTClassifier dbcvh4al f7341f01-b83e-413f-8147-7b3f8c3ce9ea -- POST / 200 244.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,475 mnist_classifier_MNISTClassifier dbcvh4al e8105e23-1ace-4d3b-85ec-47ece48fab2c -- POST / 200 235.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,476 mnist_classifier_MNISTClassifier dbcvh4al 3f7f6ceb-9c6d-4a97-9e1b-d5ee2f967925 -- POST / 200 226.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,477 mnist_classifier_MNISTClassifier dbcvh4al e3bf7585-e6d4-4971-9228-73d797088f9c -- POST / 200 226.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,477 mnist_classifier_MNISTClassifier dbcvh4al 7bc2675f-8de1-4196-84a4-89ff0eb3d6c3 -- POST / 200 225.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,477 mnist_classifier_MNISTClassifier dbcvh4al eecdbeda-7cc2-41dd-8e5f-16ec87a80dd1 -- POST / 200 223.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,478 mnist_classifier_MNISTClassifier dbcvh4al c323104a-f497-4e27-853e-01071e8ad131 -- POST / 200 223.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,478 mnist_classifier_MNISTClassifier dbcvh4al bb302880-f95b-4146-9d0a-07586ff1d974 -- POST / 200 221.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,479 mnist_classifier_MNISTClassifier dbcvh4al 8314ce71-9318-4a56-adf1-0845c30baa05 -- POST / 200 220.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,479 mnist_classifier_MNISTClassifier dbcvh4al be2fd486-9f1d-48f7-8be6-3072ba48c178 -- POST / 200 220.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,480 mnist_classifier_MNISTClassifier dbcvh4al ab40ae29-7fd6-47f9-a383-c98706cc8688 -- POST / 200 220.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,480 mnist_classifier_MNISTClassifier dbcvh4al 9969b73d-bf03-4da2-abd9-2f05130c4a52 -- POST / 200 220.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,481 mnist_classifier_MNISTClassifier dbcvh4al 0e825243-873a-4671-9e49-32ed46f81ca6 -- POST / 200 219.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,481 mnist_classifier_MNISTClassifier dbcvh4al 8433a1a5-88d2-464a-a334-be0a6527db92 -- POST / 200 220.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,482 mnist_classifier_MNISTClassifier dbcvh4al d039ec89-ff68-454f-a219-887227b2dc4c -- POST / 200 220.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,482 mnist_classifier_MNISTClassifier dbcvh4al a5e77fa1-ca2f-41af-81ea-35cadf269b9e -- POST / 200 218.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,482 mnist_classifier_MNISTClassifier dbcvh4al db06ca87-7bc0-41b9-80e0-b2e60fa09613 -- POST / 200 220.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,483 mnist_classifier_MNISTClassifier dbcvh4al 353e2378-36f6-46ca-964e-cb4799bd6d1a -- POST / 200 221.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,483 mnist_classifier_MNISTClassifier dbcvh4al 0595ee68-8e75-454b-9560-2fa8dafad8a1 -- POST / 200 221.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,484 mnist_classifier_MNISTClassifier dbcvh4al db02649b-c424-45a3-b90e-ba59a4a0cec1 -- POST / 200 221.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,484 mnist_classifier_MNISTClassifier dbcvh4al b77a9c27-365b-422d-bcaa-a78dd92321f4 -- POST / 200 221.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,486 mnist_classifier_MNISTClassifier dbcvh4al 74c99038-e560-4222-817f-650ffcd83653 -- POST / 200 223.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,487 mnist_classifier_MNISTClassifier dbcvh4al aa78f4b9-6b31-445a-b796-4b0227782918 -- POST / 200 224.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,489 mnist_classifier_MNISTClassifier dbcvh4al 0b0899c2-4d6d-42e6-87a1-b8812fbba66f -- POST / 200 225.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,490 mnist_classifier_MNISTClassifier dbcvh4al 1e56da4d-6f85-4e27-b4bc-5935ccc62eaa -- POST / 200 226.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,490 mnist_classifier_MNISTClassifier dbcvh4al 7f3e9f37-0cc7-40ff-9154-35a51eff0a9b -- POST / 200 181.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,490 mnist_classifier_MNISTClassifier dbcvh4al c191d65b-80fc-4ca5-b182-c5dc31bead8c -- POST / 200 225.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,491 mnist_classifier_MNISTClassifier dbcvh4al bdedc076-dea2-43cb-ae7b-6e1afa53cc7a -- POST / 200 177.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,491 mnist_classifier_MNISTClassifier dbcvh4al f0b30818-c7d3-462c-8c6b-237ff8a0bb6f -- POST / 200 224.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,491 mnist_classifier_MNISTClassifier dbcvh4al 16e1d2df-7042-4064-9799-b76d3566b156 -- POST / 200 222.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,491 mnist_classifier_MNISTClassifier dbcvh4al d15c83f7-2070-4a1a-bbb4-6964efc3b8c9 -- POST / 200 222.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,492 mnist_classifier_MNISTClassifier dbcvh4al 74ac6f7d-fa3f-468a-9082-dfdf887f30c4 -- POST / 200 221.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,492 mnist_classifier_MNISTClassifier dbcvh4al 1693240f-b704-4476-815a-c64325ea2698 -- POST / 200 221.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,492 mnist_classifier_MNISTClassifier dbcvh4al 226f64b9-7888-41b6-821b-f4b5acd91d3d -- POST / 200 214.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,492 mnist_classifier_MNISTClassifier dbcvh4al ad915df6-19c5-4360-af46-7d227e20aaf1 -- POST / 200 214.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,493 mnist_classifier_MNISTClassifier dbcvh4al 85896d3d-5b1b-43be-b7a3-849d8b5b20b3 -- POST / 200 213.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,494 mnist_classifier_MNISTClassifier dbcvh4al f002427d-b044-4ac1-a966-ae2fe3ca024b -- POST / 200 203.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,494 mnist_classifier_MNISTClassifier dbcvh4al dd500881-bc45-4e9e-877b-e2ae5faed7b4 -- POST / 200 193.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,494 mnist_classifier_MNISTClassifier dbcvh4al 24f9f399-598e-42b6-b27e-4d45709f1750 -- POST / 200 193.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,494 mnist_classifier_MNISTClassifier dbcvh4al 22c6fea3-abad-47b0-9f76-751a64f4f9c6 -- POST / 200 187.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,495 mnist_classifier_MNISTClassifier dbcvh4al 10ef9939-35de-4a74-a3f0-a78bccb2c95d -- POST / 200 187.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,495 mnist_classifier_MNISTClassifier dbcvh4al 95b71b43-5863-4084-a740-3894171d54a6 -- POST / 200 181.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,495 mnist_classifier_MNISTClassifier dbcvh4al c884a804-e745-4530-bcc2-d39cc08770ec -- POST / 200 177.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,573 mnist_classifier_MNISTClassifier dbcvh4al 4a3643cb-146c-455d-a9fc-18de98b3148d -- POST / 200 255.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,580 mnist_classifier_MNISTClassifier dbcvh4al 8e956348-7f40-417e-87bc-e07dc0d6f792 -- POST / 200 261.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,582 mnist_classifier_MNISTClassifier dbcvh4al ef79c0f4-8c9a-46cf-a81d-e3a5aac32e31 -- POST / 200 262.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,583 mnist_classifier_MNISTClassifier dbcvh4al 80bb75c8-72dc-44db-8faf-0c46a72606e6 -- POST / 200 261.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,584 mnist_classifier_MNISTClassifier dbcvh4al 90557525-f866-466a-b09d-4c0a4ab43b21 -- POST / 200 262.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,587 mnist_classifier_MNISTClassifier dbcvh4al e3e665b7-4803-44c6-9742-74e457c1d2ed -- POST / 200 265.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,588 mnist_classifier_MNISTClassifier dbcvh4al b6fbd0a8-ff1a-4901-a15e-b8091740e6f4 -- POST / 200 263.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,589 mnist_classifier_MNISTClassifier dbcvh4al 2f2c38be-a346-46e7-9255-ec15ff31db20 -- POST / 200 266.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,590 mnist_classifier_MNISTClassifier dbcvh4al 1ce032a1-b347-41b1-bd13-8da1689045d7 -- POST / 200 266.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,591 mnist_classifier_MNISTClassifier dbcvh4al d3452a09-abd2-4cd7-8d4d-64df2b9fc78d -- POST / 200 265.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,591 mnist_classifier_MNISTClassifier dbcvh4al 0c261b6d-f0a4-4f5e-87e0-8986a9a968ab -- POST / 200 265.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,592 mnist_classifier_MNISTClassifier dbcvh4al b9817e8b-b2d9-46ac-be5d-62859cc4e4f7 -- POST / 200 265.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,593 mnist_classifier_MNISTClassifier dbcvh4al 0eb3dbe8-7bdf-4670-98b0-d6e8d2818bc4 -- POST / 200 265.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,593 mnist_classifier_MNISTClassifier dbcvh4al 6dff4611-ce36-473e-9de4-f82158fb07bf -- POST / 200 264.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,595 mnist_classifier_MNISTClassifier dbcvh4al 0215e2fb-4cc9-43b8-8743-191a0d2f4f5d -- POST / 200 265.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,596 mnist_classifier_MNISTClassifier dbcvh4al f5f97dd2-6964-4197-a7eb-c8f96c13e6b4 -- POST / 200 266.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,597 mnist_classifier_MNISTClassifier dbcvh4al 1ff672c9-9362-4cef-ad52-f7c1d49d9651 -- POST / 200 262.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,598 mnist_classifier_MNISTClassifier dbcvh4al 18d4a296-aa08-4c23-8a97-8466bdfa5625 -- POST / 200 262.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,599 mnist_classifier_MNISTClassifier dbcvh4al 76e607bc-d43b-45a9-ba35-b9eeec297daa -- POST / 200 263.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,600 mnist_classifier_MNISTClassifier dbcvh4al e6460daa-cc8f-40f7-8720-01a34e4bb42d -- POST / 200 261.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,602 mnist_classifier_MNISTClassifier dbcvh4al b9b96863-1e8d-4e8a-ab98-beb9fb32c162 -- POST / 200 263.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,609 mnist_classifier_MNISTClassifier dbcvh4al 77e71173-313e-468e-9332-af4edeb3fc28 -- POST / 200 265.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,609 mnist_classifier_MNISTClassifier dbcvh4al 6bff5cce-b6fa-4c36-a556-58ec691b969a -- POST / 200 263.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,616 mnist_classifier_MNISTClassifier dbcvh4al 74b1734b-bfed-476b-b05d-c74a8e8c90ff -- POST / 200 269.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,618 mnist_classifier_MNISTClassifier dbcvh4al 885d1f66-4eb9-4534-a19d-3314232d274b -- POST / 200 266.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,619 mnist_classifier_MNISTClassifier dbcvh4al 4c2e23c6-f1a6-4f5d-92ac-2f1e68c56e5e -- POST / 200 266.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,619 mnist_classifier_MNISTClassifier dbcvh4al d4ad17e9-208d-4a43-956e-9a8b0840c52a -- POST / 200 266.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,620 mnist_classifier_MNISTClassifier dbcvh4al 0a22fcb0-5dd9-4188-a147-350b2adc71b2 -- POST / 200 266.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,620 mnist_classifier_MNISTClassifier dbcvh4al 86b6ba3e-7cf0-4119-b93f-2ee713c68a3e -- POST / 200 266.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,621 mnist_classifier_MNISTClassifier dbcvh4al 2b0e498e-584a-4891-b3f9-31a36a8d059b -- POST / 200 265.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,622 mnist_classifier_MNISTClassifier dbcvh4al 53bc9805-fd5a-43b6-a4cc-8a9e9f4a37c0 -- POST / 200 266.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,623 mnist_classifier_MNISTClassifier dbcvh4al 2d30d863-c94d-4f70-a83c-eeddc55eff2a -- POST / 200 266.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,623 mnist_classifier_MNISTClassifier dbcvh4al a67528d3-4927-4a53-b202-4e29780f6371 -- POST / 200 264.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,623 mnist_classifier_MNISTClassifier dbcvh4al 19aeca2b-dab2-4786-b00a-d3007c13831e -- POST / 200 263.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,623 mnist_classifier_MNISTClassifier dbcvh4al 558e3427-c2eb-4011-89e1-dab16a01ce1f -- POST / 200 263.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,623 mnist_classifier_MNISTClassifier dbcvh4al 7b4c0b75-2bfe-4e0c-aa3b-04c63c4c7672 -- POST / 200 254.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,624 mnist_classifier_MNISTClassifier dbcvh4al 212bb634-0dc0-42b8-abd7-ae99b4a083c0 -- POST / 200 254.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,624 mnist_classifier_MNISTClassifier dbcvh4al e3dbb502-4f4d-4b43-b123-92de5729c0d7 -- POST / 200 251.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,628 mnist_classifier_MNISTClassifier dbcvh4al 65964888-ef0e-45fc-ab81-a58ac65365d1 -- POST / 200 249.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,629 mnist_classifier_MNISTClassifier dbcvh4al 05f7f649-74aa-4b7d-8314-07a548e7a8b2 -- POST / 200 249.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,631 mnist_classifier_MNISTClassifier dbcvh4al 7eb69ea8-05aa-48d0-be87-46abf7c2d153 -- POST / 200 250.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,631 mnist_classifier_MNISTClassifier dbcvh4al 0f2fd971-382d-4721-8138-389baa0bc44a -- POST / 200 249.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,634 mnist_classifier_MNISTClassifier dbcvh4al 9126ba4a-d274-4e5c-bb44-8f5407e7957c -- POST / 200 252.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,635 mnist_classifier_MNISTClassifier dbcvh4al d0a99124-28bd-4936-a0c1-7fd0bcc8cb08 -- POST / 200 253.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,638 mnist_classifier_MNISTClassifier dbcvh4al f5eb92cf-fe10-4908-a3c4-776f7526bc16 -- POST / 200 255.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,638 mnist_classifier_MNISTClassifier dbcvh4al dd80a063-b3d8-43e0-8de0-e1eb4fe9bccc -- POST / 200 255.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,641 mnist_classifier_MNISTClassifier dbcvh4al 32942ffb-11a8-40ca-8e17-6ef4300856d5 -- POST / 200 246.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,641 mnist_classifier_MNISTClassifier dbcvh4al 31b6037b-221b-4870-978a-ec18c7b2499d -- POST / 200 246.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,642 mnist_classifier_MNISTClassifier dbcvh4al e972a0e2-1a52-4fb6-8e88-83a5b74e2a02 -- POST / 200 246.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,642 mnist_classifier_MNISTClassifier dbcvh4al eab5a185-7561-474e-a321-79d9b20ce641 -- POST / 200 246.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,642 mnist_classifier_MNISTClassifier dbcvh4al f9d6ed32-5eec-405b-9a9e-e8a9dc32bf18 -- POST / 200 175.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,706 mnist_classifier_MNISTClassifier dbcvh4al d349406d-d94d-44cb-8ea6-7c1c7ae56964 -- POST / 200 217.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,708 mnist_classifier_MNISTClassifier dbcvh4al a13c48c1-5d27-410f-9192-8369a42daf83 -- POST / 200 231.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,710 mnist_classifier_MNISTClassifier dbcvh4al 10cbd8c6-d7bc-4c1a-a325-8eb8b9084144 -- POST / 200 229.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,710 mnist_classifier_MNISTClassifier dbcvh4al 42ddc3e0-bee2-48da-89db-1d218ecfd72a -- POST / 200 222.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,711 mnist_classifier_MNISTClassifier dbcvh4al e17d7403-511c-4ea1-8c4a-578e395401d9 -- POST / 200 215.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,712 mnist_classifier_MNISTClassifier dbcvh4al 24338631-b5f8-4a31-9932-0129fe83597f -- POST / 200 216.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,712 mnist_classifier_MNISTClassifier dbcvh4al e30d502a-295a-4887-9319-986fdffeab01 -- POST / 200 211.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,713 mnist_classifier_MNISTClassifier dbcvh4al cee359bd-7a81-4cfd-91ea-8175ee73422e -- POST / 200 216.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,713 mnist_classifier_MNISTClassifier dbcvh4al 39c888e4-9bb1-4666-9b42-6123778c90cd -- POST / 200 186.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,714 mnist_classifier_MNISTClassifier dbcvh4al 14774f9b-f45c-494c-a4aa-95cd9272df91 -- POST / 200 218.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,715 mnist_classifier_MNISTClassifier dbcvh4al bc084570-c119-45fd-bf87-f575b9b19385 -- POST / 200 211.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,715 mnist_classifier_MNISTClassifier dbcvh4al 27f223bb-7f7d-4047-bd58-afb3ac4e851e -- POST / 200 184.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,715 mnist_classifier_MNISTClassifier dbcvh4al abc45311-e09c-4b2d-8b14-948c320832b0 -- POST / 200 211.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,717 mnist_classifier_MNISTClassifier dbcvh4al 3fc2735d-d04a-49af-ae05-de3636fdd892 -- POST / 200 212.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,717 mnist_classifier_MNISTClassifier dbcvh4al b389ba4e-bc82-4685-b371-09deaddd9c36 -- POST / 200 210.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,717 mnist_classifier_MNISTClassifier dbcvh4al 42a3f63d-7655-43c0-8896-ec1ddafd7c6d -- POST / 200 210.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,719 mnist_classifier_MNISTClassifier dbcvh4al ebfa3561-bd33-4ce4-b487-3c0a0e9af34f -- POST / 200 211.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,720 mnist_classifier_MNISTClassifier dbcvh4al 2406530d-e104-4de2-906f-a5f0262e7068 -- POST / 200 212.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,723 mnist_classifier_MNISTClassifier dbcvh4al 7120142e-53e6-4709-85e5-3210c637cf63 -- POST / 200 214.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,725 mnist_classifier_MNISTClassifier dbcvh4al c786b2fb-fe4c-426e-bce1-f3b23ccc745d -- POST / 200 214.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,725 mnist_classifier_MNISTClassifier dbcvh4al f1ed87a5-97f5-49e8-827e-b65140a5bfb3 -- POST / 200 210.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,727 mnist_classifier_MNISTClassifier dbcvh4al 1252c94a-3dd6-4fab-bbf0-a6460f13fb30 -- POST / 200 210.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,728 mnist_classifier_MNISTClassifier dbcvh4al 698b9fa8-c475-4f1f-b685-c0d9664d453c -- POST / 200 209.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,728 mnist_classifier_MNISTClassifier dbcvh4al 1280c93d-da86-46f7-aff3-591dc17c3cc8 -- POST / 200 208.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,728 mnist_classifier_MNISTClassifier dbcvh4al d46589a3-a322-4444-ad9f-834131a3430f -- POST / 200 208.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,729 mnist_classifier_MNISTClassifier dbcvh4al 61bcc196-1396-4014-89c7-e2c4326bf05d -- POST / 200 207.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,729 mnist_classifier_MNISTClassifier dbcvh4al 828389d7-e0e8-4b15-ba61-93d09cfcebb9 -- POST / 200 206.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,730 mnist_classifier_MNISTClassifier dbcvh4al e27a7f23-f178-4e71-bdd0-460a68dd39f3 -- POST / 200 198.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,731 mnist_classifier_MNISTClassifier dbcvh4al 9bd6ecac-bb81-428b-84e8-1c09529ab255 -- POST / 200 198.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,732 mnist_classifier_MNISTClassifier dbcvh4al 157e7eb6-c982-4b75-ad39-9f59a535ca24 -- POST / 200 199.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,732 mnist_classifier_MNISTClassifier dbcvh4al 659fa862-317f-4aaa-9c03-c1a616e66978 -- POST / 200 195.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,733 mnist_classifier_MNISTClassifier dbcvh4al 742a410d-6e6a-472b-9c14-77250b49dd8d -- POST / 200 196.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,734 mnist_classifier_MNISTClassifier dbcvh4al 13041ccf-d060-45cc-bdf6-5dccfb22ff42 -- POST / 200 196.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,735 mnist_classifier_MNISTClassifier dbcvh4al 79279b29-3daf-42a4-8a1c-a76ff9b4034d -- POST / 200 195.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,735 mnist_classifier_MNISTClassifier dbcvh4al 566d75f2-1ee5-4af5-aeaf-ff66fedca59d -- POST / 200 195.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,735 mnist_classifier_MNISTClassifier dbcvh4al 094b2537-7021-42f6-b2fc-0f09fb5fc6c8 -- POST / 200 194.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,736 mnist_classifier_MNISTClassifier dbcvh4al 45df2a70-be29-4235-b8db-f55583295c1e -- POST / 200 194.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,737 mnist_classifier_MNISTClassifier dbcvh4al fa77d44a-3f84-4590-8080-0ba5c003eb8d -- POST / 200 194.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,738 mnist_classifier_MNISTClassifier dbcvh4al 309367be-1788-4cd9-97c4-2ea36b14efeb -- POST / 200 194.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,757 mnist_classifier_MNISTClassifier dbcvh4al a8d4bdc0-e8ab-4aec-94b6-223f02f6d3e7 -- POST / 200 213.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,759 mnist_classifier_MNISTClassifier dbcvh4al 9258a6c0-1f09-4271-bbd6-fdcf0ffcee92 -- POST / 200 207.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,761 mnist_classifier_MNISTClassifier dbcvh4al c827bdd5-7b00-427b-a625-21d609bbece9 -- POST / 200 208.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,762 mnist_classifier_MNISTClassifier dbcvh4al fa5369f4-1d06-42e8-8f37-fbd2faef1bfb -- POST / 200 208.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,763 mnist_classifier_MNISTClassifier dbcvh4al 42deb287-a353-4530-81c4-ffb70f27f4f6 -- POST / 200 207.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,763 mnist_classifier_MNISTClassifier dbcvh4al 3a053221-4c48-445f-8d73-fd636d8d4e9c -- POST / 200 206.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,764 mnist_classifier_MNISTClassifier dbcvh4al 6ba74fef-7388-4557-9a46-280a5132fae5 -- POST / 200 207.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,764 mnist_classifier_MNISTClassifier dbcvh4al 370fa322-7732-47f5-b8ff-4edcbc139e56 -- POST / 200 205.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,769 mnist_classifier_MNISTClassifier dbcvh4al d6b807f6-fa9f-4309-81b1-086ff8e75e66 -- POST / 200 210.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:25,770 mnist_classifier_MNISTClassifier dbcvh4al 3d9ff149-d05a-4c9e-bd5b-0ece5992640d -- POST / 200 210.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,014 mnist_classifier_MNISTClassifier dbcvh4al 94b2ee7d-0a26-4a52-9a22-4a47fe6f4399 -- POST / 200 398.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,016 mnist_classifier_MNISTClassifier dbcvh4al c683b7d5-39e3-46ab-a7a7-50b604fd420f -- POST / 200 399.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,016 mnist_classifier_MNISTClassifier dbcvh4al b82df2d1-52bd-47ea-9586-d9b9971272c8 -- POST / 200 370.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,017 mnist_classifier_MNISTClassifier dbcvh4al 7ce8dd19-7dd4-4d2a-84fd-77b270c468c6 -- POST / 200 386.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,018 mnist_classifier_MNISTClassifier dbcvh4al 0b2b8217-4f91-4a35-8cab-f3d9afa07758 -- POST / 200 369.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,020 mnist_classifier_MNISTClassifier dbcvh4al 475ff753-3d22-4f88-a052-ee742637e511 -- POST / 200 384.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,023 mnist_classifier_MNISTClassifier dbcvh4al 7806f7ab-f07c-4aa3-baba-92a7232d346c -- POST / 200 373.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,023 mnist_classifier_MNISTClassifier dbcvh4al efa7a672-9b07-4bcd-85be-ece266bf3fa6 -- POST / 200 372.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,029 mnist_classifier_MNISTClassifier dbcvh4al ec9c43d0-a4a6-4a3f-ac11-9e0abf8aff77 -- POST / 200 376.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,030 mnist_classifier_MNISTClassifier dbcvh4al dda77ddd-6145-486a-b53e-4ae467228091 -- POST / 200 375.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,031 mnist_classifier_MNISTClassifier dbcvh4al 6821d084-3282-4b92-ad18-d281269f89bd -- POST / 200 376.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,032 mnist_classifier_MNISTClassifier dbcvh4al 12e2088c-45c4-49d1-a03f-d8d71b5ed310 -- POST / 200 377.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,032 mnist_classifier_MNISTClassifier dbcvh4al aee02b4b-ef78-4275-b514-fab34438f3d1 -- POST / 200 377.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,033 mnist_classifier_MNISTClassifier dbcvh4al f6ca6a3d-7d5f-4bb5-b299-a9c47fa4fede -- POST / 200 377.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,033 mnist_classifier_MNISTClassifier dbcvh4al dbb58b25-3a98-4a39-95e7-479127634bd5 -- POST / 200 377.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,034 mnist_classifier_MNISTClassifier dbcvh4al ebeb5308-8132-4f23-b749-45bae90f7aed -- POST / 200 376.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,034 mnist_classifier_MNISTClassifier dbcvh4al 94742fa2-2d53-4ece-b26f-5eeed6b416c1 -- POST / 200 377.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,035 mnist_classifier_MNISTClassifier dbcvh4al 6d328552-b121-4c9e-8caa-71325b12a3d5 -- POST / 200 376.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,036 mnist_classifier_MNISTClassifier dbcvh4al e94282f0-91f0-4d5a-8455-0185ea92de14 -- POST / 200 376.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,036 mnist_classifier_MNISTClassifier dbcvh4al ca62e37c-36aa-432b-a22e-74053ae9ebf5 -- POST / 200 376.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,038 mnist_classifier_MNISTClassifier dbcvh4al 64680364-7709-477c-a832-2ffc3231b8b8 -- POST / 200 377.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,038 mnist_classifier_MNISTClassifier dbcvh4al 7e07a45d-1b96-4102-a90d-492ebdcb2aea -- POST / 200 378.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,039 mnist_classifier_MNISTClassifier dbcvh4al 11c7006f-c20b-447d-b501-e15fd6efc39c -- POST / 200 377.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,039 mnist_classifier_MNISTClassifier dbcvh4al 6522deff-99c0-4e90-8078-2cdc7e916bdf -- POST / 200 376.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,040 mnist_classifier_MNISTClassifier dbcvh4al 1c2f00f4-9595-4b39-900f-5f6668875d62 -- POST / 200 374.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,040 mnist_classifier_MNISTClassifier dbcvh4al 51a48594-4d66-47e9-9cc0-a91c2fb5c1fc -- POST / 200 377.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,041 mnist_classifier_MNISTClassifier dbcvh4al 3f640040-5f5b-4dec-a441-a49b2298728a -- POST / 200 374.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,041 mnist_classifier_MNISTClassifier dbcvh4al 9dd01c9f-f9aa-494a-b363-cca536c47e7e -- POST / 200 377.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,042 mnist_classifier_MNISTClassifier dbcvh4al 1622efde-534b-4c48-919c-e7a7eacb6d44 -- POST / 200 376.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,042 mnist_classifier_MNISTClassifier dbcvh4al 932b76a7-1832-4c33-8fb3-1a8b64a9e112 -- POST / 200 372.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,043 mnist_classifier_MNISTClassifier dbcvh4al 76eebb20-a354-4dea-9cfb-694be2dcc25c -- POST / 200 373.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,043 mnist_classifier_MNISTClassifier dbcvh4al d036f8f7-f2f2-4140-a139-6ffb99e6ebee -- POST / 200 373.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,043 mnist_classifier_MNISTClassifier dbcvh4al 04b0e144-6dfa-4460-af43-aef013411ee3 -- POST / 200 371.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,044 mnist_classifier_MNISTClassifier dbcvh4al 68b9d99e-faf1-42d6-ba7a-b5c726c71e88 -- POST / 200 372.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,044 mnist_classifier_MNISTClassifier dbcvh4al 22ef63be-1567-4c7b-81ff-defa8cc680f3 -- POST / 200 372.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,044 mnist_classifier_MNISTClassifier dbcvh4al a5e3365e-0020-4d41-98da-ed2355ee12be -- POST / 200 372.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,045 mnist_classifier_MNISTClassifier dbcvh4al 0cb056dc-af47-43c4-9cd6-732119790e54 -- POST / 200 373.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,045 mnist_classifier_MNISTClassifier dbcvh4al 351d73a5-3353-4c1a-a6a2-f97845b3e321 -- POST / 200 373.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,046 mnist_classifier_MNISTClassifier dbcvh4al 0c11c6df-8181-4edd-9e34-c13bc1607ca2 -- POST / 200 372.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,046 mnist_classifier_MNISTClassifier dbcvh4al 69348bbd-e8b6-42b3-8d07-1c471dbfa10b -- POST / 200 371.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,047 mnist_classifier_MNISTClassifier dbcvh4al 17d56126-e198-4369-a901-940f2ac3c8c7 -- POST / 200 371.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,047 mnist_classifier_MNISTClassifier dbcvh4al d5679f08-6c35-4e2f-83a9-51198e42bcbe -- POST / 200 371.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,048 mnist_classifier_MNISTClassifier dbcvh4al 315ac842-e7c9-4532-b693-1c469c874992 -- POST / 200 370.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,049 mnist_classifier_MNISTClassifier dbcvh4al 558a71a6-ad86-474c-bea5-8b7e2725e35b -- POST / 200 370.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,049 mnist_classifier_MNISTClassifier dbcvh4al 9d269624-37af-41e7-810d-2d26f8986abf -- POST / 200 369.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,049 mnist_classifier_MNISTClassifier dbcvh4al 65221876-19c5-4072-a901-4192e4e3c97d -- POST / 200 369.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,049 mnist_classifier_MNISTClassifier dbcvh4al 56d73dc9-22ff-4b1b-a4c9-7b1b7b3feae6 -- POST / 200 369.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,049 mnist_classifier_MNISTClassifier dbcvh4al f80fc0ba-4593-467e-ae0c-7a75f6d1ef84 -- POST / 200 368.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,050 mnist_classifier_MNISTClassifier dbcvh4al 7f18d147-6e33-44ae-b1fa-8d2194254b3f -- POST / 200 368.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,050 mnist_classifier_MNISTClassifier dbcvh4al 14f6dbf9-5684-4fdb-af84-60e7e7e8e551 -- POST / 200 368.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,050 mnist_classifier_MNISTClassifier dbcvh4al d461e971-e4a4-45ba-a8f4-0c5e6021451b -- POST / 200 367.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,179 mnist_classifier_MNISTClassifier dbcvh4al 5dbd8b8a-e68e-4739-8378-191bed3468a2 -- POST / 200 416.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,179 mnist_classifier_MNISTClassifier dbcvh4al 0b1ab931-1cfb-4c05-a567-4155a74ef220 -- POST / 200 415.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,180 mnist_classifier_MNISTClassifier dbcvh4al 2280e64d-8efe-400c-b7d1-74b1b1657b0f -- POST / 200 415.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,180 mnist_classifier_MNISTClassifier dbcvh4al 1ad77b0a-a20c-4cca-9aa7-98c83629347f -- POST / 200 400.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,181 mnist_classifier_MNISTClassifier dbcvh4al 725c4071-4139-4aae-8b64-a53519c07876 -- POST / 200 452.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,181 mnist_classifier_MNISTClassifier dbcvh4al c8806e02-1867-44a1-9573-12a01d3f4d57 -- POST / 200 422.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,182 mnist_classifier_MNISTClassifier dbcvh4al 1526c8c4-d12f-4b9c-9484-948cdc238253 -- POST / 200 397.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,182 mnist_classifier_MNISTClassifier dbcvh4al e10ab8a4-52ec-4a0a-a360-6c2e23c47b95 -- POST / 200 400.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,183 mnist_classifier_MNISTClassifier dbcvh4al 3e10eea0-2fb4-4dc3-8987-03c7d06355ce -- POST / 200 400.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,183 mnist_classifier_MNISTClassifier dbcvh4al 451a2378-d001-44f5-b5e0-fe2410bd0620 -- POST / 200 399.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,184 mnist_classifier_MNISTClassifier dbcvh4al 6305c4e8-f00b-431b-a296-f440bc4884f5 -- POST / 200 399.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,184 mnist_classifier_MNISTClassifier dbcvh4al 57aa9fe5-f30e-4b6b-b120-25612837e3d7 -- POST / 200 400.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,185 mnist_classifier_MNISTClassifier dbcvh4al dba838dd-7400-48cd-ac10-4359c2cf4e7d -- POST / 200 400.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,185 mnist_classifier_MNISTClassifier dbcvh4al 71ca2ab8-9861-4928-b226-4c253c95de97 -- POST / 200 397.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,186 mnist_classifier_MNISTClassifier dbcvh4al 70148323-6361-4216-ad2e-4d3d3898f8cb -- POST / 200 398.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,186 mnist_classifier_MNISTClassifier dbcvh4al 54f59d05-ed63-4958-854f-c0c284824155 -- POST / 200 397.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,186 mnist_classifier_MNISTClassifier dbcvh4al cbac2b47-17d0-4287-9971-600c5fdf845b -- POST / 200 396.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,187 mnist_classifier_MNISTClassifier dbcvh4al ef8bccbe-83e6-4f70-a796-9266735690c4 -- POST / 200 396.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,187 mnist_classifier_MNISTClassifier dbcvh4al 236d4899-db2e-4d5a-94fa-4ed1bc78d202 -- POST / 200 396.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,187 mnist_classifier_MNISTClassifier dbcvh4al b9025e96-b0e6-4d46-b5c1-4ac81dc5738b -- POST / 200 396.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,188 mnist_classifier_MNISTClassifier dbcvh4al b714a7cc-3440-400d-8eec-b114716ed654 -- POST / 200 396.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,188 mnist_classifier_MNISTClassifier dbcvh4al e32bf8ee-b3d0-416d-b64c-8b3becb81ece -- POST / 200 397.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,188 mnist_classifier_MNISTClassifier dbcvh4al 045dfd3f-c18a-439e-84a3-ebeb482761fd -- POST / 200 396.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,189 mnist_classifier_MNISTClassifier dbcvh4al e3df6ac2-1567-48b1-affa-00969503e5cd -- POST / 200 395.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,189 mnist_classifier_MNISTClassifier dbcvh4al ea8d790b-0e37-4dd7-b3c0-bfb98692e397 -- POST / 200 394.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,189 mnist_classifier_MNISTClassifier dbcvh4al e1369616-e38a-467f-9ab0-ca3259b410ae -- POST / 200 395.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,190 mnist_classifier_MNISTClassifier dbcvh4al 348dc91a-318e-46e3-85b0-496dc6620f9b -- POST / 200 395.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,190 mnist_classifier_MNISTClassifier dbcvh4al 8e714ef8-ba5e-4c81-9c90-964e410136c5 -- POST / 200 395.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,191 mnist_classifier_MNISTClassifier dbcvh4al b672b6dc-71d3-4399-a0c2-9a1cc279d51e -- POST / 200 394.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,191 mnist_classifier_MNISTClassifier dbcvh4al 85625d10-3734-4e2d-884b-c36372e2422d -- POST / 200 394.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,191 mnist_classifier_MNISTClassifier dbcvh4al da94efec-e73c-4474-9f7b-c38e9e72f9c4 -- POST / 200 394.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,192 mnist_classifier_MNISTClassifier dbcvh4al 2e7713bc-5de1-4473-917d-6803fb5cd17f -- POST / 200 393.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,193 mnist_classifier_MNISTClassifier dbcvh4al d00b78b9-4f4b-436c-86ff-7872dc91f2d3 -- POST / 200 391.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,193 mnist_classifier_MNISTClassifier dbcvh4al 25bddc75-fdc2-4b19-bddb-be7e4e6f8559 -- POST / 200 391.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,194 mnist_classifier_MNISTClassifier dbcvh4al 2bb34b69-3c43-487e-bd26-9bd41ed8a0ad -- POST / 200 391.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,195 mnist_classifier_MNISTClassifier dbcvh4al 775ea950-0bbc-4873-9e5e-40adbc3faa4d -- POST / 200 219.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,196 mnist_classifier_MNISTClassifier dbcvh4al e2407da4-632a-46d4-9beb-14153b211c40 -- POST / 200 219.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,197 mnist_classifier_MNISTClassifier dbcvh4al 3ec68252-6800-4a57-80a2-40bdbe0ded04 -- POST / 200 218.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,197 mnist_classifier_MNISTClassifier dbcvh4al 2a8927f0-15fd-4b89-99bb-a29de849ae9e -- POST / 200 218.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,198 mnist_classifier_MNISTClassifier dbcvh4al a077819c-4500-4a9c-94bd-feeebf68ea80 -- POST / 200 220.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,199 mnist_classifier_MNISTClassifier dbcvh4al 9581b7de-3ba4-47e6-8c3b-c373ca84ad07 -- POST / 200 220.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,199 mnist_classifier_MNISTClassifier dbcvh4al 0c35a356-ac17-4c8c-914d-98189e6070e8 -- POST / 200 219.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,199 mnist_classifier_MNISTClassifier dbcvh4al 7129bcb7-e71d-4431-8739-8c5295846fb8 -- POST / 200 219.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,199 mnist_classifier_MNISTClassifier dbcvh4al 64c5a242-dc82-4c6f-a72e-248b728f7262 -- POST / 200 219.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,200 mnist_classifier_MNISTClassifier dbcvh4al ae9d6fa1-2b7f-462d-9b29-1c85badd590e -- POST / 200 216.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,201 mnist_classifier_MNISTClassifier dbcvh4al 9d87f0d1-93b5-4f93-82a1-fe48d84c0d5c -- POST / 200 216.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,201 mnist_classifier_MNISTClassifier dbcvh4al 8d78de29-e65d-4b4f-a5f3-0f9ad22524a6 -- POST / 200 215.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,202 mnist_classifier_MNISTClassifier dbcvh4al 4f09c805-dea9-4783-a636-ea98f12c5251 -- POST / 200 216.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,203 mnist_classifier_MNISTClassifier dbcvh4al 8629ac1a-aab3-49e3-a6d7-22d17d271e73 -- POST / 200 166.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,210 mnist_classifier_MNISTClassifier dbcvh4al 7909d5ce-ef6f-4176-ab42-92279ef34c89 -- POST / 200 223.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,210 mnist_classifier_MNISTClassifier dbcvh4al 80fe44bd-8b0d-4338-9a3a-a1d6d80353ef -- POST / 200 147.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,211 mnist_classifier_MNISTClassifier dbcvh4al 740cd026-7703-4766-be36-4285d1d0bd33 -- POST / 200 173.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,211 mnist_classifier_MNISTClassifier dbcvh4al 4c558456-03c7-4320-9b6c-0e05e3a94aa4 -- POST / 200 146.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,212 mnist_classifier_MNISTClassifier dbcvh4al cab13d55-cc28-470b-aee2-9189d841a5db -- POST / 200 158.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,216 mnist_classifier_MNISTClassifier dbcvh4al 3146b50c-250c-47c9-8f4a-58781abf6ca2 -- POST / 200 160.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,216 mnist_classifier_MNISTClassifier dbcvh4al 14ab5b2c-6e3d-4075-a399-20f71e22a9eb -- POST / 200 158.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,216 mnist_classifier_MNISTClassifier dbcvh4al df09943d-d183-44d3-b523-c7183f0d04d0 -- POST / 200 157.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,217 mnist_classifier_MNISTClassifier dbcvh4al 78b11334-becd-49ba-a591-c0ba32c11dae -- POST / 200 165.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,269 mnist_classifier_MNISTClassifier dbcvh4al 671ded2b-1302-425c-a43c-9908e4d6690b -- POST / 200 209.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,273 mnist_classifier_MNISTClassifier dbcvh4al 608b9bfc-7bf4-4b72-b719-742476193d1c -- POST / 200 214.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,276 mnist_classifier_MNISTClassifier dbcvh4al db429b4d-0ec6-4f80-9898-0c6692ebe469 -- POST / 200 215.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,276 mnist_classifier_MNISTClassifier dbcvh4al da9ca4e0-8e21-4333-96df-1ab79a3c6325 -- POST / 200 215.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,277 mnist_classifier_MNISTClassifier dbcvh4al c0fbf3ed-a513-4dd8-8187-9175c1cfe8ec -- POST / 200 216.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,278 mnist_classifier_MNISTClassifier dbcvh4al 7b1d67e5-3a09-48ce-acd3-d9d9e845c93b -- POST / 200 215.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,278 mnist_classifier_MNISTClassifier dbcvh4al 35cd48fe-2cd9-44b9-9671-991c200a46fd -- POST / 200 215.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,279 mnist_classifier_MNISTClassifier dbcvh4al e9afdccd-876c-4ad6-9d20-1530ddf2ed35 -- POST / 200 214.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,280 mnist_classifier_MNISTClassifier dbcvh4al ddf44226-619d-495f-809e-105c00a6e5c3 -- POST / 200 214.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,280 mnist_classifier_MNISTClassifier dbcvh4al 1242ad8f-48e4-48af-ba4f-600b2f4589d8 -- POST / 200 213.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,280 mnist_classifier_MNISTClassifier dbcvh4al 83d36f1c-b4c2-4495-8b49-5bdb6777653e -- POST / 200 213.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,281 mnist_classifier_MNISTClassifier dbcvh4al a5a9aead-80bf-4624-b10b-9b6ae06bf352 -- POST / 200 213.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,281 mnist_classifier_MNISTClassifier dbcvh4al 689c136b-d083-4741-983c-fb84fb53470e -- POST / 200 212.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,284 mnist_classifier_MNISTClassifier dbcvh4al 6e718be8-bfc3-450e-a2d8-b8192452692d -- POST / 200 213.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,285 mnist_classifier_MNISTClassifier dbcvh4al 4e465c6a-7873-4b3d-802d-bca86e6867ba -- POST / 200 213.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,286 mnist_classifier_MNISTClassifier dbcvh4al 4d49594c-47be-42b8-8c0b-26e039851899 -- POST / 200 213.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,287 mnist_classifier_MNISTClassifier dbcvh4al 84d873ef-a46b-4d99-9ac0-55685db7c2dd -- POST / 200 213.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,287 mnist_classifier_MNISTClassifier dbcvh4al f5719d39-d3b1-495f-90da-b637aef0801b -- POST / 200 214.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,288 mnist_classifier_MNISTClassifier dbcvh4al 2036775b-e1a9-4f6b-8a43-0de2481f777a -- POST / 200 214.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,288 mnist_classifier_MNISTClassifier dbcvh4al 3ab71944-3c4c-462c-9694-ee1f0e49a364 -- POST / 200 214.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,288 mnist_classifier_MNISTClassifier dbcvh4al d203f2b7-aa07-4a0c-8f18-1a13f505f3b9 -- POST / 200 214.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,289 mnist_classifier_MNISTClassifier dbcvh4al 9afb6ce1-db57-4311-a6b3-77bf77b8180b -- POST / 200 211.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,289 mnist_classifier_MNISTClassifier dbcvh4al fc350dec-43c5-4d83-bba5-e66068e36039 -- POST / 200 211.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,289 mnist_classifier_MNISTClassifier dbcvh4al 0aa65dab-8906-49ef-957c-3e4d09491b98 -- POST / 200 208.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,290 mnist_classifier_MNISTClassifier dbcvh4al 07ce4608-dfbf-40c0-8548-f56a9b0191e0 -- POST / 200 208.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,290 mnist_classifier_MNISTClassifier dbcvh4al 0aef7766-1cf6-449e-a756-133de01d5623 -- POST / 200 207.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,290 mnist_classifier_MNISTClassifier dbcvh4al 879a4048-3c12-4157-9f6e-c8b5bb04e503 -- POST / 200 206.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,291 mnist_classifier_MNISTClassifier dbcvh4al e807aa5e-0892-4f5a-acfa-4ac37077be75 -- POST / 200 204.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,291 mnist_classifier_MNISTClassifier dbcvh4al 1f50fae3-7684-4b05-bb9e-884cbd5a2db4 -- POST / 200 204.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,291 mnist_classifier_MNISTClassifier dbcvh4al 74b98bd4-296c-4861-8968-d248debc98b2 -- POST / 200 202.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,293 mnist_classifier_MNISTClassifier dbcvh4al 78f6b553-0c04-4984-9c13-06d6d312bf71 -- POST / 200 196.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,293 mnist_classifier_MNISTClassifier dbcvh4al 283c2223-6692-4dc8-b335-bba1312fc662 -- POST / 200 203.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,294 mnist_classifier_MNISTClassifier dbcvh4al 427a4e7d-1403-409e-87b0-0cc1e1ef8392 -- POST / 200 197.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,295 mnist_classifier_MNISTClassifier dbcvh4al cc5aa6a0-523d-4de6-a203-9db499d4d8ef -- POST / 200 201.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,296 mnist_classifier_MNISTClassifier dbcvh4al 0a06fe03-5cab-444f-95a8-ff1095c29ec6 -- POST / 200 198.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,297 mnist_classifier_MNISTClassifier dbcvh4al 538c5861-4aeb-4637-86eb-c4f1b44e030c -- POST / 200 197.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,298 mnist_classifier_MNISTClassifier dbcvh4al 237db083-00e7-4c62-921c-cfb74eacb42a -- POST / 200 199.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,298 mnist_classifier_MNISTClassifier dbcvh4al 885b1ec6-e99a-4672-8637-4af9590622b3 -- POST / 200 199.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,298 mnist_classifier_MNISTClassifier dbcvh4al 3fac91a5-3783-437d-a5bd-74caf2f8fa9c -- POST / 200 197.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,299 mnist_classifier_MNISTClassifier dbcvh4al 066586e9-9d6d-4ed2-a004-474b53d0f615 -- POST / 200 193.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,299 mnist_classifier_MNISTClassifier dbcvh4al 62d9a2d0-2aad-4b9d-917c-752b63539bb1 -- POST / 200 190.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,300 mnist_classifier_MNISTClassifier dbcvh4al 6fd11382-28d1-480e-978b-64798b05fdb9 -- POST / 200 190.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,410 mnist_classifier_MNISTClassifier dbcvh4al 0dd48cde-31c4-4942-8798-abe7a8a002a2 -- POST / 200 213.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,423 mnist_classifier_MNISTClassifier dbcvh4al dd6016a2-1efa-4b14-977b-3c513fd034b9 -- POST / 200 223.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,425 mnist_classifier_MNISTClassifier dbcvh4al cf11bdca-4af3-4a6b-a5d2-d52db873f1bf -- POST / 200 224.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,434 mnist_classifier_MNISTClassifier dbcvh4al bbeacc90-4241-4de0-840b-acecaab2d82c -- POST / 200 221.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,434 mnist_classifier_MNISTClassifier dbcvh4al a673b8e7-e5cb-4882-bdb7-a7f40c15f59d -- POST / 200 214.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,434 mnist_classifier_MNISTClassifier dbcvh4al c10a91cc-e8d3-452e-99a4-04d0ab84375b -- POST / 200 212.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,434 mnist_classifier_MNISTClassifier dbcvh4al f92c6833-e2de-4d56-9950-9c6ef0caaa9f -- POST / 200 211.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,434 mnist_classifier_MNISTClassifier dbcvh4al a0af2baf-4cbf-4500-857d-f3908b9fb37f -- POST / 200 211.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 66e576c9-c744-45af-b7c7-12caf3f45766 -- POST / 200 209.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 8962e3f4-4124-4239-bde8-dda2055fc5b2 -- POST / 200 210.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al e6b61c9b-f53d-43dc-b6e8-dfe664a1c911 -- POST / 200 208.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 44fb0597-49e2-46fc-905c-18645d865dad -- POST / 200 208.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 4ad188bd-019e-41fa-bbfc-53b24f503792 -- POST / 200 206.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 7d4a86f7-8d74-4d13-b0df-1e7bae789a06 -- POST / 200 190.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,435 mnist_classifier_MNISTClassifier dbcvh4al 261d07cb-31ba-408c-a570-3fd6af855320 -- POST / 200 205.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al e412282d-4400-492e-9674-33c386e22656 -- POST / 200 205.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 071e71e8-d7c4-4be0-8e68-03b3c88666f9 -- POST / 200 204.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 43de3b35-4712-4674-a715-d9f6b8379e1e -- POST / 200 204.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 091c688b-5988-49bf-ac80-90a85ab95e38 -- POST / 200 204.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 123d6c1c-2a4e-426e-9d62-4eea5fe4617e -- POST / 200 203.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 707d8d18-e6ab-4514-99ae-dc205977547f -- POST / 200 202.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 5956636c-8dae-49ba-9d3c-a3b6faf4f345 -- POST / 200 202.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,436 mnist_classifier_MNISTClassifier dbcvh4al 490b1d4e-074d-4598-bbea-78995e279bd9 -- POST / 200 201.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,437 mnist_classifier_MNISTClassifier dbcvh4al 8e4fcbe9-c4ef-4358-a5f3-35ad1b0eb5f1 -- POST / 200 201.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,437 mnist_classifier_MNISTClassifier dbcvh4al 23782596-de38-450b-b00f-d5ca7dd851d4 -- POST / 200 200.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,437 mnist_classifier_MNISTClassifier dbcvh4al 8b61f6c6-4080-41d4-975e-6d059bd5b954 -- POST / 200 200.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,495 mnist_classifier_MNISTClassifier dbcvh4al 002e2915-caca-4ec4-851d-c57843912845 -- POST / 200 256.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,495 mnist_classifier_MNISTClassifier dbcvh4al a382a3cf-898f-4aed-b94a-a61bb2ae7fa1 -- POST / 200 257.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,495 mnist_classifier_MNISTClassifier dbcvh4al c10d9e58-1934-4c76-8e22-96164fd80a66 -- POST / 200 256.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,496 mnist_classifier_MNISTClassifier dbcvh4al 8bebac51-7a91-4477-861a-2361360df60b -- POST / 200 256.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,497 mnist_classifier_MNISTClassifier dbcvh4al 08eae466-fc30-4b41-8fed-f5559f040b22 -- POST / 200 256.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,498 mnist_classifier_MNISTClassifier dbcvh4al 50268651-551d-4a7d-9b97-2d1535eec760 -- POST / 200 253.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,498 mnist_classifier_MNISTClassifier dbcvh4al 0675d081-b43f-4af2-8624-8154bbf59df3 -- POST / 200 249.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,498 mnist_classifier_MNISTClassifier dbcvh4al a92ca126-b85b-4c20-b56e-6b5928cfb9bd -- POST / 200 251.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,499 mnist_classifier_MNISTClassifier dbcvh4al e7acad8c-1585-4136-bad3-a6a5e1458d6e -- POST / 200 254.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,499 mnist_classifier_MNISTClassifier dbcvh4al ab6c36f3-fef7-4606-88ba-8aacec8714ff -- POST / 200 251.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,500 mnist_classifier_MNISTClassifier dbcvh4al 7ab662c6-48f7-40e7-b753-5544a9757972 -- POST / 200 248.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,500 mnist_classifier_MNISTClassifier dbcvh4al 2ca1ff21-bf1e-4ce2-9be6-e59c4c9dc6c8 -- POST / 200 247.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,500 mnist_classifier_MNISTClassifier dbcvh4al 99856228-d14f-49d7-ba48-4ae94b0e356a -- POST / 200 247.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,501 mnist_classifier_MNISTClassifier dbcvh4al db02b1fd-8bf3-4aab-9579-b5e1804ee1ea -- POST / 200 240.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,501 mnist_classifier_MNISTClassifier dbcvh4al 673941f2-9a20-4a65-8517-6c6668850d43 -- POST / 200 228.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,502 mnist_classifier_MNISTClassifier dbcvh4al 966e613c-f5c0-4601-b6f2-a6fba89e6774 -- POST / 200 229.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,502 mnist_classifier_MNISTClassifier dbcvh4al 56a0f31c-72b0-4ddb-abc4-5d5195739373 -- POST / 200 217.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,503 mnist_classifier_MNISTClassifier dbcvh4al da467bae-8dde-46d3-81ac-bcf4114e4c06 -- POST / 200 217.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,503 mnist_classifier_MNISTClassifier dbcvh4al c6c0c4a3-a599-4f57-b546-37b10348aa6e -- POST / 200 218.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,504 mnist_classifier_MNISTClassifier dbcvh4al 37a04592-d53a-4327-b849-c910f3a65543 -- POST / 200 218.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,504 mnist_classifier_MNISTClassifier dbcvh4al ea50f7af-ea00-4feb-b5f6-0753bc81856f -- POST / 200 219.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,505 mnist_classifier_MNISTClassifier dbcvh4al cbc4c3b7-4d6d-4efc-812a-82fb8e6c28ec -- POST / 200 217.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,505 mnist_classifier_MNISTClassifier dbcvh4al 0363383d-7390-4b83-9b2a-c8bb019e9a88 -- POST / 200 214.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,506 mnist_classifier_MNISTClassifier dbcvh4al 33b3050c-ca79-466e-bf6c-2990ae6e7420 -- POST / 200 213.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,506 mnist_classifier_MNISTClassifier dbcvh4al 9642362f-4d62-4c4e-a1b7-5578816d4afa -- POST / 200 209.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,508 mnist_classifier_MNISTClassifier dbcvh4al 4544aeb9-e450-4c45-90b3-206e53136fe2 -- POST / 200 208.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,508 mnist_classifier_MNISTClassifier dbcvh4al f01cd4ac-5c14-44fa-8b73-f3e63823ac63 -- POST / 200 204.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,509 mnist_classifier_MNISTClassifier dbcvh4al 69ea81c5-6ad4-4c3c-b503-3fd85013ce47 -- POST / 200 200.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,510 mnist_classifier_MNISTClassifier dbcvh4al d4b53858-6ee1-4946-8242-0feac8d06f8d -- POST / 200 202.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,510 mnist_classifier_MNISTClassifier dbcvh4al ddec6e51-475d-4992-8446-ba36c98d2540 -- POST / 200 200.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,510 mnist_classifier_MNISTClassifier dbcvh4al cb98f4e6-8f15-45bd-a567-d059e2d7e2f5 -- POST / 200 200.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,510 mnist_classifier_MNISTClassifier dbcvh4al be97fbc9-731d-41d9-a9a8-90f001ed9bd4 -- POST / 200 199.1ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,511 mnist_classifier_MNISTClassifier dbcvh4al e55bf4ba-3f6f-4efa-904f-56306dc870a1 -- POST / 200 198.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,511 mnist_classifier_MNISTClassifier dbcvh4al a0260560-f9ee-4e8d-8438-939640c4a571 -- POST / 200 198.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,511 mnist_classifier_MNISTClassifier dbcvh4al 61999d5b-cad5-47a7-b4a0-5135ebfb13cd -- POST / 200 198.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,511 mnist_classifier_MNISTClassifier dbcvh4al f5f741d8-d3e0-4f3a-9e25-fcded9899b3a -- POST / 200 189.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,512 mnist_classifier_MNISTClassifier dbcvh4al d3ca0daa-1dee-4ee2-88e8-abffc98852a3 -- POST / 200 189.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,512 mnist_classifier_MNISTClassifier dbcvh4al 57a51fc7-8737-4401-8b7f-0a1f17bdf491 -- POST / 200 188.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,512 mnist_classifier_MNISTClassifier dbcvh4al e5da5450-2c18-440d-9d9e-66bf9236bb63 -- POST / 200 187.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,512 mnist_classifier_MNISTClassifier dbcvh4al ddd78b74-1532-4e59-981d-fe9f6581c5a7 -- POST / 200 182.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,512 mnist_classifier_MNISTClassifier dbcvh4al d7274069-f7ed-44e0-8cfd-0634141af8d3 -- POST / 200 180.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,513 mnist_classifier_MNISTClassifier dbcvh4al d86794f2-c420-4bd8-ab51-fdf2925982de -- POST / 200 176.3ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,513 mnist_classifier_MNISTClassifier dbcvh4al 7b2d0c04-f8c6-41f1-95c2-bab062c23d62 -- POST / 200 171.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,513 mnist_classifier_MNISTClassifier dbcvh4al 899bacbd-2e65-46e1-bf5c-f86e9cca0aa5 -- POST / 200 176.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,514 mnist_classifier_MNISTClassifier dbcvh4al e4d73e42-935e-4bcc-b081-e6a9b1a5d75b -- POST / 200 170.0ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,514 mnist_classifier_MNISTClassifier dbcvh4al b452064d-f416-4083-b815-5d123d360cc2 -- POST / 200 173.5ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,515 mnist_classifier_MNISTClassifier dbcvh4al f67a8616-33a5-4168-af54-3c82807715e7 -- POST / 200 168.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,515 mnist_classifier_MNISTClassifier dbcvh4al e7609afd-0443-4134-9337-1ef827d959f3 -- POST / 200 168.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,515 mnist_classifier_MNISTClassifier dbcvh4al 8779d39b-5f40-48a5-a8d5-716dc43bcf66 -- POST / 200 167.6ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,516 mnist_classifier_MNISTClassifier dbcvh4al df49469c-6891-411a-9d23-99b38116b60a -- POST / 200 167.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,516 mnist_classifier_MNISTClassifier dbcvh4al 6973974e-09dc-4c35-a2dd-803fb1bd4b82 -- POST / 200 165.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,517 mnist_classifier_MNISTClassifier dbcvh4al 87d6e731-1845-4979-8749-ef8f0e79a613 -- POST / 200 166.2ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,517 mnist_classifier_MNISTClassifier dbcvh4al 51606d85-2e4b-43ee-8cfa-935f5ffc47bd -- POST / 200 165.7ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,518 mnist_classifier_MNISTClassifier dbcvh4al 7caee6a8-49a5-4a52-ba19-2e5f5d282cfd -- POST / 200 165.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,518 mnist_classifier_MNISTClassifier dbcvh4al 6a3f58d3-5ee6-41cb-b8a6-c613dbfe911b -- POST / 200 162.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,518 mnist_classifier_MNISTClassifier dbcvh4al e1d35b16-761c-442d-91d5-1eefb23b743b -- POST / 200 164.8ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,518 mnist_classifier_MNISTClassifier dbcvh4al ff0bab52-c210-4c19-b8bb-c25258fc8fd3 -- POST / 200 162.9ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,519 mnist_classifier_MNISTClassifier dbcvh4al 70eb8d6f-5ae1-402c-8945-02005624a75f -- POST / 200 164.4ms
(ServeReplica:mnist_classifier:MNISTClassifier pid=16793) INFO 2026-10-28 23:58:26,519 mnist_classifier_MNISTClassifier dbcvh4al f0743bcc-8315-4bdd-9259-b03df467cb8e -- POST / 200 163.3ms
Processed 1000 requests in 4.44 seconds
Throughput: 225.15 requests/second

Ray Serve automatically buffers and load balances requests across the replicas.

Fault tolerance#

In production, process and machine failures are inevitable. Ray Serve is designed so that each major component in the Serve stack (the controller, replicas, and proxies) can fail and recover while your application continues to handle traffic.

Serve can also recover from larger infrastructure failures, such as entire nodes or pods failing. Serve can even recover from head node failures, or the entire head pod if deploying on KubeRay.

For more information about Ray Serve’s fault tolerance, see the Ray Serve fault-tolerance guide.

Monitor the deployment#

Monitoring is critical when running large-scale deployments. The Ray dashboard displays Serve metrics like request throughput, latency, and error rates. It also shows cluster resource usage, replica status, and overall deployment health in real time. The dashboard also lets you inspect logs from individual replicas across the cluster.

For debugging, Ray offers distributed debugging tools that let you attach a debugger to running replicas across the cluster. For more information, see the Ray Serve monitoring documentation.

Conclusion#

In this tutorial, you:

Deployed a PyTorch model using Ray Serve with production best practices.
Enabled dynamic request batching to optimize performance.
Configured autoscaling and fractional GPU allocation to efficiently scale across a cluster.
Tested the service with concurrent asynchronous requests.

Serve PyTorch models at scale with Ray Serve#

Setup#

Define a PyTorch model#

Define the Ray Serve deployment#

Configure autoscaling and resource allocation#

Test the endpoint with concurrent requests#

Fault tolerance#

Monitor the deployment#

Conclusion#

Further reading#

Docs

Tutorials

Resources