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Shubham Jain

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Articles

Decoding Protobuf Messages Without Access to the Schema

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By Shubham Jain
| SerpApi, LLC
TABLE OF CONTENTS Protocol Buffers (Protobuf) is a statically typed data serialization format developed and used extensively by Google. Its purpose is similar to JSON, but it is significantly more compact, faster to serialize and deserialize, and requires a predefined message schema for both encoding and decoding. A Protobuf message is binary data. Since binary data cannot be embedded directly in URLs or other text-based formats, it is often Base64-encoded before transmission.
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Computer Science > Distributed, Parallel, and Cluster Computing

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By Shubham Jain, Francesco Bronzino, Francescomaria Faticanti
| arXiv
As demand for DNN inference grows, GPU capacity is increasingly oversubscribed, forcing operators to colocate multiple models on the same device in both cloud and edge deployments. Whether colocation succeeds or violates SLOs depends on the temporal overlap of kernels from concurrently executing models -- an effect that existing serving systems either ignore or approximate using aggregate resource profiles that fail to capture temporal dynamics.
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Hi! I want to buy an automatic car between Rs 10-12 lakh. I want a car that is comfortable for five adults. My driving would be 70% in the city (Delhi), with 3-4 occasional intercity vacation trips annually, and my average monthly running would be around

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By Shubham Jain
| Autocar India
The Skoda Kylaq Signature AT would be the recommendation here. Among the cars you've shortlisted, it offers the best balance of comfort, performance and long-distance ability. The rear seat is spacious enough for five adults on shorter journeys, the torque-converter automatic is smooth in city traffic, and the turbo-petrol engine feels effortless on highways. It also rides well and feels more substantial than the hatchbacks in your list.
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