XFLOPS Blog

Latest news, updates, and insights from the XFLOPS team and community.

Flame Rust AI

Deploy a Candle Application with Flame

By Klaus Ma

A walkthrough of the Candle Based Rust example in Flame, showing that the main code change is wrapping local inference in a Flame service macro, while flmctl deploy handles packaging and registration.

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flame flame-rs flmctl candle rust deployment llm text-generation
Runner Flame RL

TorchRL DQN with Flame Runner and Sharded Replay

By Klaus Ma

A technical blog on the TorchRL DQN example in Flame, covering distributed collectors, Flame-backed TorchRL replay storage, sharded sampling, and an Apple M4 Podman test run.

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flame flamepy runner torchrl dqn replay-buffer reinforcement-learning distributed-training
Runner Flame RL

Distributed Replay Buffer with Flame Runner

By Klaus Ma

A technical blog on Flame's replay-buffer example, covering patch_object delta updates, parallel sampling, and the handler-plus-data programming model.

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flame flamepy runner replay-buffer reinforcement-learning patch-object distributed-training