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MindIE

2 articles · Page 1 of 1
Code Archaeology
Code Archaeology
Aug 5, 2025 · Artificial Intelligence

LLM Inference Explained: Prefill, Decode, and KV Cache Mechanics

This article explains the LLM inference process, detailing the prefill and decode stages, tokenization, KV cache mechanics, and key metrics like TTFT and ITL, while introducing inference frameworks MindIE and LMDeploy with their optimization features.

DecodeKV cacheLLM inference
0 likes · 8 min read
LLM Inference Explained: Prefill, Decode, and KV Cache Mechanics
Architect
Architect
Feb 17, 2025 · Artificial Intelligence

Deploying DeepSeek R1 on Huawei Ascend 910B: Weight Conversion and Troubleshooting

This article details a step‑by‑step deployment of the DeepSeek R1 model on Huawei Ascend 910B NPUs, covering FP8‑to‑BF16 weight conversion, custom container image preparation, configuration of MindIE services, common pitfalls, and practical troubleshooting tips for large‑scale inference.

DeepSeekHuawei AscendMindIE
0 likes · 8 min read
Deploying DeepSeek R1 on Huawei Ascend 910B: Weight Conversion and Troubleshooting