DeepSeek-V4 Flash model achieves consistent long-context performance on Ascent GX10

A user has successfully deployed a REAP-pruned NVFP4 version of the DeepSeek-V4 Flash model on an Ascent GX10 system. The setup utilizes a single Apache Spark instance and demonstrates consistent throughput even with long context lengths. The user also developed a Grafana dashboard to monitor the Spark server's performance, which was serving at a 262k context with VLLM. AI

IMPACT Demonstrates practical application and performance tuning of large language models in local hardware setups.

RANK_REASON User-level deployment and performance testing of an existing model.

Read on r/LocalLLaMA →

• 0xSero
• Apache Spark
• Ascent GX10
• DeepSeek-V4 Flash
• Grafana
• Hermes
• REAP-pruned NVFP4
• VLLM

• model release
• infra

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