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The collection consists of four models, 2 base fashions (DeepSeek-V2, DeepSeek-V2 Lite) and a pair of chatbots (Chat). The Chat variations of the two Base fashions was released concurrently, obtained by training Base by supervised finetuning (SFT) adopted by direct policy optimization (DPO). They skilled on 2 trillion tokens of English and Chinese textual content obtained by deduplicating the Frequent Crawl. Both had vocabulary measurement 102,400 (byte-level BPE) and context size of 4096. They were skilled on clusters of A100 and H800 Nvidia GPUs, linked by InfiniBand, NVLink, NVSwitch.
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With DeepSeek-V3.2, input tokens with cache hits cost $0.028/1M, cache misses $0.28/1M, and output tokens $0.42/1M. High demand could cause price limiting or gradual responses on the free tier. Content Material filters could limit some responses that different fashions answer freely. Finest cost-per-intelligence ratio out there. Cache hits save as a lot as 90% on input costs.
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