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English(EN) This is yet another instance of the recsys infrastructure strategy team at Meta wanting to look like they “add value” by doing weird micro-optimizations that hu

Meta定制AMD芯片牺牲LLM性能以优化推荐系统

SemiAnalysis报道称,Meta正在开发一款定制的AMD MI400系列芯片,该芯片尺寸是标准MI455X的一半,并针对推荐系统工作负载和内存带宽效率进行了优化。这款定制芯片使用的HBM(高带宽内存)比标准版本少得多,因此不太适合LLM推理和训练。该报道还批评了Meta更广泛的基础设施战略,提到了过去GB200 NVL72 Ariel出现的问题,并暗示定制芯片设计可能会阻碍Meta出租计算资源的能力,而这一策略的灵感来源于埃隆·马斯克的做法。 AI

影响 Meta的定制芯片设计可能会限制其LLM能力,从而影响其在AI开发方面的竞争力。

排序理由 该集群包含来自SemiAnalysis的多个推文,讨论Meta的定制芯片设计和基础设施战略,提供分析和批评,而不是主要公告。

在 X — SemiAnalysis 阅读 →

AI 生成摘要 · Google Gemini · 来自 7 个来源。 我们如何撰写摘要 →

Meta定制AMD芯片牺牲LLM性能以优化推荐系统

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该集群包含来自SemiAnalysis的多个推文,讨论Meta的定制芯片设计和基础设施战略,提供分析和批评,而不是主要公告。
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infra, product
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完整方法见我们的编辑标准。

报道来源 [7]

  1. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    @elonmusk 我们认为 MI455X 将是一款出色的芯片,只要 @AnushElangovan 投入足够的资金用于软件和自动化测试能力,以修复 AMD 的...

    @elonmusk We think that the MI455X will be a great chip as long as @AnushElangovan invests enough in software and automated testing capabilities to fix AMD's long history of poor software quality, but Meta's overengineering leads to less flexibility in the overall strategy that A…

  2. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    Meta定制的半尺寸封装设计的另一个问题是,继其复制@elo的策略之后,Zuck将更难将它们租出去

    Another issue that Meta's custom half-size package design will cause is that it will be harder for Zuck to rent them out, following his strategy of copying @elonmusk's neocloud strategy. 6/7🧵

  3. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    Meta对过度工程的痴迷又一例是GB200 NVL72 Ariel,由于其跨机架NVLink ACC线缆导致了大规模的基础设施问题

    Another example of Meta's overengineering obsession is GB200 NVL72 Ariel, which caused massive infrastructure issues with its cross-rack NVLink ACC cables due to signal integrity problems, as Meta was obsessed with having the Grace CPU at a 1:1 ratio with the GPU. This decision h…

  4. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    这又一次是Meta的recsys基础设施战略团队想要通过进行奇怪的微优化来表现出他们“增加了价值”的例子,这...

    This is yet another instance of the recsys infrastructure strategy team at Meta wanting to look like they “add value” by doing weird micro-optimizations that hurt other important divisions at Meta. 4/7🧵

  5. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    但问题是,Meta 定制的 MI400 系列 SKU 在 LLM 推理和训练方面优化不足。该决定是在 TBD Lab 成立或能够

    But the issue is that Meta’s custom MI400-series SKU is not as optimized for LLM inference and training. The decision was made before TBD Lab was formed or could have its say. Given the significant decreases in compute and HBM in its custom SKU, it will be less attractive to

  6. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    与普通的MI455X封装相比,它将使用六个HBM4 8i堆栈,而不是12个HBM4 12Hi堆栈。原因是Meta的recsys基础设施策略

    Compared to a normal MI455X package, it will use six HBM4 8i stacks instead of 12 HBM4 12Hi stacks. The reasoning is that Meta’s recsys infrastructure strategy wanted to have a CPU compute-to-GPU compute ratio tuned for recsys and to optimize memory $/BW. 2/7🧵 https://t.co/jtfrdP…

  7. X — SemiAnalysis TIER_1 English(EN) · SemiAnalysis_ ·

    警报🚨🚨:META的定制AMD MI400系列芯片将比普通MI455X芯片小一半。它针对推荐系统工作负载和$/内存带宽进行了“优化”。它将

    ALERT🚨🚨: META's CUSTOM AMD MI400-series chip will be half the size of a normal MI455X chip. It is "optimized" for recsys workloads and $/Memory Bandwidth. It will use ~144GB of HBM instead of 432GB. We break it down below👇️ 1/7🧵 https://t.co/hiz53VYqkv