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festival liangkobori,#budayamuna
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festival liangkobori,#budayamuna
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Jangan lupa mampir ya besti. Entar aku juga pasti mampir🤗 @sorotan | Sariati Ati
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Longest python recorded captured in Fla.
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EM BUSCA DOS TOTS MAIS PODEROSOS!!!
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Ni Made Sariati (@nimadesariati)’s videos with original sound - ᴀʟᴀɴ ʟᴜʙɪᴤ - alan l
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兄弟们！炸场硬核干货来了！亲手打造特斯拉 Autopilot、OpenAI 联合创始人 Andrej Karpathy，这套大模型实操教程，里面全是他本人日常工作生活里，用大模型的全套真实玩法：从靠模型做深度思考、搞硬核科研，到文件上传处理、Python 解释器实操、Claude Artifacts 高阶用法，全给你拆得明明白白，半点儿私货都没留。没有半句空泛的理论，没有半点没用的跑分测评，全是能直接抄作业的落地干货。整整 2 个小时，大神一步一步带着你，走完他自己日常用 LLM 的完整工作流。而是这 2 个小时里的东西，会悄无声息地改变你整个职业生涯的工作逻辑和效率上限。别打开抖音刷剧了，先把这个内容收藏好👇
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多伦多大学电气与计算机工程本科生 Luthira Abeykoon 和 Krish Chhajer 把 Karpathy 的 MicroGPT（200 行纯 Python 实现的迷你 GPT，仅 4,192 个参数）用 SystemVerilog 完整搬进了 FPGA。没有 GPU，没有 PyTorch，没有 CPU 推理循环，transformer 的每一步都是硬件电路，生成速度超过 5 万 tokens/秒。项目叫 TALOS-V2（Tensor Accelerated Logic for On-Chip Systems），已在 GitHub 开源。跑在 DE1-SoC 的 Cyclone V 上，一块教学级 Intel FPGA。权重用 Q4.12 定点格式存在片上 ROM 里。模型里反复出现的矩阵向量乘法被做成一个 16 通道脉动阵列（systolic array），Q/K/V 投影、MLP、LM head 共用这一个单元，轮流跑。注意力是最难搬的部分。Python 里 attention 一行公式写完，到硬件要拆成八步：生成 Q/K/V、扫描点积、跟踪最大值、近似 exp、累
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