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Openai/69256df6-133c-8005-ae25-fcf7c8af0f22
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==== - 概要: TensorFlowの「コンパイラ」的役割を持つコンポーネント。 ==== * 目的: - 計算グラフを解析して 高速化・効率化 - CPU/GPU/TPU向けに最適化された低レベルコードを生成 '' 主な最適化: 1. 演算融合 (Operation Fusion) - 複数の小さい演算を1つにまとめ、メモリ読み書き回数を削減 - 例: a '' b + c を1つのカーネルで実行 2. 定数畳み込み (Constant Folding) - 事前に計算できる部分をコンパイル時に計算 3. ループ最適化 / メモリ配置最適化 - TPUやGPUのキャッシュ・高速メモリを活用するためのデータ配置 4. レイテンシ・通信最適化 - TPUのメッシュネットワークでテンソルを効率的に転送
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