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DataFunSummit
DataFunSummit
Feb 2, 2025 · Artificial Intelligence

BladeDISC++: A Dynamic‑Shape AI Compiler for Memory‑Peak Optimization in Deep Learning Training

The article introduces BladeDISC++, a dynamic‑shape AI compiler from Alibaba Cloud PAI, explains the memory‑peak challenges of dynamic‑shape deep‑learning workloads, describes its symbolic‑shape graph, joint compile‑time/runtime optimizations such as operation fusion, scheduling and just‑in‑time rematerialization, and presents Llama2 experiments showing significant GPU memory savings and throughput gains.

AI CompilerBladeDISC++Dynamic Shape
0 likes · 15 min read
BladeDISC++: A Dynamic‑Shape AI Compiler for Memory‑Peak Optimization in Deep Learning Training
DataFunSummit
DataFunSummit
Sep 8, 2023 · Artificial Intelligence

AI Compiler Forum at DataFun Summit 2023: Tile-Based Deep Learning Compilation, Graph Scheduling for Domain‑Specific Accelerators, and Triton on Hopper

The DataFun Summit 2023 AI Compiler Forum gathered leading researchers to present cutting‑edge techniques on tile‑based deep learning compilation, efficient graph scheduling for domain‑specific accelerators, large‑model deployment, and the latest advancements of OpenAI Triton on NVIDIA Hopper, offering practical insights for AI system developers.

AI CompilerGraph SchedulingLarge Model Deployment
0 likes · 8 min read
AI Compiler Forum at DataFun Summit 2023: Tile-Based Deep Learning Compilation, Graph Scheduling for Domain‑Specific Accelerators, and Triton on Hopper