56:39Alpa: Automating Inter- and Intra- Operator Parallelism for Distributed Deep Learning
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A 57-minute video from uwsampl: “Alpa: Automating Inter- and Intra- Operator Parallelism for Distributed Deep Learning”.
uwsampl
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56:39
58:19Autotuning Production Machine Learning Compilers | SAMPL Talk 2021/11/04
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A 58-minute video from uwsampl: “Autotuning Production Machine Learning Compilers | SAMPL Talk 2021/11/04”.
25:45Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation
A 26-minute video from uwsampl: “Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation”.
49:02Decoupling Algorithm from Hardware Customizations for Software-Defined Reconfigurable Computing
A 49-minute video from uwsampl: “Decoupling Algorithm from Hardware Customizations for Software-Defined Reconfigurable Computing”.
33:02FlexGen:High-throughput Generative Inference of Large Language Models with a Single GPU - Ying Sheng
A 33-minute video from uwsampl: “FlexGen:High-throughput Generative Inference of Large Language Models with a Single GPU - Ying Sheng”.
1:17:18Large-scale GNN training with DGL | SAMPL Talk 2021/12/02
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A 77-minute video from uwsampl: “Large-scale GNN training with DGL | SAMPL Talk 2021/12/02”.
33:52Optimal Kernel Orchestration for Tensor Programs with Korch - Muyan Hu
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A 34-minute video from uwsampl: “Optimal Kernel Orchestration for Tensor Programs with Korch - Muyan Hu”.
1:01:16Resource-Efficient Execution of Deep Learning Computations | SAMPL Talk 2022/02/03
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A 61-minute video from uwsampl: “Resource-Efficient Execution of Deep Learning Computations | SAMPL Talk 2022/02/03”.
1:05:45Synthesizing Programmable Accelerators: A Compiler’s Perspective | SAMPL Talk 2022/01/27
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A 66-minute video from uwsampl: “Synthesizing Programmable Accelerators: A Compiler’s Perspective | SAMPL Talk 2022/01/27”.
32:45TVM Tutorial at FCRC [1/9]: TVM Overview
A 33-minute video from uwsampl: “TVM Tutorial at FCRC [1/9]: TVM Overview”.
48:42TVM Tutorial at FCRC [2/9]: Relay
A 49-minute video from uwsampl: “TVM Tutorial at FCRC [2/9]: Relay”.
31:20TVM Tutorial at FCRC [3/9]: AutoTVM
A 31-minute video from uwsampl: “TVM Tutorial at FCRC [3/9]: AutoTVM”.
45:07TVM Tutorial at FCRC [3/9]: VTA
A 45-minute video from uwsampl: “TVM Tutorial at FCRC [3/9]: VTA”.
15:56TVM Tutorial at FCRC [4/9]: TSIM
A 16-minute video from uwsampl: “TVM Tutorial at FCRC [4/9]: TSIM”.
41:00TVM Tutorial at FCRC [5/9]: SageMaker Neo
A 41-minute video from uwsampl: “TVM Tutorial at FCRC [5/9]: SageMaker Neo”.
34:18TVM Tutorial at FCRC [6/9]: Micro-TVM
A 34-minute video from uwsampl: “TVM Tutorial at FCRC [6/9]: Micro-TVM”.
14:36TVM Tutorial at FCRC [7/9]: Ultra-Low Bits Inference
A 15-minute video from uwsampl: “TVM Tutorial at FCRC [7/9]: Ultra-Low Bits Inference”.
31:05TVM Tutorial at FCRC [8/9]: Bring Your Own Datatype
A 31-minute video from uwsampl: “TVM Tutorial at FCRC [8/9]: Bring Your Own Datatype”.
52:25Tackling the Communication Bottlenecks of Distributed Deep Learning Training Workloads
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A 52-minute video from uwsampl: “Tackling the Communication Bottlenecks of Distributed Deep Learning Training Workloads”.
36:03TensorIR: An Abstraction for Tensorized Program Optimization | SAMPL Talk 2022/01/20
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A 36-minute video from uwsampl: “TensorIR: An Abstraction for Tensorized Program Optimization | SAMPL Talk 2022/01/20”.
55:28Verified Tensor-Program Optimization Via High-Level Scheduling Rewrites | SAMPL Talk 2022/04/21
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A 55-minute video from uwsampl: “Verified Tensor-Program Optimization Via High-Level Scheduling Rewrites | SAMPL Talk 2022/04/21”.