rights reserved. Presenter: Haichen Shen, Yao Wang Amazon SageMaker Neo, Deep Engine Science Dynamic Model in TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Models with models© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Support dynamic model in TVM ● Support Any-dim in typing ● Use shape function to compute the type at runtime ● Virtual input_name = "data" input_shape = [tvm.relay.Any(), 3, 224, 224] dtype = "float32" block = get_model('resnet50_v1', pretrained=True) mod, params = relay.frontend.from_mxnet(block, shape={input_name:

Efficient Mixture-of-Experts Language Model DeepSeek-AI research@deepseek.com Abstract We present DeepSeek-V2, a strong Mixture-of-Experts (MoE) language model characterized by economical training and DeepSeek-V2 and its chat versions still achieve top-tier performance among open-source models. The model checkpoints are available at h t t p s : / / g i t h u b . c o m / d e e p s e e k - a i / D e e p Work 21 A Contributions and Acknowledgments 27 B DeepSeek-V2-Lite: A 16B Model Equipped with MLA and DeepSeekMoE 29 2 B.1 Model Description . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN's business model involved providing commercial products and services around Blender. In 1999 NaN attended its first different animation players. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN’s business model involved providing commercial products and services around Blender. In 1999 NaN attended its first different animation players. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN's business model involved providing commercial products and services around Blender. In 1999 NaN attended its first different animation players. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN’s business model involved providing commercial products and services around Blender. In 1999 NaN attended its first different animation players. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN's business model involved providing commercial products and services around Blender. In 1999 NaN attended its first player than the default one. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN’s business model involved providing commercial products and services around Blender. In 1999 NaN attended its first player than the default one. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN's business model involved providing commercial products and services around Blender. In 1999 NaN attended its first player than the default one. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New

application, Blender runs on Linux, macOS, as well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide 3D modeling and animation tools within the reach of the general computing public. NaN’s business model involved providing commercial products and services around Blender. In 1999 NaN attended its first player than the default one. Lock Interface Lock interface during rendering in favor of giving more memory to the renderer. Window Menu New Window Create a new window by copying the current window. New