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 with dynamism ● Control flow (if, loop, etc) ● Dynamic shapes ○ Dynamic inputs: batch size, image size, sequence length, etc. ○ Output shape of some ops are data dependent: arange, nms, etc. ○ Control 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

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 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

at their default values, but note that the board thickness value will be used when exporting a 3D model of the board, and layer thicknesses will be included in net length calculations for any nets that will be used for new text and graphic shapes that are placed on the board. 15 Line thickness, text size, and text appearance can be configured for the six different categories of layers shown in the dialog The track widths and via sizes defined for each net class are used when the track width and via size controls are set to "use netclass values" in the PCB editor. These widths and sizes are considered

at their default values, but note that the board thickness value will be used when exporting a 3D model of the board, and layer thicknesses will be included in net length calculations for any nets that will be used for new text and graphic shapes that are placed on the board. 15 Line thickness, text size, and text appearance can be configured for the six different categories of layers shown in the dialog The track widths and via sizes defined for each net class are used when the track width and via size controls are set to "use netclass values" in the PCB editor. These widths and sizes are considered

10 Modifier Key Effect Disable grid snapping. Disable snapping wires to pins. The default grid size is 50 mil (0.050") or 1.27 millimeters. This is the recommended grid for placing symbols and wires standard symbol library and all libraries that follow its style also use a 50 mil grid. Using a grid size other than 50 mil will result in schematics without proper connectivity! NOTE Symbols, wires, and grid by selecting them, right clicking, and clicking Align Elements to Grid. You can adjust the grid size by right-clicking and selecting a new grid from the list in the Grid submenu. Pressing the or

10 Modifier Key Effect Disable grid snapping. Disable snapping wires to pins. The default grid size is 50 mil (0.050") or 1.27 millimeters. This is the recommended grid for placing symbols and wires standard symbol library and all libraries that follow its style also use a 50 mil grid. Using a grid size other than 50 mil will result in schematics without proper connectivity! NOTE Symbols, wires, and grid by selecting them, right clicking, and clicking Align Elements to Grid. You can adjust the grid size by right-clicking and selecting a new grid from the list in the Grid submenu. Pressing the or

moves over a grid. The grid can be customized: Size can be changed using the right click menu or using View → Grid Properties… . 10 The default grid size is 50 mil (0.050") or 1.27 millimeters. This standard symbol library and all libraries that follow its style also use a 50 mil grid. Using a grid size other than 50 mil will result in schematics without proper connectivity! Smaller grids can also be formatting options: horizontal and vertical alignment, orientation, position, font, text color, text size, and bold/italic emphasis. Field autoplacement can also be enabled on a per-field basis. The displayed

at their default values, but note that the board thickness value will be used when exporting a 3D model of the board, and layer thicknesses will be included in net length calculations for any nets that configured in the Editing Options section of the PCB Editor preferences. You can adjust the grid size using the grid dropdown in the top toolbar or by right-clicking and selecting a new grid from the specific fields to update or not update, which properties of the fields to update (text, visibility, size and style, and position), and how to handle fields that are missing or empty in the library footprint

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 The Properties is being joined to the Outliner. Menu: Note Areas to be joined must be the same size (width or height) in the direction you wish to join, otherwise nothing will happen. This is so that area with View ‣ Area ‣ Toggle Maximize Area menu entry or keyboard shortcut. To return to normal size, use the keyboard shortcut again or the Back to Previous button on the Topbar. Note The area your

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 The Properties is being joined to the Outliner. 選單: Note Areas to be joined must be the same size (width or height) in the direction you wish to join, otherwise nothing will happen. This is so that area with View ‣ Area ‣ Toggle Maximize Area menu entry or keyboard shortcut. To return to normal size, use the keyboard shortcut again or the Back to Previous button on the Topbar. Note The area your