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 Standard Multi-Head Attention . . . . . . . . . . . . . . . . 6 2.1.2 Low-Rank Key-Value Joint Compression . . . . . . . . . . . . . . . . . . . 7 2.1.3 Decoupled Rotary Position Embedding . . . . . .

Though by default computers use RGB, they can also convert to CMYK (the subtractive model), or a perceptual model like LAB. In all cases this is just a different way of indicating how the colors relate different color model (CMYK) and it has often access to a lower range of colors (called a gamut). A naive person would suggest the following solution: do your work within the CMYK color model! But there are Gamma and Linear Profiling and Calibration Scene Linear Painting Viewing Conditions File Formats Compression Metadata Openness Contents Perspective Projection Orthographic Oblique Axonometric Perspective

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh's texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh’s texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh's texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh’s texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh’s texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

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 background lets you define the third color component. It can also be controlled with the Wheel. Color Model Selects the Color Space for the number fields below. RGB, HSV/HSL, Hex Note In Blender, the RGB Texture Paint Mode A mesh-only mode, that allows you to paint your mesh's texture directly on the model, in the 3D Viewport. Particle Edit Mode A mesh-only mode, dedicated to particle systems, useful with

different color model (CMYK) and it has often access to a lower range of colors (called a gamut). A naive person would suggest the following solution: do your work within the CMYK color model! But there are this particular cube uses red, green, and blue as its axes, we say that our cube is in the RGB color model. There are many more color models. For example, if we were to balance our cube on the black corner each direction. This is the basic idea of the HSV, HSL, HSI, and HSY color models. This particular model is called HSI (hue, saturation, and intensity), because it maps each unique color to the intensity