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

writing styles 59 For few-shot prompting with classification tasks, mix up the classes 59 Adapt to model updates 60 Experiment with output formats 60 JSON Repair 61 Working with Schemas 62 Experiment When thinking about a large language model input and output, a text prompt (sometimes accompanied by other modalities such as image prompts) is the input the model uses to predict a specific output. You can be complicated. Many aspects of your prompt affect its efficacy: the model you use, the model’s training data, the model configurations, your word-choice, style and tone, structure, and context

Change Happening Faster Than Ever? Yes, It Is • AI User + Usage + CapEx Growth = Unprecedented • AI Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer 2/24 2/25 4/25 75% 60% 10% 21% 15% 0% Details on Page 293 USA – LLM #1 China USA – LLM #2 AI Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Change Happening Faster Than Ever? Yes, It Is • AI User + Usage + CapEx Growth = Unprecedented • AI Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer

their parent. Flat hierarchies can be used to represent a non-hierarchical design. Each hierarchy model can be useful; the most appropriate one depends on the design. Simple hierarchy An example of a ( ${variable_name} ) must be defined in Schematic Setup before they can be used. Error SPICE model issue SPICE models must not have syntax errors or other problems. Ignore 79 Violation Description printed circuit board. It provides footprint list filtering, footprint viewing, and 3D component model viewing to help ensure the correct footprint is associated with each component. Components can be

their parent. Flat hierarchies can be used to represent a non-hierarchical design. Each hierarchy model can be useful; the most appropriate one depends on the design. Simple hierarchy An example of a ( ${variable_name} ) must be defined in Schematic Setup before they can be used. Error SPICE model issue SPICE models must not have syntax errors or other problems. Ignore Labels are similar (lower/upper printed circuit board. It provides footprint list filtering, footprint viewing, and 3D component model viewing to help ensure the correct footprint is associated with each component. Components can be

their parent. Flat hierarchies can be used to represent a non-hierarchical design. Each hierarchy model can be useful; the most appropriate one depends on the design. Simple hierarchy An example of a ( ${variable_name} ) must be defined in Schematic Setup before they can be used. Error SPICE model issue SPICE models must not have syntax errors or other problems. Error Labels are similar (lower/upper printed circuit board. It provides footprint list filtering, footprint viewing, and 3D component model viewing to help ensure the correct footprint is associated with each component. Components can be

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 NOTE The 3D model for a component will only appear if the 3D model file exists and has been assigned to the footprint. NOTE Many footprints in KiCad’s standard library do not yet have model files created created for them. However, these footprints may contain a path to a 3D model that does not yet exist, in anticipation of the 3D model being created in the future. Navigating the 3D view Dragging with the

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 NOTE The 3D model for a component will only appear if the 3D model file exists and has been assigned to the footprint. NOTE Many footprints in KiCad’s standard library do not yet have model files created created for them. However, these footprints may contain a path to a 3D model that does not yet exist, in anticipation of the 3D model being created in the future. Navigating the 3D view Dragging with the

theoretical knowledge at the same time so that students learn to master the open source development model, understanding, and open source culture. 江波：我觉得这个数字分布只能体现出我们问卷覆盖的人群中，学生占比相对比较大（毕 竟样本数量只有 500 多 maintainability, in order to achieve differentiated competitive advantage. A healthier procurement model for open source products should balance product metrics, technical competitiveness, and maintainability gradually increased in the domestic developer community and among investors. The unique development model of open source has created substantial potential business value, attracting developers, technology