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 shapes ○ Dynamic inputs: batch size, image size, sequence length, etc. ○ Output shape of some ops are data dependent: arange, nms, etc. ○ Control flow: concatenate within a while loop Limitation of TVM/graph 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 Experimental Setups . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 3.1.1 Data Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 3.1.2 Hyper-Parameters

datapoints turned into this beast. As soon as we updated one chart, we often had to update another – a data game of whack-a-mole… a pattern that shows no sign of stopping…and will grow more complex as competition related to the artificial intelligence technology evolution is indeed unprecedented, as supported by the data. This document is filled with user, usage and revenue charts that go up-and-to-the-right… often supported 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

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 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 don’t need to be a data scientist 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

suffix number, and N is the last suffix number. For example, the bus DATA[0..7] contains the signals DATA0 , DATA1 , and so on up to DATA7 . It doesn’t matter which order M and N are specified in, but KiCad have special considerations that must be observed when opening them in order to prevent any data loss. Opening KiCad 5.0 and 5.1 schematics Modern versions of KiCad can open schematics created 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

present open source development in China from various dimensions. This year we set off again, combining data analysis tools and survey reports in various forms to draw a map of the Chinese open source scenarios ：以在线问卷方式搜集样本和数据，交叉对比法分析数据 Survey method: Online questionnaire to collect samples and data, cross-comparison method to analyze data 推广方法 ：线上社交媒体、博客、开源社、开源中国网站 Promotion method: Online social media, blogs 年的统计数据，并对比往年数据和其它一些公开发布的统计报告，我们有如下 一些重要发现： By analyzing the statistics for 2021 and comparing previous years' data with some other publicly released statistical reports, we have some significant findings as follows:

名前が付けられ、ここで `PREFIX` は有効な信号名、 `M` は接尾辞で使われる最初の番号、 `N` は接尾辞で使われる最後 の番号です。 例えば、バス `DATA[0..7]` は信号 `DATA0`, `DATA1`, … `DATA7` から構成されます。 指定される `M` と `N` は降順でも昇順でも構いませんが、ともに正の整数でなければなりません。 32 *グループ バス* は一つ以上の信号またはベルトル KiCad have special considerations that must be observed when opening them in order to prevent any data loss. Opening KiCad 5.0 and 5.1 schematics Modern versions of KiCad can open schematics created 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

Grease Pencil Animation & Rigging 物理 Rendering 合成 Motion Tracking & Masking Video Editing Files & Data System 附加元件 進階 障礙排除 Glossary Get Involved This manual is maintained largely by volunteers. Please 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 refactor of the software with new functions, redesign of the internal window manager and event/tool/data handling system, and new Python API. The final version of this project was Blender 2.59 in August

Animation & Rigging Physics Rendering Compositing Motion Tracking & Masking Video Editing Files & Data System Add-ons Advanced Troubleshooting Glossary Get Involved This manual is maintained largely 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 refactor of the software with new functions, redesign of the internal window manager and event/tool/data handling system, and new Python API. The final version of this project was Blender 2.59 in August

Animation & Rigging Physics Rendering Compositing Motion Tracking & Masking Video Editing Files & Data System Add-ons Advanced Troubleshooting Glossary Get Involved This manual is maintained largely 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 refactor of the software with new functions, redesign of the internal window manager and event/tool/data handling system, and new Python API. The final version of this project was Blender 2.59 in August