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.NET 9锟斤拷AI 锟斤拷锟斤拷锟铰碉拷全锟斤拷锟斤拷锟斤拷

锟斤拷源锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷|锟斤拷时锟戒：2024-09-10 09:55:12 |锟斤拷锟侥讹拷锟斤拷98锟斤拷|锟斤拷锟斤拷签锟斤拷 a T 全 Net 锟斤拷 AI 锟斤拷 |锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷

锟斤拷锟斤拷锟斤拷戏

.NET 9 锟斤拷锟斤拷锟斤拷锟斤拷 RC1, 锟斤拷锟斤拷锟�.NET 锟脚讹拷锟节凤拷锟斤拷.NET 9 Preview 1锟芥本时写锟斤拷一篇锟斤拷锟铰★拷锟斤拷锟角讹拷 .NET 9 锟斤拷愿锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟截憋拷锟结到锟剿讹拷AI锟斤拷展锟斤拷 .NET 9锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 .NET 锟斤拷锟斤拷锟斤拷员锟斤拷锟斤拷锟缴地斤拷锟剿癸拷锟斤拷锟杰硷拷锟缴碉拷锟斤拷锟斤拷锟斤拷锟叫的猴拷锟铰碉拷应锟矫筹拷锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷员锟斤拷锟揭碉拷锟斤拷锟斤拷使锟斤拷 Op

.NET 9 锟斤拷锟斤拷锟斤拷锟斤拷 RC1锟斤拷锟斤拷锟斤拷锟�.NET 锟脚讹拷锟节凤拷锟斤拷.NET 9 Preview 1锟芥本时写锟斤拷一篇锟斤拷锟铰★拷锟斤拷锟角讹拷 .NET 9 锟斤拷愿锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟截憋拷锟结到锟剿讹拷AI锟斤拷展锟斤拷锟斤拷.NET 9锟斤拷锟斤拷锟斤拷锟斤拷 .NET 锟斤拷锟斤拷锟斤拷员锟斤拷锟斤拷锟缴地斤拷锟剿癸拷锟斤拷锟杰硷拷锟缴碉拷锟斤拷锟斤拷锟斤拷锟叫的猴拷锟铰碉拷应锟矫筹拷锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷员锟斤拷锟揭碉拷锟斤拷锟斤拷使锟斤拷 OpenAI 锟斤拷 OSS 模锟酵ｏ拷锟叫管和憋拷锟截ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥碉拷锟斤拷锟斤拷锟角斤拷锟斤拷锟斤拷锟斤拷Semantic Kernel锟斤拷OpenAI 锟斤拷 Azure SDK 锟斤拷锟斤拷锟斤拷泻锟斤拷锟斤拷锟斤拷锟饺凤拷锟� .NET 锟斤拷锟斤拷锟斤拷员拥锟叫癸拷锟斤拷锟斤拷锟斤拷应锟矫筹拷锟斤拷锟揭伙拷锟斤拷锟斤拷椤�

锟斤拷 .NET 9 锟叫ｏ拷.NET 锟斤拷锟斤拷锟斤拷锟节达拷锟斤拷锟狡讹拷 AI -- 锟斤拷浅锟斤拷锟斤拷锟斤拷锟�......锟斤拷锟斤拷 AI 锟斤拷锟节猴拷锟斤拷要锟斤拷锟节癸拷去锟斤拷锟斤拷锟捷★拷锟狡讹拷锟斤拷锟斤拷锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷微锟斤拷锟侥凤拷蘸筒锟斤拷锟斤拷锟斤拷牛锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟绞憋拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟皆拷锟斤拷锟斤拷斯锟斤拷锟斤拷锟绞憋拷锟斤拷锟�.NET锟窖撅拷锟斤拷锟斤拷锟教ワ拷锟斤拷牵锟斤拷锟矫匡拷锟斤拷锟斤拷强锟斤拷锟截憋拷锟角硷拷锟斤拷锟斤拷锟斤拷锟斤拷.NET 9锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷员锟斤拷锟斤拷锟斤拷锟斤拷锟杰碉拷应锟矫筹拷锟斤拷锟斤拷锟叫非筹拷锟斤拷母慕锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷一锟斤拷艿锟�.NET 锟斤拷锟斤拷锟斤拷锟斤拷一锟斤拷锟斤拷AI 锟斤拷锟斤拷锟斤拷陆锟秸癸拷锟�

1锟斤拷TensorFlow.NET锟斤拷锟斤拷

TensorFlow.NET 锟斤拷锟斤拷通锟斤拷锟斤拷锟斤拷锟斤拷 C# 锟襟定猴拷锟皆讹拷微锟斤拷支锟街斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 Keras API 锟斤拷锟斤拷也锟斤拷锟斤拷 C# 锟斤拷锟皆ｏ拷

使锟斤拷 cppSharp 锟斤拷锟缴碉拷锟铰的革拷锟斤拷锟斤拷 C# 锟斤拷
锟皆讹拷锟斤拷 C# 锟斤拷锟斤拷锟斤拷远锟轿拷锟街э拷锟�
Keras API 锟斤拷全锟斤拷 C# 实锟街ｏ拷锟斤拷锟斤拷锟睫凤拷锟侥ｏ拷投锟斤拷锟斤拷训锟斤拷

2锟斤拷OpenAI SDK 锟斤拷锟斤拷

OpenAI SDK 使锟斤拷锟斤拷锟斤拷员锟杰癸拷直锟接凤拷锟斤拷 OpenAI 锟斤拷锟铰的癸拷锟斤拷 AI 模锟酵ｏ拷锟斤拷锟斤拷 GPT-4 锟斤拷锟斤拷峁癸拷锟斤拷锟斤拷锟斤拷锟杰★拷锟斤拷锟斤拷味锟斤拷锟斤拷锟斤拷拥锟斤拷锟斤拷锟斤拷锟斤拷 API 支锟街ｏ拷锟斤拷锟斤拷同锟斤拷锟斤拷锟届步 API 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 - 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷实时锟斤拷锟斤拷锟斤拷锟斤拷式锟斤拷伞锟絊DK 锟角匡拷锟斤拷展锟侥ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷越锟揭伙拷锟斤拷远锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷猓拷锟斤拷锟斤拷锟� Azure OpenAI 锟斤拷锟斤拷锟剿硷拷锟缴ｏ拷锟斤拷锟斤拷锟斤拷业锟斤拷锟斤拷锟斤拷也锟斤拷锟斤拷越痈锟斤拷旨锟斤拷锟絆penAI API锟侥革拷锟斤拷模锟酵★拷锟斤拷为使锟矫对伙拷式 AI锟斤拷锟斤拷态锟斤拷锟斤拷锟斤拷锟缴猴拷 AI 锟斤拷锟斤拷锟斤拷锟杰ｏ拷锟斤拷锟斤拷频转录锟斤拷锟侥憋拷转锟斤拷锟斤拷锟斤拷锟缴ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟杰碉拷 .NET 应锟矫筹拷锟斤拷锟结供锟剿达拷锟斤拷锟斤拷锟斤拷锟皆★拷

3锟斤拷ONNX 锟斤拷锟斤拷时原锟斤拷支锟斤拷

锟斤拷锟斤拷锟劫凤拷锟斤拷锟截斤拷锟叫碉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷装锟斤拷锟斤拷锟角伙拷锟斤拷锟揭伙拷锟阶拷锟斤拷锟斤拷锟斤拷占锟� 锟斤拷Microsoft.ML.OnnxRuntime锟斤拷锟斤拷锟斤拷锟叫帮拷锟斤拷一锟斤拷 API 锟斤拷直锟接硷拷锟截猴拷锟斤拷锟斤拷 ONNX 模锟酵ｏ拷

直锟斤拷模锟酵硷拷锟截ｏ拷 var session = new InferenceSession锟斤拷锟斤拷model.onnx锟斤拷锟斤拷;
使锟斤拷 Span 锟斤拷 Memory 锟斤拷锟斤拷锟斤拷/锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷懈锟叫э拷锟斤拷诖锟斤拷锟斤拷
通锟斤拷统一 API 支锟斤拷硬锟斤拷锟斤拷锟劫ｏ拷CPU锟斤拷GPU锟斤拷DirectML锟斤拷

4锟斤拷锟斤拷锟斤拷锟斤拷员锟窖好碉拷ML.NET 4.0

AutoML 通锟斤拷锟斤拷指锟斤拷锟脚伙拷锟斤拷时锟斤拷锟斤拷锟斤拷预锟斤拷支锟街憋拷酶锟斤拷锟斤拷锟斤拷埽锟�

AutoML 锟斤拷强锟斤拷锟杰ｏ拷
- 锟斤拷锟斤拷平锟斤拷模锟斤拷选锟斤拷亩锟街革拷锟斤拷呕锟�
- 支锟斤拷 AutoML 锟叫碉拷时锟斤拷锟斤拷锟斤拷预锟斤拷
锟斤拷锟节硷拷模锟酵诧拷锟斤拷锟斤拷锟� Infer API
锟斤拷 TensorFlow 锟斤拷 ONNX 模锟斤拷转锟斤拷为 ML.NET 锟斤拷式锟斤拷锟斤拷锟斤拷锟斤拷锟�
锟铰碉拷Microsoft.ML.GenAI 锟斤拷GenAI锟斤拷锟结供一系锟斤拷锟斤拷锟斤拷GenAI模锟酵碉拷torchsharp实锟街ｏ拷目锟斤拷锟角达拷锟斤拷应锟斤拷Python锟斤拷锟斤拷模锟酵硷拷锟斤拷锟斤拷同锟斤拷权锟截★拷锟斤拷锟饺斤拷锟斤拷锟接碉拷模锟酵帮拷锟斤拷 Microsoft.ML.GenAI.Core 锟斤拷 Microsoft.ML.GenAI.Phi 锟斤拷 Microsoft.ML.GenAI.LLaMA 锟斤拷 Microsoft.ML.GenAI.Mistral 锟皆硷拷 Microsoft.ML.GenAI.StableDiffusion锟斤拷

5锟斤拷.NET 9 锟叫碉拷 AI 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷

AI 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟缴ｏ拷锟斤拷锟斤拷片锟轿★拷锟截癸拷锟斤拷锟斤拷元锟斤拷锟皆ｏ拷通锟斤拷 dotnet ai 锟斤拷锟筋集锟缴碉拷 .NET 9 SDK 锟叫ｏ拷锟角筹拷锟斤拷锟斤拷

锟斤拷锟缴达拷锟斤拷片锟轿ｏ拷 dotnet ai snippet 锟斤拷mplement a binary search algorithm锟斤拷
锟截癸拷锟斤拷锟叫达拷锟诫： dotnet ai refactor --file Program.cs --description 锟斤拷Convert to LINQ query锟斤拷
锟斤拷锟缴碉拷元锟斤拷锟皆ｏ拷dotnet ai test --file MyClass.cs

6锟斤拷NLP 锟斤拷锟斤拷

.NET 9 锟结供锟斤拷一锟斤拷岣伙拷锟� NLP 锟斤拷锟竭ｏ拷锟斤拷锟节憋拷腔锟斤拷锟絅ER*锟斤拷锟斤拷蟹锟斤拷锟斤拷锟斤拷谋锟斤拷锟斤拷啵�

锟街词和撅拷锟接分句：

var tokenizer = new Tokenizer();
var tokens = tokenizer.Tokenize("Hello, world!");

锟斤拷锟斤拷实锟斤拷识锟斤拷锟斤拷NER锟斤拷锟斤拷

var ner = new NamedEntityRecognizer();
var entities = ner.RecognizeEntities("Microsoft was founded by Bill Gates.");

使锟斤拷预训锟斤拷模锟酵斤拷锟叫革拷知锟斤拷锟斤拷锟斤拷锟侥憋拷锟斤拷锟斤拷

7锟斤拷.NET 9 锟叫碉拷 GPU 锟斤拷锟斤拷

.NET 9 锟叫碉拷 GPU 锟斤拷锟劫憋拷锟斤拷锟斤拷锟轿猴拷时锟津都革拷锟斤拷锟阶伙拷茫锟�

锟斤拷锟节革拷效锟斤拷维锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟� Tensor 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷学模锟酵的伙拷锟斤拷锟斤拷刹锟斤拷郑锟斤拷锟斤拷锟斤拷锟斤拷学习锟姐法锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟节憋拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫碉拷权锟截★拷偏锟斤拷锟斤拷屑锟斤拷锟斤拷亩锟轿拷锟斤拷椤ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫э拷拇锟斤拷锟斤拷锟斤拷莺锟斤拷锟较拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖帮拷锟皆わ拷锟侥匡拷摹锟� 锟斤拷锟斤拷锟斤拷图锟斤拷识锟斤拷锟斤拷锟斤拷锟斤拷锟解还锟斤拷锟斤拷锟斤拷预锟解，锟斤拷锟斤拷锟斤拷AI锟侥革拷锟斤拷锟斤拷锟芥都锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷要锟斤拷锟斤拷锟矫★拷锟斤拷锟解，锟斤拷锟角伙拷锟斤拷锟皆革拷锟斤拷锟缴碉拷锟斤拷 ONNX Runtime锟斤拷TorchSharp 锟斤拷 ML.NET 锟饺匡拷之锟戒共锟斤拷锟斤拷锟捷★拷锟斤拷锟斤拷锟皆硷拷锟斤拷锟斤拷学锟斤拷锟绞癸拷锟� AI 模锟酵匡拷锟斤拷应锟矫筹拷锟斤拷
CUDA 锟斤拷锟斤拷锟斤拷锟侥斤拷锟斤拷
锟斤拷 Nvidia 锟斤拷 cuDNN 锟解集锟缴ｏ拷锟斤拷锟斤拷锟斤拷锟窖帮拷锟皆�

8锟斤拷锟津化碉拷 AI 模锟酵诧拷锟斤拷

.NET 9 通锟斤拷锟铰碉拷 ASP.NET Core 锟斤拷锟缴硷拷锟斤拷 AI 模锟酵诧拷锟斤拷

锟斤拷锟斤拷目模锟藉：dotnet new webapi --ai -model
模锟斤拷锟秸端节碉拷锟斤拷远锟� OpenAPI/Swagger 锟侥碉拷
锟斤拷锟斤拷模锟酵版本锟斤拷锟狡猴拷 A/B 锟斤拷锟斤拷支锟斤拷
使锟斤拷 gRPC 锟斤拷锟斤拷锟结供锟斤拷锟斤拷展锟斤拷模锟酵凤拷锟斤拷

9锟斤拷锟铰碉拷锟斤拷值 API

.NET 9 锟斤拷锟斤拷锟斤拷锟铰碉拷锟斤拷值 API锟斤拷锟斤拷实锟街革拷效锟斤拷锟斤拷锟斤拷锟酵撅拷锟斤拷锟斤拷锟姐：

System.Numerics.Tensor 锟斤拷锟节革拷效锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
System.Numerics.Matrix 锟斤拷锟节撅拷锟斤拷锟斤拷锟�
SIMD 锟斤拷锟斤拷锟斤拷锟皆达拷锟斤拷锟斤拷锟斤拷

10锟斤拷锟斤拷睾凸鄄锟斤拷锟斤拷锟� LLM 应锟矫筹拷锟斤拷

锟斤拷锟斤拷锟斤拷锟斤拷模锟斤拷 (LLM) 应锟矫筹拷锟斤拷锟斤拷要锟缴匡拷锟斤拷锟斤拷锟斤拷锟杰和革拷锟斤拷锟斤拷锟侥斤拷锟斤拷锟� 锟斤拷锟斤拷锟斤拷员锟斤拷要锟节匡拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫诧拷锟斤拷锟酵革拷锟斤拷LLM 应锟矫筹拷锟斤拷慕锟斤拷锟斤拷锟斤拷为锟斤拷锟斤拷识锟斤拷徒锟斤拷锟轿猴拷锟斤拷锟解。

锟斤拷锟杰硷拷锟� 锟斤拷锟斤拷锟斤拷锟斤拷知锟斤拷锟斤拷锟角碉拷模锟斤拷锟斤拷锟斤拷锟劫讹拷锟叫讹拷欤拷锟斤拷锟绞癸拷锟斤拷硕锟斤拷锟斤拷诖妫拷约锟斤拷锟斤拷谴锟斤拷锟斤拷锟斤拷氐锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟角凤拷锟斤拷瓶锟斤拷锟斤拷锟脚伙拷锟斤拷锟介。
模锟斤拷偏锟斤拷锟斤拷 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷谋浠拷锟侥ｏ拷突锟斤拷锟斤拷锟绞憋拷锟斤拷锟斤拷锟狡讹拷锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷锟斤拷捉模锟酵碉拷锟斤拷锟杰猴拷时锟斤拷始锟铰伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟角撅拷知锟斤拷锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷锟窖碉拷锟斤拷恕锟�
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11锟斤拷.NET 锟斤拷Semantic kernel

Semantic kernel 锟斤拷一锟街匡拷源 SDK锟斤拷锟斤拷锟斤拷 .NET 应锟斤拷锟斤拷锟斤拷锟斤拷 AI 锟斤拷锟缴猴拷业锟斤拷锟斤拷锟教癸拷锟杰★拷锟斤拷锟节斤拷一锟斤拷锟斤拷锟斤拷 AI 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 API 锟斤拷 Web 锟斤拷锟斤拷锟斤拷锟捷存储锟斤拷锟皆讹拷锟斤拷锟斤拷锟斤拷锟绞癸拷玫锟� .NET 应锟矫筹拷锟津，达拷 SDK 通锟斤拷锟斤拷锟狡硷拷锟斤拷 AI 锟斤拷锟脚癸拷锟竭★拷锟斤拷锟斤拷锟节猴拷锟斤拷锟斤拷锟铰凤拷式使锟斤拷业锟斤拷锟斤拷锟斤拷员锟斤拷锟芥：

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12锟斤拷锟斤拷锟斤拷锟斤拷锟轿猴拷时锟津都革拷强锟斤拷.NET 锟斤拷锟斤拷

.NET 锟角匡拷源锟侥ｏ拷锟斤拷锟斤拷 GitHub 锟斤拷锟结供锟斤拷锟斤拷锟叫库、锟斤拷锟竭和匡拷埽锟斤拷锟斤拷一直锟节斤拷锟叫达拷锟斤拷协锟斤拷锟斤拷C# 锟窖撅拷锟斤拷锟剿癸拷锟斤拷锟斤拷锟斤拷锟斤拷展锟斤拷站锟饺脚革拷锟斤拷.NET锟斤拷锟斤拷也锟斤拷努锟斤拷锟斤拷锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷锟斤拷锟叫筹拷锟斤拷锟斤拷锟斤拷一些锟斤拷源锟斤拷锟斤拷也慰锟斤拷锟�

Semantic kernel 锟斤拷 https://github.com/geffzhang/awesome-semantickernel/
Autogen锟斤拷 https://github.com/microsoft/autogen/tree/main/dotnet
Botsharp锟斤拷 https://botsharp.readthedocs.io/en/latest/
AIDotNet锟斤拷 https://github.com/AIDotNet
Senaprc.AI: https://github.com/Senparc/Senparc.AI

13锟斤拷.NET 9 + 锟剿癸拷锟斤拷锟斤拷

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