From eb368470e8087a34c7679af44b999e1834a13cb8 Mon Sep 17 00:00:00 2001 From: Marco Minerva Date: Tue, 25 Feb 2025 14:56:46 +0100 Subject: [PATCH] Update README and image assets for SQL Database Vector Search - Enhanced README.md with new sections and images for the web app and API. - Clarified setup instructions and reorganized content. - Removed SqlDatabaseVectorSearch.png; modified favicon.png and SqlDatabaseVectorSearch_API.png. - Added new image file: SqlDatabaseVectorSearch_WebApp.png. --- README.md | 19 +++++++++++------- SqlDatabaseVectorSearch/wwwroot/favicon.png | Bin 2193 -> 1799 bytes .../SqlDatabaseVectorSearch_API.png | Bin docs/SqlDatabaseVectorSearch_WebApp.png | Bin 0 -> 82250 bytes 4 files changed, 12 insertions(+), 7 deletions(-) rename SqlDatabaseVectorSearch.png => docs/SqlDatabaseVectorSearch_API.png (100%) create mode 100644 docs/SqlDatabaseVectorSearch_WebApp.png diff --git a/README.md b/README.md index 95720a0..b797f9c 100644 --- a/README.md +++ b/README.md @@ -6,17 +6,22 @@ The application is a Minimal API that exposes endpoints to load documents, gener > [!NOTE] > If you prefer to use straight SQL, check out the [sql branch](https://github.com/marcominerva/SqlDatabaseVectorSearch/tree/sql). -![SQL Database Vector Search](https://raw.githubusercontent.com/marcominerva/SqlDatabaseVectorSearch/refs/heads/master/SqlDatabaseVectorSearch.png) +### Web App +![SQL Database Vector Search Web App](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/docs/SqlDatabaseVectorSearch_API_.png) + +### Web API +![SQL Database Vector Search API](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/docs/SqlDatabaseVectorSearch_API_.png) ## Setup -- [Create an Azure SQL Database](https://learn.microsoft.com/en-us/azure/azure-sql/database/single-database-create-quickstart) on a server that has the Vector Support feature enabled -- Execute the [Scripts.sql](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/Scripts.sql) file to create the tables needed by the application - - You may need to update the size of the [`VECTOR`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/Scripts.sql#L17) column to match the size of the embedding model. Currently, the maximum allowed value is 1998. +- [Create an Azure SQL Database](https://learn.microsoft.com/en-us/azure/azure-sql/database/single-database-create-quickstart) - Open the [appsettings.json](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json) file and set the connection string to the database and the other settings required by Azure OpenAI - - If your embedding model supports shortening, like **text-embedding-3-small** and **text-embedding-3-large**, and you want to use this feature, you need to set the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to match the value you have used in the SQL script. If your model doesn't provide this feature, or do you want to use the default size, just leave the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to NULL. Keep in mind that **text-embedding-3-small** has a dimension of 1536, while **text-embedding-3-large** uses vectors with 3072 elements, so with this latter model it is mandatory to specify a value (that, as said, must be less or equal to 1998). -- Run the application and start importing your documents with `/api/documents` endpoint. -- Ask questions using `/api/ask` or `/api/ask-streaming` endpoints. + - If your embedding model supports shortening, like **text-embedding-3-small** and **text-embedding-3-large**, and you want to use this feature, you need to set the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to the corresponding value. If your model doesn't provide this feature, or do you want to use the default size, just leave the [`Dimensions`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/appsettings.json#L17) property to NULL. Keep in mind that **text-embedding-3-small** has a dimension of 1536, while **text-embedding-3-large** uses vectors with 3072 elements, so with this latter model it is mandatory to specify a value (that, as said, must be less or equal to 1998). +- You may need to update the size of the [`VECTOR`](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/DataAccessLayer/ApplicationDbContext.cs?plain=1#L42C1-L42C47) column to match the size of the embedding model. The default value is 1536. Currently, the maximum allowed value is 1998. If you change it, remember to update also the [Database Migration](https://github.com/marcominerva/SqlDatabaseVectorSearch/blob/master/SqlDatabaseVectorSearch/DataAccessLayer/Migrations/00000000000000_Initial.cs?plain=1#L35C1-L35C92). +- Run the application and start importing your documents +- If you want to directly use the APIs: + - import your documents with the `/api/documents` endpoint. + - Ask questions using `/api/ask` or `/api/ask-streaming` endpoints. ## Supported features diff --git a/SqlDatabaseVectorSearch/wwwroot/favicon.png b/SqlDatabaseVectorSearch/wwwroot/favicon.png index 4d1b2564caad5b2e021ae65ec36bb8a165686e57..0c3cb7ff00aa51b7218525d4ab9b3b2ddc475ff6 100644 GIT binary patch delta 1766 zcmVsx_Pt(Cr1C9qj!}Gg}F*B?%{F^RadWGDUOei|1~r;bk~Xi z!o$O(6mt1+r(O>&f6dLHQL8|uR02L@CYQ;cGlhIPlY>$rXWwbmYG~FrL90#&w5LQO zF>l(mDbOi^{rmSHnwy(j93LNt{{DW@ceFDgYL(Kq@iQQe%w&yLYhczOl`^ZXse!uM zC8PTqi3F;vsvsyZFw!Z2xVX532w(y40k1GKJq;5R6EHS5e+HwYqcAl!1(TDLKmeaU zeQJAd8W{nT$p}WH5xTm%z|h%=;N;NQ&;ZitgLohfv$U@!T-VSp4e*my=-@Zfh^Ycyt*q?gD!SR!U0eJlQ zF?4ivKwDeef3g551%WH207%^a*2iK2P*y}LdVrEr%7y+LTLVb3#`G5urbV^<e z^`NY*?6ycGO2X8bK0kIWcU4p{WZ?xdfBr#fDXaZF9uLG~F>^|!By!UKva_=jc_qBR zDXlxg!j3%$AUZmFFK#$)Q-P%&n=L6=Qi1bcKme!`78h|@=&|?0SKDnTd!} zL-!PkTQ_eqz(REX%g^VS1Z9mff0p|qlqR>ZkW#XUy&z&$dV#evQZc%np3XX9jid(7 zC;kQ^WIsxc>7V8Sss#iHr{vX}i0DerGqKw>W6>h5pHEB#Arg+}LMlwJJrSV_Vo=wk zV7F*ErLdE8YZ0Y5GPoM&(^m_edR%Rx1QiZ2Vx^Q6;!#FWS+Tx-{^_07G1 z-$ae&OhQ86`t|E0UjEf80-zNd5_0sbFTap_Z`>IDM$U2l3yA{-rgS2ezW@LL07*qo IM6N<$g1#t8MF0Q* delta 2161 zcmV-%2#)uM4v`U%BufNmK}|sb0I`n?{9y$E001CkNK#Dz0D2|>0Dy!50Qvv`0D$NK z0Cg|`0P0`>06Lfe02gqax=}m;000JJOGiWi{{a60|De66laV18e*gz`Nliru=La7N z5eP3FitYda2OUX7K~z}7#g|)b6xSKYf9K3OGdsJp7vFYGgaLCimsqAUX+zqCNNEsB z-)F*mcmEjH`j_1TB=bqRNuwk9q`^0e*T0#7^vXdNsf9Lq|@_i{KhYufK3c$8) z!Z3WZrzi94#_U$d^KR4G`?W*S*rx)Zqj%dO&$~n{)wdVG^TtS}hYm$!*M$L+>8*!6 z?=sQE+J*Ri5

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