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ML implemented

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This commit is contained in:
andrei-mihnea-cerbu
2024-04-12 12:25:08 +03:00
parent adba50e70b
commit 1ff7f51aa6
108 changed files with 958 additions and 131 deletions
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backend/API/Controllers/SicknessPredictionController.cs
+17
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@@ -0,0 +1,17 @@
using Application.Endpoints;
using Application.Endpoints.SicknessPrediction;
using Microsoft.AspNetCore.Mvc;
namespace API.Controllers;
[Route("api/[controller]")]
public class SicknessPredictionController : BaseApiController
{
[HttpPost]
public async Task<ActionResult<BaseResponse>> GetPrediction(SicknessPredictionDto dto)
{
var handler = new SicknessPredictionHandler();
var result = await handler.GetPrediction(dto);
return StatusCode(result.StatusCode, result);
}
}
backend/API/Program.cs
+2 -2
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@@ -57,13 +57,13 @@ if (app.Environment.IsDevelopment())
}
app.UseCors("AllowAll");
app.UseHttpsRedirection();
//app.UseHttpsRedirection();
app.MapControllers();
// Middlewares
app.UseMiddleware<ApiKeyMiddleware>();
app.UseMiddleware<BodyCheckMiddleware>();
app.UseMiddleware<JwtMiddleware>();
//app.UseMiddleware<JwtMiddleware>();
using (var scope = app.Services.CreateScope())
{
backend/API/Properties/launchSettings.json
+4 -4
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@@ -12,19 +12,19 @@
"http": {
"commandName": "Project",
"dotnetRunMessages": true,
"launchBrowser": false,
"launchBrowser": true,
"launchUrl": "swagger",
"applicationUrl": "http://localhost:5000;https://localhost:5001",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Production"
"ASPNETCORE_ENVIRONMENT": "Development"
}
},
"IIS Express": {
"commandName": "IISExpress",
"launchBrowser": false,
"launchBrowser": true,
"launchUrl": "swagger",
"environmentVariables": {
"ASPNETCORE_ENVIRONMENT": "Production"
"ASPNETCORE_ENVIRONMENT": "development"
}
}
}
backend/API/bin/Debug/net8.0/API.dll
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backend/API/disease_prediction.log
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2024-04-12 11:52:49,526 INFO:
Initializing DiseasePredictor
2024-04-12 11:59:01,047 INFO:
Initializing DiseasePredictor
2024-04-12 12:06:57,251 INFO:
Initializing DiseasePredictor
2024-04-12 12:18:54,861 INFO:
Initializing DiseasePredictor
2024-04-12 12:18:54,894 INFO:Training model
2024-04-12 12:18:55,256 INFO:Training accuracy: 0.77
2024-04-12 12:18:55,257 INFO:Making a prediction
2024-04-12 12:18:55,257 INFO:Extracting features from text
2024-04-12 12:18:55,257 INFO:Tokens extracted: {'Disease': 'No', 'Fever': 'Yes', 'Cough': 'No', 'Fatigue': 'No', 'Difficulty Breathing': 'No', 'Blood Pressure': 'Yes', 'Cholesterol Level': 'No', 'Age': 40, 'Gender': 'Male'}
2024-04-12 12:20:33,079 INFO:
Initializing DiseasePredictor
2024-04-12 12:20:33,085 INFO:Training model
2024-04-12 12:20:33,484 INFO:Training accuracy: 0.77
2024-04-12 12:20:33,484 INFO:Making a prediction
2024-04-12 12:20:33,484 INFO:Extracting features from text
2024-04-12 12:20:33,485 INFO:Tokens extracted: {'Disease': 'No', 'Fever': 'Yes', 'Cough': 'No', 'Fatigue': 'No', 'Difficulty Breathing': 'No', 'Blood Pressure': 'Yes', 'Cholesterol Level': 'No', 'Age': 40, 'Gender': 'Male'}
2024-04-12 12:20:55,361 INFO:
Initializing DiseasePredictor
2024-04-12 12:20:55,367 INFO:Training model
2024-04-12 12:20:55,714 INFO:Training accuracy: 0.77
2024-04-12 12:20:55,715 INFO:Making a prediction
2024-04-12 12:20:55,715 INFO:Extracting features from text
2024-04-12 12:20:55,715 INFO:Tokens extracted: {'Disease': 'No', 'Fever': 'Yes', 'Cough': 'No', 'Fatigue': 'No', 'Difficulty Breathing': 'No', 'Blood Pressure': 'Yes', 'Cholesterol Level': 'No', 'Age': 40, 'Gender': 'Male'}
backend/API/obj/API.csproj.nuget.dgspec.json
+27 -27
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@@ -1,17 +1,17 @@
{
"format": 1,
"restore": {
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"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\API\\API.csproj": {}
},
"projects": {
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"projectName": "API",
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"packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
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"outputPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\API\\obj\\",
"projectStyle": "PackageReference",
"configFilePaths": [
"C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -26,11 +26,11 @@
"net8.0": {
"targetAlias": "net8.0",
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"projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj"
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"projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Application\\Application.csproj"
},
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"projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Infrastructure\\Infrastructure.csproj"
}
}
}
@@ -77,14 +77,14 @@
}
}
},
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"version": "1.0.0",
"restore": {
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"projectName": "Application",
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"projectStyle": "PackageReference",
"configFilePaths": [
"C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -99,8 +99,8 @@
"net8.0": {
"targetAlias": "net8.0",
"projectReferences": {
"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
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"projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj"
}
}
}
@@ -144,14 +144,14 @@
}
}
},
"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
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"restore": {
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"projectUniqueName": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj",
"projectName": "Core",
"projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj",
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"packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
"outputPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\obj\\",
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"projectStyle": "PackageReference",
"configFilePaths": [
"C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -203,14 +203,14 @@
}
}
},
"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Infrastructure\\Infrastructure.csproj": {
"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Infrastructure\\Infrastructure.csproj": {
"version": "1.0.0",
"restore": {
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"projectUniqueName": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Infrastructure\\Infrastructure.csproj",
"projectName": "Infrastructure",
"projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Infrastructure\\Infrastructure.csproj",
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"packagesPath": "C:\\Users\\Andrei Cerbu\\.nuget\\packages\\",
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"projectStyle": "PackageReference",
"configFilePaths": [
"C:\\Users\\Andrei Cerbu\\AppData\\Roaming\\NuGet\\NuGet.Config"
@@ -225,11 +225,11 @@
"net8.0": {
"targetAlias": "net8.0",
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"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj": {
"projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Application\\Application.csproj"
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},
"C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj": {
"projectPath": "C:\\Users\\Andrei Cerbu\\Desktop\\backend\\Core\\Core.csproj"
"C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj": {
"projectPath": "C:\\Users\\Andrei Cerbu\\Documents\\FACULTATE\\CC-FinalProj\\backend\\Core\\Core.csproj"
}
}
}
backend/API/obj/Debug/net8.0/API.AssemblyInfo.cs
+2 -1
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@@ -1,6 +1,7 @@
//------------------------------------------------------------------------------
// <auto-generated>
// This code was generated by a tool.
// Runtime Version:4.0.30319.42000
//
// Changes to this file may cause incorrect behavior and will be lost if
// the code is regenerated.
@@ -13,7 +14,7 @@ using System.Reflection;
[assembly: System.Reflection.AssemblyCompanyAttribute("API")]
[assembly: System.Reflection.AssemblyConfigurationAttribute("Debug")]
[assembly: System.Reflection.AssemblyFileVersionAttribute("1.0.0.0")]
[assembly: System.Reflection.AssemblyInformationalVersionAttribute("1.0.0")]
[assembly: System.Reflection.AssemblyInformationalVersionAttribute("1.0.0+adba50e70b255cefbcbb5b6787d20cc26e663a9e")]
[assembly: System.Reflection.AssemblyProductAttribute("API")]
[assembly: System.Reflection.AssemblyTitleAttribute("API")]
[assembly: System.Reflection.AssemblyVersionAttribute("1.0.0.0")]
backend/API/obj/Debug/net8.0/API.AssemblyInfoInputs.cache
+1 -1
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@@ -1 +1 @@
7cf0cf1bc0c1bb1fa8ec578557b749a7cc57ef8cae429498fee10b33ff11b247
21e2daffd84a9e2ce6562860f264939bccf2c28f6703d9bf7e30297daa8b1239
backend/API/obj/Debug/net8.0/API.GeneratedMSBuildEditorConfig.editorconfig
+2 -2
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@@ -9,11 +9,11 @@ build_property.EnforceExtendedAnalyzerRules =
build_property._SupportedPlatformList = Linux,macOS,Windows
build_property.RootNamespace = API
build_property.RootNamespace = API
build_property.ProjectDir = C:\Users\Andrei Cerbu\Desktop\backend\API\
build_property.ProjectDir = C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\
build_property.EnableComHosting =
build_property.EnableGeneratedComInterfaceComImportInterop =
build_property.RazorLangVersion = 8.0
build_property.SupportLocalizedComponentNames =
build_property.GenerateRazorMetadataSourceChecksumAttributes =
build_property.MSBuildProjectDirectory = C:\Users\Andrei Cerbu\Desktop\backend\API
build_property.MSBuildProjectDirectory = C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API
build_property._RazorSourceGeneratorDebug =
backend/API/obj/Debug/net8.0/API.assets.cache
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backend/API/obj/Debug/net8.0/API.csproj.CoreCompileInputs.cache
+1 -1
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@@ -1 +1 @@
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backend/API/obj/Debug/net8.0/API.csproj.FileListAbsolute.txt
+1 -1
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@@ -34,7 +34,6 @@ C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\staticwebassets\msbuild.buildTransitive.API.props
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\staticwebassets.pack.json
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\scopedcss\bundle\API.styles.css
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\API.csproj.Up2Date
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\API.dll
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\refint\API.dll
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\API.pdb
@@ -194,3 +193,4 @@ C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\API\obj\Debug\net8.0\refint
C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\API\obj\Debug\net8.0\API.pdb
C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\API\obj\Debug\net8.0\API.genruntimeconfig.cache
C:\Users\Andrei Cerbu\Desktop\sesiunile main\backend\API\obj\Debug\net8.0\ref\API.dll
C:\Users\Andrei Cerbu\Documents\FACULTATE\CC-FinalProj\backend\API\obj\Debug\net8.0\API.csproj.CopyComplete
backend/API/obj/Debug/net8.0/API.dll
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backend/API/obj/Debug/net8.0/API.genruntimeconfig.cache
+1 -1
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@@ -1 +1 @@
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backend/API/obj/Debug/net8.0/API.sourcelink.json
+1
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backend/API/obj/project.assets.json
+7 -7
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@@ -2866,11 +2866,11 @@
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@@ -2885,11 +2885,11 @@
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backend/API/obj/project.nuget.cache
+2 -2
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@@ -1,8 +1,8 @@
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backend/API/obj/rider.project.model.nuget.info
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