first commit
This commit is contained in:
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.gitignore
vendored
Normal file
343
.gitignore
vendored
Normal file
@ -0,0 +1,343 @@
|
|||||||
|
## Ignore Visual Studio temporary files, build results, and
|
||||||
|
## files generated by popular Visual Studio add-ons.
|
||||||
|
##
|
||||||
|
## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
|
||||||
|
|
||||||
|
# User-specific files
|
||||||
|
*.rsuser
|
||||||
|
*.suo
|
||||||
|
*.user
|
||||||
|
*.userosscache
|
||||||
|
*.sln.docstates
|
||||||
|
|
||||||
|
# User-specific files (MonoDevelop/Xamarin Studio)
|
||||||
|
*.userprefs
|
||||||
|
|
||||||
|
# Build results
|
||||||
|
[Dd]ebug/
|
||||||
|
[Dd]ebugPublic/
|
||||||
|
[Rr]elease/
|
||||||
|
[Rr]eleases/
|
||||||
|
x64/
|
||||||
|
x86/
|
||||||
|
[Aa][Rr][Mm]/
|
||||||
|
[Aa][Rr][Mm]64/
|
||||||
|
bld/
|
||||||
|
[Bb]in/
|
||||||
|
[Oo]bj/
|
||||||
|
[Ll]og/
|
||||||
|
|
||||||
|
# Visual Studio 2015/2017 cache/options directory
|
||||||
|
.vs/
|
||||||
|
# Uncomment if you have tasks that create the project's static files in wwwroot
|
||||||
|
#wwwroot/
|
||||||
|
|
||||||
|
# Visual Studio 2017 auto generated files
|
||||||
|
Generated\ Files/
|
||||||
|
|
||||||
|
# MSTest test Results
|
||||||
|
[Tt]est[Rr]esult*/
|
||||||
|
[Bb]uild[Ll]og.*
|
||||||
|
|
||||||
|
# NUNIT
|
||||||
|
*.VisualState.xml
|
||||||
|
TestResult.xml
|
||||||
|
|
||||||
|
# Build Results of an ATL Project
|
||||||
|
[Dd]ebugPS/
|
||||||
|
[Rr]eleasePS/
|
||||||
|
dlldata.c
|
||||||
|
|
||||||
|
# Benchmark Results
|
||||||
|
BenchmarkDotNet.Artifacts/
|
||||||
|
|
||||||
|
# .NET Core
|
||||||
|
project.lock.json
|
||||||
|
project.fragment.lock.json
|
||||||
|
artifacts/
|
||||||
|
|
||||||
|
# StyleCop
|
||||||
|
StyleCopReport.xml
|
||||||
|
|
||||||
|
# Files built by Visual Studio
|
||||||
|
*_i.c
|
||||||
|
*_p.c
|
||||||
|
*_h.h
|
||||||
|
*.ilk
|
||||||
|
*.meta
|
||||||
|
*.obj
|
||||||
|
*.iobj
|
||||||
|
*.pch
|
||||||
|
*.pdb
|
||||||
|
*.ipdb
|
||||||
|
*.pgc
|
||||||
|
*.pgd
|
||||||
|
*.rsp
|
||||||
|
*.sbr
|
||||||
|
*.tlb
|
||||||
|
*.tli
|
||||||
|
*.tlh
|
||||||
|
*.tmp
|
||||||
|
*.tmp_proj
|
||||||
|
*_wpftmp.csproj
|
||||||
|
*.log
|
||||||
|
*.vspscc
|
||||||
|
*.vssscc
|
||||||
|
.builds
|
||||||
|
*.pidb
|
||||||
|
*.svclog
|
||||||
|
*.scc
|
||||||
|
|
||||||
|
# Chutzpah Test files
|
||||||
|
_Chutzpah*
|
||||||
|
|
||||||
|
# Visual C++ cache files
|
||||||
|
ipch/
|
||||||
|
*.aps
|
||||||
|
*.ncb
|
||||||
|
*.opendb
|
||||||
|
*.opensdf
|
||||||
|
*.sdf
|
||||||
|
*.cachefile
|
||||||
|
*.VC.db
|
||||||
|
*.VC.VC.opendb
|
||||||
|
|
||||||
|
# Visual Studio profiler
|
||||||
|
*.psess
|
||||||
|
*.vsp
|
||||||
|
*.vspx
|
||||||
|
*.sap
|
||||||
|
|
||||||
|
# Visual Studio Trace Files
|
||||||
|
*.e2e
|
||||||
|
|
||||||
|
# TFS 2012 Local Workspace
|
||||||
|
$tf/
|
||||||
|
|
||||||
|
# Guidance Automation Toolkit
|
||||||
|
*.gpState
|
||||||
|
|
||||||
|
# ReSharper is a .NET coding add-in
|
||||||
|
_ReSharper*/
|
||||||
|
*.[Rr]e[Ss]harper
|
||||||
|
*.DotSettings.user
|
||||||
|
|
||||||
|
# JustCode is a .NET coding add-in
|
||||||
|
.JustCode
|
||||||
|
|
||||||
|
# TeamCity is a build add-in
|
||||||
|
_TeamCity*
|
||||||
|
|
||||||
|
# DotCover is a Code Coverage Tool
|
||||||
|
*.dotCover
|
||||||
|
|
||||||
|
# AxoCover is a Code Coverage Tool
|
||||||
|
.axoCover/*
|
||||||
|
!.axoCover/settings.json
|
||||||
|
|
||||||
|
# Visual Studio code coverage results
|
||||||
|
*.coverage
|
||||||
|
*.coveragexml
|
||||||
|
|
||||||
|
# NCrunch
|
||||||
|
_NCrunch_*
|
||||||
|
.*crunch*.local.xml
|
||||||
|
nCrunchTemp_*
|
||||||
|
|
||||||
|
# MightyMoose
|
||||||
|
*.mm.*
|
||||||
|
AutoTest.Net/
|
||||||
|
|
||||||
|
# Web workbench (sass)
|
||||||
|
.sass-cache/
|
||||||
|
|
||||||
|
# Installshield output folder
|
||||||
|
[Ee]xpress/
|
||||||
|
|
||||||
|
# DocProject is a documentation generator add-in
|
||||||
|
DocProject/buildhelp/
|
||||||
|
DocProject/Help/*.HxT
|
||||||
|
DocProject/Help/*.HxC
|
||||||
|
DocProject/Help/*.hhc
|
||||||
|
DocProject/Help/*.hhk
|
||||||
|
DocProject/Help/*.hhp
|
||||||
|
DocProject/Help/Html2
|
||||||
|
DocProject/Help/html
|
||||||
|
|
||||||
|
# Click-Once directory
|
||||||
|
publish/
|
||||||
|
|
||||||
|
# Publish Web Output
|
||||||
|
*.[Pp]ublish.xml
|
||||||
|
*.azurePubxml
|
||||||
|
# Note: Comment the next line if you want to checkin your web deploy settings,
|
||||||
|
# but database connection strings (with potential passwords) will be unencrypted
|
||||||
|
*.pubxml
|
||||||
|
*.publishproj
|
||||||
|
|
||||||
|
# Microsoft Azure Web App publish settings. Comment the next line if you want to
|
||||||
|
# checkin your Azure Web App publish settings, but sensitive information contained
|
||||||
|
# in these scripts will be unencrypted
|
||||||
|
PublishScripts/
|
||||||
|
|
||||||
|
# NuGet Packages
|
||||||
|
*.nupkg
|
||||||
|
# The packages folder can be ignored because of Package Restore
|
||||||
|
**/[Pp]ackages/*
|
||||||
|
# except build/, which is used as an MSBuild target.
|
||||||
|
!**/[Pp]ackages/build/
|
||||||
|
# Uncomment if necessary however generally it will be regenerated when needed
|
||||||
|
#!**/[Pp]ackages/repositories.config
|
||||||
|
# NuGet v3's project.json files produces more ignorable files
|
||||||
|
*.nuget.props
|
||||||
|
*.nuget.targets
|
||||||
|
|
||||||
|
# Microsoft Azure Build Output
|
||||||
|
csx/
|
||||||
|
*.build.csdef
|
||||||
|
|
||||||
|
# Microsoft Azure Emulator
|
||||||
|
ecf/
|
||||||
|
rcf/
|
||||||
|
|
||||||
|
# Windows Store app package directories and files
|
||||||
|
AppPackages/
|
||||||
|
BundleArtifacts/
|
||||||
|
Package.StoreAssociation.xml
|
||||||
|
_pkginfo.txt
|
||||||
|
*.appx
|
||||||
|
|
||||||
|
# Visual Studio cache files
|
||||||
|
# files ending in .cache can be ignored
|
||||||
|
*.[Cc]ache
|
||||||
|
# but keep track of directories ending in .cache
|
||||||
|
!?*.[Cc]ache/
|
||||||
|
|
||||||
|
# Others
|
||||||
|
ClientBin/
|
||||||
|
~$*
|
||||||
|
*~
|
||||||
|
*.dbmdl
|
||||||
|
*.dbproj.schemaview
|
||||||
|
*.jfm
|
||||||
|
*.pfx
|
||||||
|
*.publishsettings
|
||||||
|
orleans.codegen.cs
|
||||||
|
|
||||||
|
# Including strong name files can present a security risk
|
||||||
|
# (https://github.com/github/gitignore/pull/2483#issue-259490424)
|
||||||
|
#*.snk
|
||||||
|
|
||||||
|
# Since there are multiple workflows, uncomment next line to ignore bower_components
|
||||||
|
# (https://github.com/github/gitignore/pull/1529#issuecomment-104372622)
|
||||||
|
#bower_components/
|
||||||
|
# ASP.NET Core default setup: bower directory is configured as wwwroot/lib/ and bower restore is true
|
||||||
|
**/wwwroot/lib/
|
||||||
|
|
||||||
|
# RIA/Silverlight projects
|
||||||
|
Generated_Code/
|
||||||
|
|
||||||
|
# Backup & report files from converting an old project file
|
||||||
|
# to a newer Visual Studio version. Backup files are not needed,
|
||||||
|
# because we have git ;-)
|
||||||
|
_UpgradeReport_Files/
|
||||||
|
Backup*/
|
||||||
|
UpgradeLog*.XML
|
||||||
|
UpgradeLog*.htm
|
||||||
|
ServiceFabricBackup/
|
||||||
|
*.rptproj.bak
|
||||||
|
|
||||||
|
# SQL Server files
|
||||||
|
*.mdf
|
||||||
|
*.ldf
|
||||||
|
*.ndf
|
||||||
|
|
||||||
|
# Business Intelligence projects
|
||||||
|
*.rdl.data
|
||||||
|
*.bim.layout
|
||||||
|
*.bim_*.settings
|
||||||
|
*.rptproj.rsuser
|
||||||
|
|
||||||
|
# Microsoft Fakes
|
||||||
|
FakesAssemblies/
|
||||||
|
|
||||||
|
# GhostDoc plugin setting file
|
||||||
|
*.GhostDoc.xml
|
||||||
|
|
||||||
|
# Node.js Tools for Visual Studio
|
||||||
|
.ntvs_analysis.dat
|
||||||
|
node_modules/
|
||||||
|
|
||||||
|
# Visual Studio 6 build log
|
||||||
|
*.plg
|
||||||
|
|
||||||
|
# Visual Studio 6 workspace options file
|
||||||
|
*.opt
|
||||||
|
|
||||||
|
# Visual Studio 6 auto-generated workspace file (contains which files were open etc.)
|
||||||
|
*.vbw
|
||||||
|
|
||||||
|
# Visual Studio LightSwitch build output
|
||||||
|
**/*.HTMLClient/GeneratedArtifacts
|
||||||
|
**/*.DesktopClient/GeneratedArtifacts
|
||||||
|
**/*.DesktopClient/ModelManifest.xml
|
||||||
|
**/*.Server/GeneratedArtifacts
|
||||||
|
**/*.Server/ModelManifest.xml
|
||||||
|
_Pvt_Extensions
|
||||||
|
|
||||||
|
# Paket dependency manager
|
||||||
|
.paket/paket.exe
|
||||||
|
paket-files/
|
||||||
|
|
||||||
|
# FAKE - F# Make
|
||||||
|
.fake/
|
||||||
|
|
||||||
|
# JetBrains Rider
|
||||||
|
.idea/
|
||||||
|
*.sln.iml
|
||||||
|
|
||||||
|
# CodeRush personal settings
|
||||||
|
.cr/personal
|
||||||
|
|
||||||
|
# Python Tools for Visual Studio (PTVS)
|
||||||
|
__pycache__/
|
||||||
|
*.pyc
|
||||||
|
|
||||||
|
# Cake - Uncomment if you are using it
|
||||||
|
# tools/**
|
||||||
|
# !tools/packages.config
|
||||||
|
|
||||||
|
# Tabs Studio
|
||||||
|
*.tss
|
||||||
|
|
||||||
|
# Telerik's JustMock configuration file
|
||||||
|
*.jmconfig
|
||||||
|
|
||||||
|
# BizTalk build output
|
||||||
|
*.btp.cs
|
||||||
|
*.btm.cs
|
||||||
|
*.odx.cs
|
||||||
|
*.xsd.cs
|
||||||
|
|
||||||
|
# OpenCover UI analysis results
|
||||||
|
OpenCover/
|
||||||
|
|
||||||
|
# Azure Stream Analytics local run output
|
||||||
|
ASALocalRun/
|
||||||
|
|
||||||
|
# MSBuild Binary and Structured Log
|
||||||
|
*.binlog
|
||||||
|
|
||||||
|
# NVidia Nsight GPU debugger configuration file
|
||||||
|
*.nvuser
|
||||||
|
|
||||||
|
# MFractors (Xamarin productivity tool) working folder
|
||||||
|
.mfractor/
|
||||||
|
|
||||||
|
# Local History for Visual Studio
|
||||||
|
.localhistory/
|
||||||
|
|
||||||
|
# BeatPulse healthcheck temp database
|
||||||
|
healthchecksdb
|
||||||
|
|
||||||
|
|
||||||
30
RatePlanNameAnalysis.Api/Controllers/DiscernController.cs
Normal file
30
RatePlanNameAnalysis.Api/Controllers/DiscernController.cs
Normal file
@ -0,0 +1,30 @@
|
|||||||
|
using Microsoft.AspNetCore.Mvc;
|
||||||
|
using Microsoft.ML;
|
||||||
|
using RatePlanNameAnalysis.Model;
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis.Api.Controllers
|
||||||
|
{
|
||||||
|
[ApiController]
|
||||||
|
[Route("[controller]")]
|
||||||
|
public class DiscernController : ControllerBase
|
||||||
|
{
|
||||||
|
|
||||||
|
public DiscernController()
|
||||||
|
{
|
||||||
|
}
|
||||||
|
|
||||||
|
[HttpPost(Name = "Analysis")]
|
||||||
|
public IActionResult Analysis(string ratePlanName)
|
||||||
|
{
|
||||||
|
// 创建样例数据的单个实例对模型输入数据集的第一行
|
||||||
|
ModelInput input = new ModelInput()
|
||||||
|
{
|
||||||
|
RatePlanName = ratePlanName,
|
||||||
|
};
|
||||||
|
// 获取预测结果
|
||||||
|
var predictionResult = ConsumeModel.Predict(input);
|
||||||
|
//System.IO.File.Delete(filefullname);
|
||||||
|
return Ok(predictionResult.BedTypeName);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
23
RatePlanNameAnalysis.Api/Program.cs
Normal file
23
RatePlanNameAnalysis.Api/Program.cs
Normal file
@ -0,0 +1,23 @@
|
|||||||
|
var builder = WebApplication.CreateBuilder(args);
|
||||||
|
|
||||||
|
// Add services to the container.
|
||||||
|
|
||||||
|
builder.Services.AddControllers();
|
||||||
|
// Learn more about configuring Swagger/OpenAPI at https://aka.ms/aspnetcore/swashbuckle
|
||||||
|
builder.Services.AddEndpointsApiExplorer();
|
||||||
|
builder.Services.AddSwaggerGen();
|
||||||
|
|
||||||
|
var app = builder.Build();
|
||||||
|
|
||||||
|
// Configure the HTTP request pipeline.
|
||||||
|
if (app.Environment.IsDevelopment())
|
||||||
|
{
|
||||||
|
app.UseSwagger();
|
||||||
|
app.UseSwaggerUI();
|
||||||
|
}
|
||||||
|
|
||||||
|
app.UseAuthorization();
|
||||||
|
|
||||||
|
app.MapControllers();
|
||||||
|
|
||||||
|
app.Run();
|
||||||
31
RatePlanNameAnalysis.Api/Properties/launchSettings.json
Normal file
31
RatePlanNameAnalysis.Api/Properties/launchSettings.json
Normal file
@ -0,0 +1,31 @@
|
|||||||
|
{
|
||||||
|
"$schema": "http://json.schemastore.org/launchsettings.json",
|
||||||
|
"iisSettings": {
|
||||||
|
"windowsAuthentication": false,
|
||||||
|
"anonymousAuthentication": true,
|
||||||
|
"iisExpress": {
|
||||||
|
"applicationUrl": "http://localhost:15456",
|
||||||
|
"sslPort": 0
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"profiles": {
|
||||||
|
"http": {
|
||||||
|
"commandName": "Project",
|
||||||
|
"dotnetRunMessages": true,
|
||||||
|
"launchBrowser": true,
|
||||||
|
"launchUrl": "swagger",
|
||||||
|
"applicationUrl": "http://localhost:5066",
|
||||||
|
"environmentVariables": {
|
||||||
|
"ASPNETCORE_ENVIRONMENT": "Development"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"IIS Express": {
|
||||||
|
"commandName": "IISExpress",
|
||||||
|
"launchBrowser": true,
|
||||||
|
"launchUrl": "swagger",
|
||||||
|
"environmentVariables": {
|
||||||
|
"ASPNETCORE_ENVIRONMENT": "Development"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
18
RatePlanNameAnalysis.Api/RatePlanNameAnalysis.Api.csproj
Normal file
18
RatePlanNameAnalysis.Api/RatePlanNameAnalysis.Api.csproj
Normal file
@ -0,0 +1,18 @@
|
|||||||
|
<Project Sdk="Microsoft.NET.Sdk.Web">
|
||||||
|
|
||||||
|
<PropertyGroup>
|
||||||
|
<TargetFramework>net8.0</TargetFramework>
|
||||||
|
<Nullable>enable</Nullable>
|
||||||
|
<ImplicitUsings>enable</ImplicitUsings>
|
||||||
|
<InvariantGlobalization>true</InvariantGlobalization>
|
||||||
|
</PropertyGroup>
|
||||||
|
|
||||||
|
<ItemGroup>
|
||||||
|
<PackageReference Include="Swashbuckle.AspNetCore" Version="6.4.0" />
|
||||||
|
</ItemGroup>
|
||||||
|
|
||||||
|
<ItemGroup>
|
||||||
|
<ProjectReference Include="..\RatePlanNameAnalysis.Model\RatePlanNameAnalysis.Model.csproj" />
|
||||||
|
</ItemGroup>
|
||||||
|
|
||||||
|
</Project>
|
||||||
8
RatePlanNameAnalysis.Api/appsettings.Development.json
Normal file
8
RatePlanNameAnalysis.Api/appsettings.Development.json
Normal file
@ -0,0 +1,8 @@
|
|||||||
|
{
|
||||||
|
"Logging": {
|
||||||
|
"LogLevel": {
|
||||||
|
"Default": "Information",
|
||||||
|
"Microsoft.AspNetCore": "Warning"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
9
RatePlanNameAnalysis.Api/appsettings.json
Normal file
9
RatePlanNameAnalysis.Api/appsettings.json
Normal file
@ -0,0 +1,9 @@
|
|||||||
|
{
|
||||||
|
"Logging": {
|
||||||
|
"LogLevel": {
|
||||||
|
"Default": "Information",
|
||||||
|
"Microsoft.AspNetCore": "Warning"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"AllowedHosts": "*"
|
||||||
|
}
|
||||||
25
RatePlanNameAnalysis.ConsoleApp/BedTypeData.cs
Normal file
25
RatePlanNameAnalysis.ConsoleApp/BedTypeData.cs
Normal file
@ -0,0 +1,25 @@
|
|||||||
|
// <SnippetAddUsings>
|
||||||
|
using Microsoft.ML.Data;
|
||||||
|
// </SnippetAddUsings>
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis
|
||||||
|
{
|
||||||
|
// <SnippetDeclareTypes>
|
||||||
|
public class RatePlanNameAnalysisData
|
||||||
|
{
|
||||||
|
[LoadColumn(0)]
|
||||||
|
public string BedTypeID { get; set; }
|
||||||
|
[LoadColumn(1)]
|
||||||
|
public string RatePlanName { get; set; }
|
||||||
|
[LoadColumn(2)]
|
||||||
|
public string BedTypeName { get; set; }
|
||||||
|
|
||||||
|
}
|
||||||
|
|
||||||
|
public class BedTypePrediction
|
||||||
|
{
|
||||||
|
[ColumnName("PredictedLabel")]
|
||||||
|
public string BedTypeName;
|
||||||
|
}
|
||||||
|
// </SnippetDeclareTypes>
|
||||||
|
}
|
||||||
@ -0,0 +1,101 @@
|
|||||||
|
BedTypeID,RatePlanName,BedTypeName
|
||||||
|
73,deluxe king room with river view - high floor,1 King
|
||||||
|
73,deluxe king room with balcony and river view,1 King
|
||||||
|
0,deluxe family of 5 room,Unknown
|
||||||
|
0,deluxe family of 6 room,Unknown
|
||||||
|
1,social deluxe times square doubles single occupancy breakfast included in the price,1 Single
|
||||||
|
0,",1 bedroom view apartment with balcony",Unknown
|
||||||
|
52,2 twin club regent city view,2 Single
|
||||||
|
52,harbor twin room (smoking),2 Single
|
||||||
|
73,"club room, 1 king bed (top floor) 1 king bed",1 King
|
||||||
|
0,"suite, ensuite (residential triple)",Unknown
|
||||||
|
254,"suite, ensuite (residential triple) (1 queen bed and 1 double futon)",1 Double 1 Queen
|
||||||
|
2,"standard double room,shared bathroom,residential",1 Double
|
||||||
|
6,"quadruple room, ensuite (residential deluxe) (2 double beds)",2 Double
|
||||||
|
2,residential double bed suite (ensuite),1 Double
|
||||||
|
0,"suite, ensuite (residential quad)",Unknown
|
||||||
|
6,"quadruple room, ensuite (residential standard)(2 double beds)",2 Double
|
||||||
|
2,residential double bed room shared bathroom,1 Double
|
||||||
|
86,"quadruple room, ensuite (residential deluxe)(2 queen beds)",2 Queen
|
||||||
|
0,deluxe accessible triple room,Unknown
|
||||||
|
48,"suite, ensuite (residential quad) (2 double beds and 1 double futon)",3 Double
|
||||||
|
0,family suite 1 bedroom kitchenette,Unknown
|
||||||
|
0,raden saleh suite non-refundable,Unknown
|
||||||
|
0,raden saleh suite - non-refundable,Unknown
|
||||||
|
173,"signature suite, 2 bedrooms- 1 king bed and 1 queen bed",1 King 1 Queen
|
||||||
|
0,family room - court view,Unknown
|
||||||
|
73,"suite, 1 bedroom (on the avenue)(1 king bed)",1 King
|
||||||
|
0,the hadiprana villa - non-refundable - breakfast included in the price,Unknown
|
||||||
|
0,one bedroom club pool villa non refundable,Unknown
|
||||||
|
0,deluxe premier - deluxe premier rb,Unknown
|
||||||
|
0,the hadiprana villa with club benefits non-refundable,Unknown
|
||||||
|
0,club 1 bedroom non refundable,Unknown
|
||||||
|
2,double room 1 bedroom club non refundable,1 Double
|
||||||
|
0,one bedroom pool villa with club benefits non-refundable,Unknown
|
||||||
|
0,suite room with private pool non-refundable,Unknown
|
||||||
|
0,suite room premiere with jungle view non-refundable,Unknown
|
||||||
|
73,superior deluxe king room - breakfast included in the price,1 King
|
||||||
|
52,superior deluxe twin room - non-refundable,2 Single
|
||||||
|
52,superior deluxe twin room - breakfast included in the price,2 Single
|
||||||
|
0,zamrud suite non-refundable,Unknown
|
||||||
|
0,executive suite - non smoking non refundable,Unknown
|
||||||
|
0,arum villa (mountain or garden view) non-refundable,Unknown
|
||||||
|
0,suite room with jungle view non-refundable,Unknown
|
||||||
|
0,plantation villa - non-refundable - breakfast included in the price,Unknown
|
||||||
|
0,plantation villa non-refundable,Unknown
|
||||||
|
73,gardner king room w/ balcony [no extrabed],1 King
|
||||||
|
0,executive suite with bosphorus view lounge accessible,Unknown
|
||||||
|
0,family apartment for 4 adults - no refundable,Unknown
|
||||||
|
2,suite - double - de luxe - no refundable,1 Double
|
||||||
|
2,double deluxe (undefined-deluxe pool access room. bed & breakfast. standard rate),1 Double
|
||||||
|
52,suite - twin - de luxe - no refundable,2 Single
|
||||||
|
0,deluxe one-bedroom villa with private pool and bathtub - breakfast included in the price,Unknown
|
||||||
|
0,deluxe villa 1 bedroom pool view,Unknown
|
||||||
|
0,penthouse suite - two bedrooms & skyline(city view),Unknown
|
||||||
|
0,junior suite lounge access(city view),Unknown
|
||||||
|
0,executive room lounge access(city view),Unknown
|
||||||
|
6,guest room 2 double airport view,2 Double
|
||||||
|
73,guest room 1 king airport view,1 King
|
||||||
|
0,five bedroom villa with private pool and bathtub - breakfast included in the price,Unknown
|
||||||
|
52,special offer - two deluxe double or twin rooms - breakfast included in the price,2 Single
|
||||||
|
0,2qn mobility/hearing access w/tub nonsmoking vis firealrm/door/phn alrt/50-in hdtv microwv/fridge/free wi-fi/hot brkfst included,Unknown
|
||||||
|
166,8 bedrooms pool villa (interconnecting of two units 3 bedroom villas and 1 unit of 2 bedroom villa)(8 king beds),8 King
|
||||||
|
0,quadruple room with private bathroom and kitchenette,Unknown
|
||||||
|
0,embassy suite 1 bed non refundable,Unknown
|
||||||
|
2,deluxe suite double(1 double bed),1 Double
|
||||||
|
0,suite (suite-harris suite),Unknown
|
||||||
|
0,1 double bed or 2 double beds and 2 queen beds or 2 double beds,Unknown
|
||||||
|
86,deluxe room (garden)(2 queen beds),2 Queen
|
||||||
|
0,the layonsari suite with pool view - breakfast included in the price,Unknown
|
||||||
|
86,premium villa(2 queen beds),2 Queen
|
||||||
|
0,the layonsari suite non refundable,Unknown
|
||||||
|
274,grand villa(2 queen beds and 1 large twin bed),2 Queen 2 Single
|
||||||
|
86,suite garden(2 queen beds),2 Queen
|
||||||
|
0,two bedroom villa with private pool - no refundable,Unknown
|
||||||
|
86,deluxe room (rooftop)(2 queen beds),2 Queen
|
||||||
|
0,pool villa premium vip,Unknown
|
||||||
|
254,"deluxe room, annex building(1 queen bed and 1 double futon)",1 Double 1 Queen
|
||||||
|
188,grand suite(3 queen beds),3 Queen
|
||||||
|
0,[sugga let's play] deluxe,Unknown
|
||||||
|
73,"presidential suite, 1 king bed, kitchen, sea view",1 King
|
||||||
|
0,eight bedroom villa with private pool and bathtub - non-refundable - breakfast included in the price,Unknown
|
||||||
|
0,embassy - suite room - non-refundable - breakfast included in the price,Unknown
|
||||||
|
0,nine bedrooms connecting villa non refundable,Unknown
|
||||||
|
0,8 bedrooms pool villa (interconnecting of two units 3 bedroom villas and 1 unit of 2 bedroom villa) non-refundable,Unknown
|
||||||
|
52,deluxe suite twin room - non-refundable - breakfast included in the price,2 Single
|
||||||
|
0,not refundable.1 x villa 2 rooms (3 pers),Unknown
|
||||||
|
0,1 x villa 2 rooms (3 pers),Unknown
|
||||||
|
73,signature suite club access king bed separate lounge city view high floor luxury amenities non refundable breakfast included in the price,1 King
|
||||||
|
0,studio swimout,Unknown
|
||||||
|
52,deluxe suite twin bed(nature view),2 Single
|
||||||
|
73,1 king bed w/walk in shower free wi-fi/breakfast included/55 in hdtv mini-refrigerator,1 King
|
||||||
|
52,special offer - two deluxe double or twin rooms - non-refundable - breakfast included in the price,2 Single
|
||||||
|
118,villa 3 bedrooms private pool(3 king beds),3 King
|
||||||
|
0,villa - honeymoon non refundable,Unknown
|
||||||
|
6,special offer - two deluxe rooms(2 double beds),2 Double
|
||||||
|
0,two bedrooms pool villa non refundable,Unknown
|
||||||
|
0,deluxe 2 beds suite non refundable,Unknown
|
||||||
|
0,embassy suite one bedroom - no refundable,Unknown
|
||||||
|
0,deluxe ocean villa non refundable,Unknown
|
||||||
|
0,villa 6 bedroom bathtub,Unknown
|
||||||
|
0,harris unique room with pool access - no refundable,Unknown
|
||||||
|
1020
RatePlanNameAnalysis.ConsoleApp/Data/RatePlanNameAnalysis_train.csv
Normal file
1020
RatePlanNameAnalysis.ConsoleApp/Data/RatePlanNameAnalysis_train.csv
Normal file
File diff suppressed because it is too large
Load Diff
BIN
RatePlanNameAnalysis.ConsoleApp/Models/model.zip
Normal file
BIN
RatePlanNameAnalysis.ConsoleApp/Models/model.zip
Normal file
Binary file not shown.
210
RatePlanNameAnalysis.ConsoleApp/Program.cs
Normal file
210
RatePlanNameAnalysis.ConsoleApp/Program.cs
Normal file
@ -0,0 +1,210 @@
|
|||||||
|
using System;
|
||||||
|
using System.IO;
|
||||||
|
using System.Linq;
|
||||||
|
using Microsoft.ML;
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis
|
||||||
|
{
|
||||||
|
class Program
|
||||||
|
{
|
||||||
|
private static string _appPath => Path.GetDirectoryName(Environment.GetCommandLineArgs()[0]);
|
||||||
|
private static string _trainDataPath => Path.Combine(_appPath, "..", "..", "..", "Data", "RatePlanNameAnalysis_train.csv");
|
||||||
|
private static string _testDataPath => Path.Combine(_appPath, "..", "..", "..", "Data", "RatePlanNameAnalysis_test.csv");
|
||||||
|
private static string _modelPath => Path.Combine(_appPath, "..", "..", "..", "Models", "model.zip");
|
||||||
|
|
||||||
|
private static MLContext _mlContext;
|
||||||
|
private static PredictionEngine<RatePlanNameAnalysisData, BedTypePrediction> _predEngine;
|
||||||
|
private static ITransformer _trainedModel;
|
||||||
|
static IDataView _trainingDataView;
|
||||||
|
// </SnippetDeclareGlobalVariables>
|
||||||
|
static void Main(string[] args)
|
||||||
|
{
|
||||||
|
// Create MLContext to be shared across the model creation workflow objects
|
||||||
|
// Set a random seed for repeatable/deterministic results across multiple trainings.
|
||||||
|
// <SnippetCreateMLContext>
|
||||||
|
_mlContext = new MLContext(seed: 0);
|
||||||
|
// </SnippetCreateMLContext>
|
||||||
|
|
||||||
|
// STEP 1: Common data loading configuration
|
||||||
|
// CreateTextReader<BedType>(hasHeader: true) - Creates a TextLoader by inferencing the dataset schema from the BedType data model type.
|
||||||
|
// .Read(_trainDataPath) - Loads the training text file into an IDataView (_trainingDataView) and maps from input columns to IDataView columns.
|
||||||
|
Console.WriteLine($"=============== Loading Dataset ===============");
|
||||||
|
|
||||||
|
// <SnippetLoadTrainData>
|
||||||
|
var loader = _mlContext.Data.CreateTextLoader<RatePlanNameAnalysisData>(separatorChar: ',',
|
||||||
|
hasHeader: true,
|
||||||
|
allowQuoting: true); // 支持引号
|
||||||
|
_trainingDataView = loader.Load(_trainDataPath);
|
||||||
|
|
||||||
|
//_trainingDataView = _mlContext.Data.LoadFromTextFile<RatePlanNameAnalysisData>(_trainDataPath, separatorChar: ',', hasHeader: true);
|
||||||
|
// </SnippetLoadTrainData>
|
||||||
|
|
||||||
|
Console.WriteLine($"=============== Finished Loading Dataset ===============");
|
||||||
|
|
||||||
|
// <SnippetSplitData>
|
||||||
|
// var (trainData, testData) = _mlContext.MulticlassClassification.TrainTestSplit(_trainingDataView, testFraction: 0.1);
|
||||||
|
// </SnippetSplitData>
|
||||||
|
|
||||||
|
// <SnippetCallProcessData>
|
||||||
|
var pipeline = ProcessData();
|
||||||
|
// </SnippetCallProcessData>
|
||||||
|
|
||||||
|
// <SnippetCallBuildAndTrainModel>
|
||||||
|
var trainingPipeline = BuildAndTrainModel(_trainingDataView, pipeline);
|
||||||
|
// </SnippetCallBuildAndTrainModel>
|
||||||
|
|
||||||
|
// <SnippetCallEvaluate>
|
||||||
|
Evaluate(_trainingDataView.Schema);
|
||||||
|
// </SnippetCallEvaluate>
|
||||||
|
|
||||||
|
// <SnippetCallPredictBedType>
|
||||||
|
PredictBedType();
|
||||||
|
// </SnippetCallPredictBedType>
|
||||||
|
}
|
||||||
|
|
||||||
|
public static IEstimator<ITransformer> ProcessData()
|
||||||
|
{
|
||||||
|
Console.WriteLine($"=============== Processing Data ===============");
|
||||||
|
// STEP 2: Common data process configuration with pipeline data transformations
|
||||||
|
// <SnippetMapValueToKey>
|
||||||
|
var pipeline = _mlContext.Transforms.Conversion.MapValueToKey(inputColumnName: "BedTypeName", outputColumnName: "Label")
|
||||||
|
// </SnippetMapValueToKey>
|
||||||
|
// <SnippetFeaturizeText>
|
||||||
|
.Append(_mlContext.Transforms.Text.FeaturizeText(inputColumnName: "RatePlanName", outputColumnName: "RatePlanNameFeaturized"))
|
||||||
|
// </SnippetFeaturizeText>
|
||||||
|
// <SnippetConcatenate>
|
||||||
|
.Append(_mlContext.Transforms.Concatenate("Features", "RatePlanNameFeaturized"))
|
||||||
|
// </SnippetConcatenate>
|
||||||
|
//Sample Caching the DataView so estimators iterating over the data multiple times, instead of always reading from file, using the cache might get better performance.
|
||||||
|
// <SnippetAppendCache>
|
||||||
|
.AppendCacheCheckpoint(_mlContext);
|
||||||
|
// </SnippetAppendCache>
|
||||||
|
|
||||||
|
Console.WriteLine($"=============== Finished Processing Data ===============");
|
||||||
|
|
||||||
|
// <SnippetReturnPipeline>
|
||||||
|
return pipeline;
|
||||||
|
// </SnippetReturnPipeline>
|
||||||
|
}
|
||||||
|
|
||||||
|
public static IEstimator<ITransformer> BuildAndTrainModel(IDataView trainingDataView, IEstimator<ITransformer> pipeline)
|
||||||
|
{
|
||||||
|
// STEP 3: Create the training algorithm/trainer
|
||||||
|
// Use the multi-class SDCA algorithm to predict the label using features.
|
||||||
|
//Set the trainer/algorithm and map label to value (original readable state)
|
||||||
|
// <SnippetAddTrainer>
|
||||||
|
var trainingPipeline = pipeline.Append(_mlContext.MulticlassClassification.Trainers.SdcaMaximumEntropy("Label", "Features"))
|
||||||
|
.Append(_mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel"));
|
||||||
|
// </SnippetAddTrainer>
|
||||||
|
|
||||||
|
// STEP 4: Train the model fitting to the DataSet
|
||||||
|
Console.WriteLine($"=============== Training the model ===============");
|
||||||
|
|
||||||
|
// <SnippetTrainModel>
|
||||||
|
_trainedModel = trainingPipeline.Fit(trainingDataView);
|
||||||
|
// </SnippetTrainModel>
|
||||||
|
Console.WriteLine($"=============== Finished Training the model Ending time: {DateTime.Now.ToString()} ===============");
|
||||||
|
|
||||||
|
// (OPTIONAL) Try/test a single prediction with the "just-trained model" (Before saving the model)
|
||||||
|
Console.WriteLine($"=============== Single Prediction just-trained-model ===============");
|
||||||
|
|
||||||
|
// Create prediction engine related to the loaded trained model
|
||||||
|
// <SnippetCreatePredictionEngine1>
|
||||||
|
_predEngine = _mlContext.Model.CreatePredictionEngine<RatePlanNameAnalysisData, BedTypePrediction>(_trainedModel);
|
||||||
|
// </SnippetCreatePredictionEngine1>
|
||||||
|
// <SnippetCreateTestBedType1>
|
||||||
|
RatePlanNameAnalysisData BedType = new RatePlanNameAnalysisData()
|
||||||
|
{
|
||||||
|
RatePlanName = "double suite (double bed) (double king size bed, terrace)"
|
||||||
|
};
|
||||||
|
// </SnippetCreateTestBedType1>
|
||||||
|
|
||||||
|
// <SnippetPredict>
|
||||||
|
var prediction = _predEngine.Predict(BedType);
|
||||||
|
// </SnippetPredict>
|
||||||
|
|
||||||
|
// <SnippetOutputPrediction>
|
||||||
|
Console.WriteLine($"=============== Single Prediction just-trained-model - Result: {prediction.BedTypeName} ===============");
|
||||||
|
// </SnippetOutputPrediction>
|
||||||
|
|
||||||
|
// <SnippetReturnModel>
|
||||||
|
return trainingPipeline;
|
||||||
|
// </SnippetReturnModel>
|
||||||
|
}
|
||||||
|
|
||||||
|
public static void Evaluate(DataViewSchema trainingDataViewSchema)
|
||||||
|
{
|
||||||
|
// STEP 5: Evaluate the model in order to get the model's accuracy metrics
|
||||||
|
Console.WriteLine($"=============== Evaluating to get model's accuracy metrics - Starting time: {DateTime.Now.ToString()} ===============");
|
||||||
|
|
||||||
|
//Load the test dataset into the IDataView
|
||||||
|
// <SnippetLoadTestDataset>
|
||||||
|
|
||||||
|
// 创建数据加载器
|
||||||
|
var loader = _mlContext.Data.CreateTextLoader<RatePlanNameAnalysisData>(separatorChar: ',',
|
||||||
|
hasHeader: true,
|
||||||
|
allowQuoting: true); // 支持引号
|
||||||
|
|
||||||
|
// 加载数据
|
||||||
|
var testDataView = loader.Load(_testDataPath);
|
||||||
|
|
||||||
|
// var testDataView = _mlContext.Data.LoadFromTextFile<RatePlanNameAnalysisData>(_testDataPath, separatorChar: ',', hasHeader: true);
|
||||||
|
// </SnippetLoadTestDataset>
|
||||||
|
|
||||||
|
//Evaluate the model on a test dataset and calculate metrics of the model on the test data.
|
||||||
|
// <SnippetEvaluate>
|
||||||
|
var testMetrics = _mlContext.MulticlassClassification.Evaluate(_trainedModel.Transform(testDataView));
|
||||||
|
// </SnippetEvaluate>
|
||||||
|
|
||||||
|
Console.WriteLine($"=============== Evaluating to get model's accuracy metrics - Ending time: {DateTime.Now.ToString()} ===============");
|
||||||
|
// <SnippetDisplayMetrics>
|
||||||
|
Console.WriteLine($"*************************************************************************************************************");
|
||||||
|
Console.WriteLine($"* Metrics for Multi-class Classification model - Test Data ");
|
||||||
|
Console.WriteLine($"*------------------------------------------------------------------------------------------------------------");
|
||||||
|
Console.WriteLine($"* MicroAccuracy: {testMetrics.MicroAccuracy:0.###}");
|
||||||
|
Console.WriteLine($"* MacroAccuracy: {testMetrics.MacroAccuracy:0.###}");
|
||||||
|
Console.WriteLine($"* LogLoss: {testMetrics.LogLoss:#.###}");
|
||||||
|
Console.WriteLine($"* LogLossReduction: {testMetrics.LogLossReduction:#.###}");
|
||||||
|
Console.WriteLine($"*************************************************************************************************************");
|
||||||
|
// </SnippetDisplayMetrics>
|
||||||
|
|
||||||
|
// Save the new model to .ZIP file
|
||||||
|
// <SnippetCallSaveModel>
|
||||||
|
SaveModelAsFile(_mlContext, trainingDataViewSchema, _trainedModel);
|
||||||
|
// </SnippetCallSaveModel>
|
||||||
|
}
|
||||||
|
|
||||||
|
public static void PredictBedType()
|
||||||
|
{
|
||||||
|
// <SnippetLoadModel>
|
||||||
|
ITransformer loadedModel = _mlContext.Model.Load(_modelPath, out var modelInputSchema);
|
||||||
|
// </SnippetLoadModel>
|
||||||
|
|
||||||
|
// <SnippetAddTestBedType>
|
||||||
|
RatePlanNameAnalysisData singleBedType = new RatePlanNameAnalysisData() { RatePlanName = "double suite (double bed) (double king size bed, terrace)" };
|
||||||
|
// </SnippetAddTestBedType>
|
||||||
|
|
||||||
|
//Predict label for single hard-coded BedType
|
||||||
|
// <SnippetCreatePredictionEngine>
|
||||||
|
_predEngine = _mlContext.Model.CreatePredictionEngine<RatePlanNameAnalysisData, BedTypePrediction>(loadedModel);
|
||||||
|
// </SnippetCreatePredictionEngine>
|
||||||
|
|
||||||
|
// <SnippetPredictBedType>
|
||||||
|
var prediction = _predEngine.Predict(singleBedType);
|
||||||
|
// </SnippetPredictBedType>
|
||||||
|
|
||||||
|
// <SnippetDisplayResults>
|
||||||
|
Console.WriteLine($"=============== Single Prediction - Result: {prediction.BedTypeName} ===============");
|
||||||
|
// </SnippetDisplayResults>
|
||||||
|
}
|
||||||
|
|
||||||
|
private static void SaveModelAsFile(MLContext mlContext, DataViewSchema trainingDataViewSchema, ITransformer model)
|
||||||
|
{
|
||||||
|
// <SnippetSaveModel>
|
||||||
|
mlContext.Model.Save(model, trainingDataViewSchema, _modelPath);
|
||||||
|
// </SnippetSaveModel>
|
||||||
|
|
||||||
|
Console.WriteLine("The model is saved to {0}", _modelPath);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
@ -0,0 +1,25 @@
|
|||||||
|
<Project Sdk="Microsoft.NET.Sdk">
|
||||||
|
<PropertyGroup>
|
||||||
|
<OutputType>Exe</OutputType>
|
||||||
|
<TargetFramework>net8.0</TargetFramework>
|
||||||
|
</PropertyGroup>
|
||||||
|
<PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|AnyCPU'">
|
||||||
|
<LangVersion>latest</LangVersion>
|
||||||
|
</PropertyGroup>
|
||||||
|
<ItemGroup>
|
||||||
|
<Folder Include="Data\" />
|
||||||
|
<Folder Include="Models\" />
|
||||||
|
</ItemGroup>
|
||||||
|
<ItemGroup>
|
||||||
|
<PackageReference Include="Microsoft.ML" Version="3.0.1" />
|
||||||
|
<PackageReference Include="Microsoft.ML.FastTree" Version="2.0.0" />
|
||||||
|
</ItemGroup>
|
||||||
|
<ItemGroup>
|
||||||
|
<None Update="Data\issues_test.tsv">
|
||||||
|
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
|
||||||
|
</None>
|
||||||
|
<None Update="Data\issues_train.tsv">
|
||||||
|
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
|
||||||
|
</None>
|
||||||
|
</ItemGroup>
|
||||||
|
</Project>
|
||||||
37
RatePlanNameAnalysis.Model/ConsumeModel.cs
Normal file
37
RatePlanNameAnalysis.Model/ConsumeModel.cs
Normal file
@ -0,0 +1,37 @@
|
|||||||
|
// This file was auto-generated by ML.NET Model Builder.
|
||||||
|
|
||||||
|
using System;
|
||||||
|
using System.Collections.Generic;
|
||||||
|
using System.Linq;
|
||||||
|
using System.Text;
|
||||||
|
using Microsoft.ML;
|
||||||
|
using System.IO;
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis.Model
|
||||||
|
{
|
||||||
|
public class ConsumeModel
|
||||||
|
{
|
||||||
|
private static Lazy<PredictionEngine<ModelInput, ModelOutput>> PredictionEngine = new Lazy<PredictionEngine<ModelInput, ModelOutput>>(CreatePredictionEngine);
|
||||||
|
|
||||||
|
// For more info on consuming ML.NET models, visit https://aka.ms/mlnet-consume
|
||||||
|
// Method for consuming model in your app
|
||||||
|
public static ModelOutput Predict(ModelInput input)
|
||||||
|
{
|
||||||
|
ModelOutput result = PredictionEngine.Value.Predict(input);
|
||||||
|
return result;
|
||||||
|
}
|
||||||
|
|
||||||
|
public static PredictionEngine<ModelInput, ModelOutput> CreatePredictionEngine()
|
||||||
|
{
|
||||||
|
// Create new MLContext
|
||||||
|
MLContext mlContext = new MLContext();
|
||||||
|
|
||||||
|
// Load model & create prediction engine
|
||||||
|
string modelPath = Path.Combine(Directory.GetCurrentDirectory(), "..", "RatePlanNameAnalysis.ConsoleApp", "Models", "model.zip");
|
||||||
|
ITransformer loadedModel = mlContext.Model.Load(modelPath, out var modelInputSchema);
|
||||||
|
var predEngine = mlContext.Model.CreatePredictionEngine<ModelInput, ModelOutput>(loadedModel);
|
||||||
|
|
||||||
|
return predEngine;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
19
RatePlanNameAnalysis.Model/ModelInput.cs
Normal file
19
RatePlanNameAnalysis.Model/ModelInput.cs
Normal file
@ -0,0 +1,19 @@
|
|||||||
|
// This file was auto-generated by ML.NET Model Builder.
|
||||||
|
|
||||||
|
using Microsoft.ML.Data;
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis.Model
|
||||||
|
{
|
||||||
|
public class ModelInput
|
||||||
|
{
|
||||||
|
[ColumnName("BedTypeID"), LoadColumn(0)]
|
||||||
|
public string BedTypeID { get; set; }
|
||||||
|
|
||||||
|
[ColumnName("RatePlanName"), LoadColumn(1)]
|
||||||
|
public string RatePlanName { get; set; }
|
||||||
|
|
||||||
|
[ColumnName("BedTypeName"), LoadColumn(2)]
|
||||||
|
public string BedTypeName { get; set; }
|
||||||
|
|
||||||
|
}
|
||||||
|
}
|
||||||
17
RatePlanNameAnalysis.Model/ModelOutput.cs
Normal file
17
RatePlanNameAnalysis.Model/ModelOutput.cs
Normal file
@ -0,0 +1,17 @@
|
|||||||
|
// This file was auto-generated by ML.NET Model Builder.
|
||||||
|
|
||||||
|
using System;
|
||||||
|
using Microsoft.ML.Data;
|
||||||
|
|
||||||
|
namespace RatePlanNameAnalysis.Model
|
||||||
|
{
|
||||||
|
public class ModelOutput
|
||||||
|
{
|
||||||
|
// ColumnName attribute is used to change the column name from
|
||||||
|
// its default value, which is the name of the field.
|
||||||
|
[ColumnName("PredictedLabel")]
|
||||||
|
public string BedTypeName { get; set; }
|
||||||
|
|
||||||
|
public float[] Score { get; set; }
|
||||||
|
}
|
||||||
|
}
|
||||||
13
RatePlanNameAnalysis.Model/RatePlanNameAnalysis.Model.csproj
Normal file
13
RatePlanNameAnalysis.Model/RatePlanNameAnalysis.Model.csproj
Normal file
@ -0,0 +1,13 @@
|
|||||||
|
<Project Sdk="Microsoft.NET.Sdk">
|
||||||
|
|
||||||
|
<PropertyGroup>
|
||||||
|
<TargetFramework>net8.0</TargetFramework>
|
||||||
|
<ImplicitUsings>enable</ImplicitUsings>
|
||||||
|
<Nullable>enable</Nullable>
|
||||||
|
</PropertyGroup>
|
||||||
|
|
||||||
|
<ItemGroup>
|
||||||
|
<PackageReference Include="Microsoft.ML" Version="3.0.1" />
|
||||||
|
</ItemGroup>
|
||||||
|
|
||||||
|
</Project>
|
||||||
37
RatePlanNameAnalysis.sln
Normal file
37
RatePlanNameAnalysis.sln
Normal file
@ -0,0 +1,37 @@
|
|||||||
|
|
||||||
|
Microsoft Visual Studio Solution File, Format Version 12.00
|
||||||
|
# Visual Studio Version 17
|
||||||
|
VisualStudioVersion = 17.8.34525.116
|
||||||
|
MinimumVisualStudioVersion = 10.0.40219.1
|
||||||
|
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "RatePlanNameAnalysis.Api", "RatePlanNameAnalysis.Api\RatePlanNameAnalysis.Api.csproj", "{381B1DB8-6FAD-48BC-B324-5557B1E79060}"
|
||||||
|
EndProject
|
||||||
|
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "RatePlanNameAnalysis.Model", "RatePlanNameAnalysis.Model\RatePlanNameAnalysis.Model.csproj", "{B7F4729C-A7B0-40F9-B5E9-E0D8DE35AFA9}"
|
||||||
|
EndProject
|
||||||
|
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "RatePlanNameAnalysis.ConsoleApp", "RatePlanNameAnalysis.ConsoleApp\RatePlanNameAnalysis.ConsoleApp.csproj", "{E5049E66-2248-42E0-B1BF-1769EE49AC6C}"
|
||||||
|
EndProject
|
||||||
|
Global
|
||||||
|
GlobalSection(SolutionConfigurationPlatforms) = preSolution
|
||||||
|
Debug|Any CPU = Debug|Any CPU
|
||||||
|
Release|Any CPU = Release|Any CPU
|
||||||
|
EndGlobalSection
|
||||||
|
GlobalSection(ProjectConfigurationPlatforms) = postSolution
|
||||||
|
{381B1DB8-6FAD-48BC-B324-5557B1E79060}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
|
||||||
|
{381B1DB8-6FAD-48BC-B324-5557B1E79060}.Debug|Any CPU.Build.0 = Debug|Any CPU
|
||||||
|
{381B1DB8-6FAD-48BC-B324-5557B1E79060}.Release|Any CPU.ActiveCfg = Release|Any CPU
|
||||||
|
{381B1DB8-6FAD-48BC-B324-5557B1E79060}.Release|Any CPU.Build.0 = Release|Any CPU
|
||||||
|
{B7F4729C-A7B0-40F9-B5E9-E0D8DE35AFA9}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
|
||||||
|
{B7F4729C-A7B0-40F9-B5E9-E0D8DE35AFA9}.Debug|Any CPU.Build.0 = Debug|Any CPU
|
||||||
|
{B7F4729C-A7B0-40F9-B5E9-E0D8DE35AFA9}.Release|Any CPU.ActiveCfg = Release|Any CPU
|
||||||
|
{B7F4729C-A7B0-40F9-B5E9-E0D8DE35AFA9}.Release|Any CPU.Build.0 = Release|Any CPU
|
||||||
|
{E5049E66-2248-42E0-B1BF-1769EE49AC6C}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
|
||||||
|
{E5049E66-2248-42E0-B1BF-1769EE49AC6C}.Debug|Any CPU.Build.0 = Debug|Any CPU
|
||||||
|
{E5049E66-2248-42E0-B1BF-1769EE49AC6C}.Release|Any CPU.ActiveCfg = Release|Any CPU
|
||||||
|
{E5049E66-2248-42E0-B1BF-1769EE49AC6C}.Release|Any CPU.Build.0 = Release|Any CPU
|
||||||
|
EndGlobalSection
|
||||||
|
GlobalSection(SolutionProperties) = preSolution
|
||||||
|
HideSolutionNode = FALSE
|
||||||
|
EndGlobalSection
|
||||||
|
GlobalSection(ExtensibilityGlobals) = postSolution
|
||||||
|
SolutionGuid = {758D48D0-1665-4B5D-835C-668857EC221B}
|
||||||
|
EndGlobalSection
|
||||||
|
EndGlobal
|
||||||
Loading…
Reference in New Issue
Block a user