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-rw-r--r--backend/api/api/Controllers/DatasetController.cs214
-rw-r--r--backend/api/api/Controllers/ModelController.cs90
-rw-r--r--backend/api/api/Controllers/PredictorController.cs159
-rw-r--r--backend/api/api/Data/UserStoreDatabaseSettings.cs1
-rw-r--r--backend/api/api/Interfaces/IUserStoreDatabaseSettings.cs3
-rw-r--r--backend/api/api/Models/Dataset.cs4
-rw-r--r--backend/api/api/Models/Model.cs8
-rw-r--r--backend/api/api/Models/Predictor.cs22
-rw-r--r--backend/api/api/Program.cs1
-rw-r--r--backend/api/api/Services/DatasetService.cs21
-rw-r--r--backend/api/api/Services/IDatasetService.cs4
-rw-r--r--backend/api/api/Services/IModelService.cs3
-rw-r--r--backend/api/api/Services/IPredictorService.cs16
-rw-r--r--backend/api/api/Services/ModelService.cs9
-rw-r--r--backend/api/api/Services/PredictorService.cs50
-rw-r--r--backend/api/api/api.csproj1
-rw-r--r--backend/api/api/appsettings.json32
-rw-r--r--backend/microservice/mlservice.py27
-rw-r--r--frontend/src/app/Shared.ts3
-rw-r--r--frontend/src/app/_data/Dataset.ts4
-rw-r--r--frontend/src/app/_data/Model.ts4
-rw-r--r--frontend/src/app/_data/Predictor.ts1
-rw-r--r--frontend/src/app/_elements/dataset-load/dataset-load.component.ts41
-rw-r--r--frontend/src/app/_elements/navbar/navbar.component.html3
-rw-r--r--frontend/src/app/_pages/add-model/add-model.component.html147
-rw-r--r--frontend/src/app/_pages/add-model/add-model.component.ts46
-rw-r--r--frontend/src/app/_pages/home/home.component.html2
-rw-r--r--frontend/src/app/_pages/my-datasets/my-datasets.component.html6
-rw-r--r--frontend/src/app/_pages/my-datasets/my-datasets.component.ts11
-rw-r--r--frontend/src/app/_services/auth.service.ts3
-rw-r--r--frontend/src/app/_services/models.service.ts30
-rw-r--r--frontend/src/app/app-routing.module.ts20
-rw-r--r--frontend/src/app/app.component.spec.ts6
-rw-r--r--frontend/src/app/app.component.ts33
34 files changed, 805 insertions, 220 deletions
diff --git a/backend/api/api/Controllers/DatasetController.cs b/backend/api/api/Controllers/DatasetController.cs
index 3d008744..1ad180b7 100644
--- a/backend/api/api/Controllers/DatasetController.cs
+++ b/backend/api/api/Controllers/DatasetController.cs
@@ -1,6 +1,9 @@
using api.Models;
using api.Services;
+using Microsoft.AspNetCore.Authorization;
using Microsoft.AspNetCore.Mvc;
+using Microsoft.Net.Http.Headers;
+using System.Net.Http.Headers;
// For more information on enabling Web API for empty projects, visit https://go.microsoft.com/fwlink/?LinkID=397860
@@ -11,24 +14,127 @@ namespace api.Controllers
public class DatasetController : ControllerBase
{
private readonly IDatasetService _datasetService;
+ private JwtToken jwtToken;
- public DatasetController(IDatasetService datasetService)
+ public DatasetController(IDatasetService datasetService, IConfiguration configuration)
{
_datasetService = datasetService;
+ jwtToken = new JwtToken(configuration);
}
- // GET: api/<DatasetController>/{username}/datasets
- [HttpGet("{username}/datasets")]
- public ActionResult<List<Dataset>> Get(string username)
+ // GET: api/<DatasetController>/mydatasets
+ [HttpGet("mydatasets")]
+ [Authorize(Roles = "User")]
+ public ActionResult<List<Dataset>> Get()
{
- return _datasetService.GetAllDatesets(username);
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ //ako bude trebao ID, samo iz baze uzeti
+
+ return _datasetService.GetMyDatesets(username);
+ }
+
+ // GET: api/<DatasetController>/getlatestdataset/{number}
+ [HttpGet("getlatestdatasets/{latest}")]
+ [Authorize(Roles = "User")]
+ public ActionResult<List<Dataset>> GetLatestDatasets(int latest)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ //ako bude trebao ID, samo iz baze uzeti
+
+ List<Dataset> lista = _datasetService.GetMyDatesets(username);
+
+ List<Dataset> novaLista = new List<Dataset>();
+
+ lista.Reverse();
+
+ for(int i = 0; i < latest; i++)
+ novaLista.Add(lista[i]);
+
+ return novaLista;
+ }
+
+ // GET: api/<DatasetController>/getoldestdataset/{number}
+ [HttpGet("getoldestdatasets/{oldest}")]
+ [Authorize(Roles = "User")]
+ public ActionResult<List<Dataset>> GetOldestDatasets(int oldest)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ //ako bude trebao ID, samo iz baze uzeti
+
+ List<Dataset> lista = _datasetService.GetMyDatesets(username);
+
+ List<Dataset> novaLista = new List<Dataset>();
+
+ for (int i = 0; i < oldest; i++)
+ novaLista.Add(lista[i]);
+
+ return novaLista;
}
- // GET api/<DatasetController>/{username}/{name}
- [HttpGet("{username}/{name}")]
- public ActionResult<Dataset> Get(string username, string name)
+
+ // GET: api/<DatasetController>/publicdatasets
+ [HttpGet("publicdatasets")]
+ public ActionResult<List<Dataset>> GetPublicDS()
{
+ return _datasetService.GetPublicDatesets();
+ }
+
+ // GET api/<DatasetController>/{name}
+ //get odredjeni dataset
+ [HttpGet("{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult<Dataset> Get(string name)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
var dataset = _datasetService.GetOneDataset(username, name);
if (dataset == null)
@@ -37,10 +143,27 @@ namespace api.Controllers
return dataset;
}
+ /*za pretragu vratiti dataset koji je public
+ public ActionResult<Dataset> Get(string name)
+ {
+
+
+ var dataset = _datasetService.GetOneDataset(username, name);
+
+ if (dataset == null)
+ return NotFound($"Dataset with name = {name} or user with username = {username} not found");
+
+ return dataset;
+ }
+ */
+
// POST api/<DatasetController>/add
[HttpPost("add")]
+ [Authorize(Roles = "User")]
public ActionResult<Dataset> Post([FromBody] Dataset dataset)
{
+ //da li ce preko tokena da se ubaci username ili front salje
+ //dataset.username = usernameToken;
var existingDataset = _datasetService.GetOneDataset(dataset.username, dataset.name);
if (existingDataset != null)
@@ -53,10 +176,24 @@ namespace api.Controllers
}
}
- // PUT api/<DatasetController>/{username}/{name}
- [HttpPut("{username}/{name}")]
- public ActionResult Put(string username, string name, [FromBody] Dataset dataset)
+ // PUT api/<DatasetController>/{name}
+ [HttpPut("{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Put(string name, [FromBody] Dataset dataset)
{
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
var existingDataset = _datasetService.GetOneDataset(username, name);
//ne mora da se proverava
@@ -64,13 +201,28 @@ namespace api.Controllers
return NotFound($"Dataset with name = {name} or user with username = {username} not found");
_datasetService.Update(username, name, dataset);
- return NoContent();
+
+ return Ok($"Dataset with name = {name} updated");
}
- // DELETE api/<DatasetController>/username/name
- [HttpDelete("{username}/{name}")]
- public ActionResult Delete(string username, string name)
+ // DELETE api/<DatasetController>/name
+ [HttpDelete("{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Delete(string name)
{
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
var dataset = _datasetService.GetOneDataset(username, name);
if (dataset == null)
@@ -86,27 +238,15 @@ namespace api.Controllers
/*
{
- "_id": "",
- "uploaderId" : "uploaderId",
- "name" : "name",
- "description" : "description",
- "dateCreated" : "dateCreated",
- "inputColumns" : [2,3,4],
- "columnToPredict" : 1,
- "randomTestSet" : true,
- "randomTestSetDistribution" : 1,
- "type" : "type",
- "encoding" : "encoding",
- "optimizer" : "optimizer",
- "lossFunction" : "lossFunction",
- "inputNeurons" : 2,
- "hiddenLayerNeurons" : 3,
- "hiddenLayers" : 8,
- "batchSize" : 6,
- "inputLayerActivationFunction" : "inputLayerActivationFunction",
- "hiddenLayerActivationFunction" : "hiddenLayerActivationFunction",
- "outputLayerActivationFunction" : "outputLayerActivationFunction",
- "extension" : "extension"
-
+ "_id": "",
+ "name": "name",
+ "description": "description",
+ "header" : ["ag","rt"],
+ "fileId" : "652",
+ "extension": "csb",
+ "isPublic" : true,
+ "accessibleByLink": true,
+ "dateCreated": "dateCreated",
+ "lastUpdated" : "proba12"
}
*/ \ No newline at end of file
diff --git a/backend/api/api/Controllers/ModelController.cs b/backend/api/api/Controllers/ModelController.cs
index deb622b8..1d03d924 100644
--- a/backend/api/api/Controllers/ModelController.cs
+++ b/backend/api/api/Controllers/ModelController.cs
@@ -3,6 +3,8 @@ using api.Services;
using Microsoft.AspNetCore.Authorization;
using Microsoft.AspNetCore.Http;
using Microsoft.AspNetCore.Mvc;
+using Microsoft.Net.Http.Headers;
+using System.Net.Http.Headers;
namespace api.Controllers
{
@@ -13,12 +15,14 @@ namespace api.Controllers
private IMlConnectionService _mlService;
private readonly IModelService _modelService;
-
+ private JwtToken jwtToken;
- public ModelController(IMlConnectionService mlService, IModelService modelService)
+
+ public ModelController(IMlConnectionService mlService, IModelService modelService, IConfiguration configuration)
{
_mlService = mlService;
_modelService = modelService;
+ jwtToken = new JwtToken(configuration);
}
[HttpPost("sendModel")]
@@ -29,18 +33,46 @@ namespace api.Controllers
return Ok(result);
}
- // GET: api/<ModelController>/{username}/models
- [HttpGet("{username}/models")]
- public ActionResult<List<Model>> Get(string username)
+ // GET: api/<ModelController>/mymodels
+ [HttpGet("/mymodels")]
+ [Authorize(Roles = "User")]
+ public ActionResult<List<Model>> Get()
{
- return _modelService.GetAllModels(username);
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ return _modelService.GetMyModels(username);
}
- //id korisnika, name modela
- // GET api/<ModelController>/{username}/{name}
- [HttpGet("{username}/{name}")]
- public ActionResult<Model> Get(string username, string name)
+ // name modela
+ // GET api/<ModelController>/{name}
+ [HttpGet("/{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult<Model> Get(string name)
{
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
var model = _modelService.GetOneModel(username, name);
if (model == null)
@@ -51,6 +83,7 @@ namespace api.Controllers
// POST api/<ModelController>/add
[HttpPost("add")]
+ [Authorize(Roles = "User")]
public ActionResult<Model> Post([FromBody] Model model)
{
var existingModel = _modelService.GetOneModel(model.username, model.name);
@@ -66,9 +99,24 @@ namespace api.Controllers
}
// PUT api/<ModelController>/{username}/{name}
- [HttpPut("{username}/{name}")]
- public ActionResult Put(string username, string name, [FromBody] Model model)
+ [HttpPut("{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Put(string name, [FromBody] Model model)
{
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+
var existingModel = _modelService.GetOneModel(username, name);
if (existingModel == null)
@@ -79,9 +127,23 @@ namespace api.Controllers
}
// DELETE api/<ModelController>/username
- [HttpDelete("{username}/{name}")]
- public ActionResult Delete(string username, string name)
+ [HttpDelete("{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Delete(string name)
{
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
var model = _modelService.GetOneModel(username, name);
if (model == null)
diff --git a/backend/api/api/Controllers/PredictorController.cs b/backend/api/api/Controllers/PredictorController.cs
new file mode 100644
index 00000000..d5a55b3c
--- /dev/null
+++ b/backend/api/api/Controllers/PredictorController.cs
@@ -0,0 +1,159 @@
+using api.Models;
+using api.Services;
+using Microsoft.AspNetCore.Authorization;
+using Microsoft.AspNetCore.Http;
+using Microsoft.AspNetCore.Mvc;
+using Microsoft.Net.Http.Headers;
+using System.Net.Http.Headers;
+
+namespace api.Controllers
+{
+ [Route("api/[controller]")]
+ [ApiController]
+ public class PredictorController : Controller
+ {
+ private readonly IPredictorService _predictorService;
+ private JwtToken jwtToken;
+
+ public PredictorController(IPredictorService predictorService, IConfiguration configuration)
+ {
+ _predictorService = predictorService;
+ jwtToken = new JwtToken(configuration);
+ }
+
+ // GET: api/<PredictorController>/mypredictors
+ [HttpGet("mypredictors")]
+ [Authorize(Roles = "User")]
+ public ActionResult<List<Predictor>> Get()
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ return _predictorService.GetMyPredictors(username);
+ }
+ // GET: api/<PredictorController>/publicpredictors
+ [HttpGet("publicpredictors")]
+ public ActionResult<List<Predictor>> GetPublicPredictors()
+ {
+ return _predictorService.GetPublicPredictors();
+ }
+
+ // GET api/<PredictorController>/{name}
+ [HttpGet("/{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult<Predictor> Get(string name)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ var predictor = _predictorService.GetOnePredictor(username, name);
+
+ if (predictor == null)
+ return NotFound($"Predictor with name = {name} or user with username = {username} not found");
+
+ return predictor;
+ }
+
+ // POST api/<PredictorController>/add
+ [HttpPost("add")]
+ [Authorize(Roles = "User")]
+ public ActionResult<Predictor> Post([FromBody] Predictor predictor)
+ {
+ var existingModel = _predictorService.GetOnePredictor(predictor.username, predictor.name);
+
+ if (existingModel != null)
+ return NotFound($"Predictor with name = {predictor.name} exisits");
+ else
+ {
+ _predictorService.Create(predictor);
+
+ return CreatedAtAction(nameof(Get), new { id = predictor._id }, predictor);
+ }
+ }
+
+
+
+ // PUT api/<PredictorController>/{name}
+ [HttpPut("/{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Put(string name, [FromBody] Predictor predictor)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ var existingDataset = _predictorService.GetOnePredictor(username, name);
+
+ //ne mora da se proverava
+ if (existingDataset == null)
+ return NotFound($"Predictor with name = {name} or user with username = {username} not found");
+
+ _predictorService.Update(username, name, predictor);
+
+ return Ok($"Predictor with name = {name} updated");
+ }
+
+
+ // DELETE api/<PredictorController>/name
+ [HttpDelete("/{name}")]
+ [Authorize(Roles = "User")]
+ public ActionResult Delete(string name)
+ {
+ string username;
+ var header = Request.Headers[HeaderNames.Authorization];
+ if (AuthenticationHeaderValue.TryParse(header, out var headerValue))
+ {
+ var scheme = headerValue.Scheme;
+ var parameter = headerValue.Parameter;
+ username = jwtToken.TokenToUsername(parameter);
+ if (username == null)
+ return null;
+ }
+ else
+ return BadRequest();
+
+ var predictor = _predictorService.GetOnePredictor(username, name);
+
+ if (predictor == null)
+ return NotFound($"Predictor with name = {name} or user with username = {username} not found");
+
+ _predictorService.Delete(predictor.username, predictor.name);
+
+ return Ok($"Predictor with name = {name} deleted");
+
+ }
+
+
+
+
+ }
+}
diff --git a/backend/api/api/Data/UserStoreDatabaseSettings.cs b/backend/api/api/Data/UserStoreDatabaseSettings.cs
index 6416ab05..e83d2b54 100644
--- a/backend/api/api/Data/UserStoreDatabaseSettings.cs
+++ b/backend/api/api/Data/UserStoreDatabaseSettings.cs
@@ -10,6 +10,7 @@ namespace api.Data
public string DatabaseName { get; set; } = String.Empty;
public string CollectionName { get; set; } = String.Empty;
public string DatasetCollectionName { get; set; } = String.Empty;
+ public string PredictorCollectionName { get; set; } = String.Empty;
public string ModelCollectionName { get; set; } = String.Empty;
public string FilesCollectionName { get; set; } = String.Empty;
}
diff --git a/backend/api/api/Interfaces/IUserStoreDatabaseSettings.cs b/backend/api/api/Interfaces/IUserStoreDatabaseSettings.cs
index 82312649..a5b5f5eb 100644
--- a/backend/api/api/Interfaces/IUserStoreDatabaseSettings.cs
+++ b/backend/api/api/Interfaces/IUserStoreDatabaseSettings.cs
@@ -6,7 +6,8 @@
string DatabaseName { get; set; }
string CollectionName { get; set; }
string DatasetCollectionName { get; set; }
- string ModelCollectionName { get; }
+ string PredictorCollectionName { get; set; }
+ string ModelCollectionName { get; set; }
string FilesCollectionName { get; set; }
}
}
diff --git a/backend/api/api/Models/Dataset.cs b/backend/api/api/Models/Dataset.cs
index 6cb0b1e9..d4649c17 100644
--- a/backend/api/api/Models/Dataset.cs
+++ b/backend/api/api/Models/Dataset.cs
@@ -6,7 +6,7 @@ namespace api.Models
{
public class Dataset
{
- public string username;
+ public string username { get; set; }
[BsonId]
[BsonRepresentation(BsonType.ObjectId)]//mongo data type to .net
@@ -14,7 +14,7 @@ namespace api.Models
public string name { get; set; }
public string description { get; set; }
public string[] header { get; set; }
- public int fileId { get; set; }
+ public string fileId { get; set; }
public string extension { get; set; }
public bool isPublic { get; set; }
public bool accessibleByLink { get; set; }
diff --git a/backend/api/api/Models/Model.cs b/backend/api/api/Models/Model.cs
index 7b22ded8..dfc4336a 100644
--- a/backend/api/api/Models/Model.cs
+++ b/backend/api/api/Models/Model.cs
@@ -21,11 +21,11 @@ namespace api.Models
public string datasetId { get; set; }
//Test set settings
- public int[] inputColumns { get; set; }
- public int columnToPredict { get; set; }
- public bool radnomOrder {get;set;}
+ public string[] inputColumns { get; set; }
+ public string columnToPredict { get; set; }
+ public bool randomOrder {get;set;}
public bool randomTestSet { get; set; }
- public int randomTestSetDistribution { get; set; }
+ public float randomTestSetDistribution { get; set; }
//Neural net training
public string type { get; set; }
diff --git a/backend/api/api/Models/Predictor.cs b/backend/api/api/Models/Predictor.cs
new file mode 100644
index 00000000..cd2f4557
--- /dev/null
+++ b/backend/api/api/Models/Predictor.cs
@@ -0,0 +1,22 @@
+using System;
+using MongoDB.Bson;
+using MongoDB.Bson.Serialization.Attributes;
+
+namespace api.Models
+{
+ public class Predictor
+ {
+ [BsonId]
+ [BsonRepresentation(BsonType.ObjectId)]//mongo data type to .net
+ public string _id { get; set; }
+ public string username { get; set; }
+ public string name { get; set; }
+ public string description { get; set; }
+ public string[] inputs { get; set; }
+ public string output { get; set; }
+ public bool isPublic { get; set; }
+ public bool accessibleByLink { get; set; }
+ public string dateCreated { get; set; }
+ }
+}
+
diff --git a/backend/api/api/Program.cs b/backend/api/api/Program.cs
index f3287b4c..65399bdf 100644
--- a/backend/api/api/Program.cs
+++ b/backend/api/api/Program.cs
@@ -30,6 +30,7 @@ builder.Services.AddScoped<IUserService, UserService>();
builder.Services.AddScoped<IAuthService, AuthService>();
builder.Services.AddScoped<IMlConnectionService, MlConnectionService>();
builder.Services.AddScoped<IModelService, ModelService>();
+builder.Services.AddScoped<IPredictorService, PredictorService>();
builder.Services.AddScoped<IFileService, FileService>();
diff --git a/backend/api/api/Services/DatasetService.cs b/backend/api/api/Services/DatasetService.cs
index 80c31758..880570dd 100644
--- a/backend/api/api/Services/DatasetService.cs
+++ b/backend/api/api/Services/DatasetService.cs
@@ -1,4 +1,5 @@
-using api.Interfaces;
+using System.Linq;
+using api.Interfaces;
using api.Models;
using MongoDB.Driver;
@@ -26,15 +27,31 @@ namespace api.Services
_dataset.DeleteOne(dataset => (dataset.username == username && dataset.name == name));
}
- public List<Dataset> GetAllDatesets(string username)
+ public List<Dataset> GetMyDatesets(string username)
{
return _dataset.Find(dataset => dataset.username == username).ToList();
}
+ public List<Dataset> GetLatestDatasets(string username, int latest)
+ {
+ List<Dataset> list = _dataset.Find(dataset => dataset.username == username).ToList();
+
+
+
+
+ return list;
+ }
+
+ public List<Dataset> GetPublicDatesets()
+ {
+ return _dataset.Find(dataset => dataset.isPublic == true).ToList();
+ }
+
public Dataset GetOneDataset(string username, string name)
{
return _dataset.Find(dataset => dataset.username == username && dataset.name == name).FirstOrDefault();
}
+ //odraditi za pretragu getOne
//ako je potrebno da se zameni name ili ekstenzija
public void Update(string username, string name, Dataset dataset)
diff --git a/backend/api/api/Services/IDatasetService.cs b/backend/api/api/Services/IDatasetService.cs
index 49013e29..19a0aabc 100644
--- a/backend/api/api/Services/IDatasetService.cs
+++ b/backend/api/api/Services/IDatasetService.cs
@@ -6,7 +6,9 @@ namespace api.Services
public interface IDatasetService
{
Dataset GetOneDataset(string username, string name);
- List<Dataset> GetAllDatesets(string username);
+ List<Dataset> GetMyDatesets(string username);
+ List<Dataset> GetLatestDatasets(string username, int latest);
+ List<Dataset> GetPublicDatesets();
Dataset Create(Dataset dataset);
void Update(string username, string name, Dataset dataset);
void Delete(string username, string name);
diff --git a/backend/api/api/Services/IModelService.cs b/backend/api/api/Services/IModelService.cs
index 149afd4a..c1931ffa 100644
--- a/backend/api/api/Services/IModelService.cs
+++ b/backend/api/api/Services/IModelService.cs
@@ -6,7 +6,8 @@ namespace api.Services
public interface IModelService
{
Model GetOneModel(string username, string name);
- List<Model> GetAllModels(string username);
+ List<Model> GetMyModels(string username);
+ //List<Model> GetPublicModels();
Model Create(Model model);
void Update(string username, string name, Model model);
void Delete(string username, string name);
diff --git a/backend/api/api/Services/IPredictorService.cs b/backend/api/api/Services/IPredictorService.cs
new file mode 100644
index 00000000..594b233b
--- /dev/null
+++ b/backend/api/api/Services/IPredictorService.cs
@@ -0,0 +1,16 @@
+using System;
+using api.Models;
+
+namespace api.Services
+{
+ public interface IPredictorService
+ {
+ Predictor GetOnePredictor(string username, string name);
+ List<Predictor> GetMyPredictors(string username);
+ List<Predictor> GetPublicPredictors();
+ Predictor Create(Predictor predictor);
+ void Update(string username, string name, Predictor predictor);
+ void Delete(string username, string name);
+ }
+}
+
diff --git a/backend/api/api/Services/ModelService.cs b/backend/api/api/Services/ModelService.cs
index 33dea30e..2ba3c54d 100644
--- a/backend/api/api/Services/ModelService.cs
+++ b/backend/api/api/Services/ModelService.cs
@@ -27,11 +27,16 @@ namespace api.Services
_model.DeleteOne(model => (model.username == username && model.name == name));
}
- public List<Model> GetAllModels(string username)
+ public List<Model> GetMyModels(string username)
{
return _model.Find(model => model.username == username).ToList();
}
-
+ /*
+ public List<Model> GetPublicModels()
+ {
+ return _model.Find(model => model.isPublic == true).ToList();
+ }
+ */
public Model GetOneModel(string username, string name)
{
return _model.Find(model => model.username == username && model.name == name).FirstOrDefault();
diff --git a/backend/api/api/Services/PredictorService.cs b/backend/api/api/Services/PredictorService.cs
new file mode 100644
index 00000000..69fb25c9
--- /dev/null
+++ b/backend/api/api/Services/PredictorService.cs
@@ -0,0 +1,50 @@
+using api.Interfaces;
+using api.Models;
+using MongoDB.Driver;
+
+namespace api.Services
+{
+ public class PredictorService : IPredictorService
+ {
+ private readonly IMongoCollection<Predictor> _predictor;
+
+ public PredictorService(IUserStoreDatabaseSettings settings, IMongoClient mongoClient)
+ {
+ var database = mongoClient.GetDatabase(settings.DatabaseName);
+ _predictor = database.GetCollection<Predictor>(settings.PredictorCollectionName);
+ }
+
+ public Predictor Create(Predictor predictor)
+ {
+ _predictor.InsertOne(predictor);
+ return predictor;
+ }
+
+ public void Delete(string username, string name)
+ {
+ _predictor.DeleteOne(predictor => (predictor.username == username && predictor.name == name));
+ }
+
+ public List<Predictor> GetMyPredictors(string username)
+ {
+ return _predictor.Find(predictor => predictor.username == username).ToList();
+ }
+
+ public Predictor GetOnePredictor(string username, string name)
+ {
+ return _predictor.Find(predictor => predictor.username == username && predictor.name == name).FirstOrDefault();
+
+ }
+
+ public List<Predictor> GetPublicPredictors()
+ {
+ return _predictor.Find(predictor => predictor.isPublic == true).ToList();
+ }
+
+ public void Update(string username, string name, Predictor predictor)
+ {
+ _predictor.ReplaceOne(predictor => predictor.username == username && predictor.name == name, predictor);
+
+ }
+ }
+}
diff --git a/backend/api/api/api.csproj b/backend/api/api/api.csproj
index f38621ca..f63407ca 100644
--- a/backend/api/api/api.csproj
+++ b/backend/api/api/api.csproj
@@ -22,6 +22,7 @@
<ItemGroup>
<Folder Include="UploadedFiles\" />
+ <Folder Include="UploadedFiles\tester1\" />
</ItemGroup>
</Project>
diff --git a/backend/api/api/appsettings.json b/backend/api/api/appsettings.json
index 86363075..fdccfb07 100644
--- a/backend/api/api/appsettings.json
+++ b/backend/api/api/appsettings.json
@@ -9,19 +9,23 @@
}
},
"AllowedHosts": "*",
- "UserStoreDatabaseSettings": {
- /* LocalHost
+ "UserStoreDatabaseSettings": {
+ /* LocalHost
+ */
"ConnectionString": "mongodb://127.0.0.1:27017/",
"DatabaseName": "si_project",
- "CollectionName": "User",
- "DatasetCollectionName" : "Dataset",
- "ModelCollectionName" : "Model"
- */
- "ConnectionString": "mongodb+srv://si_user:si_user@sidatabase.twtfm.mongodb.net/myFirstDatabase?retryWrites=true&w=majority",
- "DatabaseName": "si_db",
- "CollectionName": "users",
- "DatasetCollectionName": "Dataset",
- "ModelCollectionName": "Model",
- "FilesCollectionName": "Files"
- }
-}
+ "CollectionName": "users",
+ "DatasetCollectionName": "Dataset",
+ "ModelCollectionName": "Model",
+ "PredictorCollectionName": "Predictor",
+ "FilesCollectionName": "Files"
+ /*
+ "ConnectionString": "mongodb+srv://si_user:si_user@sidatabase.twtfm.mongodb.net/myFirstDatabase?retryWrites=true&w=majority",
+ "DatabaseName": "si_db",
+ "CollectionName": "users",
+ "DatasetCollectionName": "Dataset",
+ "ModelCollectionName": "Model",
+ "PredictorCollectionName": "Predictor",
+ "FilesCollectionName": "Files"*/
+ }
+} \ No newline at end of file
diff --git a/backend/microservice/mlservice.py b/backend/microservice/mlservice.py
index 7f5ab9f2..01a79c1a 100644
--- a/backend/microservice/mlservice.py
+++ b/backend/microservice/mlservice.py
@@ -33,12 +33,27 @@ class fCallback(tf.keras.callbacks.Callback):
def on_epoch_end(self, epoch, logs=None):
print('Evaluation: ', self.model.evaluate(self.x_test))
- ### 1)Ucitavanje vrednosti
-def obuka(data,params):
+
+def obuka(dataunos,params):
import numpy as np
import pandas as pd
import tensorflow as tf
- import matplotlib.pyplot as plt
+ import matplotlib.pyplot as plt
+
+ ### 0) Pretvaranje data seta u novi, sa kolonama koje je korisnik izabrao za obuku
+
+ data=pd.DataFrame()
+ zeljenekolone=params["inputColumns"]
+ for i in range(len(zeljenekolone)):
+ data[zeljenekolone[i]]=dataunos[zeljenekolone[i]]
+ #print(data.head(10))
+
+ #predvidetikol=input("UNETI NAZIV KOLONE ČIJU VREDNOST TREBA PREDVIDETI ")
+ ###sta se cuva od promenjivih broj kolone ili naziv kolone???
+ predvidetikol=params["columnToPredict"]
+
+ data[predvidetikol]=dataunos[predvidetikol]
+ ### 1)Ucitavanje vrednosti
#print(1)
#data1=pd.read_csv('titanic.csv')
#data=data1.copy()
@@ -134,9 +149,6 @@ def obuka(data,params):
### 7)Podela skupa na skup za trening i skup za testiranje
- #predvidetikol=input("UNETI NAZIV KOLONE ČIJU VREDNOST TREBA PREDVIDETI ")
- ###sta se cuva od promenjivih broj kolone ili naziv kolone???
- predvidetikol=params["columnToPredict"]
xkolone=[]
for k in range(len(kolone)):
@@ -223,6 +235,7 @@ def obuka(data,params):
### 13.1)Izbor metrike za kompajler PART2
metrike=['mae','mse']
+ lossf=params["lossFunction"]
'''
while(1):
m=params['lossFunction']
@@ -230,7 +243,7 @@ def obuka(data,params):
if(m=='KRAJ'):
break
metrike.append(m)'''
- classifier.compile(optimizer=optimizator, loss='binary_crossentropy',metrics =metrike)
+ classifier.compile(optimizer=optimizator, loss=lossf,metrics =metrike)
performance_simple = fCallback(x_test, y_test)
### 14)
#uzorci=int(input("UNETI KOLIKO UZORAKA ĆE BITI UNETO U ISTO VREME "))
diff --git a/frontend/src/app/Shared.ts b/frontend/src/app/Shared.ts
index 126dc846..0adcd4d6 100644
--- a/frontend/src/app/Shared.ts
+++ b/frontend/src/app/Shared.ts
@@ -1,6 +1,7 @@
class Shared {
constructor(
- public loggedIn: boolean
+ public loggedIn: boolean,
+ public username: string = ''
) { }
}
diff --git a/frontend/src/app/_data/Dataset.ts b/frontend/src/app/_data/Dataset.ts
index aaee50eb..6e6cbffe 100644
--- a/frontend/src/app/_data/Dataset.ts
+++ b/frontend/src/app/_data/Dataset.ts
@@ -1,4 +1,5 @@
export default class Dataset {
+ _id: string = '';
constructor(
public name: string = 'Novi izvor podataka',
public description: string = '',
@@ -8,6 +9,7 @@ export default class Dataset {
public isPublic: boolean = false,
public accessibleByLink: boolean = false,
public dateCreated: Date = new Date(),
- public lastUpdated: Date = new Date()
+ public lastUpdated: Date = new Date(),
+ public username: string = 'tester1'
) { }
} \ No newline at end of file
diff --git a/frontend/src/app/_data/Model.ts b/frontend/src/app/_data/Model.ts
index c0bc339d..a891c10c 100644
--- a/frontend/src/app/_data/Model.ts
+++ b/frontend/src/app/_data/Model.ts
@@ -1,4 +1,5 @@
export default class Model {
+ _id: string = '';
constructor(
public name: string = 'Novi model',
public description: string = '',
@@ -24,7 +25,8 @@ export default class Model {
public batchSize: number = 5,
public inputLayerActivationFunction: ActivationFunction = ActivationFunction.Sigmoid,
public hiddenLayerActivationFunction: ActivationFunction = ActivationFunction.Sigmoid,
- public outputLayerActivationFunction: ActivationFunction = ActivationFunction.Sigmoid
+ public outputLayerActivationFunction: ActivationFunction = ActivationFunction.Sigmoid,
+ public username: string = ''
) { }
}
diff --git a/frontend/src/app/_data/Predictor.ts b/frontend/src/app/_data/Predictor.ts
index 05b993f1..7e902eae 100644
--- a/frontend/src/app/_data/Predictor.ts
+++ b/frontend/src/app/_data/Predictor.ts
@@ -1,4 +1,5 @@
export default class Predictor {
+ _id: string = '';
constructor(
public name: string = 'Novi prediktor',
public description: string = '',
diff --git a/frontend/src/app/_elements/dataset-load/dataset-load.component.ts b/frontend/src/app/_elements/dataset-load/dataset-load.component.ts
index 8465c3d6..913592eb 100644
--- a/frontend/src/app/_elements/dataset-load/dataset-load.component.ts
+++ b/frontend/src/app/_elements/dataset-load/dataset-load.component.ts
@@ -19,7 +19,7 @@ export class DatasetLoadComponent {
slice: string = "";
csvRecords: any[] = [];
- files: any[] = [];
+ files: File[] = [];
rowsNumber: number = 0;
colsNumber: number = 0;
@@ -33,6 +33,7 @@ export class DatasetLoadComponent {
changeListener($event: any): void {
this.files = $event.srcElement.files;
+ console.log(this.files);
this.update();
}
@@ -41,25 +42,25 @@ export class DatasetLoadComponent {
if (this.files.length < 1)
return;
- this.ngxCsvParser.parse(this.files[0], { header: false, delimiter: (this.delimiter == "razmak") ? " " : (this.delimiter == "") ? "," : this.delimiter})
- .pipe().subscribe((result) => {
-
- console.log('Result', result);
- if (result.constructor === Array) {
- this.csvRecords = result;
- if (this.hasHeader)
- this.rowsNumber = this.csvRecords.length - 1;
- else
- this.rowsNumber = this.csvRecords.length;
- this.colsNumber = this.csvRecords[0].length;
-
- this.dataset.header = this.csvRecords[0];
-
- this.loaded.emit("loaded");
- }
- }, (error: NgxCSVParserError) => {
- console.log('Error', error);
- });
+ this.ngxCsvParser.parse(this.files[0], { header: false, delimiter: (this.delimiter == "razmak") ? " " : (this.delimiter == "") ? "," : this.delimiter })
+ .pipe().subscribe((result) => {
+
+ console.log('Result', result);
+ if (result.constructor === Array) {
+ this.csvRecords = result;
+ if (this.hasHeader)
+ this.rowsNumber = this.csvRecords.length - 1;
+ else
+ this.rowsNumber = this.csvRecords.length;
+ this.colsNumber = this.csvRecords[0].length;
+
+ this.dataset.header = this.csvRecords[0];
+
+ this.loaded.emit("loaded");
+ }
+ }, (error: NgxCSVParserError) => {
+ console.log('Error', error);
+ });
}
}
diff --git a/frontend/src/app/_elements/navbar/navbar.component.html b/frontend/src/app/_elements/navbar/navbar.component.html
index b9c450af..52e26e6b 100644
--- a/frontend/src/app/_elements/navbar/navbar.component.html
+++ b/frontend/src/app/_elements/navbar/navbar.component.html
@@ -11,7 +11,8 @@
<li><a routerLink="add-model" class="nav-link px-2"
[class]="(currentUrl === '/add-model') ? 'text-secondary' : 'text-white'">Dodaj model</a></li>
<li><a routerLink="my-predictors" class="nav-link px-2"
- [class]="(currentUrl === '/my-predictors') ? 'text-secondary' : 'text-white'">Predvidi</a></li>
+ [class]="(currentUrl === '/my-predictors') ? 'text-secondary' : 'text-white' + (shared.loggedIn) ? '' : 'disabled'">Predvidi</a>
+ </li>
</ul>
<div *ngIf="shared.loggedIn" class="dropdown text-end">
diff --git a/frontend/src/app/_pages/add-model/add-model.component.html b/frontend/src/app/_pages/add-model/add-model.component.html
index 004f308b..c6f21f1e 100644
--- a/frontend/src/app/_pages/add-model/add-model.component.html
+++ b/frontend/src/app/_pages/add-model/add-model.component.html
@@ -3,15 +3,15 @@
</div>
<div id="wrapper">
-
+
<div id="container" class="container p-5" style="background-color: white; min-height: 100%;">
-
- <div class="form-group row mb-4 d-flex justify-content-center"> <!--justify-content-center-->
+
+ <div class="form-group row mb-4 d-flex justify-content-center">
+ <!--justify-content-center-->
<h2 class="col-2"> Nov model: </h2>
<div class="col-3">
- <label for="name" class="col-form-label">Naziv modela:</label>
- <input type="text" class="form-control" name="name" placeholder="Naziv..."
- [(ngModel)]="newModel.name">
+ <label for="name" class="col-form-label">Naziv modela:</label>
+ <input type="text" class="form-control" name="name" placeholder="Naziv..." [(ngModel)]="newModel.name">
</div>
<div class="col-5">
<label for="desc" class="col-sm-2 col-form-label">Opis:</label>
@@ -25,7 +25,7 @@
value="{{newModel.dateCreated | date: 'dd/MM/yyyy'}}" readonly>
</div>
</div>
-
+
<div class="mt-5 justify-content-center">
<h2>Izvor podataka:</h2>
<app-dataset-load id="dataset" (loaded)="datasetLoaded = true"></app-dataset-load>
@@ -33,37 +33,41 @@
<div *ngIf="datasetLoaded">
<div *ngIf="datasetLoadComponent" class="row">
- <div class="col d-flex justify-content-center">
- <h3>Izaberite ulazne kolone:</h3>
- <div id="divInputs" class="form-check mt-2">
- <br>
- <div *ngFor="let item of datasetLoadComponent.dataset.header; let i = index">
- <input *ngIf="i == 0" class="form-check-input" type="checkbox" value="{{item}}" id="cb_{{item}}" name="cbs" checked>
- <input *ngIf="i != 0" class="form-check-input" type="checkbox" value="{{item}}" id="cb_{{item}}" name="cbs">&nbsp;
- <label class="form-check-label" for="cb_{{item}}">
- {{item}}
- </label>
- </div>
- </div>
- </div>
- <div class="col d-flex justify-content-left">
- <h3>Izaberite izlaznu kolonu:</h3>
- <div id="divOutputs" class="form-check mt-2">
- <br>
- <div *ngFor="let item of datasetLoadComponent.dataset.header; let i = index">
- <input *ngIf="i == 0" class="form-check-input" type="radio" value="{{item}}" id="rb_{{item}}" name="rbs" checked>
- <input *ngIf="i != 0" class="form-check-input" type="radio" value="{{item}}" id="rb_{{item}}" name="rbs">&nbsp;
- <label class="form-check-label" for="rb_{{item}}">
- {{item}}
- </label>
- </div>
- </div>
- </div>
+ <div class="col d-flex justify-content-center">
+ <h3>Izaberite ulazne kolone:</h3>
+ <div id="divInputs" class="form-check mt-2">
+ <br>
+ <div *ngFor="let item of datasetLoadComponent.dataset.header; let i = index">
+ <input *ngIf="i == 0" class="form-check-input" type="checkbox" value="{{item}}"
+ id="cb_{{item}}" name="cbs" checked>
+ <input *ngIf="i != 0" class="form-check-input" type="checkbox" value="{{item}}"
+ id="cb_{{item}}" name="cbs">&nbsp;
+ <label class="form-check-label" for="cb_{{item}}">
+ {{item}}
+ </label>
+ </div>
+ </div>
+ </div>
+ <div class="col d-flex justify-content-left">
+ <h3>Izaberite izlaznu kolonu:</h3>
+ <div id="divOutputs" class="form-check mt-2">
+ <br>
+ <div *ngFor="let item of datasetLoadComponent.dataset.header; let i = index">
+ <input *ngIf="i == 0" class="form-check-input" type="radio" value="{{item}}"
+ id="rb_{{item}}" name="rbs" checked>
+ <input *ngIf="i != 0" class="form-check-input" type="radio" value="{{item}}"
+ id="rb_{{item}}" name="rbs">&nbsp;
+ <label class="form-check-label" for="rb_{{item}}">
+ {{item}}
+ </label>
+ </div>
+ </div>
+ </div>
</div>
</div>
-
-
+
+
<h2 class="mt-5 mb-4">Parametri treniranja:</h2>
<div>
@@ -87,7 +91,8 @@
<label for="hiddenLayers" class="col-form-label">Broj skrivenih slojeva: </label>
</div>
<div class="col-1">
- <input type="number" min="1" class="form-control" name="hiddenLayers" [(ngModel)]="newModel.hiddenLayers">
+ <input type="number" min="1" class="form-control" name="hiddenLayers"
+ [(ngModel)]="newModel.hiddenLayers">
</div>
</div>
@@ -111,7 +116,8 @@
<label for="hiddenLayerNeurons" class="col-form-label">Broj neurona skrivenih slojeva: </label>
</div>
<div class="col-1">
- <input type="number" min="1" class="form-control" name="hiddenLayerNeurons" [(ngModel)]="newModel.hiddenLayerNeurons">
+ <input type="number" min="1" class="form-control" name="hiddenLayerNeurons"
+ [(ngModel)]="newModel.hiddenLayerNeurons">
</div>
</div>
@@ -123,7 +129,8 @@
</div>
<div class="col-2">
<select id=optimizerOptions class="form-control" name="optimizer" [(ngModel)]="newModel.optimizer">
- <option *ngFor="let option of Object.keys(Optimizer); let optionName of Object.values(Optimizer)"
+ <option
+ *ngFor="let option of Object.keys(Optimizer); let optionName of Object.values(Optimizer)"
[value]="option">
{{ optionName }}
</option>
@@ -146,8 +153,10 @@
<label for="lossFunction" class="col-form-label">Funkcija obrade gubitka: </label>
</div>
<div class="col-2">
- <select id=lossFunctionOptions class="form-control" name="lossFunction" [(ngModel)]="newModel.lossFunction">
- <option *ngFor="let option of Object.keys(LossFunction); let optionName of Object.values(LossFunction)"
+ <select id=lossFunctionOptions class="form-control" name="lossFunction"
+ [(ngModel)]="newModel.lossFunction">
+ <option
+ *ngFor="let option of Object.keys(LossFunction); let optionName of Object.values(LossFunction)"
[value]="option">
{{ optionName }}
</option>
@@ -157,7 +166,8 @@
</div>
<div class="col-3 mt-2">
<label for="type" class="form-check-label">Nasumičan redosled podataka?</label>
- <input class="mx-3 form-check-input" type="checkbox" [(ngModel)]="newModel.randomOrder" type="checkbox" value="" checked>
+ <input class="mx-3 form-check-input" type="checkbox" [(ngModel)]="newModel.randomOrder"
+ type="checkbox" value="" checked>
</div>
<div class="col-1">
</div>
@@ -167,17 +177,18 @@
<div class="col-1">
</div>
<div class="col-3">
- <label for="inputLayerActivationFunction" class="col-form-label">Funkcija aktivacije ulaznog sloja:</label>
+ <label for="inputLayerActivationFunction" class="col-form-label">Funkcija aktivacije ulaznog
+ sloja:</label>
</div>
<div class="col-2">
- <select id=inputLayerActivationFunctionOptions class="form-control" name="inputLayerActivationFunction"
- [(ngModel)]="newModel.inputLayerActivationFunction">
- <option
- *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)"
- [value]="option">
- {{ optionName }}
- </option>
- </select>
+ <select id=inputLayerActivationFunctionOptions class="form-control"
+ name="inputLayerActivationFunction" [(ngModel)]="newModel.inputLayerActivationFunction">
+ <option
+ *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)"
+ [value]="option">
+ {{ optionName }}
+ </option>
+ </select>
</div>
<div class="col-1">
</div>
@@ -188,7 +199,7 @@
</label> &nbsp;&nbsp;&nbsp;&nbsp;
test
<mat-slider min="0.1" max="0.9" step="0.1" value="0.2" name="randomTestSetDistribution" thumbLabel
- [disabled]="!newModel.randomTestSet" [(ngModel)]="newModel.randomTestSetDistribution">
+ [disabled]="!newModel.randomTestSet" [(ngModel)]="newModel.randomTestSetDistribution">
</mat-slider>
trening
</div>
@@ -200,16 +211,17 @@
<div class="col-1">
</div>
<div class="col-3">
- <label for="hiddenLayerActivationFunction" class="col-form-label">Funkcija aktivacije skrivenih slojeva:</label>
+ <label for="hiddenLayerActivationFunction" class="col-form-label">Funkcija aktivacije skrivenih
+ slojeva:</label>
</div>
<div class="col-2">
- <select id=hiddenLayerActivationFunctionOptions class="form-control" name="hiddenLayerActivationFunction"
- [(ngModel)]="newModel.hiddenLayerActivationFunction">
- <option
- *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)"
- [value]="option">
- {{ optionName }}
- </option>
+ <select id=hiddenLayerActivationFunctionOptions class="form-control"
+ name="hiddenLayerActivationFunction" [(ngModel)]="newModel.hiddenLayerActivationFunction">
+ <option
+ *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)"
+ [value]="option">
+ {{ optionName }}
+ </option>
</select>
</div>
<div class="col">
@@ -222,11 +234,12 @@
<div class="col-1">
</div>
<div class="col-3">
- <label for="outputLayerActivationFunction" class="col-form-label">Funkcija aktivacije izlaznog sloja:</label>
+ <label for="outputLayerActivationFunction" class="col-form-label">Funkcija aktivacije izlaznog
+ sloja:</label>
</div>
<div class="col-2">
- <select id=outputLayerActivationFunctionOptions class="form-control" name="outputLayerActivationFunction"
- [(ngModel)]="newModel.outputLayerActivationFunction">
+ <select id=outputLayerActivationFunctionOptions class="form-control"
+ name="outputLayerActivationFunction" [(ngModel)]="newModel.outputLayerActivationFunction">
<option
*ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)"
[value]="option">
@@ -245,13 +258,13 @@
<br><br>
<div class="form-group row mt-5 mb-3">
<div class="col"></div>
- <button class="btn btn-lg col-4" style="background-color:#003459; color:white;" (click)="addModel();">Sačuvaj model</button>
+ <button class="btn btn-lg col-4" style="background-color:#003459; color:white;"
+ (click)="addModel();">Sačuvaj model</button>
<div class="col"></div>
- <button class="btn btn-lg col-4" style="background-color:#003459; color:white;" (click)="trainModel();">Treniraj model</button>
+ <button class="btn btn-lg col-4 disabled" style="background-color:#003459; color:white;"
+ (click)="trainModel();">Treniraj model</button>
<div class="col"></div>
</div>
</div>
-</div>
-
-
+</div> \ No newline at end of file
diff --git a/frontend/src/app/_pages/add-model/add-model.component.ts b/frontend/src/app/_pages/add-model/add-model.component.ts
index 01e8ade9..a4cabb82 100644
--- a/frontend/src/app/_pages/add-model/add-model.component.ts
+++ b/frontend/src/app/_pages/add-model/add-model.component.ts
@@ -4,6 +4,7 @@ import Model from 'src/app/_data/Model';
import { ANNType, Encoding, ActivationFunction, LossFunction, Optimizer } from 'src/app/_data/Model';
import { DatasetLoadComponent } from 'src/app/_elements/dataset-load/dataset-load.component';
import { ModelsService } from 'src/app/_services/models.service';
+import shared from 'src/app/Shared';
@Component({
@@ -24,6 +25,7 @@ export class AddModelComponent implements OnInit {
LossFunction = LossFunction;
Optimizer = Optimizer;
Object = Object;
+ shared = shared;
constructor(private models: ModelsService) {
this.newModel = new Model();
@@ -35,23 +37,37 @@ export class AddModelComponent implements OnInit {
addModel() {
this.saveModel(false); //trajno cuvanje
}
+
trainModel() {
- this.saveModel(true).subscribe((modelId : any) => {
+ this.saveModel(true).subscribe((modelId: any) => {
if (modelId)
this.models.trainModel(modelId);
}); //privremeno cuvanje modela => vraca id sacuvanog modela koji cemo da treniramo sad
}
- saveModel(temporary: boolean) : any {
- if (this.datasetLoadComponent)
- this.models.addDataset(this.datasetLoadComponent?.dataset).subscribe((response) => {//id dataseta je response
- this.newModel.datasetId = response;
- this.getCheckedInputCols();
- this.getCheckedOutputCol();
- if (this.validationInputsOutput())
- return this.models.addModel(this.newModel); //id modela
- return of(null);
- });
+ saveModel(temporary: boolean): any {
+ this.getCheckedInputCols();
+ this.getCheckedOutputCol();
+ if (this.validationInputsOutput()) {
+ console.log('ADD MODEL: STEP 1 - UPLOAD FILE');
+ if (this.datasetLoadComponent) {
+ this.models.uploadData(this.datasetLoadComponent.files[0]).subscribe((file) => {
+ console.log('ADD MODEL: STEP 2 - ADD DATASET WITH FILE ID ' + file._id);
+ if (this.datasetLoadComponent) {
+ this.datasetLoadComponent.dataset.fileId = file._id;
+ this.datasetLoadComponent.dataset.username = shared.username;
+ this.models.addDataset(this.datasetLoadComponent.dataset).subscribe((dataset) => {
+ console.log('ADD MODEL: STEP 3 - ADD MODEL WITH DATASET ID ', dataset._id);
+ this.newModel.datasetId = dataset._id;
+ this.newModel.username = shared.username;
+ this.models.addModel(this.newModel).subscribe((response) => {
+ console.log('ADD MODEL: DONE! REPLY:\n', response);
+ });
+ });
+ }
+ });
+ }
+ }
}
getCheckedInputCols() {
@@ -73,17 +89,17 @@ export class AddModelComponent implements OnInit {
let thatRb = <HTMLInputElement>radiobuttons[i];
if (thatRb.checked) {
this.newModel.columnToPredict = thatRb.value;
- break;
+ break;
}
}
//console.log(this.checkedOutputCol);
}
- validationInputsOutput() : boolean {
+ validationInputsOutput(): boolean {
if (this.newModel.inputColumns.length == 0) {
alert("Molimo Vas da izaberete ulaznu kolonu/kolone za mrežu.")
return false;
- }
- for (let i = 0; i < this.newModel.inputColumns.length; i++) {
+ }
+ for (let i = 0; i < this.newModel.inputColumns.length; i++) {
if (this.newModel.inputColumns[i] == this.newModel.columnToPredict) {
let colName = this.newModel.columnToPredict;
alert("Izabrali ste istu kolonu (" + colName + ") kao ulaznu i izlaznu iz mreže. Korigujte izbor.");
diff --git a/frontend/src/app/_pages/home/home.component.html b/frontend/src/app/_pages/home/home.component.html
index 7245f602..274f0fd8 100644
--- a/frontend/src/app/_pages/home/home.component.html
+++ b/frontend/src/app/_pages/home/home.component.html
@@ -47,7 +47,9 @@
<h2 class="my-4">Pogledajte javne izvore podataka!</h2>
<app-carousel [items]="publicDatasets">
</app-carousel>
+ <h3><a routerLink="browse-datasets">Pogledaj sve javne izvore podataka...</a></h3>
<h2 class="my-4">Iskoristite već trenirane modele!</h2>
<app-carousel [items]="publicPredictors">
</app-carousel>
+ <h3><a routerLink="browse-predictors">Pogledaj sve javne trenirane modele...</a></h3>
</div> \ No newline at end of file
diff --git a/frontend/src/app/_pages/my-datasets/my-datasets.component.html b/frontend/src/app/_pages/my-datasets/my-datasets.component.html
index 4b3095be..623b9ac8 100644
--- a/frontend/src/app/_pages/my-datasets/my-datasets.component.html
+++ b/frontend/src/app/_pages/my-datasets/my-datasets.component.html
@@ -1 +1,5 @@
-<p>my-datasets works!</p>
+<ul class="list-group my-2">
+ <li class="list-group-item" *ngFor="let dataset of myDatasets">
+ <app-item-dataset [dataset]="dataset"></app-item-dataset>
+ </li>
+</ul> \ No newline at end of file
diff --git a/frontend/src/app/_pages/my-datasets/my-datasets.component.ts b/frontend/src/app/_pages/my-datasets/my-datasets.component.ts
index af5eab97..13b0c47b 100644
--- a/frontend/src/app/_pages/my-datasets/my-datasets.component.ts
+++ b/frontend/src/app/_pages/my-datasets/my-datasets.component.ts
@@ -1,4 +1,5 @@
import { Component, OnInit } from '@angular/core';
+import Dataset from 'src/app/_data/Dataset';
@Component({
selector: 'app-my-datasets',
@@ -7,7 +8,15 @@ import { Component, OnInit } from '@angular/core';
})
export class MyDatasetsComponent implements OnInit {
- constructor() { }
+ myDatasets?: Dataset[];
+
+ constructor() {
+ this.myDatasets = [
+ new Dataset('Titanik', 'Opis titanik', ['K1', 'K2', 'K3', 'Ime', 'Preziveli']),
+ new Dataset('Neki drugi set', 'opis', ['a', 'b', 'c']),
+ new Dataset('Treci set', 'opis', ['a', 'b', 'c'])
+ ];
+ }
ngOnInit(): void {
}
diff --git a/frontend/src/app/_services/auth.service.ts b/frontend/src/app/_services/auth.service.ts
index afc1567b..20ff45f3 100644
--- a/frontend/src/app/_services/auth.service.ts
+++ b/frontend/src/app/_services/auth.service.ts
@@ -46,7 +46,7 @@ export class AuthService {
this.http.post(`${API_SETTINGS.apiURL}/auth/renewJwt`, {}, { headers: this.authHeader(), responseType: 'text' }).subscribe((response) => {
this.authenticate(response);
});
- }, exp.getTime() - new Date().getTime());
+ }, exp.getTime() - new Date().getTime() - 60000);
}
authenticate(token: string) {
@@ -62,6 +62,7 @@ export class AuthService {
if (this.cookie.check('token')) {
const token = this.cookie.get('token');
this.shared.loggedIn = this.isAuthenticated();
+ this.shared.username = jwtHelper.decodeToken(token).name;
this.enableAutoRefresh();
}
}
diff --git a/frontend/src/app/_services/models.service.ts b/frontend/src/app/_services/models.service.ts
index 80dc1ae3..8299016b 100644
--- a/frontend/src/app/_services/models.service.ts
+++ b/frontend/src/app/_services/models.service.ts
@@ -1,9 +1,10 @@
-import { HttpClient } from '@angular/common/http';
+import { HttpClient, HttpParams, HttpRequest } from '@angular/common/http';
import { Injectable } from '@angular/core';
import Model from '../_data/Model';
import { AuthService } from './auth.service';
import { API_SETTINGS } from 'src/config';
import Dataset from '../_data/Dataset';
+import { Observable } from 'rxjs';
@Injectable({
@@ -13,13 +14,28 @@ export class ModelsService {
constructor(private http: HttpClient, private authService: AuthService) { }
- addModel(model: Model) {
- return this.http.post(`${API_SETTINGS.apiURL}/model/add`, model, { headers: this.authService.authHeader(), responseType: 'text' });
+ uploadData(file: File): Observable<any> {
+ let formData = new FormData();
+ formData.append('file', file, file.name);
+
+ let params = new HttpParams();
+
+ const options = {
+ params: params,
+ reportProgress: false,
+ headers: this.authService.authHeader()
+ };
+
+ return this.http.post(`${API_SETTINGS.apiURL}/file/csv`, formData, options);
+ }
+
+ addModel(model: Model): Observable<any> {
+ return this.http.post(`${API_SETTINGS.apiURL}/model/add`, model, { headers: this.authService.authHeader() });
}
- addDataset(dataset: Dataset) {
- return this.http.post(`${API_SETTINGS.apiURL}/dataset/add`, dataset, { headers: this.authService.authHeader(), responseType: 'text' });
+ addDataset(dataset: Dataset): Observable<any> {
+ return this.http.post(`${API_SETTINGS.apiURL}/dataset/add`, dataset, { headers: this.authService.authHeader() });
}
- trainModel(modelId: string) {
- return this.http.post(`${API_SETTINGS.apiURL}/model/train`, modelId, { headers: this.authService.authHeader(), responseType: 'text' });
+ trainModel(modelId: string): Observable<any> {
+ return this.http.post(`${API_SETTINGS.apiURL}/model/train`, modelId, { headers: this.authService.authHeader() });
}
}
diff --git a/frontend/src/app/app-routing.module.ts b/frontend/src/app/app-routing.module.ts
index ee43b522..001d0b4f 100644
--- a/frontend/src/app/app-routing.module.ts
+++ b/frontend/src/app/app-routing.module.ts
@@ -14,16 +14,16 @@ import { ProfileComponent } from './_pages/profile/profile.component';
import { PredictComponent } from './_pages/predict/predict.component';
const routes: Routes = [
- { path: '', component: HomeComponent },
- { path: 'add-model', component: AddModelComponent },
- { path: 'my-datasets', component: MyDatasetsComponent, canActivate: [AuthGuardService] },
- { path: 'my-models', component: MyModelsComponent, canActivate: [AuthGuardService] },
- { path: 'my-predictors', component: MyPredictorsComponent, canActivate: [AuthGuardService] },
- { path: 'settings', component: SettingsComponent, canActivate: [AuthGuardService] },
- { path: 'profile', component: ProfileComponent, canActivate: [AuthGuardService] },
- { path: 'browse-datasets', component: BrowseDatasetsComponent },
- { path: 'browse-predictors', component: BrowsePredictorsComponent },
- { path: 'predict', component: PredictComponent }
+ { path: '', component: HomeComponent, data: { title: 'Početna strana' } },
+ { path: 'add-model', component: AddModelComponent, data: { title: 'Dodaj model' } },
+ { path: 'my-datasets', component: MyDatasetsComponent, canActivate: [AuthGuardService], data: { title: 'Moji izvori podataka' } },
+ { path: 'my-models', component: MyModelsComponent, canActivate: [AuthGuardService], data: { title: 'Moji modeli' } },
+ { path: 'my-predictors', component: MyPredictorsComponent, canActivate: [AuthGuardService], data: { title: 'Moji trenirani modeli' } },
+ { path: 'settings', component: SettingsComponent, canActivate: [AuthGuardService], data: { title: 'Podešavanja' } },
+ { path: 'profile', component: ProfileComponent, canActivate: [AuthGuardService], data: { title: 'Profil' } },
+ { path: 'browse-datasets', component: BrowseDatasetsComponent, data: { title: 'Javni izvori podataka' } },
+ { path: 'browse-predictors', component: BrowsePredictorsComponent, data: { title: 'Javni trenirani modeli' } },
+ { path: 'predict', component: PredictComponent, data: { title: 'Predvidi vrednosti' } }
];
@NgModule({
diff --git a/frontend/src/app/app.component.spec.ts b/frontend/src/app/app.component.spec.ts
index 74b5b3eb..d0679f89 100644
--- a/frontend/src/app/app.component.spec.ts
+++ b/frontend/src/app/app.component.spec.ts
@@ -20,12 +20,6 @@ describe('AppComponent', () => {
expect(app).toBeTruthy();
});
- it(`should have as title 'frontend'`, () => {
- const fixture = TestBed.createComponent(AppComponent);
- const app = fixture.componentInstance;
- expect(app.title).toEqual('frontend');
- });
-
it('should render title', () => {
const fixture = TestBed.createComponent(AppComponent);
fixture.detectChanges();
diff --git a/frontend/src/app/app.component.ts b/frontend/src/app/app.component.ts
index 9d6b2f11..f5ae5786 100644
--- a/frontend/src/app/app.component.ts
+++ b/frontend/src/app/app.component.ts
@@ -1,10 +1,37 @@
-import { Component } from '@angular/core';
+import { Component, OnInit } from '@angular/core';
+import { Title } from '@angular/platform-browser';
+import { Router, NavigationEnd, ActivatedRoute } from '@angular/router';
+import { filter, map } from 'rxjs';
@Component({
selector: 'app-root',
templateUrl: './app.component.html',
styleUrls: ['./app.component.css']
})
-export class AppComponent {
- title = 'frontend';
+export class AppComponent implements OnInit {
+
+ constructor(private router: Router, private titleService: Title) { }
+
+ ngOnInit() {
+ this.router.events
+ .pipe(
+ filter((event) => event instanceof NavigationEnd),
+ map(() => {
+ let route: ActivatedRoute = this.router.routerState.root;
+ let routeTitle = '';
+ while (route!.firstChild) {
+ route = route.firstChild;
+ }
+ if (route.snapshot.data['title']) {
+ routeTitle = route!.snapshot.data['title'];
+ }
+ return routeTitle;
+ })
+ )
+ .subscribe((title: string) => {
+ if (title) {
+ this.titleService.setTitle(`${title} - Igrannonica`);
+ }
+ });
+ }
}