Merge branch 'redesign' of http://gitlab.pmf.kg.ac.rs/igrannonica/neuronstellar into Redesign

7 files changed, 51 insertions, 78 deletions

diff --git a/backend/api/api/Controllers/DatasetController.cs b/backend/api/api/Controllers/DatasetController.cs
index e4741412..849d9884 100644
--- a/backend/api/api/Controllers/DatasetController.cs
+++ b/backend/api/api/Controllers/DatasetController.cs
@@ -144,7 +144,6 @@ namespace api.Controllers
         [Authorize(Roles = "User,Guest")]
         public async Task<ActionResult<Dataset>> Post([FromBody] Dataset dataset)
         {
-            Console.WriteLine("PROBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA");
             string uploaderId = getUserId();
 
             dataset.uploaderId = uploaderId;
@@ -196,7 +195,7 @@ namespace api.Controllers
                 
                 string ext = ".csv";
 
-                //nesto
+                
 
                 //Check Directory
                 if (!Directory.Exists(folderPath))
@@ -279,19 +278,4 @@ namespace api.Controllers
 
         }
     }
-}
-
-/*
-{
-    "_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
+}
\ No newline at end of file
diff --git a/backend/api/api/Controllers/ModelController.cs b/backend/api/api/Controllers/ModelController.cs
index 39eb7830..be30ae6f 100644
--- a/backend/api/api/Controllers/ModelController.cs
+++ b/backend/api/api/Controllers/ModelController.cs
@@ -211,6 +211,8 @@ namespace api.Controllers
                 return BadRequest("Bad parameters!");*/
 
             model.uploaderId = getUserId();
+            model.dateCreated = DateTime.Now;
+            model.lastUpdated = DateTime.Now;
 
             var existingModel = _modelService.GetOneModel(model.uploaderId, model.name);
 
@@ -232,6 +234,44 @@ namespace api.Controllers
             }
         }
 
+        // POST api/<ModelController>/stealModel
+        [HttpPost("stealModel")]
+        [Authorize(Roles = "User,Guest")]
+        public ActionResult<Model> StealModel([FromBody] Model model)//, bool overwrite)
+        {
+            bool overwrite = false;
+            //username="" ako je GUEST
+            //Experiment e = _experimentService.Get(model.experimentId); umesto 1 ide e.inputColumns.Length   TODO!!!!!!!!!!!!!!!!!
+            //model.inputNeurons = e.inputColumns.Length;
+            /*if (_modelService.CheckHyperparameters(1, model.hiddenLayerNeurons, model.hiddenLayers, model.outputNeurons) == false)
+                return BadRequest("Bad parameters!");*/
+
+            model.uploaderId = getUserId();
+            model._id = "";
+            model.dateCreated = DateTime.Now;
+            model.lastUpdated = DateTime.Now;
+            model.isPublic = false;
+
+            var existingModel = _modelService.GetOneModel(model.uploaderId, model.name);
+
+
+            if (existingModel != null && !overwrite && model.validationSize < 1 && model.validationSize > 0)
+                return NotFound($"Model already exisits or validation size is not between 0-1");
+            else
+            {
+                //_modelService.Create(model);
+                //return Ok();
+                if (existingModel == null)
+                    _modelService.Create(model);
+                else
+                {
+                    _modelService.Replace(model);
+                }
+
+                return CreatedAtAction(nameof(Get), new { id = model._id }, model);
+            }
+        }
+
         // PUT api/<ModelController>/{name}
         [HttpPut("{name}")]
         [Authorize(Roles = "User,Guest")]
diff --git a/backend/api/api/Models/Model.cs b/backend/api/api/Models/Model.cs
index a807316f..bbbf201e 100644
--- a/backend/api/api/Models/Model.cs
+++ b/backend/api/api/Models/Model.cs
@@ -14,18 +14,14 @@ namespace api.Models
 
         public string name { get; set; }
         public string description { get; set; }
-        //datetime
         public DateTime dateCreated { get; set; }
         public DateTime lastUpdated { get; set; }
-        //proveriti id
-        //public string experimentId { get; set; }
 
 
         //Neural net training
         public string type { get; set; }
         public string optimizer { get; set; }
         public string lossFunction { get; set; }
-        //public int inputNeurons { get; set; }
         public int hiddenLayers { get; set; }
         public string batchSize { get; set; }
         public string learningRate { get; set; }
@@ -36,8 +32,6 @@ namespace api.Models
 
         public string[] metrics { get; set; }
         public int epochs { get; set; }
-        //public bool isTrained { get; set; }
-        //public NullValues[] nullValues { get; set; }
         public bool randomOrder { get; set; }
         public bool randomTestSet { get; set; }
         public float randomTestSetDistribution { get; set; }
diff --git a/backend/api/api/Models/Predictor.cs b/backend/api/api/Models/Predictor.cs
index 530257b2..bfe95a0f 100644
--- a/backend/api/api/Models/Predictor.cs
+++ b/backend/api/api/Models/Predictor.cs
@@ -29,27 +29,4 @@ namespace api.Models
 
     }
 
-}
-
-/** 
-* Paste one or more documents here
-
-{
-	"_id": {
-		"$oid": "625dc348b7856ace8a6f8702"
-
-	},
-		"uploaderId" : "6242ea59486c664208d4255c",
-		"inputs": ["proba",
-		  "proba2", 
-		  "proba3"
-		],
-		"output" : "izlaz",
-		"isPublic" : true,
-		"accessibleByLink" : true,
-		"dateCreated" : "2022-04-11T20:33:26.937+00:00",
-    "experimentId" : "Neki id eksperimenta",
-    "modelId" : "Neki id eksperimenta",
-    "h5FileId" : "Neki id eksperimenta",
-    "metrics" : [{ }]
-}*/
\ No newline at end of file
+}
\ No newline at end of file
diff --git a/backend/api/api/Services/DatasetService.cs b/backend/api/api/Services/DatasetService.cs
index f38a363b..0b84721e 100644
--- a/backend/api/api/Services/DatasetService.cs
+++ b/backend/api/api/Services/DatasetService.cs
@@ -104,16 +104,6 @@ namespace api.Services
 
             return dataset._id;
         }
-        /*
-public bool CheckDb()
-{
-   Dataset? dataset = null;
-   dataset = _dataset.Find(dataset => dataset.username == "igrannonica").FirstOrDefault();
-
-   if (dataset != null)
-       return false;
-   else
-       return true;
-}*/
+        
     }
 }
diff --git a/backend/api/api/Services/FillAnEmptyDb.cs b/backend/api/api/Services/FillAnEmptyDb.cs
index 811e723a..cd35dc78 100644
--- a/backend/api/api/Services/FillAnEmptyDb.cs
+++ b/backend/api/api/Services/FillAnEmptyDb.cs
@@ -54,7 +54,7 @@ namespace api.Services
 
                 dataset._id = "";
                 dataset.uploaderId = "000000000000000000000000";
-                dataset.name = "Titanik dataset(public)";
+                dataset.name = "Titanik dataset (public)";
                 dataset.description = "Titanik dataset";
                 dataset.fileId = _fileService.GetFileId(fullPath);
                 dataset.extension = ".csv";
@@ -277,6 +277,7 @@ namespace api.Services
                 model.lossFunction = "sparse_categorical_crossentropy";
                 model.hiddenLayers = 5;
                 model.batchSize = "64";
+                model.learningRate = "1";
                 model.outputNeurons = 0;
                 model.layers = new[]
                 {
@@ -368,7 +369,7 @@ namespace api.Services
                 dataset._id = "";
                 dataset.uploaderId = "000000000000000000000000";
                 dataset.name = "IMDB-Movie-Data Dataset (public)";
-                dataset.description = "IMDB-Movie-Data Dataset(public)";
+                dataset.description = "IMDB-Movie-Data Dataset (public)";
                 dataset.fileId = _fileService.GetFileId(fullPath);
                 dataset.extension = ".csv";
                 dataset.isPublic = true;
@@ -421,8 +422,8 @@ namespace api.Services
 
                 model._id = "";
                 model.uploaderId = "000000000000000000000000";
-                model.name = "IMDB model";
-                model.description = "IMDB model";
+                model.name = "IMDB model  (public)";
+                model.description = "IMDB model  (public)";
                 model.dateCreated = DateTime.Now;
                 model.lastUpdated = DateTime.Now;
                 model.type = "regresioni";
@@ -579,8 +580,8 @@ namespace api.Services
 
                 model._id = "";
                 model.uploaderId = "000000000000000000000000";
-                model.name = "Churn model";
-                model.description = "Churn model";
+                model.name = "Churn model (public)";
+                model.description = "Churn model (public)";
                 model.dateCreated = DateTime.Now;
                 model.lastUpdated = DateTime.Now;
                 model.type = "binarni-klasifikacioni";
diff --git a/backend/api/api/Services/MlConnectionService.cs b/backend/api/api/Services/MlConnectionService.cs
index 0ecdb1af..6a307e0d 100644
--- a/backend/api/api/Services/MlConnectionService.cs
+++ b/backend/api/api/Services/MlConnectionService.cs
@@ -63,19 +63,6 @@ namespace api.Services
                 foreach (var connection in ChatHub.getAllConnectionsOfUser(id))
                     await _ichat.Clients.Client(connection).SendAsync("NotifyDataset",newDataset.name,newDataset._id);
 
-
-            string proba = "";
-
-            for (int i = 0; i < newDataset.cMatrix.Length; i++)
-            {
-                proba = i +"      ";
-                for (int j = 0; j < newDataset.cMatrix[i].Length; j++)
-                    proba += newDataset.cMatrix[i][j] + "f, ";
-
-                Console.WriteLine(proba);
-                proba = "";
-            }
-
             return;
 
         }