From 185d940422ed0f44ab5ea1be0bb04cb644d7f577 Mon Sep 17 00:00:00 2001 From: Nevena Bojovic Date: Sun, 17 Apr 2022 20:36:34 +0200 Subject: Razlicita enkodiranja za kolone ML. --- backend/microservice/api/newmlservice.py | 85 +++++++++++++++++--------------- 1 file changed, 45 insertions(+), 40 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index a9bce3bb..9951c25f 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -156,48 +156,53 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): # ### Enkodiranje encoding=paramsExperiment["encoding"] - if(encoding=='label'): - encoder=LabelEncoder() - for col in data.columns: - if(data[col].dtype==np.object_): - data[col]=encoder.fit_transform(data[col]) + datafront=dataset.copy() + svekolone=datafront.columns + kategorijskekolone=datafront.select_dtypes(include=['object']).columns + for kolona in svekolone: + if(kolona in kategorijskekolone): + if(encoding=='label'): + encoder=LabelEncoder() + for col in data.columns: + if(data[col].dtype==np.object_): + data[col]=encoder.fit_transform(data[col]) - elif(encoding=='onehot'): - category_columns=[] - for col in data.columns: - if(data[col].dtype==np.object_): - category_columns.append(col) - data=pd.get_dummies(data, columns=category_columns, prefix=category_columns) - - elif(encoding=='ordinal'): - encoder = OrdinalEncoder() - for col in data.columns: - if(data[col].dtype==np.object_): - data[col]=encoder.fit_transform(data[col]) - - elif(encoding=='hashing'): - category_columns=[] - for col in data.columns: - if(data[col].dtype==np.object_): - category_columns.append(col) - encoder=ce.HashingEncoder(cols=category_columns, n_components=len(category_columns)) - encoder.fit_transform(data) - elif(encoding=='binary'): - category_columns=[] - for col in data.columns: - if(data[col].dtype==np.object_): - category_columns.append(col) - encoder=ce.BinaryEncoder(cols=category_columns, return_df=True) - encoder.fit_transform(data) - - elif(encoding=='baseN'): - category_columns=[] - for col in data.columns: - if(data[col].dtype==np.object_): - category_columns.append(col) - encoder=ce.BaseNEncoder(cols=category_columns, return_df=True, base=5) - encoder.fit_transform(data) + elif(encoding=='onehot'): + category_columns=[] + for col in data.columns: + if(data[col].dtype==np.object_): + category_columns.append(col) + data=pd.get_dummies(data, columns=category_columns, prefix=category_columns) + + elif(encoding=='ordinal'): + encoder = OrdinalEncoder() + for col in data.columns: + if(data[col].dtype==np.object_): + data[col]=encoder.fit_transform(data[col]) + + elif(encoding=='hashing'): + category_columns=[] + for col in data.columns: + if(data[col].dtype==np.object_): + category_columns.append(col) + encoder=ce.HashingEncoder(cols=category_columns, n_components=len(category_columns)) + encoder.fit_transform(data) + elif(encoding=='binary'): + category_columns=[] + for col in data.columns: + if(data[col].dtype==np.object_): + category_columns.append(col) + encoder=ce.BinaryEncoder(cols=category_columns, return_df=True) + encoder.fit_transform(data) + + elif(encoding=='baseN'): + category_columns=[] + for col in data.columns: + if(data[col].dtype==np.object_): + category_columns.append(col) + encoder=ce.BaseNEncoder(cols=category_columns, return_df=True, base=5) + encoder.fit_transform(data) # # Input - output # -- cgit v1.2.3 From f897b364af1c814ef2ffed2da989c4e35947a4cb Mon Sep 17 00:00:00 2001 From: Ivan Ljubisavljevic Date: Mon, 18 Apr 2022 01:14:31 +0200 Subject: Izmena na frontu i ml-u(username -> userId) #71 --- backend/api/api/Controllers/DatasetController.cs | 24 +++++++++++----------- backend/api/api/Controllers/ModelController.cs | 2 +- backend/api/api/Controllers/PredictorController.cs | 2 +- backend/api/api/Services/DatasetService.cs | 12 +++++------ backend/api/api/Services/IDatasetService.cs | 6 +++--- backend/microservice/api/controller.py | 2 +- frontend/src/app/_data/Dataset.ts | 2 +- frontend/src/app/_data/Model.ts | 2 +- frontend/src/app/_data/Predictor.ts | 3 ++- .../add-new-dataset/add-new-dataset.component.ts | 2 +- .../_elements/model-load/model-load.component.ts | 2 +- .../filter-datasets/filter-datasets.component.ts | 2 +- .../app/_pages/my-models/my-models.component.html | 2 +- .../app/_pages/my-models/my-models.component.ts | 8 +++++++- frontend/src/app/_services/datasets.service.ts | 4 ++-- frontend/src/app/_services/predictors.service.ts | 2 +- 16 files changed, 42 insertions(+), 35 deletions(-) (limited to 'backend/microservice') diff --git a/backend/api/api/Controllers/DatasetController.cs b/backend/api/api/Controllers/DatasetController.cs index bdac9ed9..58a903eb 100644 --- a/backend/api/api/Controllers/DatasetController.cs +++ b/backend/api/api/Controllers/DatasetController.cs @@ -149,46 +149,46 @@ namespace api.Controllers // PUT api//{name} - [HttpPut("{name}")] + [HttpPut("{id}")] [Authorize(Roles = "User")] - public ActionResult Put(string name, [FromBody] Dataset dataset) + public ActionResult Put(string id, [FromBody] Dataset dataset) { string uploaderId = getUserId(); if (uploaderId == null) return BadRequest(); - var existingDataset = _datasetService.GetOneDataset(uploaderId, name); + var existingDataset = _datasetService.GetOneDataset(uploaderId, id); //ne mora da se proverava if (existingDataset == null) - return NotFound($"Dataset with name = {name} or user with ID = {uploaderId} not found"); + return NotFound($"Dataset with ID = {id} or user with ID = {uploaderId} not found"); dataset.lastUpdated = DateTime.UtcNow; - _datasetService.Update(uploaderId, name, dataset); + _datasetService.Update(uploaderId, id, dataset); - return Ok($"Dataset with name = {name} updated"); + return Ok($"Dataset with ID = {id} updated"); } // DELETE api//name - [HttpDelete("{name}")] + [HttpDelete("{id}")] [Authorize(Roles = "User")] - public ActionResult Delete(string name) + public ActionResult Delete(string id) { string uploaderId = getUserId(); if (uploaderId == null) return BadRequest(); - var dataset = _datasetService.GetOneDataset(uploaderId, name); + var dataset = _datasetService.GetOneDataset(uploaderId, id); if (dataset == null) - return NotFound($"Dataset with name = {name} or user with ID = {uploaderId} not found"); + return NotFound($"Dataset with ID = {id} or user with ID = {uploaderId} not found"); - _datasetService.Delete(dataset.uploaderId, dataset.name); + _datasetService.Delete(dataset.uploaderId, dataset._id); - return Ok($"Dataset with name = {name} deleted"); + return Ok($"Dataset with ID = {id} deleted"); } } diff --git a/backend/api/api/Controllers/ModelController.cs b/backend/api/api/Controllers/ModelController.cs index 1ec01ab8..fe16507b 100644 --- a/backend/api/api/Controllers/ModelController.cs +++ b/backend/api/api/Controllers/ModelController.cs @@ -82,7 +82,7 @@ namespace api.Controllers { var model=_modelService.GetOneModel(info.ModelId); - var user = _userService.GetUserByUsername(model.uploaderId); + var user = _userService.GetUserById(model.uploaderId); if (ChatHub.CheckUser(user._id)) await _ichat.Clients.Client(ChatHub.Users[user._id]).SendAsync("NotifyEpoch",model.name,info.ModelId,info.Stat,model.epochs,info.EpochNum); diff --git a/backend/api/api/Controllers/PredictorController.cs b/backend/api/api/Controllers/PredictorController.cs index 26fe8f1d..dd5aa5fd 100644 --- a/backend/api/api/Controllers/PredictorController.cs +++ b/backend/api/api/Controllers/PredictorController.cs @@ -213,7 +213,7 @@ namespace api.Controllers } // DELETE api//name - [HttpDelete("{name}")] + [HttpDelete("{id}")] [Authorize(Roles = "User")] public ActionResult Delete(string id) { diff --git a/backend/api/api/Services/DatasetService.cs b/backend/api/api/Services/DatasetService.cs index 33026687..6c2efe14 100644 --- a/backend/api/api/Services/DatasetService.cs +++ b/backend/api/api/Services/DatasetService.cs @@ -27,9 +27,9 @@ namespace api.Services } //brisanje odredjenog name-a - public void Delete(string userId, string name) + public void Delete(string userId, string id) { - _dataset.DeleteOne(dataset => (dataset.uploaderId == userId && dataset.name == name)); + _dataset.DeleteOne(dataset => (dataset.uploaderId == userId && dataset._id == id)); } public List GetMyDatasets(string userId) @@ -62,9 +62,9 @@ namespace api.Services return _dataset.Find(dataset => dataset.isPublic == true && dataset.isPreProcess).ToList(); } - public Dataset GetOneDataset(string userId, string name) + public Dataset GetOneDataset(string userId, string id) { - return _dataset.Find(dataset => dataset.uploaderId == userId && dataset.name == name && dataset.isPreProcess).FirstOrDefault(); + return _dataset.Find(dataset => dataset.uploaderId == userId && dataset._id == id && dataset.isPreProcess).FirstOrDefault(); } //odraditi za pretragu getOne @@ -74,9 +74,9 @@ namespace api.Services } //ako je potrebno da se zameni name ili ekstenzija - public void Update(string userId, string name, Dataset dataset ) + public void Update(string userId, string id, Dataset dataset ) { - _dataset.ReplaceOne(dataset => dataset.uploaderId == userId && dataset.name == name, dataset); + _dataset.ReplaceOne(dataset => dataset.uploaderId == userId && dataset._id == id, dataset); } public void Update(Dataset dataset) { diff --git a/backend/api/api/Services/IDatasetService.cs b/backend/api/api/Services/IDatasetService.cs index b700e87c..bb06208d 100644 --- a/backend/api/api/Services/IDatasetService.cs +++ b/backend/api/api/Services/IDatasetService.cs @@ -5,15 +5,15 @@ namespace api.Services { public interface IDatasetService { - Dataset GetOneDataset(string userId, string name); + Dataset GetOneDataset(string userId, string id); Dataset GetOneDataset(string id); List SearchDatasets(string name); List GetMyDatasets(string userId); List SortDatasets(string userId, bool ascdsc, int latest); List GetPublicDatasets(); Dataset Create(Dataset dataset); - void Update(string userId, string name, Dataset dataset); - void Delete(string userId, string name); + void Update(string userId, string id, Dataset dataset); + void Delete(string userId, string id); public List GetGuestDatasets(); public void Update(Dataset dataset); string GetDatasetId(string fileId); diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py index e6515e7b..9b83b8e7 100644 --- a/backend/microservice/api/controller.py +++ b/backend/microservice/api/controller.py @@ -78,7 +78,7 @@ def train(): m.append({"Name" : attribute, "JsonValue" : value}) predictor = { "_id" : "", - "username" : paramsModel["username"], + "uploaderId" : paramsModel["uploaderId"], "inputs" : paramsExperiment["inputColumns"], "output" : paramsExperiment["outputColumn"], "isPublic" : False, diff --git a/frontend/src/app/_data/Dataset.ts b/frontend/src/app/_data/Dataset.ts index 732d1c56..766040a3 100644 --- a/frontend/src/app/_data/Dataset.ts +++ b/frontend/src/app/_data/Dataset.ts @@ -10,7 +10,7 @@ export default class Dataset { public accessibleByLink: boolean = false, public dateCreated: Date = new Date(), public lastUpdated: Date = new Date(), - public username: string = '', + public uploaderId: string = '', public delimiter: string = '', public hasHeader: boolean = true, diff --git a/frontend/src/app/_data/Model.ts b/frontend/src/app/_data/Model.ts index 1af3fe30..b273f56a 100644 --- a/frontend/src/app/_data/Model.ts +++ b/frontend/src/app/_data/Model.ts @@ -19,7 +19,7 @@ export default class Model { public batchSize: number = 5, public hiddenLayerActivationFunctions: string[] = ['sigmoid'], public outputLayerActivationFunction: ActivationFunction = ActivationFunction.Sigmoid, - public username: string = '', + public uploaderId: string = '', public metrics: string[] = [], // TODO add to add-model form public epochs: number = 5 // TODO add to add-model form ) { } diff --git a/frontend/src/app/_data/Predictor.ts b/frontend/src/app/_data/Predictor.ts index 7e902eae..8aa2b6cb 100644 --- a/frontend/src/app/_data/Predictor.ts +++ b/frontend/src/app/_data/Predictor.ts @@ -7,6 +7,7 @@ export default class Predictor { public output: string = '', public isPublic: boolean = false, public accessibleByLink: boolean = false, - public dateCreated: Date = new Date() + public dateCreated: Date = new Date(), + public uploaderId: string = '' ) { } } \ No newline at end of file diff --git a/frontend/src/app/_elements/add-new-dataset/add-new-dataset.component.ts b/frontend/src/app/_elements/add-new-dataset/add-new-dataset.component.ts index 6ff108ce..3e1b5c73 100644 --- a/frontend/src/app/_elements/add-new-dataset/add-new-dataset.component.ts +++ b/frontend/src/app/_elements/add-new-dataset/add-new-dataset.component.ts @@ -90,7 +90,7 @@ export class AddNewDatasetComponent { this.modelsService.uploadData(this.files[0]).subscribe((file) => { //console.log('ADD MODEL: STEP 2 - ADD DATASET WITH FILE ID ' + file._id); this.dataset.fileId = file._id; - this.dataset.username = shared.username; + this.dataset.uploaderId = shared.userId; this.datasetsService.addDataset(this.dataset).subscribe((dataset) => { this.newDatasetAdded.emit("added"); diff --git a/frontend/src/app/_elements/model-load/model-load.component.ts b/frontend/src/app/_elements/model-load/model-load.component.ts index aa0797bd..73872694 100644 --- a/frontend/src/app/_elements/model-load/model-load.component.ts +++ b/frontend/src/app/_elements/model-load/model-load.component.ts @@ -67,7 +67,7 @@ export class ModelLoadComponent implements OnInit { uploadModel() { this.getMetrics(); - this.newModel.username = Shared.username; + this.newModel.uploaderId = Shared.userId; this.modelsService.addModel(this.newModel).subscribe((response) => { Shared.openDialog('Model dodat', 'Model je uspešno dodat u bazu.'); diff --git a/frontend/src/app/_pages/filter-datasets/filter-datasets.component.ts b/frontend/src/app/_pages/filter-datasets/filter-datasets.component.ts index c83bf208..66b3755e 100644 --- a/frontend/src/app/_pages/filter-datasets/filter-datasets.component.ts +++ b/frontend/src/app/_pages/filter-datasets/filter-datasets.component.ts @@ -33,7 +33,7 @@ export class FilterDatasetsComponent implements OnInit { newDataset._id = ""; newDataset.isPublic = false; newDataset.lastUpdated = new Date(); - newDataset.username = decodedToken.name; + newDataset.uploaderId = decodedToken.uploaderId; let name=prompt("Unesite naziv dataset-a",newDataset.name); newDataset.name=name as string; if(name!=null && name!="") diff --git a/frontend/src/app/_pages/my-models/my-models.component.html b/frontend/src/app/_pages/my-models/my-models.component.html index b0e9c4ef..9b281239 100644 --- a/frontend/src/app/_pages/my-models/my-models.component.html +++ b/frontend/src/app/_pages/my-models/my-models.component.html @@ -15,7 +15,7 @@
- diff --git a/frontend/src/app/_pages/my-models/my-models.component.ts b/frontend/src/app/_pages/my-models/my-models.component.ts index 92d3fbaa..d379fa69 100644 --- a/frontend/src/app/_pages/my-models/my-models.component.ts +++ b/frontend/src/app/_pages/my-models/my-models.component.ts @@ -1,4 +1,5 @@ import { Component, OnInit } from '@angular/core'; +import { Router } from '@angular/router'; import shared from 'src/app/Shared'; import Model from 'src/app/_data/Model'; import { ModelsService } from 'src/app/_services/models.service'; @@ -12,7 +13,7 @@ export class MyModelsComponent implements OnInit { myModels: Model[] = []; //myModel: Model; - constructor(private modelsS : ModelsService) { + constructor(private modelsS : ModelsService, private router : Router) { @@ -44,6 +45,11 @@ deleteThisModel(model: Model): void{ } +useThisModel(model: Model): void{ + + this.router.navigate(['/training']) + +} getAllMyModels(): void{ this.modelsS.getMyModels().subscribe(m => { this.myModels = m; diff --git a/frontend/src/app/_services/datasets.service.ts b/frontend/src/app/_services/datasets.service.ts index c3281be6..b2272f0a 100644 --- a/frontend/src/app/_services/datasets.service.ts +++ b/frontend/src/app/_services/datasets.service.ts @@ -29,10 +29,10 @@ export class DatasetsService { } editDataset(dataset: Dataset): Observable { - return this.http.put(`${Configuration.settings.apiURL}/dataset/`, dataset, { headers: this.authService.authHeader() }); + return this.http.put(`${Configuration.settings.apiURL}/dataset/` + dataset._id, dataset, { headers: this.authService.authHeader() }); } deleteDataset(dataset: Dataset) { - return this.http.delete(`${Configuration.settings.apiURL}/dataset/` + dataset.name, { headers: this.authService.authHeader(), responseType: "text" }); + return this.http.delete(`${Configuration.settings.apiURL}/dataset/` + dataset._id, { headers: this.authService.authHeader(), responseType: "text" }); } } diff --git a/frontend/src/app/_services/predictors.service.ts b/frontend/src/app/_services/predictors.service.ts index 9e8383aa..a24ee708 100644 --- a/frontend/src/app/_services/predictors.service.ts +++ b/frontend/src/app/_services/predictors.service.ts @@ -24,7 +24,7 @@ export class PredictorsService { } deletePredictor(predictor: Predictor) { - return this.http.delete(`${Configuration.settings.apiURL}/predictor/` + predictor.name, { headers: this.authService.authHeader(), responseType: "text" }); + return this.http.delete(`${Configuration.settings.apiURL}/predictor/` + predictor._id, { headers: this.authService.authHeader(), responseType: "text" }); } getMyPredictors(): Observable { -- cgit v1.2.3 From e40aa962800b2303db9bf5aa1136be426a2d2fe0 Mon Sep 17 00:00:00 2001 From: Nevena Bojovic Date: Mon, 18 Apr 2022 21:27:40 +0200 Subject: Enkodiranje reseno. --- backend/microservice/api/newmlservice.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 9951c25f..604e4d3c 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -155,11 +155,15 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): data.pop(col) # ### Enkodiranje - encoding=paramsExperiment["encoding"] + encodings=paramsExperiment["encodings"] datafront=dataset.copy() svekolone=datafront.columns kategorijskekolone=datafront.select_dtypes(include=['object']).columns - for kolona in svekolone: + for kolonaEncoding in encodings: + + kolona = kolonaEncoding["columnName"] + encoding = kolonaEncoding["encoding"] + if(kolona in kategorijskekolone): if(encoding=='label'): encoder=LabelEncoder() -- cgit v1.2.3 From 61d8c3e8a88d0787f34b03fcd4fe2b533c571e1b Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Mon, 2 May 2022 00:56:32 +0200 Subject: Dodato računanje novih statističkih podataka u mlservice fajl, usklađeno sa frontom. MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- backend/microservice/api/controller.py | 18 ++++++++---- backend/microservice/api/newmlservice.py | 49 ++++++++++++++++++++++++++------ frontend/src/app/_data/Dataset.ts | 7 ++++- 3 files changed, 59 insertions(+), 15 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py index 9b83b8e7..fad6e181 100644 --- a/backend/microservice/api/controller.py +++ b/backend/microservice/api/controller.py @@ -107,26 +107,32 @@ def predict(): @app.route('/preprocess',methods=['POST']) def returnColumnsInfo(): print("********************************PREPROCESS*******************************") + dataset = json.loads(request.form["dataset"]) file = request.files.get("file") data=pd.read_csv(file) - - #dataset={} + ''' #f = request.json['filepath'] #data=pd.read_csv(f) - + dataset={} + ''' preprocess = newmlservice.returnColumnsInfo(data) #samo 10 jedinstvenih posto ih ima previse, bilo bi dobro da promenimo ovo da to budu 10 najzastupljenijih vrednosti + for col in preprocess["columnInfo"]: - col["uniqueValues"] = col["uniqueValues"][0:10] - col["uniqueValuesCount"] = col["uniqueValuesCount"][0:10] + col["uniqueValues"] = col["uniqueValues"][0:5] + col["uniqueValuesCount"] = col["uniqueValuesCount"][0:5] + col['uniqueValuesPercent']=col['uniqueValuesPercent'][0:5] dataset["columnInfo"] = preprocess["columnInfo"] dataset["nullCols"] = preprocess["allNullColl"] dataset["nullRows"] = preprocess["allNullRows"] dataset["colCount"] = preprocess["colCount"] dataset["rowCount"] = preprocess["rowCount"] dataset["isPreProcess"] = True - print(dataset) + #print(dataset) + + + return jsonify(dataset) print("App loaded.") diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 604e4d3c..f74f8386 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -1,6 +1,7 @@ from enum import unique from itertools import count import os +from sys import breakpointhook import pandas as pd from sklearn import datasets, multiclass import tensorflow as tf @@ -38,27 +39,38 @@ def returnColumnsInfo(dataset): unique=datafront[kolona].value_counts() uniquevalues=[] uniquevaluescount=[] + uniquevaluespercent=[] for val, count in unique.iteritems(): - uniquevalues.append(val) - uniquevaluescount.append(count) + if(val): + uniquevalues.append(val) + uniquevaluescount.append(count) + percent=count/rowCount + uniquevaluespercent.append(percent) #print(uniquevalues) #print(uniquevaluescount) mean=0 median=0 minimum=0 maximum=0 + q1=0 + q3=0 nullCount=datafront[kolona].isnull().sum() if(nullCount>0): allNullCols=allNullCols+1 - frontreturn={'columnName':kolona, + frontreturn={ + 'columnName':kolona, 'isNumber':False, 'uniqueValues':uniquevalues, 'uniqueValuesCount':uniquevaluescount, - 'median':float(mean), - 'mean':float(median), + 'uniqueValuesPercent':uniquevaluespercent, + 'mean':float(mean), + 'median':float(median), 'numNulls':int(nullCount), 'min':float(minimum), 'max':float(maximum), + 'q1':float(q1), + 'q3':float(q3), + } dict.append(frontreturn) else: @@ -66,18 +78,39 @@ def returnColumnsInfo(dataset): maximum=max(datafront[kolona]) mean=datafront[kolona].mean() median=s.median(datafront[kolona].copy().dropna()) + q1= np.percentile(datafront[kolona].copy().dropna(), 25) + q3= np.percentile(datafront[kolona].copy().dropna(), 75) nullCount=datafront[kolona].isnull().sum() if(nullCount>0): allNullCols=allNullCols+1 - frontreturn={'columnName':kolona, + + #pretvaranje u kategorijsku + datafront = datafront.astype({kolona: str}) + print(datafront.dtypes) + unique=datafront[kolona].value_counts() + uniquevaluesn=[] + uniquevaluescountn=[] + uniquevaluespercentn=[] + for val, count in unique.iteritems(): + if(val): + uniquevaluesn.append(val) + uniquevaluescountn.append(count) + percent=count/rowCount + uniquevaluespercentn.append(percent) + frontreturn={ + 'columnName':kolona, 'isNumber':1, - 'uniqueValues':[], - 'uniqueValuesCount':[], + 'uniqueValues':uniquevaluesn, + 'uniqueValuesCount':uniquevaluescountn, + 'uniqueValuesPercent':uniquevaluespercentn, 'mean':float(mean), 'median':float(median), 'numNulls':int(nullCount), 'min':float(minimum), 'max':float(maximum), + 'q1':float(q1), + 'q3':float(q3), + } dict.append(frontreturn) NullRows = datafront[datafront.isnull().any(axis=1)] diff --git a/frontend/src/app/_data/Dataset.ts b/frontend/src/app/_data/Dataset.ts index 525d371a..517371c5 100644 --- a/frontend/src/app/_data/Dataset.ts +++ b/frontend/src/app/_data/Dataset.ts @@ -32,16 +32,21 @@ export class ColumnInfo { public isNumber: boolean = false, public numNulls: number = 0, public uniqueValues?: string[], + public uniqueValuesCount?:number[], + public uniqueValuesPrecent?:number[], public median?: number, public mean?: number, public min?: number, - public max?: number + public max?: number, + public q1?:number, + public q3?:number, ) { if (isNumber) columnType = ColumnType.numerical; else columnType = ColumnType.categorical; } + } export enum ColumnType { -- cgit v1.2.3 From 0b7dde531d690ef21c6d188b681f3057a8df8ed7 Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Tue, 3 May 2022 20:00:24 +0200 Subject: Optimizator i regularizacija su povezani sa frontom. --- backend/microservice/api/newmlservice.py | 155 ++++++++++++++++++++----------- 1 file changed, 100 insertions(+), 55 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index f74f8386..647c3b79 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -268,73 +268,73 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): # # ###OPTIMIZATORI - """ - if(params['optimizer']=='adam'): - opt=tf.keras.optimizers.Adam(learning_rate=params['learningRate']) + + if(paramsModel['optimizer']=='Adam'): + opt=tf.keras.optimizers.Adam(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='adadelta'): - opt=tf.keras.optimizers.Adadelta(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Adadelta'): + opt=tf.keras.optimizers.Adadelta(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='adagrad'): - opt=tf.keras.optimizers.Adagrad(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Adagrad'): + opt=tf.keras.optimizers.Adagrad(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='adamax'): - opt=tf.keras.optimizers.Adamax(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Adamax'): + opt=tf.keras.optimizers.Adamax(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='nadam'): - opt=tf.keras.optimizers.Nadam(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Nadam'): + opt=tf.keras.optimizers.Nadam(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='sgd'): - opt=tf.keras.optimizers.SGD(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Sgd'): + opt=tf.keras.optimizers.SGD(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='ftrl'): - opt=tf.keras.optimizers.Ftrl(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Ftrl'): + opt=tf.keras.optimizers.Ftrl(learning_rate=float(paramsModel['learningRate'])) - elif(params['optimizer']=='rmsprop'): - opt=tf.keras.optimizers.RMSprop(learning_rate=params['learningRate']) + elif(paramsModel['optimizer']=='Rmsprop'): + opt=tf.keras.optimizers.RMSprop(learning_rate=float(paramsModel['learningRate'])) ###REGULARIZACIJA #regularisation={'kernelType':'l1 ili l2 ili l1_l2','kernelRate':default=0.01 ili jedna od vrednosti(0.0001,0.001,0.1,1,2,3) ili neka koju je korisnik zadao,'biasType':'','biasRate':'','activityType','activityRate'} - reg=params['regularisation'] - - ###Kernel - if(reg['kernelType']=='l1'): - kernelreg=tf.keras.regularizers.l1(reg['kernelRate']) - elif(reg['kernelType']=='l2'): - kernelreg=tf.keras.regularizers.l2(reg['kernelRate']) - elif(reg['kernelType']=='l1l2'): - kernelreg=tf.keras.regularizers.l1_l2(l1=reg['kernelRate'][0],l2=reg['kernelRate'][1]) - - ###Bias - if(reg['biasType']=='l1'): - biasreg=tf.keras.regularizers.l1(reg['biasRate']) - elif(reg['biasType']=='l2'): - biasreg=tf.keras.regularizers.l2(reg['biasRate']) - elif(reg['biasType']=='l1l2'): - biasreg=tf.keras.regularizers.l1_l2(l1=reg['biasRate'][0],l2=reg['biasRate'][1]) - - ###Activity - if(reg['kernelType']=='l1'): - activityreg=tf.keras.regularizers.l1(reg['activityRate']) - elif(reg['kernelType']=='l2'): - activityreg=tf.keras.regularizers.l2(reg['activityRate']) - elif(reg['kernelType']=='l1l2'): - activityreg=tf.keras.regularizers.l1_l2(l1=reg['activityRate'][0],l2=reg['activityRate'][1]) - """ + + filepath=os.path.join("temp/",paramsExperiment['_id']+"_"+paramsModel['_id']+".h5") if(problem_type=='multi-klasifikacioni'): #print('multi') + + reg=paramsModel['regularisation'][0] + regRate=float(paramsModel['regularisationRate'][0]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) + classifier=tf.keras.Sequential() - - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1]))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1], kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja - #print(i) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1]))#i-ti skriveni sloj + ###Kernel + reg=paramsModel['regularisation'][i+1] + regRate=float(paramsModel['regularisationRate'][i+1]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) + + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + classifier.add(tf.keras.layers.Dense(units=5, activation=paramsModel['outputLayerActivationFunction']))#izlazni sloj - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = paramsModel['optimizer'] , metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt, metrics =paramsModel['metrics']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) @@ -358,15 +358,37 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): elif(problem_type=='binarni-klasifikacioni'): #print('*************************************************************************binarni') + reg=paramsModel['regularisation'][0] + regRate=float(paramsModel['regularisationRate'][0]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) classifier=tf.keras.Sequential() - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1]))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja #print(i) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1]))#i-ti skriveni sloj + reg=paramsModel['regularisation'][i+1] + regRate=float(paramsModel['regularisationRate'][i+1]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + classifier.add(tf.keras.layers.Dense(units=1, activation=paramsModel['outputLayerActivationFunction']))#izlazni sloj - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = paramsModel['optimizer'] , metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history @@ -384,15 +406,38 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): return filepath,hist elif(problem_type=='regresioni'): + reg=paramsModel['regularisation'][0] + regRate=float(paramsModel['regularisationRate'][0]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) classifier=tf.keras.Sequential() - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1]))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja #print(i) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1]))#i-ti skriveni sloj - classifier.add(tf.keras.layers.Dense(units=1)) + reg=paramsModel['regularisation'][i+1] + regRate=float(paramsModel['regularisationRate'][i+1]) + if(reg=='l1'): + kernelreg=tf.keras.regularizers.l1(regRate) + biasreg=tf.keras.regularizers.l1(regRate) + activityreg=tf.keras.regularizers.l1(regRate) + elif(reg=='l2'): + kernelreg=tf.keras.regularizers.l2(regRate) + biasreg=tf.keras.regularizers.l2(regRate) + activityreg=tf.keras.regularizers.l2(regRate) + + classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + + classifier.add(tf.keras.layers.Dense(units=1),activation=paramsModel['outputLayerActivationFunction']) - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = paramsModel['optimizer'] , metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history -- cgit v1.2.3 From f32ec4fe8ae54f2154fa3393040a07cdb579b07f Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Tue, 3 May 2022 21:28:57 +0200 Subject: Usklađen izbor kategorijskih kolona na frontu sa ml servisom. MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- backend/microservice/api/controller.py | 6 +++--- backend/microservice/api/newmlservice.py | 16 ++++++++++++++-- 2 files changed, 17 insertions(+), 5 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py index fad6e181..41035cc7 100644 --- a/backend/microservice/api/controller.py +++ b/backend/microservice/api/controller.py @@ -120,9 +120,9 @@ def returnColumnsInfo(): #samo 10 jedinstvenih posto ih ima previse, bilo bi dobro da promenimo ovo da to budu 10 najzastupljenijih vrednosti for col in preprocess["columnInfo"]: - col["uniqueValues"] = col["uniqueValues"][0:5] - col["uniqueValuesCount"] = col["uniqueValuesCount"][0:5] - col['uniqueValuesPercent']=col['uniqueValuesPercent'][0:5] + col["uniqueValues"] = col["uniqueValues"][0:6] + col["uniqueValuesCount"] = col["uniqueValuesCount"][0:6] + col['uniqueValuesPercent']=col['uniqueValuesPercent'][0:6] dataset["columnInfo"] = preprocess["columnInfo"] dataset["nullCols"] = preprocess["allNullColl"] dataset["nullRows"] = preprocess["allNullRows"] diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 647c3b79..631837e5 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -148,6 +148,7 @@ class TrainingResult: ''' def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): + ###UCITAVANJE SETA problem_type = paramsModel["type"] #print(problem_type) data = pd.DataFrame() @@ -159,6 +160,15 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): data[output_column] = dataset[output_column] #print(data) + ###KATEGORIJSKE KOLONE + kategorijskekolone=[] + ###PRETVARANJE NUMERICKIH U KATREGORIJSKE AKO JE KORISNIK TAKO OZNACIO + columnInfo=paramsDataset['columnInfo'] + for col in columnInfo: + if(col['columnType']=="Kategorijski"): + data[col['columnName']]=data[col['columnName']].apply(str) + kategorijskekolone.append(col['coumnName']) + ###NULL null_value_options = paramsExperiment["nullValues"] null_values_replacers = paramsExperiment["nullValuesReplacers"] @@ -182,16 +192,18 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): # # Brisanje kolona koje ne uticu na rezultat # + ''' num_rows=data.shape[0] for col in data.columns: if((data[col].nunique()==(num_rows)) and (data[col].dtype==np.object_)): data.pop(col) # + ''' ### Enkodiranje encodings=paramsExperiment["encodings"] datafront=dataset.copy() - svekolone=datafront.columns - kategorijskekolone=datafront.select_dtypes(include=['object']).columns + #svekolone=datafront.columns + #kategorijskekolone=datafront.select_dtypes(include=['object']).columns for kolonaEncoding in encodings: kolona = kolonaEncoding["columnName"] -- cgit v1.2.3 From 2d10f9892404aa82020965cf91178c34b93bdfce Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Tue, 3 May 2022 22:20:07 +0200 Subject: Usklađene input i output kolone sa frontom. MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- backend/microservice/api/newmlservice.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 631837e5..3244e82f 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -155,7 +155,8 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): #print(data) for col in paramsExperiment["inputColumns"]: #print(col) - data[col]=dataset[col] + if(col!=paramsExperiment["outputColumn"]): + data[col]=dataset[col] output_column = paramsExperiment["outputColumn"] data[output_column] = dataset[output_column] #print(data) @@ -201,7 +202,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): ''' ### Enkodiranje encodings=paramsExperiment["encodings"] - datafront=dataset.copy() + #datafront=dataset.copy() #svekolone=datafront.columns #kategorijskekolone=datafront.select_dtypes(include=['object']).columns for kolonaEncoding in encodings: -- cgit v1.2.3 From f9a8a24387cefc4b713d3f375e75773751894015 Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Wed, 4 May 2022 18:53:37 +0200 Subject: Dodato parsiranje BatchSize parametra. --- backend/microservice/api/newmlservice.py | 6 +- frontend/package-lock.json | 6362 ++++++------------------------ 2 files changed, 1270 insertions(+), 5098 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 3244e82f..9e26b03a 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -349,7 +349,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt, metrics =paramsModel['metrics']) - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history #plt.plot(hist['accuracy']) @@ -403,7 +403,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history y_pred=classifier.predict(x_test) y_pred=(y_pred>=0.5).astype('int') @@ -452,7 +452,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=paramsModel['batchSize'],callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history y_pred=classifier.predict(x_test) #print(classifier.evaluate(x_test, y_test)) diff --git a/frontend/package-lock.json b/frontend/package-lock.json index bf1f8dfd..960dba5f 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -67,9 +67,8 @@ }, "node_modules/@ampproject/remapping": { "version": "1.1.1", - "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-1.1.1.tgz", - "integrity": "sha512-YVAcA4DKLOj296CF5SrQ8cYiMRiUGc2sqFpLxsDGWE34suHqhGP/5yMsDHKsrh8hs8I5TiRVXNwKPWQpX3iGjw==", "dev": true, + "license": "Apache-2.0", "dependencies": { "@jridgewell/resolve-uri": "^3.0.3", "sourcemap-codec": "1.4.8" @@ -80,9 +79,8 @@ }, "node_modules/@angular-devkit/architect": { "version": "0.1302.5", - 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"resolved": "https://registry.npmjs.org/@angular-devkit/build-angular/-/build-angular-13.2.5.tgz", - "integrity": "sha512-ny80YoLOrS6USJCzCChj1ZOEVTldcx0KWo3e86barmt5iVA2ekrnsQ02Bor5Bl5NlZFpE6Fu0FCXFAQZElFmcg==", "dev": true, + "license": "MIT", "dependencies": { "@ampproject/remapping": "1.1.1", "@angular-devkit/architect": "0.1302.5", @@ -223,9 +218,8 @@ }, "node_modules/@angular-devkit/build-angular/node_modules/rxjs": { "version": "6.6.7", - "resolved": "https://registry.npmjs.org/rxjs/-/rxjs-6.6.7.tgz", - "integrity": "sha512-hTdwr+7yYNIT5n4AMYp85KA6yw2Va0FLa3Rguvbpa4W3I5xynaBZo41cM3XM+4Q6fRMj3sBYIR1VAmZMXYJvRQ==", "dev": true, + "license": "Apache-2.0", "dependencies": { "tslib": "^1.9.0" }, @@ -235,15 +229,13 @@ }, "node_modules/@angular-devkit/build-angular/node_modules/rxjs/node_modules/tslib": { "version": "1.14.1", - "resolved": "https://registry.npmjs.org/tslib/-/tslib-1.14.1.tgz", - "integrity": "sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg==", - 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"resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.0.1.tgz", - "integrity": "sha512-9BK1jFpLzJROCI5TzwZL/TU4gqjK5xiHV/RfWLOahrjAko/e4DJkRDZQXfvqAsiZzzYhgAzbgz6lg48jcm4GLg==" + "version": "21.0.1" }, "zone.js": { "version": "0.11.4", - "resolved": "https://registry.npmjs.org/zone.js/-/zone.js-0.11.4.tgz", - "integrity": "sha512-DDh2Ab+A/B+9mJyajPjHFPWfYU1H+pdun4wnnk0OcQTNjem1XQSZ2CDW+rfZEUDjv5M19SBqAkjZi0x5wuB5Qw==", "requires": { "tslib": "^2.0.0" } -- cgit v1.2.3 From 4858cd15ec093245e5febc39f3176370c9947ab4 Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Wed, 4 May 2022 21:02:50 +0200 Subject: Dodato računanje korelacione matrice. MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- backend/microservice/api/controller.py | 7 ++----- backend/microservice/api/newmlservice.py | 17 +++++++++++++++-- 2 files changed, 17 insertions(+), 7 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py index 41035cc7..988ad987 100644 --- a/backend/microservice/api/controller.py +++ b/backend/microservice/api/controller.py @@ -118,7 +118,6 @@ def returnColumnsInfo(): ''' preprocess = newmlservice.returnColumnsInfo(data) #samo 10 jedinstvenih posto ih ima previse, bilo bi dobro da promenimo ovo da to budu 10 najzastupljenijih vrednosti - for col in preprocess["columnInfo"]: col["uniqueValues"] = col["uniqueValues"][0:6] col["uniqueValuesCount"] = col["uniqueValuesCount"][0:6] @@ -128,11 +127,9 @@ def returnColumnsInfo(): dataset["nullRows"] = preprocess["allNullRows"] dataset["colCount"] = preprocess["colCount"] dataset["rowCount"] = preprocess["rowCount"] + dataset["cMatrix"]=preprocess['cMatrix'] dataset["isPreProcess"] = True - #print(dataset) - - - + return jsonify(dataset) print("App loaded.") diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 9e26b03a..f5e5abcc 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -27,13 +27,26 @@ import matplotlib.pyplot as plt #from ann_visualizer.visualize import ann_viz; def returnColumnsInfo(dataset): dict=[] + datafront=dataset.copy() + dataMatrix=dataset.copy() + + svekolone=datafront.columns kategorijskekolone=datafront.select_dtypes(include=['object']).columns + allNullCols=0 rowCount=datafront.shape[0]#ukupan broj redova colCount=len(datafront.columns)#ukupan broj kolona + for kolona in svekolone: + if(kolona in kategorijskekolone): + encoder=LabelEncoder() + dataMatrix[kolona]=encoder.fit_transform(dataMatrix[kolona]) + + #print(dataMatrix.dtypes) + cMatrix=dataMatrix.corr() + for kolona in svekolone: if(kolona in kategorijskekolone): unique=datafront[kolona].value_counts() @@ -86,7 +99,7 @@ def returnColumnsInfo(dataset): #pretvaranje u kategorijsku datafront = datafront.astype({kolona: str}) - print(datafront.dtypes) + #print(datafront.dtypes) unique=datafront[kolona].value_counts() uniquevaluesn=[] uniquevaluescountn=[] @@ -117,7 +130,7 @@ def returnColumnsInfo(dataset): #print(NullRows) #print(len(NullRows)) allNullRows=len(NullRows) - return {'columnInfo':dict,'allNullColl':int(allNullCols),'allNullRows':int(allNullRows),'rowCount':int(rowCount),'colCount':int(colCount)} + return {'columnInfo':dict,'allNullColl':int(allNullCols),'allNullRows':int(allNullRows),'rowCount':int(rowCount),'colCount':int(colCount),'cMatrix':str(np.matrix(cMatrix))} @dataclass class TrainingResultClassification: -- cgit v1.2.3 From f5b097930797f49a97d12c9885def67a22edf02e Mon Sep 17 00:00:00 2001 From: Danijel Anđelković Date: Wed, 4 May 2022 21:38:53 +0200 Subject: Promenio ispis korelacione matrice na prave vrednosti. --- backend/microservice/api/newmlservice.py | 4 +++- frontend/src/app/_data/Dataset.ts | 2 +- .../_elements/column-table/column-table.component.html | 8 ++++---- .../app/_elements/column-table/column-table.component.ts | 16 ++++++++-------- frontend/src/app/_elements/folder/folder.component.ts | 2 +- .../app/_elements/form-model/form-model.component.html | 2 +- frontend/src/app/_elements/graph/graph.component.html | 6 +++--- 7 files changed, 21 insertions(+), 19 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index f5e5abcc..ad848fd9 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -130,7 +130,9 @@ def returnColumnsInfo(dataset): #print(NullRows) #print(len(NullRows)) allNullRows=len(NullRows) - return {'columnInfo':dict,'allNullColl':int(allNullCols),'allNullRows':int(allNullRows),'rowCount':int(rowCount),'colCount':int(colCount),'cMatrix':str(np.matrix(cMatrix))} + print(cMatrix.to_json(orient='index')) + #json.loads()['data'] + return {'columnInfo':dict,'allNullColl':int(allNullCols),'allNullRows':int(allNullRows),'rowCount':int(rowCount),'colCount':int(colCount),'cMatrix':json.loads(cMatrix.to_json(orient='split'))['data']} @dataclass class TrainingResultClassification: diff --git a/frontend/src/app/_data/Dataset.ts b/frontend/src/app/_data/Dataset.ts index 9efb9f9b..ca1a2a5e 100644 --- a/frontend/src/app/_data/Dataset.ts +++ b/frontend/src/app/_data/Dataset.ts @@ -18,7 +18,7 @@ export default class Dataset extends FolderFile { public rowCount: number = 0, public nullRows: number = 0, public nullCols: number = 0, - public cMatrix: string[][] = [[]] + public cMatrix: number[][] = [] ) { super(name, dateCreated, lastUpdated); } diff --git a/frontend/src/app/_elements/column-table/column-table.component.html b/frontend/src/app/_elements/column-table/column-table.component.html index 43895863..09ddffc6 100644 --- a/frontend/src/app/_elements/column-table/column-table.component.html +++ b/frontend/src/app/_elements/column-table/column-table.component.html @@ -64,15 +64,15 @@ - +
- {{colInfo.columnName}} + {{dataset.columnInfo[i].columnName}}
- +
- 0.1 + {{corrVal}}
diff --git a/frontend/src/app/_elements/column-table/column-table.component.ts b/frontend/src/app/_elements/column-table/column-table.component.ts index 7cac3b27..da451d55 100644 --- a/frontend/src/app/_elements/column-table/column-table.component.ts +++ b/frontend/src/app/_elements/column-table/column-table.component.ts @@ -36,7 +36,7 @@ export class ColumnTableComponent implements AfterViewInit { columnsChecked: boolean[] = []; //niz svih kolona loaded: boolean = false; - + constructor(private datasetService: DatasetsService, private experimentService: ExperimentsService, public csvParseService: CsvParseService, public dialog: MatDialog) { //ovo mi nece trebati jer primam dataset iz druge komponente } @@ -45,11 +45,11 @@ export class ColumnTableComponent implements AfterViewInit { this.dataset = dataset; this.setColumnTypeInitial(); - + this.dataset.columnInfo.forEach(column => { this.columnsChecked.push(true); }); - + this.resetInputColumns(); this.resetOutputColumn(); this.resetColumnEncodings(Encoding.Label); @@ -69,7 +69,7 @@ export class ColumnTableComponent implements AfterViewInit { } ngAfterViewInit(): void { - + } setColumnTypeInitial() { @@ -113,7 +113,7 @@ export class ColumnTableComponent implements AfterViewInit { columnTypeChanged(columnName: string) { if (this.experiment.outputColumn == columnName) this.changeOutputColumn(columnName); - else + else this.columnTableChangeDetected(); } @@ -147,7 +147,7 @@ export class ColumnTableComponent implements AfterViewInit { else { if (column.uniqueValues!.length == 2) this.experiment.type = ProblemType.BinaryClassification; - else + else this.experiment.type = ProblemType.MultiClassification; } this.columnTableChangeDetected(); @@ -199,7 +199,7 @@ export class ColumnTableComponent implements AfterViewInit { value: "" }); let numOfRowsToDelete = (this.dataset.columnInfo.filter(x => x.columnName == this.experiment!.inputColumns[i])[0]).numNulls; - this.nullValOption[i] = "Obriši redove (" + numOfRowsToDelete + ")"; + this.nullValOption[i] = "Obriši redove (" + numOfRowsToDelete + ")"; } } this.columnTableChangeDetected(); @@ -228,7 +228,7 @@ export class ColumnTableComponent implements AfterViewInit { }); }); } - + openUpdateExperimentDialog() { this.experimentService.updateExperiment(this.experiment).subscribe((response) => { Shared.openDialog("Izmena eksperimenta", "Uspešno ste izmenili podatke o eksperimentu."); diff --git a/frontend/src/app/_elements/folder/folder.component.ts b/frontend/src/app/_elements/folder/folder.component.ts index ffce3fb1..a99c6a9d 100644 --- a/frontend/src/app/_elements/folder/folder.component.ts +++ b/frontend/src/app/_elements/folder/folder.component.ts @@ -169,7 +169,7 @@ export class FolderComponent implements AfterViewInit { this.formDataset!.uploadDataset((dataset: Dataset) => { this.newFile = undefined; Shared.openDialog("Obaveštenje", "Uspešno ste dodali novi izvor podataka u kolekciju. Molimo sačekajte par trenutaka da se procesira."); - this.refreshFiles(dataset._id); + this.refreshFiles(null); }, () => { Shared.openDialog("Neuspeo pokušaj!", "Izvor podataka sa unetim nazivom već postoji u Vašoj kolekciji. Izmenite naziv ili iskoristite postojeći dataset."); diff --git a/frontend/src/app/_elements/form-model/form-model.component.html b/frontend/src/app/_elements/form-model/form-model.component.html index bf4aa0e3..96a5e1b6 100644 --- a/frontend/src/app/_elements/form-model/form-model.component.html +++ b/frontend/src/app/_elements/form-model/form-model.component.html @@ -109,7 +109,7 @@
- +
diff --git a/frontend/src/app/_elements/graph/graph.component.html b/frontend/src/app/_elements/graph/graph.component.html index a021431d..35753d40 100644 --- a/frontend/src/app/_elements/graph/graph.component.html +++ b/frontend/src/app/_elements/graph/graph.component.html @@ -1,8 +1,8 @@
- + -
\ No newline at end of file +
\ No newline at end of file -- cgit v1.2.3 From 75f0fca5f9e7e74979f63d73741512ea2e58e9e6 Mon Sep 17 00:00:00 2001 From: Danijel Anđelković Date: Wed, 4 May 2022 22:33:10 +0200 Subject: Promenio nazive ulaza na ML u za treniranje modela. --- backend/microservice/api/newmlservice.py | 47 +++++++++++++--------- .../column-table/column-table.component.ts | 2 +- .../src/app/_elements/folder/folder.component.ts | 5 ++- .../_pages/experiment/experiment.component.html | 4 +- .../app/_pages/experiment/experiment.component.ts | 36 +++++++++++++++-- 5 files changed, 65 insertions(+), 29 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index ad848fd9..d84d9567 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -282,8 +282,8 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): # # Podela na test i trening skupove # - test=paramsExperiment["randomTestSetDistribution"] - randomOrder = paramsExperiment["randomOrder"] + test=paramsModel["randomTestSetDistribution"] + randomOrder = paramsModel["randomOrder"] if(randomOrder): random=123 else: @@ -329,8 +329,8 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): if(problem_type=='multi-klasifikacioni'): #print('multi') - reg=paramsModel['regularisation'][0] - regRate=float(paramsModel['regularisationRate'][0]) + reg=paramsModel['layers'][0]['regularisation'] + regRate=float(paramsModel['layers'][0]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -341,12 +341,12 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): activityreg=tf.keras.regularizers.l2(regRate) classifier=tf.keras.Sequential() - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1], kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][0]['neurons'], activation=paramsModel['layers'][0]['activationFunction'],input_dim=x_train.shape[1], kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja ###Kernel - reg=paramsModel['regularisation'][i+1] - regRate=float(paramsModel['regularisationRate'][i+1]) + reg=paramsModel['layers'][i+1]['regularisation'] + regRate=float(paramsModel['layers'][i+1]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -356,7 +356,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): biasreg=tf.keras.regularizers.l2(regRate) activityreg=tf.keras.regularizers.l2(regRate) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][i+1]['neurons'], activation=paramsModel['layers'][i+1]['activationFunction'],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj classifier.add(tf.keras.layers.Dense(units=5, activation=paramsModel['outputLayerActivationFunction']))#izlazni sloj @@ -386,8 +386,8 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): elif(problem_type=='binarni-klasifikacioni'): #print('*************************************************************************binarni') - reg=paramsModel['regularisation'][0] - regRate=float(paramsModel['regularisationRate'][0]) + reg=paramsModel['layers'][0]['regularisation'] + regRate=float(paramsModel['layers'][0]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -398,12 +398,12 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): activityreg=tf.keras.regularizers.l2(regRate) classifier=tf.keras.Sequential() - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][0]['neurons'], activation=paramsModel['layers'][0]['activationFunction'],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja #print(i) - reg=paramsModel['regularisation'][i+1] - regRate=float(paramsModel['regularisationRate'][i+1]) + reg=paramsModel['layers'][i+1]['regularisation'] + regRate=float(paramsModel['layers'][0]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -412,12 +412,19 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): kernelreg=tf.keras.regularizers.l2(regRate) biasreg=tf.keras.regularizers.l2(regRate) activityreg=tf.keras.regularizers.l2(regRate) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][i+1]['neurons'], activation=paramsModel['layers'][i+1]['activationFunction'],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj classifier.add(tf.keras.layers.Dense(units=1, activation=paramsModel['outputLayerActivationFunction']))#izlazni sloj classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) + print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') + print(x_train) + print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') + print(y_train) + print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') + + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history y_pred=classifier.predict(x_test) @@ -434,8 +441,8 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): return filepath,hist elif(problem_type=='regresioni'): - reg=paramsModel['regularisation'][0] - regRate=float(paramsModel['regularisationRate'][0]) + reg=paramsModel['layers'][0]['regularisation'] + regRate=float(paramsModel['layers'][0]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -446,12 +453,12 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): activityreg=tf.keras.regularizers.l2(regRate) classifier=tf.keras.Sequential() - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][0],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][0]['neurons'], activation=paramsModel['layers'][0]['activationFunction'],input_dim=x_train.shape[1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#prvi skriveni + definisanje prethodnog-ulaznog for i in range(paramsModel['hiddenLayers']-1):#ako postoji vise od jednog skrivenog sloja #print(i) - reg=paramsModel['regularisation'][i+1] - regRate=float(paramsModel['regularisationRate'][i+1]) + reg=paramsModel['layers'][i+1]['regularisation'] + regRate=float(paramsModel['layers'][i+1]['regularisationRate']) if(reg=='l1'): kernelreg=tf.keras.regularizers.l1(regRate) biasreg=tf.keras.regularizers.l1(regRate) @@ -461,7 +468,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): biasreg=tf.keras.regularizers.l2(regRate) activityreg=tf.keras.regularizers.l2(regRate) - classifier.add(tf.keras.layers.Dense(units=paramsModel['hiddenLayerNeurons'], activation=paramsModel['hiddenLayerActivationFunctions'][i+1],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj + classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][i+1]['neurons'], activation=paramsModel['layers'][i+1]['activationFunction'],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj classifier.add(tf.keras.layers.Dense(units=1),activation=paramsModel['outputLayerActivationFunction']) diff --git a/frontend/src/app/_elements/column-table/column-table.component.ts b/frontend/src/app/_elements/column-table/column-table.component.ts index 13828a2c..b99a3be0 100644 --- a/frontend/src/app/_elements/column-table/column-table.component.ts +++ b/frontend/src/app/_elements/column-table/column-table.component.ts @@ -223,7 +223,7 @@ export class ColumnTableComponent implements AfterViewInit { this.experiment.name = selectedName; //napravi odvojene dugmice za save i update -> za update nece da se otvara dijalog za ime this.experimentService.addExperiment(this.experiment).subscribe((response) => { - this.experiment = response; + this.experiment._id = response._id; this.okPressed.emit(); }); }); diff --git a/frontend/src/app/_elements/folder/folder.component.ts b/frontend/src/app/_elements/folder/folder.component.ts index a99c6a9d..d5a7a85c 100644 --- a/frontend/src/app/_elements/folder/folder.component.ts +++ b/frontend/src/app/_elements/folder/folder.component.ts @@ -53,8 +53,9 @@ export class FolderComponent implements AfterViewInit { if (this.signalRService.hubConnection) { this.signalRService.hubConnection.on("NotifyDataset", (dName: string, dId: string) => { - this.refreshFiles(dId); - + if (this.type == FolderType.Dataset) { + this.refreshFiles(dId); + } }); } else { console.warn("Dataset-Load: No connection!"); diff --git a/frontend/src/app/_pages/experiment/experiment.component.html b/frontend/src/app/_pages/experiment/experiment.component.html index 83c45405..2b32db81 100644 --- a/frontend/src/app/_pages/experiment/experiment.component.html +++ b/frontend/src/app/_pages/experiment/experiment.component.html @@ -37,12 +37,12 @@
- +
- +
diff --git a/frontend/src/app/_pages/experiment/experiment.component.ts b/frontend/src/app/_pages/experiment/experiment.component.ts index 3c8d8651..c4d6063c 100644 --- a/frontend/src/app/_pages/experiment/experiment.component.ts +++ b/frontend/src/app/_pages/experiment/experiment.component.ts @@ -10,6 +10,8 @@ import { ModelsService } from 'src/app/_services/models.service'; import Model from 'src/app/_data/Model'; import Dataset from 'src/app/_data/Dataset'; import { ColumnTableComponent } from 'src/app/_elements/column-table/column-table.component'; +import { SignalRService } from 'src/app/_services/signal-r.service'; +import { MetricViewComponent } from 'src/app/_elements/metric-view/metric-view.component'; @Component({ selector: 'app-experiment', @@ -26,11 +28,11 @@ export class ExperimentComponent implements AfterViewInit { experiment: Experiment; dataset?: Dataset; @ViewChild("folderDataset") folderDataset!: FolderComponent; - @ViewChild("folderModel") folderModel!: FolderComponent; @ViewChild(ColumnTableComponent) columnTable!: ColumnTableComponent; + @ViewChild("folderModel") folderModel!: FolderComponent; + @ViewChild("metricView") metricView!: MetricViewComponent; - - constructor(private experimentsService: ExperimentsService, private modelsService: ModelsService) { + constructor(private experimentsService: ExperimentsService, private modelsService: ModelsService, private signalRService: SignalRService) { this.experiment = new Experiment("exp1"); } @@ -43,7 +45,11 @@ export class ExperimentComponent implements AfterViewInit { } trainModel() { - this.modelsService.trainModel((this.folderModel.selectedFile)._id, this.experiment._id).subscribe(() => { console.log("pocelo treniranje") }) + if (!this.modelToTrain) { + Shared.openDialog('Greška', 'Morate odabrati konfiguraciju neuronske mreže'); + } else { + this.modelsService.trainModel(this.modelToTrain._id, this.experiment._id).subscribe(() => { console.log("pocelo treniranje") }); + } } stepHeight = this.calcStepHeight(); @@ -65,8 +71,23 @@ export class ExperimentComponent implements AfterViewInit { this.stepsContainer.nativeElement.addEventListener('scroll', (event: Event) => { Shared.emitBGScrollEvent(this.stepsContainer.nativeElement.scrollTop); }); + + if (this.signalRService.hubConnection) { + this.signalRService.hubConnection.on("NotifyEpoch", (mName: string, mId: string, stat: string, totalEpochs: number, currentEpoch: number) => { + console.log(this.modelToTrain?._id, mId); + if (this.modelToTrain?._id == mId) { + stat = stat.replace(/'/g, '"'); + //console.log('JSON', this.trainingResult); + this.history.push(JSON.parse(stat)); + this.metricView.update(this.history); + } + }); + + } } + history: any[] = []; + updatePageIfScrolled() { if (this.scrolling) return; const currentPage = Math.round(this.stepsContainer.nativeElement.scrollTop / this.stepHeight) @@ -130,4 +151,11 @@ export class ExperimentComponent implements AfterViewInit { this.columnTable.loadDataset(this.dataset); } + + modelToTrain?: Model; + + setModel(model: FolderFile) { + const m = model; + this.modelToTrain = m; + } } -- cgit v1.2.3 From 6f798869049aee68cf84f381317cc1ee46dbcce2 Mon Sep 17 00:00:00 2001 From: TAMARA JERINIC Date: Thu, 5 May 2022 00:05:27 +0200 Subject: Promenjena lokacija columnType parametra. --- backend/microservice/api/newmlservice.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index d84d9567..826ac7cb 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -180,17 +180,20 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): kategorijskekolone=[] ###PRETVARANJE NUMERICKIH U KATREGORIJSKE AKO JE KORISNIK TAKO OZNACIO columnInfo=paramsDataset['columnInfo'] - for col in columnInfo: - if(col['columnType']=="Kategorijski"): + columnTypes=paramsExperiment['columnTypes'] + for i in range(len(columnInfo)): + col=columnInfo[i] + if(columnTypes[i]=="categorical"): data[col['columnName']]=data[col['columnName']].apply(str) kategorijskekolone.append(col['coumnName']) - + #kategorijskekolone=data.select_dtypes(include=['object']).columns + print(kategorijskekolone) ###NULL null_value_options = paramsExperiment["nullValues"] null_values_replacers = paramsExperiment["nullValuesReplacers"] if(null_value_options=='replace'): - #print("replace null") # + #print("replace null") dict=null_values_replacers while(len(dict)>0): replace=dict.pop() -- cgit v1.2.3 From ed21703046eaef34f5dca064f991ad1858026cf8 Mon Sep 17 00:00:00 2001 From: Danijel Anđelković Date: Thu, 5 May 2022 00:29:48 +0200 Subject: Izbrisao console log. --- backend/microservice/api/newmlservice.py | 21 +++++++-------------- .../src/app/_elements/folder/folder.component.ts | 5 +---- frontend/src/app/_elements/graph/graph.component.ts | 2 +- .../_elements/metric-view/metric-view.component.ts | 2 +- .../notifications/notifications.component.ts | 4 ++-- .../app/_elements/playlist/playlist.component.ts | 2 +- 6 files changed, 13 insertions(+), 23 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 826ac7cb..85d8fb71 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -130,7 +130,7 @@ def returnColumnsInfo(dataset): #print(NullRows) #print(len(NullRows)) allNullRows=len(NullRows) - print(cMatrix.to_json(orient='index')) + #print(cMatrix.to_json(orient='index')) #json.loads()['data'] return {'columnInfo':dict,'allNullColl':int(allNullCols),'allNullRows':int(allNullRows),'rowCount':int(rowCount),'colCount':int(colCount),'cMatrix':json.loads(cMatrix.to_json(orient='split'))['data']} @@ -185,7 +185,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): col=columnInfo[i] if(columnTypes[i]=="categorical"): data[col['columnName']]=data[col['columnName']].apply(str) - kategorijskekolone.append(col['coumnName']) + kategorijskekolone.append(col['columnName']) #kategorijskekolone=data.select_dtypes(include=['object']).columns print(kategorijskekolone) ###NULL @@ -367,7 +367,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt, metrics =paramsModel['metrics']) - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history #plt.plot(hist['accuracy']) @@ -421,14 +421,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) - print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') - print(x_train) - print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') - print(y_train) - print('AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA') - - - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history y_pred=classifier.predict(x_test) y_pred=(y_pred>=0.5).astype('int') @@ -473,11 +466,11 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.add(tf.keras.layers.Dense(units=paramsModel['layers'][i+1]['neurons'], activation=paramsModel['layers'][i+1]['activationFunction'],kernel_regularizer=kernelreg, bias_regularizer=biasreg, activity_regularizer=activityreg))#i-ti skriveni sloj - classifier.add(tf.keras.layers.Dense(units=1),activation=paramsModel['outputLayerActivationFunction']) + classifier.add(tf.keras.layers.Dense(units=1,activation=paramsModel['outputLayerActivationFunction'])) classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) - history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=float(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) + history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history y_pred=classifier.predict(x_test) #print(classifier.evaluate(x_test, y_test)) @@ -647,7 +640,7 @@ def manageH5(dataset,params,h5model): h5model.compile(loss=params['lossFunction'], optimizer=params['optimizer'], metrics=params['metrics']) - history=h5model.fit(x2, y2, epochs = params['epochs'],batch_size=params['batchSize']) + history=h5model.fit(x2, y2, epochs = params['epochs'],batch_size=int(params['batchSize'])) y_pred2=h5model.predict(x2) diff --git a/frontend/src/app/_elements/folder/folder.component.ts b/frontend/src/app/_elements/folder/folder.component.ts index d5a7a85c..6ca0faa8 100644 --- a/frontend/src/app/_elements/folder/folder.component.ts +++ b/frontend/src/app/_elements/folder/folder.component.ts @@ -233,15 +233,12 @@ export class FolderComponent implements AfterViewInit { deleteFile(file: FolderFile, event: Event) { event.stopPropagation(); - console.log('delete'); + //console.log('delete'); switch (this.type) { case FolderType.Dataset: this.datasetsService.deleteDataset(file).subscribe((response) => { - console.log(this.files, this.filteredFiles) this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1); - console.log(this.files, this.filteredFiles) this.refreshFiles(null); - console.log(this.files, this.filteredFiles) }); break; case FolderType.Model: diff --git a/frontend/src/app/_elements/graph/graph.component.ts b/frontend/src/app/_elements/graph/graph.component.ts index 73c3b1ab..da2c7767 100644 --- a/frontend/src/app/_elements/graph/graph.component.ts +++ b/frontend/src/app/_elements/graph/graph.component.ts @@ -43,7 +43,7 @@ export class GraphComponent implements AfterViewInit { window.addEventListener('resize', () => { this.resize() }); this.update(); this.resize(); - console.log(this.layers); + //console.log(this.layers); } layers: Node[][] = []; diff --git a/frontend/src/app/_elements/metric-view/metric-view.component.ts b/frontend/src/app/_elements/metric-view/metric-view.component.ts index 3840692a..6fd2f320 100644 --- a/frontend/src/app/_elements/metric-view/metric-view.component.ts +++ b/frontend/src/app/_elements/metric-view/metric-view.component.ts @@ -28,7 +28,7 @@ export class MetricViewComponent implements OnInit { myEpochs.push(epoch + 1); for (let key in metrics) { let value = metrics[key]; - console.log(key, ':::', value, epoch); + //console.log(key, ':::', value, epoch); if (key === 'accuracy') { myAcc.push(parseFloat(value)); } diff --git a/frontend/src/app/_elements/notifications/notifications.component.ts b/frontend/src/app/_elements/notifications/notifications.component.ts index d64530b9..5716c1e6 100644 --- a/frontend/src/app/_elements/notifications/notifications.component.ts +++ b/frontend/src/app/_elements/notifications/notifications.component.ts @@ -24,8 +24,8 @@ export class NotificationsComponent implements OnInit { this.signalRService.hubConnection.on("NotifyEpoch", (mName: string, mId: string, stat: string, totalEpochs: number, currentEpoch: number) => { const existingNotification = this.notifications.find(x => x.id === mId) const progress = ((currentEpoch + 1) / totalEpochs); - console.log("Ukupno epoha", totalEpochs, "Trenutna epoha:", currentEpoch); - console.log("stat:", stat); + //console.log("Ukupno epoha", totalEpochs, "Trenutna epoha:", currentEpoch); + //console.log("stat:", stat); if (!existingNotification) this.notifications.push(new Notification(`Treniranje modela: ${mName}`, mId, progress, true)); else { diff --git a/frontend/src/app/_elements/playlist/playlist.component.ts b/frontend/src/app/_elements/playlist/playlist.component.ts index 7529b36b..7f476178 100644 --- a/frontend/src/app/_elements/playlist/playlist.component.ts +++ b/frontend/src/app/_elements/playlist/playlist.component.ts @@ -44,6 +44,6 @@ export class PlaylistComponent implements OnInit { } }); - console.log(this.tableDatas); + //console.log(this.tableDatas); } } -- cgit v1.2.3 From 90dfdda35ce378808b3567b0addee603112ef756 Mon Sep 17 00:00:00 2001 From: Danijel Anđelković Date: Thu, 5 May 2022 00:56:30 +0200 Subject: Ispravio BUG u linechartu gde se vise puta iscrtavao isti model. --- backend/microservice/api/newmlservice.py | 10 ++--- .../_charts/line-chart/line-chart.component.ts | 48 +++++++++++----------- .../app/_pages/experiment/experiment.component.ts | 3 ++ 3 files changed, 32 insertions(+), 29 deletions(-) (limited to 'backend/microservice') diff --git a/backend/microservice/api/newmlservice.py b/backend/microservice/api/newmlservice.py index 85d8fb71..2f08d4b4 100644 --- a/backend/microservice/api/newmlservice.py +++ b/backend/microservice/api/newmlservice.py @@ -183,7 +183,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): columnTypes=paramsExperiment['columnTypes'] for i in range(len(columnInfo)): col=columnInfo[i] - if(columnTypes[i]=="categorical"): + if(columnTypes[i]=="categorical" and col['columnName'] in paramsExperiment['inputColumns']): data[col['columnName']]=data[col['columnName']].apply(str) kategorijskekolone.append(col['columnName']) #kategorijskekolone=data.select_dtypes(include=['object']).columns @@ -365,7 +365,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt, metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt, metrics = ['accuracy','mae','mse']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) @@ -419,7 +419,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.add(tf.keras.layers.Dense(units=1, activation=paramsModel['outputLayerActivationFunction']))#izlazni sloj - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics = ['accuracy','mae','mse']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history @@ -468,7 +468,7 @@ def train(dataset, paramsModel,paramsExperiment,paramsDataset,callback): classifier.add(tf.keras.layers.Dense(units=1,activation=paramsModel['outputLayerActivationFunction'])) - classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics =paramsModel['metrics']) + classifier.compile(loss =paramsModel["lossFunction"] , optimizer = opt , metrics = ['accuracy','mae','mse']) history=classifier.fit(x_train, y_train, epochs = paramsModel['epochs'],batch_size=int(paramsModel['batchSize']),callbacks=callback(x_test, y_test,paramsModel['_id'])) hist=history.history @@ -638,7 +638,7 @@ def manageH5(dataset,params,h5model): h5model.summary() #ann_viz(h5model, title="My neural network") - h5model.compile(loss=params['lossFunction'], optimizer=params['optimizer'], metrics=params['metrics']) + h5model.compile(loss=params['lossFunction'], optimizer=params['optimizer'], metrics = ['accuracy','mae','mse']) history=h5model.fit(x2, y2, epochs = params['epochs'],batch_size=int(params['batchSize'])) diff --git a/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts b/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts index 34df38bc..655db9ec 100644 --- a/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts +++ b/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts @@ -9,12 +9,12 @@ import { Chart } from 'chart.js'; export class LineChartComponent implements AfterViewInit { - dataAcc: number[] = [2,3,5,5,6,7,8,8,4,6,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]; - dataMAE: number[] = [2,3,5,5,6,7,8,8,4,6,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]; - dataMSE: number[] = [2,3,5,5,6,7,8,8,4,6,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]; - dataLOSS: number[] =[2,3,5,5,6,7,8,8,4,6,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]; + dataAcc: number[] = []; + dataMAE: number[] = []; + dataMSE: number[] = []; + dataLOSS: number[] = []; - dataEpoch: number[] = [2,3,5,5,6,7,8,8,4,6,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97,2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71, 73, 79, 83, 89, 97]; + dataEpoch: number[] = []; constructor() { /*let i = 0; @@ -77,28 +77,28 @@ export class LineChartComponent implements AfterViewInit { }, options: { scales: { - x:{ - ticks: { - color: 'white' - }, - grid: { - color: "rgba(0, 99, 171, 0.5)" - } + x: { + ticks: { + color: 'white' }, - y: { - beginAtZero: true, - ticks: { - color: 'white' - }, - grid: { - color: "rgba(0, 99, 171, 0.5)" - } + grid: { + color: "rgba(0, 99, 171, 0.5)" } - + }, + y: { + beginAtZero: true, + ticks: { + color: 'white' + }, + grid: { + color: "rgba(0, 99, 171, 0.5)" + } + } + } - - - } + + + } } ); } diff --git a/frontend/src/app/_pages/experiment/experiment.component.ts b/frontend/src/app/_pages/experiment/experiment.component.ts index c4d6063c..1dc18a78 100644 --- a/frontend/src/app/_pages/experiment/experiment.component.ts +++ b/frontend/src/app/_pages/experiment/experiment.component.ts @@ -75,6 +75,9 @@ export class ExperimentComponent implements AfterViewInit { if (this.signalRService.hubConnection) { this.signalRService.hubConnection.on("NotifyEpoch", (mName: string, mId: string, stat: string, totalEpochs: number, currentEpoch: number) => { console.log(this.modelToTrain?._id, mId); + if (currentEpoch == 0) { + this.history = []; + } if (this.modelToTrain?._id == mId) { stat = stat.replace(/'/g, '"'); //console.log('JSON', this.trainingResult); -- cgit v1.2.3