From f694ca566bf29e0129043b6852a613d744ce1c61 Mon Sep 17 00:00:00 2001 From: Sonja Galovic Date: Thu, 31 Mar 2022 21:20:32 +0200 Subject: Sitne izmene - add-model i item-predictor --- frontend/package-lock.json | 167 +++++++++++++++++++++++++++++---------------- 1 file changed, 107 insertions(+), 60 deletions(-) (limited to 'frontend/package-lock.json') diff --git a/frontend/package-lock.json b/frontend/package-lock.json index 962905b7..b5ca9d02 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -450,6 +450,7 @@ "version": "13.2.5", "resolved": "https://registry.npmjs.org/@angular/compiler-cli/-/compiler-cli-13.2.5.tgz", "integrity": "sha512-Xd8xj2Z0ilA4TJAM/JkTtA1CAa6SuebFsEEvabHCRO5MDvtdsIUP91ADUZIqDHy7qe6Qift/rAVN2PXxT2aaNA==", + "dev": true, "dependencies": { "@babel/core": "^7.17.2", "chokidar": "^3.0.0", @@ -479,6 +480,7 @@ "version": "2.1.2", "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.1.2.tgz", "integrity": "sha512-hoyByceqwKirw7w3Z7gnIIZC3Wx3J484Y3L/cMpXFbr7d9ZQj2mODrirNzcJa+SM3UlpWXYvKV4RlRpFXlWgXg==", + "dev": true, "dependencies": { "@jridgewell/trace-mapping": "^0.3.0" }, @@ -490,6 +492,7 @@ "version": "7.17.5", "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.17.5.tgz", "integrity": "sha512-/BBMw4EvjmyquN5O+t5eh0+YqB3XXJkYD2cjKpYtWOfFy4lQ4UozNSmxAcWT8r2XtZs0ewG+zrfsqeR15i1ajA==", + "dev": true, "dependencies": { "@ampproject/remapping": "^2.1.0", "@babel/code-frame": "^7.16.7", @@ -519,6 +522,7 @@ "version": "6.3.0", "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.0.tgz", "integrity": "sha512-b39TBaTSfV6yBrapU89p5fKekE2m/NwnDocOVruQFS1/veMgdzuPcnOM34M6CwxW8jH/lxEa5rBoDeUwu5HHTw==", + "dev": true, "bin": { "semver": "bin/semver.js" } @@ -527,6 +531,7 @@ "version": "7.17.3", "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.17.3.tgz", "integrity": "sha512-+R6Dctil/MgUsZsZAkYgK+ADNSZzJRRy0TvY65T71z/CR854xHQ1EweBYXdfT+HNeN7w0cSJJEzgxZMv40pxsg==", + "dev": true, "dependencies": { "@babel/types": "^7.17.0", "jsesc": "^2.5.1", @@ -540,6 +545,7 @@ "version": "0.5.7", "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.5.7.tgz", "integrity": "sha1-igOdLRAh0i0eoUyA2OpGi6LvP8w=", + "dev": true, "engines": { "node": ">=0.10.0" } @@ -779,6 +785,7 @@ "version": "7.16.12", "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.16.12.tgz", "integrity": "sha512-dK5PtG1uiN2ikk++5OzSYsitZKny4wOCD0nrO4TqnW4BVBTQ2NGS3NgilvT/TEyxTST7LNyWV/T4tXDoD3fOgg==", + "dev": true, "dependencies": { "@babel/code-frame": "^7.16.7", "@babel/generator": "^7.16.8", @@ -808,6 +815,7 @@ "version": "6.3.0", "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.0.tgz", "integrity": "sha512-b39TBaTSfV6yBrapU89p5fKekE2m/NwnDocOVruQFS1/veMgdzuPcnOM34M6CwxW8jH/lxEa5rBoDeUwu5HHTw==", + "dev": true, "bin": { "semver": "bin/semver.js" } @@ -816,6 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"normalize-path": "^3.0.0", "picomatch": "^2.0.4" @@ -3593,6 +3605,7 @@ "version": "2.2.0", "resolved": "https://registry.npmjs.org/binary-extensions/-/binary-extensions-2.2.0.tgz", "integrity": "sha512-jDctJ/IVQbZoJykoeHbhXpOlNBqGNcwXJKJog42E5HDPUwQTSdjCHdihjj0DlnheQ7blbT6dHOafNAiS8ooQKA==", + "dev": true, "engines": { "node": ">=8" } @@ -3689,6 +3702,7 @@ "version": "3.0.2", "resolved": "https://registry.npmjs.org/braces/-/braces-3.0.2.tgz", "integrity": "sha512-b8um+L1RzM3WDSzvhm6gIz1yfTbBt6YTlcEKAvsmqCZZFw46z626lVj9j1yEPW33H5H+lBQpZMP1k8l+78Ha0A==", + "dev": true, "dependencies": { "fill-range": "^7.0.1" }, @@ -3866,6 +3880,7 @@ "version": "3.5.3", "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.5.3.tgz", "integrity": "sha512-Dr3sfKRP6oTcjf2JmUmFJfeVMvXBdegxB0iVQ5eb2V10uFJUCAS8OByZdVAyVb8xXNz3GjjTgj9kLWsZTqE6kw==", + "dev": true, "funding": [ { "type": "individual", @@ -4884,6 +4899,7 @@ "version": "0.11.0", "resolved": 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"version": "0.4.1", @@ -20238,8 +20285,7 @@ "version": "8.2.3", "resolved": "https://registry.npmjs.org/ws/-/ws-8.2.3.tgz", "integrity": "sha512-wBuoj1BDpC6ZQ1B7DWQBYVLphPWkm8i9Y0/3YdHjHKHiohOJ1ws+3OccDWtH+PoC9DZD5WOTrJvNbWvjS6JWaA==", - "dev": true, - "requires": {} + "dev": true }, "y18n": { "version": "5.0.8", @@ -20249,7 +20295,8 @@ "yallist": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz", - "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==" + "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==", + "dev": true }, "yaml": { "version": "1.10.2", -- cgit v1.2.3 From 87601668a7ee5173d0b11308b360d2ef01cae4d6 Mon Sep 17 00:00:00 2001 From: Nevena Bojovic Date: Sun, 3 Apr 2022 19:10:30 +0200 Subject: Korekcija ml_service. --- backend/microservice/api/ml_service.py | 35 ++++++- frontend/package-lock.json | 167 ++++++++++++--------------------- 2 files changed, 94 insertions(+), 108 deletions(-) (limited to 'frontend/package-lock.json') diff --git a/backend/microservice/api/ml_service.py b/backend/microservice/api/ml_service.py index 21ec8fa3..b264b428 100644 --- a/backend/microservice/api/ml_service.py +++ b/backend/microservice/api/ml_service.py @@ -21,6 +21,7 @@ from sklearn.preprocessing import StandardScaler from sklearn.model_selection import train_test_split from dataclasses import dataclass import statistics as s +from sklearn.metrics import roc_auc_score def returnColumnsInfo(dataset): dict=[] @@ -252,6 +253,26 @@ def train(dataset, params, callback): y_pred=y_pred.flatten() result=pd.DataFrame({"Actual":y_test,"Predicted":y_pred}) classifier.save("temp/"+model_name, save_format='h5') + # ROC multi-klasifikacioni + def roc_auc_score_multiclass(actual_class, pred_class, average = "macro"): + + #creating a set of all the unique classes using the actual class list + unique_class = set(actual_class) + roc_auc_dict = {} + for per_class in unique_class: + + #creating a list of all the classes except the current class + other_class = [x for x in unique_class if x != per_class] + + #marking the current class as 1 and all other classes as 0 + new_actual_class = [0 if x in other_class else 1 for x in actual_class] + new_pred_class = [0 if x in other_class else 1 for x in pred_class] + + #using the sklearn metrics method to calculate the roc_auc_score + roc_auc = roc_auc_score(new_actual_class, new_pred_class, average = average) + roc_auc_dict[per_class] = roc_auc + + return roc_auc_dict # # Metrike # @@ -301,5 +322,17 @@ def train(dataset, params, callback): "r2" : r2, "adj_r2" : adj_r2 } + elif(problem_type=="multi-klasifikacioni"): + # https://www.kaggle.com/code/nkitgupta/evaluation-metrics-for-multi-class-classification/notebook + accuracy=metrics.accuracy_score(y_test, y_pred) + macro_averaged_precision=metrics.precision_score(y_test, y_pred, average = 'macro') + micro_averaged_precision=metrics.precision_score(y_test, y_pred, average = 'micro') + macro_averaged_recall=metrics.recall_score(y_test, y_pred, average = 'macro') + micro_averaged_recall=metrics.recall_score(y_test, y_pred, average = 'micro') + macro_averaged_f1=metrics.f1_score(y_test, y_pred, average = 'macro') + micro_averaged_f1=metrics.f1_score(y_test, y_pred, average = 'micro') + roc_auc_dict=roc_auc_score_multiclass(y_test, y_pred) + + # TODO upload trenirani model nazad na backend -#return TrainingResult(metrics) \ No newline at end of file + #return TrainingResult(metrics) \ No newline at end of file diff --git a/frontend/package-lock.json b/frontend/package-lock.json index b5ca9d02..962905b7 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -450,7 +450,6 @@ "version": "13.2.5", "resolved": "https://registry.npmjs.org/@angular/compiler-cli/-/compiler-cli-13.2.5.tgz", "integrity": 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"regenerate": { "version": "1.4.2", @@ -19187,7 +19141,8 @@ "version": "3.5.2", "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz", "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==", - "dev": true + "dev": true, + "requires": {} }, "json-schema-traverse": { "version": "0.4.1", @@ -19216,7 +19171,6 @@ "version": "7.3.5", "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", - "dev": true, "requires": { "lru-cache": "^6.0.0" } @@ -19532,8 +19486,7 @@ "sourcemap-codec": { "version": "1.4.8", "resolved": "https://registry.npmjs.org/sourcemap-codec/-/sourcemap-codec-1.4.8.tgz", - "integrity": "sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA==", - "dev": true + "integrity": "sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA==" }, "spdy": { "version": "4.0.2", @@ -19741,7 +19694,8 @@ "version": "3.5.2", "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz", "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==", - "dev": true + "dev": true, + "requires": {} }, "json-schema-traverse": { "version": "0.4.1", @@ -19815,7 +19769,6 @@ "version": "5.0.1", "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz", "integrity": "sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==", - "dev": true, "requires": { "is-number": "^7.0.0" } @@ -19862,8 +19815,7 @@ "typescript": { "version": "4.5.5", "resolved": "https://registry.npmjs.org/typescript/-/typescript-4.5.5.tgz", - "integrity": "sha512-TCTIul70LyWe6IJWT8QSYeA54WQe8EjQFU4wY52Fasj5UKx88LNYKCgBEHcOMOrFF1rKGbD8v/xcNWVUq9SymA==", - "dev": true + "integrity": "sha512-TCTIul70LyWe6IJWT8QSYeA54WQe8EjQFU4wY52Fasj5UKx88LNYKCgBEHcOMOrFF1rKGbD8v/xcNWVUq9SymA==" }, "ua-parser-js": { "version": "0.7.31", @@ -20058,7 +20010,8 @@ "version": "3.5.2", "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz", "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==", - "dev": true + "dev": true, + "requires": {} }, "json-schema-traverse": { "version": "0.4.1", @@ -20285,7 +20238,8 @@ "version": "8.2.3", "resolved": "https://registry.npmjs.org/ws/-/ws-8.2.3.tgz", "integrity": "sha512-wBuoj1BDpC6ZQ1B7DWQBYVLphPWkm8i9Y0/3YdHjHKHiohOJ1ws+3OccDWtH+PoC9DZD5WOTrJvNbWvjS6JWaA==", - "dev": true + "dev": true, + "requires": {} }, "y18n": { "version": "5.0.8", @@ -20295,8 +20249,7 @@ "yallist": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz", - "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==", - "dev": true + "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==" }, "yaml": { "version": "1.10.2", -- cgit v1.2.3 From c082a15d48ebaa134b2c40b75ab7267d8a5e2036 Mon Sep 17 00:00:00 2001 From: Nevena Bojovic Date: Tue, 5 Apr 2022 22:36:23 +0200 Subject: Doradjene stranice. --- frontend/angular.json | 5 +++- frontend/package-lock.json | 27 ++++++++++++++++++++++ frontend/package.json | 2 ++ .../browse-predictors.component.html | 2 ++ .../app/_pages/my-models/my-models.component.html | 2 +- 5 files changed, 36 insertions(+), 2 deletions(-) (limited to 'frontend/package-lock.json') diff --git a/frontend/angular.json b/frontend/angular.json index 6653e4b1..f9825281 100644 --- a/frontend/angular.json +++ b/frontend/angular.json @@ -33,7 +33,10 @@ "./node_modules/@angular/material/prebuilt-themes/indigo-pink.css" ], "scripts": [ - "node_modules/bootstrap/dist/js/bootstrap.bundle.min.js" + "node_modules/bootstrap/dist/js/bootstrap.bundle.min.js", + "node_modules/jquery/dist/jquery.min.js", + "node_modules/popper.js/dist/popper.min.js", + "node_modules/bootstrap/dist/js/bootstrap.min.js" ] }, "configurations": { diff --git a/frontend/package-lock.json b/frontend/package-lock.json index 962905b7..c79f4ea9 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -27,6 +27,7 @@ "chart.js": "^3.7.1", "csv-parser": "^3.0.0", "d3-graphviz": "^2.6.1", + "jquery": "^3.6.0", "mdb-angular-ui-kit": "^2.0.0", "ng-multiselect-dropdown": "^0.3.8", "ng-uikit-pro-standard": "^1.0.0", @@ -34,6 +35,7 @@ "ng2-search-filter": "^0.5.1", "ngx-cookie-service": "^13.1.2", "ngx-csv-parser": "^0.0.7", + "popper.js": "^1.16.1", "rxjs": "~7.5.0", "tslib": "^2.3.1", "websocket-ts": "^1.1.1", @@ -7082,6 +7084,11 @@ "url": "https://github.com/chalk/supports-color?sponsor=1" } }, + "node_modules/jquery": { + "version": "3.6.0", + "resolved": "https://registry.npmjs.org/jquery/-/jquery-3.6.0.tgz", + "integrity": "sha512-JVzAR/AjBvVt2BmYhxRCSYysDsPcssdmTFnzyLEts9qNwmjmu4JTAMYubEfwVOSwpQ1I1sKKFcxhZCI2buerfw==" + }, "node_modules/js-tokens": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz", @@ -9018,6 +9025,16 @@ "node": ">=8" } }, + "node_modules/popper.js": { + "version": "1.16.1", + "resolved": "https://registry.npmjs.org/popper.js/-/popper.js-1.16.1.tgz", + "integrity": "sha512-Wb4p1J4zyFTbM+u6WuO4XstYx4Ky9Cewe4DWrel7B0w6VVICvPwdOpotjzcf6eD8TsckVnIMNONQyPIUFOUbCQ==", + "deprecated": "You can find the new Popper v2 at @popperjs/core, this package is dedicated to the legacy v1", + "funding": { + "type": "opencollective", + "url": "https://opencollective.com/popperjs" + } + }, "node_modules/portfinder": { "version": "1.0.28", "resolved": "https://registry.npmjs.org/portfinder/-/portfinder-1.0.28.tgz", @@ -16882,6 +16899,11 @@ } } }, + "jquery": { + "version": "3.6.0", + "resolved": "https://registry.npmjs.org/jquery/-/jquery-3.6.0.tgz", + "integrity": "sha512-JVzAR/AjBvVt2BmYhxRCSYysDsPcssdmTFnzyLEts9qNwmjmu4JTAMYubEfwVOSwpQ1I1sKKFcxhZCI2buerfw==" + }, "js-tokens": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz", @@ -18345,6 +18367,11 @@ "find-up": "^4.0.0" } }, + "popper.js": { + "version": "1.16.1", + "resolved": "https://registry.npmjs.org/popper.js/-/popper.js-1.16.1.tgz", + "integrity": "sha512-Wb4p1J4zyFTbM+u6WuO4XstYx4Ky9Cewe4DWrel7B0w6VVICvPwdOpotjzcf6eD8TsckVnIMNONQyPIUFOUbCQ==" + }, "portfinder": { "version": "1.0.28", "resolved": "https://registry.npmjs.org/portfinder/-/portfinder-1.0.28.tgz", diff --git a/frontend/package.json b/frontend/package.json index 9df48b0c..ad68e176 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -30,6 +30,7 @@ "chart.js": "^3.7.1", "csv-parser": "^3.0.0", "d3-graphviz": "^2.6.1", + "jquery": "^3.6.0", "mdb-angular-ui-kit": "^2.0.0", "ng-multiselect-dropdown": "^0.3.8", "ng-uikit-pro-standard": "^1.0.0", @@ -37,6 +38,7 @@ "ng2-search-filter": "^0.5.1", "ngx-cookie-service": "^13.1.2", "ngx-csv-parser": "^0.0.7", + "popper.js": "^1.16.1", "rxjs": "~7.5.0", "tslib": "^2.3.1", "websocket-ts": "^1.1.1", diff --git a/frontend/src/app/_pages/browse-predictors/browse-predictors.component.html b/frontend/src/app/_pages/browse-predictors/browse-predictors.component.html index 7b3e1bdb..27e06884 100644 --- a/frontend/src/app/_pages/browse-predictors/browse-predictors.component.html +++ b/frontend/src/app/_pages/browse-predictors/browse-predictors.component.html @@ -5,7 +5,9 @@
+

+
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 ec6c83d5..4aebc1f2 100644 --- a/frontend/src/app/_pages/my-models/my-models.component.html +++ b/frontend/src/app/_pages/my-models/my-models.component.html @@ -13,7 +13,7 @@