From 0966adb46ec7df8c43596f40ecd62ca9afa03778 Mon Sep 17 00:00:00 2001 From: nikosT Date: Tue, 12 Sep 2023 13:31:16 +0300 Subject: [PATCH 01/31] REC-269 Store errors with function names in report --- metrics.py | 31 +++++++++++++------------------ rsmetrics.py | 1 + 2 files changed, 14 insertions(+), 18 deletions(-) diff --git a/metrics.py b/metrics.py index 24b8e90..3072ec9 100644 --- a/metrics.py +++ b/metrics.py @@ -16,6 +16,7 @@ def __init__(self, legacy=False): self.categories = None self.scientific_domains = None self.provider = None + self.errors = [] # decorator to add the text attribute to function as major metric @@ -46,21 +47,15 @@ def wrapper(*args, **kwargs): result = func(*args, **kwargs) except Exception as e: print('Error occurred in: {}. "{}"'.format(func.__name__, str(e))) - return None - return result - return wrapper + # find the object which contains the errors variable + # append it with function names for those that exceptions occurred + _args = list(filter(lambda x: isinstance(x, Runtime), args)) + if _args: + _args[0].errors.append(func.__name__) + return None -# decorator to continue the procedure -# after fatal error in statistic/metric calculation -def pass_top5_error(func): - def wrapper(*args, **kwargs): - try: - result = func(*args, **kwargs) - except Exception as e: - print('Error occurred in: {}. "{}"'.format(func.__name__, str(e))) - return [] return result return wrapper @@ -951,7 +946,7 @@ def score(x): @metric("The Top 5 recommended items according to recommendations entries") -@pass_top5_error +@pass_on_error def top5_items_recommended( object, k=5, base="https://marketplace.eosc-portal.eu", anonymous=False ): @@ -1036,7 +1031,7 @@ def top5_items_recommended( @metric("The Top 5 ordered items according to user actions entries") -@pass_top5_error +@pass_on_error def top5_items_ordered( object, k=5, base="https://marketplace.eosc-portal.eu", anonymous=False ): @@ -1329,14 +1324,14 @@ def __top5_ordered(object, element='category', k=5, anonymous=False): @metric("The Top 5 recommended categories according to recommendations entries" ) -@pass_top5_error +@pass_on_error def top5_categories_recommended(object, k=5, anonymous=False): return __top5_recommended(object, k=5, element='category', anonymous=False) @metric("The Top 5 recommended scientific domains according to recommendations\ entries") -@pass_top5_error +@pass_on_error def top5_scientific_domains_recommended(object, k=5, anonymous=False): return __top5_recommended(object, k=5, element='scientific_domain', anonymous=False) @@ -1344,14 +1339,14 @@ def top5_scientific_domains_recommended(object, k=5, anonymous=False): @metric("The Top 5 ordered categories according to recommendations entries" ) -@pass_top5_error +@pass_on_error def top5_categories_ordered(object, k=5, anonymous=False): return __top5_ordered(object, k=5, element='category', anonymous=False) @metric("The Top 5 ordered scientific domains according to recommendations\ entries") -@pass_top5_error +@pass_on_error def top5_scientific_domains_ordered(object, k=5, anonymous=False): return __top5_ordered(object, k=5, element='scientific_domain', anonymous=False) diff --git a/rsmetrics.py b/rsmetrics.py index 62a64e7..6abf975 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -511,6 +511,7 @@ class GetCatalogArgs: output["provider"] = args.provider output["schema"] = run.schema output["name"] = args.provider + " - " + run.schema +output["errors"] = run.errors # this line is necessary in order to store the output to MongoDB jsonstr = json.dumps(output, indent=4) From 5e8327615af884e470247b6967d17d8fdf80d754 Mon Sep 17 00:00:00 2001 From: nikosT Date: Tue, 12 Sep 2023 16:05:41 +0300 Subject: [PATCH 02/31] REC-266 Keep one provider per resource item --- get_catalog.py | 29 +++++++++++++++-------------- rsmetrics.py | 6 +++--- 2 files changed, 18 insertions(+), 17 deletions(-) diff --git a/get_catalog.py b/get_catalog.py index f03532d..80593ec 100755 --- a/get_catalog.py +++ b/get_catalog.py @@ -22,7 +22,7 @@ def prep_url(category, item): return "search/result" -def get_items_from_search(endpoint_url, category, providers=[], batch=100, +def get_items_from_search(endpoint_url, category, provider, batch=100, limit=-1): """Given an eosc search service endpoint url and an item category and batch number the function tries to call iteratively the json endpoint and @@ -32,7 +32,7 @@ def get_items_from_search(endpoint_url, category, providers=[], batch=100, Args: endpoint (string): A valid EOSC search endpoint category (string): A category item name (e.g. service, traning) - providers (string): A list of providers handling the items + provider (string): A provider handling the items batch (int): number of how many items to iterate. Max = 100 @@ -93,8 +93,7 @@ def get_items_from_search(endpoint_url, category, providers=[], batch=100, "ingestion": "batch" } - if providers: - result["provider"] = providers + result["provider"] = provider if "scientific_domains" in item: result["scientific_domain"] = item["scientific_domains"] @@ -140,7 +139,7 @@ def output_items_to_csv(items, output): writer.writerows(csv_friendly_list) -def ouput_items_to_mongo(items, mongo_uri, category, providers, +def ouput_items_to_mongo(items, mongo_uri, category, provider, clear_prev=True): """Gets a list of items and stores them to a mongodb database under collection: resources @@ -150,7 +149,7 @@ def ouput_items_to_mongo(items, mongo_uri, category, providers, mongo_uri (string): the mongodb service uri containing the database host and the database name category: the category of items to be stored - providers: the providers of that are handling the items + provider: the provider of that is handling the items clear_prev (boolean): clear previous results Returns: @@ -176,7 +175,7 @@ def ouput_items_to_mongo(items, mongo_uri, category, providers, if clear_prev: result_del = col.delete_many( { - "provider": {"$in": providers}, + "provider": provider, "type": category, "ingestion": "batch", } @@ -193,7 +192,9 @@ def ouput_items_to_mongo(items, mongo_uri, category, providers, # Main logic def main(args=None): - providers = args.providers.split(",") + if ',' in args.provider: + print("Only one provider is accepted per request") + raise # begin collecting items from url per batch number print("Connecting to: {}... and retrieving {} items".format( @@ -201,7 +202,7 @@ def main(args=None): )) items = get_items_from_search( - args.url, args.category, providers, int(args.batch), int(args.limit) + args.url, args.category, args.provider, int(args.batch), int(args.limit) ) # output to csv on if argument given if args.output: @@ -212,7 +213,7 @@ def main(args=None): if args.datastore: result_num, result_clear = ouput_items_to_mongo( - items, args.datastore, args.category, providers + items, args.datastore, args.category, args.provider ) # if previous items have been cleared display message @@ -279,11 +280,11 @@ def main(args=None): ) parser.add_argument( "-p", - "--providers", + "--provider", metavar="STRING", - help="Designate which providers handle the items (comma-separated)", - required=False, - dest="providers", + help="Designate which provider handles the items", + required=True, + dest="provider", default="", ) parser.add_argument( diff --git a/rsmetrics.py b/rsmetrics.py index 6abf975..2fd8d0f 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -157,10 +157,10 @@ class GetCatalogArgs: _args.limit = -1 _args.datastore = config["datastore"] _args.url = config['service']['service_list_url'] - _args.providers = args.provider + _args.provider = args.provider try: - for cat in config['service']['category'][_args.providers]: + for cat in config['service']['category'][_args.provider]: _args.category = cat get_catalog.main(_args) except Exception as e: @@ -328,7 +328,7 @@ class GetCatalogArgs: run.items = pd.DataFrame( list(rsmetrics_db["resources"].find({ "$and": [ - {"provider": {"$in": [args.provider]}}, + {"provider": args.provider}, {"$or": [{"created_on": {"$lte": args.endtime}}, {"created_on": None}]}, {"$or": [{"deleted_on": {"$gte": args.starttime}}, From 298215c17aafac7ad723611e33f38c19c395b600 Mon Sep 17 00:00:00 2001 From: Konstantinos Kagkelidis Date: Tue, 12 Sep 2023 19:19:27 +0300 Subject: [PATCH 03/31] REC-272 Update UI to display warnings on calculation errors --- config.yaml | 2 +- webservice/app.py | 12 +- webservice/rseval-ui/.gitignore | 23 - webservice/rseval-ui/README.md | 70 - webservice/rseval-ui/package-lock.json | 29266 ------------------ webservice/rseval-ui/package.json | 39 - webservice/rseval-ui/public/favicon.ico | Bin 285478 -> 0 bytes webservice/rseval-ui/public/index.html | 43 - webservice/rseval-ui/public/manifest.json | 15 - webservice/rseval-ui/public/robots.txt | 3 - webservice/rseval-ui/src/App.css | 58 - webservice/rseval-ui/src/App.js | 74 - webservice/rseval-ui/src/App.test.js | 8 - webservice/rseval-ui/src/grnet.png | Bin 14564 -> 0 bytes webservice/rseval-ui/src/index.css | 13 - webservice/rseval-ui/src/index.js | 20 - webservice/rseval-ui/src/reportWebVitals.js | 13 - webservice/rseval-ui/src/setupTests.js | 5 - webservice/static/main.css | 12 + webservice/templates/graphs.html | 21 + webservice/templates/kpis.html | 55 +- webservice/templates/rsmetrics.html | 120 +- 22 files changed, 188 insertions(+), 29684 deletions(-) delete mode 100644 webservice/rseval-ui/.gitignore delete mode 100644 webservice/rseval-ui/README.md delete mode 100644 webservice/rseval-ui/package-lock.json delete mode 100644 webservice/rseval-ui/package.json delete mode 100644 webservice/rseval-ui/public/favicon.ico delete mode 100644 webservice/rseval-ui/public/index.html delete mode 100644 webservice/rseval-ui/public/manifest.json delete mode 100644 webservice/rseval-ui/public/robots.txt delete mode 100644 webservice/rseval-ui/src/App.css delete mode 100644 webservice/rseval-ui/src/App.js delete mode 100644 webservice/rseval-ui/src/App.test.js delete mode 100644 webservice/rseval-ui/src/grnet.png delete mode 100644 webservice/rseval-ui/src/index.css delete mode 100644 webservice/rseval-ui/src/index.js delete mode 100644 webservice/rseval-ui/src/reportWebVitals.js delete mode 100644 webservice/rseval-ui/src/setupTests.js diff --git a/config.yaml b/config.yaml index 69461f0..fd7525d 100644 --- a/config.yaml +++ b/config.yaml @@ -17,7 +17,7 @@ service: # Use the EOSC-Marketplace webpage # to retrieve resources and associate the page_id and the service_id store: './page_map' # or null - service_list_url: 'https://localhost/replace/with/remote/example' + service_list_url: 'https://search.marketplace.eosc-portal.eu/api/web/search-results' # if true it keeps only published, otherwise all # this has an effect in exporting when from is set to 'source' # and also in metrics calculations where service is considered diff --git a/webservice/app.py b/webservice/app.py index 9a28d9d..8280040 100644 --- a/webservice/app.py +++ b/webservice/app.py @@ -165,7 +165,9 @@ def html_metrics(report_name): for metric_name in metrics_needed: result[metric_name] = get_metric(report_name, metric_name).get_json() - result["timestamp"] = get_api_index(report_name).get_json()["timestamp"] + data = get_api_index(report_name).get_json() + result["timestamp"] = data.get("timestamp") + result["errors"] = data.get("errors") result["report"] = report_name result["reports"] = reports result["sidebar_info"] = app.sidebar_info @@ -201,7 +203,9 @@ def html_kpis(report_name): for metric_name in metrics_needed: result[metric_name] = get_metric(report_name, metric_name).get_json() - result["timestamp"] = get_api_index(report_name).get_json()["timestamp"] + data = get_api_index(report_name).get_json() + result["timestamp"] = data.get("timestamp") + result["errors"] = data.get("errors") result["sidebar_info"] = app.sidebar_info result["report"] = report_name result["reports"] = reports @@ -224,7 +228,9 @@ def html_graphs(report_name): for stat_name in stats_needed: result[stat_name] = get_statistic(report_name, stat_name).get_json() - result["timestamp"] = get_api_index(report_name).get_json()["timestamp"] + data = get_api_index(report_name).get_json() + result["timestamp"] = data.get("timestamp") + result["errors"] = data.get("errors") result["sidebar_info"] = app.sidebar_info result["report"] = report_name result["reports"] = reports diff --git a/webservice/rseval-ui/.gitignore b/webservice/rseval-ui/.gitignore deleted file mode 100644 index 4d29575..0000000 --- a/webservice/rseval-ui/.gitignore +++ /dev/null @@ -1,23 +0,0 @@ -# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. - -# dependencies -/node_modules -/.pnp -.pnp.js - -# testing -/coverage - -# production -/build - -# misc -.DS_Store -.env.local -.env.development.local -.env.test.local -.env.production.local - -npm-debug.log* -yarn-debug.log* -yarn-error.log* diff --git a/webservice/rseval-ui/README.md b/webservice/rseval-ui/README.md deleted file mode 100644 index 58beeac..0000000 --- a/webservice/rseval-ui/README.md +++ /dev/null @@ -1,70 +0,0 @@ -# Getting Started with Create React App - -This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app). - -## Available Scripts - -In the project directory, you can run: - -### `npm start` - -Runs the app in the development mode.\ -Open [http://localhost:3000](http://localhost:3000) to view it in your browser. - -The page will reload when you make changes.\ -You may also see any lint errors in the console. - -### `npm test` - -Launches the test runner in the interactive watch mode.\ -See the section about [running tests](https://facebook.github.io/create-react-app/docs/running-tests) for more information. - -### `npm run build` - -Builds the app for production to the `build` folder.\ -It correctly bundles React in production mode and optimizes the build for the best performance. - -The build is minified and the filenames include the hashes.\ -Your app is ready to be deployed! - -See the section about [deployment](https://facebook.github.io/create-react-app/docs/deployment) for more information. - -### `npm run eject` - -**Note: this is a one-way operation. Once you `eject`, you can't go back!** - -If you aren't satisfied with the build tool and configuration choices, you can `eject` at any time. This command will remove the single build dependency from your project. - -Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except `eject` will still work, but they will point to the copied scripts so you can tweak them. At this point you're on your own. - -You don't have to ever use `eject`. The curated feature set is suitable for small and middle deployments, and you shouldn't feel obligated to use this feature. However we understand that this tool wouldn't be useful if you couldn't customize it when you are ready for it. - -## Learn More - -You can learn more in the [Create React App documentation](https://facebook.github.io/create-react-app/docs/getting-started). - -To learn React, check out the [React documentation](https://reactjs.org/). - -### Code Splitting - -This section has moved here: [https://facebook.github.io/create-react-app/docs/code-splitting](https://facebook.github.io/create-react-app/docs/code-splitting) - -### Analyzing the Bundle Size - -This section has moved here: [https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size](https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size) - -### Making a Progressive Web App - -This section has moved here: [https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app](https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app) - -### Advanced Configuration - -This section has moved here: [https://facebook.github.io/create-react-app/docs/advanced-configuration](https://facebook.github.io/create-react-app/docs/advanced-configuration) - -### Deployment - -This section has moved here: [https://facebook.github.io/create-react-app/docs/deployment](https://facebook.github.io/create-react-app/docs/deployment) - -### `npm run build` fails to minify - -This section has moved here: [https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify](https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify) diff --git a/webservice/rseval-ui/package-lock.json b/webservice/rseval-ui/package-lock.json deleted file mode 100644 index 6412e70..0000000 --- a/webservice/rseval-ui/package-lock.json +++ /dev/null @@ -1,29266 +0,0 @@ -{ - "name": "rseval-ui", - "version": "0.1.0", - "lockfileVersion": 2, - "requires": true, - "packages": { - "": { - "name": "rseval-ui", - "version": "0.1.0", - "dependencies": { - "@testing-library/jest-dom": "^5.16.5", - "@testing-library/react": "^13.4.0", - "@testing-library/user-event": "^13.5.0", - "react": "^18.2.0", - "react-dom": "^18.2.0", - 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6c18e51..0000000 --- a/webservice/rseval-ui/public/index.html +++ /dev/null @@ -1,43 +0,0 @@ - - - - - - - - - - - - - RS Metrics Dashboard - - - -
- - - diff --git a/webservice/rseval-ui/public/manifest.json b/webservice/rseval-ui/public/manifest.json deleted file mode 100644 index 1f2f141..0000000 --- a/webservice/rseval-ui/public/manifest.json +++ /dev/null @@ -1,15 +0,0 @@ -{ - "short_name": "React App", - "name": "Create React App Sample", - "icons": [ - { - "src": "favicon.ico", - "sizes": "64x64 32x32 24x24 16x16", - "type": "image/x-icon" - } - ], - "start_url": ".", - "display": "standalone", - "theme_color": "#000000", - "background_color": "#ffffff" -} diff --git a/webservice/rseval-ui/public/robots.txt b/webservice/rseval-ui/public/robots.txt deleted file mode 100644 index e9e57dc..0000000 --- a/webservice/rseval-ui/public/robots.txt +++ /dev/null @@ -1,3 +0,0 @@ -# https://www.robotstxt.org/robotstxt.html -User-agent: * -Disallow: diff --git a/webservice/rseval-ui/src/App.css b/webservice/rseval-ui/src/App.css deleted file mode 100644 index 11d99f3..0000000 --- a/webservice/rseval-ui/src/App.css +++ /dev/null @@ -1,58 +0,0 @@ -.wrapper { - display: flex; -} - -.logo { - width:76px; - padding: 0.5rem 1rem; -} - -aside { - min-width: 10em; - border-right: 1px solid grey; - padding: 0px 0px; - display: flex; - flex-direction: column; -} - -main { - width: 80%; - padding: 0px 20px; - min-height: 100vh; -} - -aside h2{ - padding: 0 1rem; -} - -nav { - flex-grow: 1; -} - -nav span { - padding: 0.5rem 1rem; - font-size:0.6rem; - font-weight:bold; -} - -nav ul { - list-style-type: none; - padding: 0; - margin: 0; -} - -nav a { - text-decoration: none; - font-size: 0.8rem; - display: block; - padding: 0.5rem 1.5rem; - color: black; -} - -nav a:focus { - color: black; -} - -nav a:hover { - color: #444444; -} \ No newline at end of file diff --git a/webservice/rseval-ui/src/App.js b/webservice/rseval-ui/src/App.js deleted file mode 100644 index 9a06469..0000000 --- a/webservice/rseval-ui/src/App.js +++ /dev/null @@ -1,74 +0,0 @@ -import './App.css'; -import logo from './grnet.png'; -import * as React from 'react'; -import { Routes, Route, Outlet, NavLink } from 'react-router-dom'; - - -const App = () => { - return ( - - }> - } /> - } /> - } /> - {/* TODO: Add dynamic routes for documentation views */} - - - ); -}; - -const Layout = () => { - - - return ( - <> -
- -
- -
-
- - ); -}; - -// This is the main metrics view component - can be extended to its own file -function Metrics() { - return ( - <> -

Metrics

- - ); -}; - -// This is the KPIS view component - can be extended to its own file -function KPIS() { - return ( - <> -

KPIs

- - ); -}; - -// This is the Graphs view component - can be extended to its own file -function Graphs() { - return ( - <> -

Graphs

- - ); -}; - -// TODO: Add component to generate dynamic views for metrics documentation -export default App; \ No newline at end of file diff --git a/webservice/rseval-ui/src/App.test.js b/webservice/rseval-ui/src/App.test.js deleted file mode 100644 index 1f03afe..0000000 --- a/webservice/rseval-ui/src/App.test.js +++ /dev/null @@ -1,8 +0,0 @@ -import { render, screen } from '@testing-library/react'; -import App from './App'; - -test('renders learn react link', () => { - render(); - const linkElement = screen.getByText(/learn react/i); - expect(linkElement).toBeInTheDocument(); -}); diff --git a/webservice/rseval-ui/src/grnet.png b/webservice/rseval-ui/src/grnet.png deleted file mode 100644 index 97691f72721b1aba945fc65c5b793bff2e7e154d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 14564 zcmeIYbyS>9_AUJ2?(U5R3GPngZh-*7t%1gaOK=GuoZwDy*Wj)pxCRdvflSfzq`0oa2D~4eSJ@1z34Go(7dkZ=8Lqvj<>GWx&D2xL5%%&^}#t8r%1C!BXa7Q 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Sans', 'Helvetica Neue', - sans-serif; - -webkit-font-smoothing: antialiased; - -moz-osx-font-smoothing: grayscale; -} - -code { - font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New', - monospace; -} diff --git a/webservice/rseval-ui/src/index.js b/webservice/rseval-ui/src/index.js deleted file mode 100644 index d740e98..0000000 --- a/webservice/rseval-ui/src/index.js +++ /dev/null @@ -1,20 +0,0 @@ -import React from 'react'; -import ReactDOM from 'react-dom/client'; -import './index.css'; -import App from './App'; -import reportWebVitals from './reportWebVitals'; -import { BrowserRouter as Router } from "react-router-dom"; - -const root = ReactDOM.createRoot(document.getElementById('root')); -root.render( - - - - - -); - -// If you want to start measuring performance in your app, pass a function -// to log results (for example: reportWebVitals(console.log)) -// or send to an analytics endpoint. Learn more: https://bit.ly/CRA-vitals -reportWebVitals(); diff --git a/webservice/rseval-ui/src/reportWebVitals.js b/webservice/rseval-ui/src/reportWebVitals.js deleted file mode 100644 index 5253d3a..0000000 --- a/webservice/rseval-ui/src/reportWebVitals.js +++ /dev/null @@ -1,13 +0,0 @@ -const reportWebVitals = onPerfEntry => { - if (onPerfEntry && onPerfEntry instanceof Function) { - import('web-vitals').then(({ getCLS, getFID, getFCP, getLCP, getTTFB }) => { - getCLS(onPerfEntry); - getFID(onPerfEntry); - getFCP(onPerfEntry); - getLCP(onPerfEntry); - getTTFB(onPerfEntry); - }); - } -}; - -export default reportWebVitals; diff --git a/webservice/rseval-ui/src/setupTests.js b/webservice/rseval-ui/src/setupTests.js deleted file mode 100644 index 8f2609b..0000000 --- a/webservice/rseval-ui/src/setupTests.js +++ /dev/null @@ -1,5 +0,0 @@ -// jest-dom adds custom jest matchers for asserting on DOM nodes. -// allows you to do things like: -// expect(element).toHaveTextContent(/react/i) -// learn more: https://github.com/testing-library/jest-dom -import '@testing-library/jest-dom'; diff --git a/webservice/static/main.css b/webservice/static/main.css index efbd2fa..952f616 100644 --- a/webservice/static/main.css +++ b/webservice/static/main.css @@ -130,6 +130,18 @@ h1, .h1 { } } +.error{ + display: block; + margin:0.6rem; + text-align:center; + padding: 0.6rem; + color: white; + background-color: #d92550; + border-radius:0.2rem; + font-size: small; + font-weight: normal; +} + h2, .h2 { font-size: calc(1.301rem + 0.612vw); } diff --git a/webservice/templates/graphs.html b/webservice/templates/graphs.html index 8848c04..ffa256c 100644 --- a/webservice/templates/graphs.html +++ b/webservice/templates/graphs.html @@ -291,6 +291,15 @@
{{timestamp_data[0]}}
+ + {% if data.errors and data.errors|length > 0 %} +
Issues ({{data.errors|length}})
+ {%endif%} @@ -307,6 +316,7 @@ function txData(response){ // json response holds data in the "value" field as a nested array data = response.value + // prepare the two arrays of labels and values that will be used for charting labels = [] values = [] @@ -323,9 +333,20 @@ return [labels,values] } + + + // having the api data render a timeseries barchart in the specific divName div, using the specific color function renderTimeseries(data,divName,color) { + + + // check if null data so render a warning instead + if (data.value === null) { + document.getElementById(divName).innerHTML = '⚠️ Calculation Issue'; + return; + } + // get the two arrays from transforming the data let [labels, values] = txData(data) diff --git a/webservice/templates/kpis.html b/webservice/templates/kpis.html index 4974502..c821940 100644 --- a/webservice/templates/kpis.html +++ b/webservice/templates/kpis.html @@ -235,7 +235,12 @@

Click-Through Rate
- {{data.click_through_rate.value}}
+ {% if data.click_through_rate.value== None %} + ⚠️ Calculation Issue + {% else %} + {{data.click_through_rate.value}} + {%endif%} +
@@ -264,7 +269,12 @@

Hit Rate that is also a personal recommendation)
-
{{data.hit_rate.value}} +
+ {% if data.hit_rate.value == None %} + ⚠️ Calculation Issue + {% else %} + {{data.hit_rate.value}} + {%endif%}
@@ -281,7 +291,9 @@

Hit Rate
Top 5 recommended items

- + {% if data.top5_items_recommended.value == None %} + ⚠️ Calculation Issue + {% else %} {% for item in data.top5_items_recommended.value %}

@@ -324,6 +336,7 @@
/{{item.recommendations.of_total}}
{%endfor%} + {%endif%}

@@ -337,7 +350,9 @@
/{{item.recommendations.of_total}}
Top 5 ordered items

- + {% if data.top5_items_ordered.value == None %} + ⚠️ Calculation Issue + {% else %} {% for item in data.top5_items_ordered.value %}

@@ -379,6 +394,7 @@
/{{item.orders.of_total}}
{%endfor%} + {%endif%}

@@ -395,7 +411,9 @@
/{{item.orders.of_total}}
Top 5 recommended categories

- + {% if data.top5_categories_recommended.value == None %} + ⚠️ Calculation Issue + {% else %} {% for item in data.top5_categories_recommended.value %}

@@ -438,6 +456,7 @@
/{{item.recommendations.of_total}}
{%endfor%} + {%endif%}

@@ -451,7 +470,9 @@
/{{item.recommendations.of_total}}
Top 5 ordered categories

- + {% if data.top5_categories_ordered.value == None %} + ⚠️ Calculation Issue + {% else %} {% for item in data.top5_categories_ordered.value %}

@@ -493,6 +514,7 @@
/{{item.orders.of_total}}
{%endfor%} + {%endif%}

@@ -509,8 +531,10 @@
/{{item.orders.of_total}}
Top 5 recommended scientific domains

- - {% for item in data.top5_scientific_domains_recommended.value %} + {% if data.top5_scientific_domains_recommended.value == None %} + ⚠️ Calculation Issue + {% else %} + {% for item in data.top5_scientific_domains_recommended.value %}

@@ -552,6 +576,7 @@
/{{item.recommendations.of_total}}
{%endfor%} + {%endif%}

@@ -565,7 +590,9 @@
/{{item.recommendations.of_total}}
Top 5 ordered scientific domains

- + {% if data.top5_scientific_domains_ordered.value == None %} + ⚠️ Calculation Issue + {% else %} {% for item in data.top5_scientific_domains_ordered.value %}

@@ -607,6 +634,7 @@
/{{item.orders.of_total}}
{%endfor%} + {%endif%}

@@ -646,6 +674,15 @@
/{{item.orders.of_total}}
{{timestamp_data[0]}}
+ + {% if data.errors and data.errors|length > 0 %} +
Issues ({{data.errors|length}})
+ {%endif%}
diff --git a/webservice/templates/rsmetrics.html b/webservice/templates/rsmetrics.html index 2d6322e..811eebc 100644 --- a/webservice/templates/rsmetrics.html +++ b/webservice/templates/rsmetrics.html @@ -229,8 +229,12 @@
{{data.registered_users.doc}}
-
{{data.registered_users.value}} -
+ {% if data.registered_users.value == None %} + ⚠️ Calculation Issue + {% else %} +
{{data.registered_users.value}} +
+ {%endif%}
@@ -245,8 +249,12 @@
{{data.anonymous_users.doc}}
-
{{data.anonymous_users.value}} -
+ {% if data.anonymous_users.value == None %} + ⚠️ Calculation Issue + {% else %} +
{{data.anonymous_users.value}} +
+ {%endif%}
@@ -261,8 +269,12 @@
{{data['items'].doc}}
-
{{data['items'].value}} -
+ {% if data['items'].value == None %} + ⚠️ Calculation Issue + {% else %} +
{{data['items'].value}} +
+ {%endif%}
@@ -278,8 +290,12 @@
+ {% if data.recommended_items.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.recommended_items.value}}
+ {% endif %}
@@ -301,8 +317,12 @@
-
User Actions {{data.user_actions.value}} +
User Actions + {% if data.user_actions.value == None %} + ⚠️ Calculation Issue + {% else %} + {{data.user_actions.value}} + {%endif%}
@@ -317,13 +337,18 @@
by Registered Users
-
- {{data.user_actions_registered.value}}
+ {% if data.user_actions.value == None %} + ⚠️ Calculation Issue + {% else %} +
+ {{data.user_actions_registered.value}}
+ {%endif%}
+ {% if data.user_actions_registered_perc.value %}
({{data.user_actions_registered_perc.value}}%)
- + {%endif%} @@ -335,13 +360,18 @@
by Anonymous Users
-
- {{data.user_actions_anonymous.value}}
+ {% if data.user_actions_anonymous.value == None %} + ⚠️ Calculation Issue + {% else %} +
+ {{data.user_actions_anonymous.value}}
+ {%endif%}
+ {% if data.user_actions_anonymous_perc.value %}
({{data.user_actions_anonymous_perc.value}}%)
- + {%endif%} @@ -362,8 +392,12 @@
Items Viewed - {{data.item_views.value}} + {% if data.item_views.value == None %} + ⚠️ Calculation Issue + {% else %} + {{data.item_views.value}} + {%endif%}
@@ -378,12 +412,18 @@
by Registered Users
-
- {{data.item_views_registered.value}}
+ {% if data.item_views_registered.value == None %} + ⚠️ Calculation Issue + {% else %} +
+ {{data.item_views_registered.value}}
+ {%endif%}
+ {% if data.item_views_registered_perc.value %}
({{data.item_views_registered_perc.value}}%)
+ {%endif%} @@ -395,12 +435,18 @@
by Anonymous Users
-
- {{data.item_views_anonymous.value}}
+ {% if data.item_views_registered.value == None %} + ⚠️ Calculation Issue + {% else %} +
+ {{data.item_views_anonymous.value}}
+ {%endif%}
+ {% if data.item_views_anonymous_perc.value %}
({{data.item_views_anonymous_perc.value}}%)
+ {%endif%} @@ -450,8 +496,12 @@

User Coverage
+ {% if data.user_coverage.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.user_coverage.value}}%
+ {%endif%}
@@ -490,8 +540,12 @@

Catalog Coverage
+ {% if data.catalog_coverage.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.catalog_coverage.value}}%
+ {%endif%}
@@ -532,10 +586,13 @@

Diversity (Gini Index)
+ {% if data.diversity_gini.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.diversity_gini.value}} -
+ {%endif%}
@@ -583,7 +640,11 @@

Diversity (Sh. Entropy)
+ {% if data.diversity.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.diversity.value}}
+ {%endif%}
@@ -624,8 +685,12 @@

Novelty
+ {% if data.novelty.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.novelty.value}}
+ {%endif%}
@@ -666,8 +731,12 @@

Accuracy
+ {% if data.accuracy.value == None %} + ⚠️ Calculation Issue + {% else %}
{{data.accuracy.value}}
+ {%endif%}
@@ -709,6 +778,15 @@

Accuracy
{{timestamp_data[0]}}
+ + {% if data.errors and data.errors|length > 0 %} +
Issues ({{data.errors|length}})
+ {%endif%} From 86f8d69333eda43f509de52cb9b61235172eb34f Mon Sep 17 00:00:00 2001 From: Konstantinos Kagkelidis Date: Tue, 19 Sep 2023 12:16:58 +0300 Subject: [PATCH 04/31] REC-175 Update get_catalog to use exact query parameter for marketplace search api --- get_catalog.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/get_catalog.py b/get_catalog.py index 80593ec..5b96e07 100755 --- a/get_catalog.py +++ b/get_catalog.py @@ -64,7 +64,7 @@ def get_items_from_search(endpoint_url, category, provider, batch=100, cursor = "" while True: - url = "{}?rows={}&collection={}&q=*&qf=title".format( + url = "{}?rows={}&collection={}&q=*&qf=title&exact=false".format( endpoint_url, batch, category ) From 208415699198f393e4bbc5baf50de64c6e3f9fce Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Wed, 20 Sep 2023 13:07:29 +0300 Subject: [PATCH 05/31] REC-277 convert np.nan to None types --- rsmetrics.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/rsmetrics.py b/rsmetrics.py index 2fd8d0f..14a19f7 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -7,6 +7,7 @@ import pymongo from datetime import datetime import pandas as pd +import numpy as np from inspect import getmembers, isfunction from pymongoarrow.api import find_pandas_all, aggregate_pandas_all import logging @@ -227,6 +228,11 @@ class GetCatalogArgs: rsmetrics_db["user_actions"], match_ua ).iloc[:, 1:] +# it seems that pymongoarrow returns pandas dataframe with +# convert_dtypes=True, therefore None values are treated as np.nan +# keep only None for further processing +run.user_actions_all = run.user_actions_all.replace(np.nan, None) + for _col_id in ['aai_uid', 'user_id', 'source_resource_id', 'target_resource_id']: if _col_id not in run.user_actions_all.columns: @@ -290,6 +296,11 @@ class GetCatalogArgs: {"$unwind": "$resource_ids"}], ).iloc[:, 1:] +# it seems that pymongoarrow returns pandas dataframe with +# convert_dtypes=True, therefore None values are treated as np.nan +# keep only None for further processing +run.recommendations = run.recommendations.replace(np.nan, None) + run.recommendations.rename(columns={'resource_ids': 'resource_id'}, inplace=True) From 6b4c76c8f41642fee2c4ee1ce176a8aeab5057ee Mon Sep 17 00:00:00 2001 From: Konstantinos Kagkelidis Date: Wed, 20 Sep 2023 14:09:12 +0300 Subject: [PATCH 06/31] REC-279 Update healthcheck to include recommendations stream check --- webservice/.env | 1 + webservice/app.py | 13 +++++++++++++ 2 files changed, 14 insertions(+) diff --git a/webservice/.env b/webservice/.env index 57fe0ad..ce4f44a 100644 --- a/webservice/.env +++ b/webservice/.env @@ -2,4 +2,5 @@ RSEVAL_MONGO_URI=mongodb://localhost:27017/rsmetrics RSEVAL_METRIC_DESC_DIR=../metric_descriptions RSEVAL_SUPERVISOR_RPC_SERVER=http://localhost:9001/RPC2 RSEVAL_STREAM_USER_ACTIONS_JOBNAME=stream-user-actions +RSEVAL_STREAM_RECOMMENDATIONS_JOBNAME=stream-recommendations RSEVAL_STREAM_MP_DB_EVENTS_JOBNAME=stream-mp-db-events diff --git a/webservice/app.py b/webservice/app.py index 8280040..8297af9 100644 --- a/webservice/app.py +++ b/webservice/app.py @@ -19,6 +19,9 @@ app.config["RSEVAL_STREAM_USER_ACTIONS_JOBNAME"] = os.environ.get( "RSEVAL_STREAM_USER_ACTIONS_JOBNAME" ) +app.config["RSEVAL_STREAM_RECOMMENDATIONS_JOBNAME"] = os.environ.get( + "RSEVAL_STREAM_RECOMMENDATIONS_JOBNAME" +) app.config["RSEVAL_STREAM_MP_DB_EVENTS_JOBNAME"] = os.environ.get( "RSEVAL_STREAM_MP_DB_EVENTS_JOBNAME" ) @@ -343,6 +346,7 @@ def print_status(value): stream_status = 0 stream_ua = 0 stream_mpdb = 0 + stream_rec = 0 # check mongo connectivity with a sensible timeout of 3sec mongo_check = PyMongo( @@ -367,6 +371,12 @@ def print_status(value): if job_ua_info["statename"] == "RUNNING": stream_ua = 1 + job_rec_info = rpc_srv.supervisor.getProcessInfo( + app.config["RSEVAL_STREAM_RECOMMENDATIONS_JOBNAME"] + ) + if job_rec_info["statename"] == "RUNNING": + stream_rec = 1 + job_mpdb_info = rpc_srv.supervisor.getProcessInfo( app.config["RSEVAL_STREAM_MP_DB_EVENTS_JOBNAME"] ) @@ -395,6 +405,9 @@ def print_status(value): "RS_streaming_user_actions": { "status": print_status(stream_ua) }, + "RS_streaming_recommendations": { + "status": print_status(stream_rec) + }, "RS_streaming_mp_events": { "status": print_status(stream_mpdb) } From 550fcba06625182946d29e6da0c6252e4230027b Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Tue, 26 Sep 2023 13:07:30 +0300 Subject: [PATCH 07/31] Add badge in README --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index 936a184..832d741 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,8 @@ # Recommender Metrics Framework A framework for generating statistics, metrics, KPIs, and graphs for Recommender Systems + + +

From a9dd078505a6dc8b9e5636b5580892d3b0e4f7d2 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Thu, 5 Oct 2023 11:11:34 +0300 Subject: [PATCH 08/31] Update urllib version based on alert --- environment.yml | 2 +- requirements.txt | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/environment.yml b/environment.yml index fe62bd9..7f22690 100644 --- a/environment.yml +++ b/environment.yml @@ -51,7 +51,7 @@ dependencies: - six==1.16.0 - soupsieve==2.3.2 - stomp-py==8.1.0 - - urllib3==1.26.9 + - urllib3==1.26.17 - websocket-client==1.4.2 - werkzeug==2.2.3 - zipp==3.8.0 diff --git a/requirements.txt b/requirements.txt index 3fe1ca7..2a93dc1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -24,7 +24,7 @@ six==1.16.0 soupsieve==2.3.2 stomp.py==8.1.0 surprise==0.1 -urllib3==1.26.9 +urllib3==1.26.17 Werkzeug==2.2.3 zipp==3.8.0 flask-pymongo==2.3.0 From f531b0cf8202366a3f3f46a30c9a89f371285fa6 Mon Sep 17 00:00:00 2001 From: nikosT Date: Thu, 12 Oct 2023 19:07:17 +0300 Subject: [PATCH 09/31] REC-242 Users are not longer retrieved. Users are generated based on user actions --- rs-stream.py | 48 +----------------------------------------------- 1 file changed, 1 insertion(+), 47 deletions(-) diff --git a/rs-stream.py b/rs-stream.py index addd483..1e08e71 100755 --- a/rs-stream.py +++ b/rs-stream.py @@ -125,54 +125,8 @@ def on_message(self, frame): # process the message message = json.loads(frame.body) - # Handle user and update users collection - if message['model'] == 'User': - # retrieve user id - user = int(message['record']['id']) - - # Update user info - # if user is deleted, update entry as in update, - # but also set deleted_on with timestamp - if message['cud'] == 'update' or message['cud'] == 'delete': - record = {'accessed_resources': - sorted(set( - message['record']["accessed_services"])), - 'deleted_on': datetime.fromisoformat( - message['timestamp'].replace('Z', '+00:00')) - if message['cud'] == 'delete' else None, - 'ingestion': 'stream'} - - # a connection has already been established at main - result = rsmetrics_db['users'].update_one({'id': user}, - {'$set': record}) - if result.matched_count == 1: - logging.info("The user {} was successfully {}d".format( - user, message['cud'])) - - # Create user record - elif message['cud'] == 'create': - record = {'id': user, - 'accessed_resources': sorted(set( - message['record']["accessed_services"])), - 'created_on': datetime.fromisoformat( - message['timestamp'].replace('Z', '+00:00')), - 'deleted_on': None, - 'ingestion': 'stream'} - - # a connection has already been established at main - result = rsmetrics_db['users'].insert_one(record) - if result.acknowledged == 1: - logging.info("The user {} was successfully \ - created".format(user)) - - else: - logging.info("Unknown Type of resource's state") - - # add user info to streaming collection too - rsmetrics_db['user_events_streaming'].insert_one(message) - # Handle resource and update resources collection - elif message['model'] == 'Service': + if message['model'] == 'Service': # retrieve resource id resource = int(message['record']['id']) From f33d8a5da7a6aacfef0e23f58a783cea5c5e0dea Mon Sep 17 00:00:00 2001 From: nikosT Date: Sat, 14 Oct 2023 14:25:53 +0300 Subject: [PATCH 10/31] Typo in item views definition --- webservice/templates/rsmetrics.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/webservice/templates/rsmetrics.html b/webservice/templates/rsmetrics.html index 811eebc..3bc1c10 100644 --- a/webservice/templates/rsmetrics.html +++ b/webservice/templates/rsmetrics.html @@ -391,7 +391,7 @@

-
Items Viewed +
Item Views {% if data.item_views.value == None %} ⚠️ Calculation Issue {% else %} From a564aa024029779c21a7b4d8306afd65ec667bbd Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Fri, 6 Oct 2023 03:29:39 +0300 Subject: [PATCH 11/31] REC-264 Convert top5 ordered to top5 viewed, fix in item views and novelty --- metrics.py | 140 +++++++++++++++++---------------- rsmetrics.py | 40 +++++++--- webservice/app.py | 6 +- webservice/templates/kpis.html | 24 +++--- 4 files changed, 116 insertions(+), 94 deletions(-) diff --git a/metrics.py b/metrics.py index 3072ec9..f0570e1 100644 --- a/metrics.py +++ b/metrics.py @@ -220,7 +220,12 @@ def item_views(object): # if the main page of the source and target paths are the same # then remove it because it's a walk around the service # items apart from services have not walk around implementations - _df = object.user_actions.copy() + + _df = object.user_actions[ + (object.user_actions["target_resource_id"] != -1) + & (object.user_actions["target_resource_id"] != '-1') + & (object.user_actions["target_resource_id"] is not None) + ].copy() if object.schema == 'legacy': pattern = r"/services/([^/]+)/" @@ -251,7 +256,11 @@ def item_views_registered(object): # if the main page of the source and target paths are the same # then remove it because it's a walk around the service # items apart from services have not walk around implementations - _df = object.user_actions.copy() + _df = object.user_actions[ + (object.user_actions["target_resource_id"] != -1) + & (object.user_actions["target_resource_id"] != '-1') + & (object.user_actions["target_resource_id"] is not None) + ].copy() if object.schema == 'legacy': pattern = r"/services/([^/]+)/" @@ -835,6 +844,7 @@ def novelty(object): ua_serv_view = ua[ (ua["source_resource_id"] != ua["target_resource_id"]) & (ua["target_resource_id"] != -1) + & (ua["target_resource_id"] != '-1') & (ua["target_resource_id"] is not None) & (ua[object.id_field].find_registered(object.schema)) ] @@ -947,9 +957,8 @@ def score(x): @metric("The Top 5 recommended items according to recommendations entries") @pass_on_error -def top5_items_recommended( - object, k=5, base="https://marketplace.eosc-portal.eu", anonymous=False -): +def top5_items_recommended(object, k=5, + base="https://marketplace.eosc-portal.eu"): """ Calculate the Top 5 recommended items according to the recommendations entries. @@ -964,12 +973,7 @@ def top5_items_recommended( Item's info is being retrieved from the external source (i.e. each line forms: item_id, item_name, page_id) """ - # keep recommendations with or without anonymous suggestions - # based on anonymous flag (default=False, i.e. ignore anonymous) - if anonymous: - recs = object.recommendations - else: - recs = object.recommendations[ + recs = object.recommendations[ (object.recommendations[object.id_field] .find_registered(object.schema)) ] @@ -1030,13 +1034,12 @@ def top5_items_recommended( return topk_items -@metric("The Top 5 ordered items according to user actions entries") +@metric("The Top 5 viewed items according to user actions entries") @pass_on_error -def top5_items_ordered( - object, k=5, base="https://marketplace.eosc-portal.eu", anonymous=False -): +def top5_items_viewed(object, k=5, + base="https://marketplace.eosc-portal.eu"): """ - Calculate the Top 5 ordered items according to user actions entries. + Calculate the Top 5 viewed items according to user actions entries. User actions with Target Pages that lead to unknown items (=-1) are being ignored. Return a list of list with the elements: @@ -1048,28 +1051,32 @@ def top5_items_ordered( # expressed in %, with or without anonymous, # based on the function's flag """ - # keep user actions with or without anonymous suggestions - # based on anonymous flag (default=False, i.e. ignore anonymous) - # user_actions with Target Pages that lead to unknown items (=-1) - # are being ignored - if anonymous: - uas = object.user_actions[ - (object.user_actions["reward"] == 1.0) - & (object.user_actions["target_resource_id"] != -1) + uas = object.user_actions[ + (object.user_actions["target_resource_id"] != -1) + & (object.user_actions["target_resource_id"] != '-1') & (object.user_actions["target_resource_id"] is not None) - & (object.user_actions[object.id_field] - .find_registered(object.schema)) ] + + _df = uas.copy() + + if object.schema == 'legacy': + pattern = r"/services/([^/]+)/" + _df = _df[_df["target_path"].str.match(pattern) & + ~_df["target_path"].str.startswith("/services/c/")] + else: - uas = object.user_actions[ - (object.user_actions["reward"] == 1.0) - & (object.user_actions["target_resource_id"] != -1) - & (object.user_actions["target_resource_id"] is not None) - ] + pattern = r"search%2F(?:all|dataset|software|service" + \ + r"|data-source|training|guideline|other)" + _df = _df[~_df["target_path"].str.match(pattern)] + + _df['source'] = _df['source_path'].str.extract(r"/services/(.*?)/") + _df['target'] = _df['target_path'].str.extract(r"/services/(.*?)/") + + uas = _df[_df['source'] != _df['target']] # item_count # group user_actions entries by item id and - # then count how many times each item has been suggested + # then count how many times each item has been viewed gr_item = uas.groupby(["target_resource_id"]).count() # create a dictionary of item_count in order to @@ -1120,7 +1127,7 @@ def top5_items_ordered( # internal function -def __top5_recommended(object, k=5, element='category', anonymous=False): +def __top5_recommended(object, k=5, element='category'): """ Calculate the Top 5 recommended elements according to the recommendations entries. @@ -1133,12 +1140,7 @@ def __top5_recommended(object, k=5, element='category', anonymous=False): # based on the function's flag Element's info is being retrieved from the marketplace_rs MongoDB source """ - # keep recommendations with or without anonymous suggestions - # based on anonymous flag (default=False, i.e. ignore anonymous) - if anonymous: - recs = object.recommendations - else: - recs = object.recommendations[ + recs = object.recommendations[ (object.recommendations[object.id_field] .find_registered(object.schema)) ] @@ -1218,9 +1220,9 @@ def __top5_recommended(object, k=5, element='category', anonymous=False): # internal function -def __top5_ordered(object, element='category', k=5, anonymous=False): +def __top5_viewed(object, element='category', k=5): """ - Calculate the Top 5 ordered elements according to user actions entries. + Calculate the Top 5 viewed elements according to user actions entries. Return a list of list with the elements: # (i) element id # (ii) element name (according to element collection) @@ -1230,22 +1232,28 @@ def __top5_ordered(object, element='category', k=5, anonymous=False): # based on the function's flag Element's info is being retrieved from the marketplace_rs MongoDB source """ - # keep user actions with or without anonymous suggestions - # based on anonymous flag (default=False, i.e. ignore anonymous) - # user_actions with Target Pages that lead to unknown items (=-1) - # are being ignored - if anonymous: - uas = object.user_actions[ - (object.user_actions["reward"] == 1.0) - & (object.user_actions["target_resource_id"] != -1) - & (object.user_actions[object.id_field] - .find_registered(object.schema)) + uas = object.user_actions[ + (object.user_actions["target_resource_id"] != -1) + & (object.user_actions["target_resource_id"] != '-1') + & (object.user_actions["target_resource_id"] is not None) ] + + _df = uas.copy() + + if object.schema == 'legacy': + pattern = r"/services/([^/]+)/" + _df = _df[_df["target_path"].str.match(pattern) & + ~_df["target_path"].str.startswith("/services/c/")] + else: - uas = object.user_actions[ - (object.user_actions["reward"] == 1.0) - & (object.user_actions["target_resource_id"] != -1) - ] + pattern = r"search%2F(?:all|dataset|software|service" + \ + r"|data-source|training|guideline|other)" + _df = _df[~_df["target_path"].str.match(pattern)] + + _df['source'] = _df['source_path'].str.extract(r"/services/(.*?)/") + _df['target'] = _df['target_path'].str.extract(r"/services/(.*?)/") + + uas = _df[_df['source'] != _df['target']] # rename the column at a copy (not in place) for more readable processing _items = object.items.rename(columns={'id': 'target_resource_id'}) @@ -1325,28 +1333,26 @@ def __top5_ordered(object, element='category', k=5, anonymous=False): @metric("The Top 5 recommended categories according to recommendations entries" ) @pass_on_error -def top5_categories_recommended(object, k=5, anonymous=False): - return __top5_recommended(object, k=5, element='category', anonymous=False) +def top5_categories_recommended(object, k=5): + return __top5_recommended(object, k=5, element='category') @metric("The Top 5 recommended scientific domains according to recommendations\ entries") @pass_on_error -def top5_scientific_domains_recommended(object, k=5, anonymous=False): - return __top5_recommended(object, k=5, element='scientific_domain', - anonymous=False) +def top5_scientific_domains_recommended(object, k=5): + return __top5_recommended(object, k=5, element='scientific_domain') -@metric("The Top 5 ordered categories according to recommendations entries" +@metric("The Top 5 viewed categories according to recommendations entries" ) @pass_on_error -def top5_categories_ordered(object, k=5, anonymous=False): - return __top5_ordered(object, k=5, element='category', anonymous=False) +def top5_categories_viewed(object, k=5): + return __top5_viewed(object, k=5, element='category') -@metric("The Top 5 ordered scientific domains according to recommendations\ +@metric("The Top 5 viewed scientific domains according to recommendations\ entries") @pass_on_error -def top5_scientific_domains_ordered(object, k=5, anonymous=False): - return __top5_ordered(object, k=5, element='scientific_domain', - anonymous=False) +def top5_scientific_domains_viewed(object, k=5): + return __top5_viewed(object, k=5, element='scientific_domain') diff --git a/rsmetrics.py b/rsmetrics.py index 14a19f7..b4766c6 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -9,7 +9,7 @@ import pandas as pd import numpy as np from inspect import getmembers, isfunction -from pymongoarrow.api import find_pandas_all, aggregate_pandas_all +from pymongoarrow.api import aggregate_pandas_all import logging # local lib @@ -224,9 +224,11 @@ class GetCatalogArgs: # panda data frames using functions such as find_pandas_all and # aggregate_pandas_all logging.info("Reading user actions...") -run.user_actions_all = find_pandas_all( - rsmetrics_db["user_actions"], match_ua -).iloc[:, 1:] + +run.user_actions_all = pd.DataFrame( + list(rsmetrics_db["user_actions"].find(match_ua, + {"_id": 0})) +) # it seems that pymongoarrow returns pandas dataframe with # convert_dtypes=True, therefore None values are treated as np.nan @@ -290,11 +292,12 @@ class GetCatalogArgs: ).iloc[:, 1:-1] else: - run.recommendations = aggregate_pandas_all( - rsmetrics_db["recommendations"], - [{"$match": match_rs}, - {"$unwind": "$resource_ids"}], - ).iloc[:, 1:] + + run.recommendations = \ + pd.DataFrame(list( + rsmetrics_db["recommendations"].aggregate([ + {"$match": match_rs}, + {"$unwind": "$resource_ids"}]))) # it seems that pymongoarrow returns pandas dataframe with # convert_dtypes=True, therefore None values are treated as np.nan @@ -418,6 +421,19 @@ class GetCatalogArgs: pd.to_datetime(run.user_actions_all["timestamp"]) ) + # services ids are returned as float with trailing .0, + # so they are converted to str(int)) + # also ignore None values by assign them '0' and then back to None + if not args.legacy: + for res_id_type in ['source_resource_id', 'target_resource_id']: + run.user_actions_all[res_id_type] = \ + run.user_actions_all[res_id_type].fillna(0).astype(str) + run.user_actions_all[res_id_type] = \ + run.user_actions_all[res_id_type].apply(lambda x: x[:-2] if + x[-2:] == '.0' else x) + run.user_actions_all[res_id_type] = \ + run.user_actions_all[res_id_type].replace('0', None) + # remove user actions when item does not exist in items' catalog # not-known items (i.e. -1 or None) are not excluded # (there is no need to do this for users, since users are already @@ -426,12 +442,12 @@ class GetCatalogArgs: # an string (However, [int] -1 or None indicates not known) run.user_actions = run.user_actions_all[ (run.user_actions_all["source_resource_id"] - .isin(run.items["id"].tolist() + [-1, None])) + .isin(run.items["id"].tolist() + ['-1', -1, None])) ] run.user_actions = run.user_actions[ (run.user_actions["target_resource_id"] - .isin(run.items["id"].tolist() + [-1, None])) + .isin(run.items["id"].tolist() + ['-1', -1, None])) ] run.recommendations["timestamp"] = ( @@ -455,7 +471,7 @@ class GetCatalogArgs: # and -1 for backward compatibility run.recommendations = run.recommendations[ run.recommendations["resource_id"] - .isin(run.items["id"].tolist() + [-1, None]) + .isin(run.items["id"].tolist() + ['-1', -1, None]) ] except Exception as e: diff --git a/webservice/app.py b/webservice/app.py index 8297af9..e9f7c8f 100644 --- a/webservice/app.py +++ b/webservice/app.py @@ -196,11 +196,11 @@ def html_kpis(report_name): metrics_needed = [ "hit_rate", "click_through_rate", - "top5_items_ordered", + "top5_items_viewed", "top5_items_recommended", - "top5_categories_ordered", + "top5_categories_viewed", "top5_categories_recommended", - "top5_scientific_domains_ordered", + "top5_scientific_domains_viewed", "top5_scientific_domains_recommended", ] for metric_name in metrics_needed: diff --git a/webservice/templates/kpis.html b/webservice/templates/kpis.html index c821940..e60b4d4 100644 --- a/webservice/templates/kpis.html +++ b/webservice/templates/kpis.html @@ -348,12 +348,12 @@
/{{item.recommendations.of_total}}
-
Top 5 ordered items
+
Top 5 viewed items

- {% if data.top5_items_ordered.value == None %} + {% if data.top5_items_viewed.value == None %} ⚠️ Calculation Issue {% else %} - {% for item in data.top5_items_ordered.value %} + {% for item in data.top5_items_viewed.value %}

@@ -372,7 +372,7 @@

#{{loop.index}}

- Ordered {{item.orders.value}} times + viewed {{item.orders.value}} times out of {{item.orders.of_total}}
@@ -468,12 +468,12 @@
/{{item.recommendations.of_total}}
-
Top 5 ordered categories
+
Top 5 viewed categories

- {% if data.top5_categories_ordered.value == None %} + {% if data.top5_categories_viewed.value == None %} ⚠️ Calculation Issue {% else %} - {% for item in data.top5_categories_ordered.value %} + {% for item in data.top5_categories_viewed.value %}

@@ -492,7 +492,7 @@

#{{loop.index}}

- Ordered {{item.orders.value}} times + viewed {{item.orders.value}} times out of {{item.orders.of_total}}
@@ -588,12 +588,12 @@
/{{item.recommendations.of_total}}
-
Top 5 ordered scientific domains
+
Top 5 viewed scientific domains

- {% if data.top5_scientific_domains_ordered.value == None %} + {% if data.top5_scientific_domains_viewed.value == None %} ⚠️ Calculation Issue {% else %} - {% for item in data.top5_scientific_domains_ordered.value %} + {% for item in data.top5_scientific_domains_viewed.value %}

@@ -612,7 +612,7 @@

#{{loop.index}}

- Ordered {{item.orders.value}} times + viewed {{item.orders.value}} times out of {{item.orders.of_total}}
From 75f5427a212725164df257fb5362ed9da44891d0 Mon Sep 17 00:00:00 2001 From: nikosT Date: Thu, 26 Oct 2023 13:41:43 +0300 Subject: [PATCH 12/31] REC-281 Bump urllib3 to 1.26.18 and fix pyarrow version --- environment.yml | 4 ++-- requirements.txt | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/environment.yml b/environment.yml index 7f22690..f80a504 100644 --- a/environment.yml +++ b/environment.yml @@ -39,7 +39,7 @@ dependencies: - natsort==8.1.0 - numpy==1.22.3 - pandas==1.4.2 - - pyarrow==10.0.1 + - pyarrow==11.0.0 - pymongo==4.1.0 - pymongoarrow==0.7.0 - python-dateutil==2.8.2 @@ -51,7 +51,7 @@ dependencies: - six==1.16.0 - soupsieve==2.3.2 - stomp-py==8.1.0 - - urllib3==1.26.17 + - urllib3==1.26.18 - websocket-client==1.4.2 - werkzeug==2.2.3 - zipp==3.8.0 diff --git a/requirements.txt b/requirements.txt index 2a93dc1..0413142 100644 --- a/requirements.txt +++ b/requirements.txt @@ -24,7 +24,7 @@ six==1.16.0 soupsieve==2.3.2 stomp.py==8.1.0 surprise==0.1 -urllib3==1.26.17 +urllib3==1.26.18 Werkzeug==2.2.3 zipp==3.8.0 flask-pymongo==2.3.0 From 4b578ed3dbb701b7162e0476b79ace1b9b06d0a5 Mon Sep 17 00:00:00 2001 From: nikosT Date: Thu, 26 Oct 2023 15:05:44 +0300 Subject: [PATCH 13/31] REC-283 Bump werkzeug from 2.2.3 to 3.0.1 and flask fixes --- environment.yml | 10 +++++++--- requirements.txt | 19 ++++++++++++------- 2 files changed, 19 insertions(+), 10 deletions(-) diff --git a/environment.yml b/environment.yml index f80a504..34eb822 100644 --- a/environment.yml +++ b/environment.yml @@ -24,11 +24,13 @@ dependencies: - zlib=1.2.11 - pip: - beautifulsoup4==4.10.0 + - blinker==1.6.3 - certifi==2022.12.7 - charset-normalizer==2.0.12 - click==8.1.3 - docopt==0.6.2 - - flask==2.1.2 + - flake8==6.0.0 + - flask==3.0.0 - flask-pymongo==2.3.0 - idna==3.3 - importlib-metadata==4.11.4 @@ -36,10 +38,13 @@ dependencies: - jinja2==3.1.2 - joblib==1.2.0 - markupsafe==2.1.1 + - mccabe==0.7.0 - natsort==8.1.0 - numpy==1.22.3 - pandas==1.4.2 - pyarrow==11.0.0 + - pycodestyle==2.10.0 + - pyflakes==3.0.1 - pymongo==4.1.0 - pymongoarrow==0.7.0 - python-dateutil==2.8.2 @@ -53,6 +58,5 @@ dependencies: - stomp-py==8.1.0 - urllib3==1.26.18 - websocket-client==1.4.2 - - werkzeug==2.2.3 + - werkzeug==3.0.1 - zipp==3.8.0 - - flake8==6.0.0 diff --git a/requirements.txt b/requirements.txt index 0413142..352d5f2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,32 +1,37 @@ beautifulsoup4==4.10.0 +blinker==1.6.3 certifi==2022.12.7 charset-normalizer==2.0.12 click==8.1.3 -Flask==2.1.2 +docopt==0.6.2 +flake8==6.0.0 +Flask==3.0.0 +Flask-PyMongo==2.3.0 idna==3.3 importlib-metadata==4.11.4 itsdangerous==2.1.2 Jinja2==3.1.2 joblib==1.2.0 MarkupSafe==2.1.1 +mccabe==0.7.0 natsort==8.1.0 numpy==1.22.3 pandas==1.4.2 +pyarrow==11.0.0 +pycodestyle==2.10.0 +pyflakes==3.0.1 pymongo==4.1.0 +pymongoarrow==0.7.0 python-dateutil==2.8.2 python-dotenv==0.20.0 pytz==2022.1 PyYAML==6.0 requests==2.27.1 -scikit-surprise==1.1.1 scipy==1.8.0 six==1.16.0 soupsieve==2.3.2 stomp.py==8.1.0 -surprise==0.1 urllib3==1.26.18 -Werkzeug==2.2.3 +websocket-client==1.4.2 +Werkzeug==3.0.1 zipp==3.8.0 -flask-pymongo==2.3.0 -pymongoarrow==0.7.0 -flake8==6.0.0 From fc5b462e731e70054c5188faef14440e45d40d69 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Tue, 14 Nov 2023 18:37:20 +0200 Subject: [PATCH 14/31] REC-284 Add Total User Actions and Item Views in metrics and UI --- metrics.py | 86 ++++++++++++++++++++++------- webservice/app.py | 2 + webservice/templates/rsmetrics.html | 8 +-- 3 files changed, 72 insertions(+), 24 deletions(-) diff --git a/metrics.py b/metrics.py index f0570e1..edca612 100644 --- a/metrics.py +++ b/metrics.py @@ -129,22 +129,22 @@ def anonymous_users(object): return users(object)-registered_users(object) -@statistic("The total number of unique published items in the system") +@statistic("The number of unique published items in the evaluated RS") @pass_on_error def items(object): """ - Calculate the total number of unique items + Calculate the number of unique items found in Pandas DataFrame object items (if provided) or user_actions otherwise (from both Source and Target item) """ return int(object.items["id"].nunique()) -@statistic("The total number of recommended items") +@statistic("The number of recommended items in the evaluated RS") @pass_on_error def recommended_items(object): """ - Calculate the total number of recommended items + Calculate the number of recommended items found in Pandas DataFrame object recommendations """ return len(object.recommendations.index) @@ -152,42 +152,52 @@ def recommended_items(object): @statistic("The total number of user actions") @pass_on_error -def user_actions(object): +def user_actions_all(object): """ Calculate the total number of user_actions found in Pandas DataFrame object user_actions """ + return len(object.user_actions_all.index) + + +@statistic("The number of filtered user actions") +@pass_on_error +def user_actions(object): + """ + Calculate the number of filtered user_actions + found in Pandas DataFrame object user_actions + """ return len(object.user_actions.index) -@statistic("The total number of user actions occurred by registered users") +@statistic("The number of filtered user actions occurred by registered users") @pass_on_error def user_actions_registered(object): """ - Calculate the total number of user_actions occurred by registered users + Calculate the number of filtered user_actions occurred by registered users found in Pandas DataFrame object user_actions """ return len(object.user_actions[object.user_actions["registered"]].index) -@statistic("The total number of user actions occurred by anonymous users") +@statistic("The number of filtered user actions occurred by anonymous users") @pass_on_error def user_actions_anonymous(object): """ - Calculate the total number of user_actions occurred by anonymous users + Calculate the number of filtered user_actions occurred by anonymous users found in Pandas DataFrame object user_actions """ return user_actions(object) - user_actions_registered(object) @statistic( - "The percentage (%) of user actions occurred by registered users to the " - "total user actions" + "The percentage (%) of filtered user actions occurred by registered users " + "to the total user actions" ) @pass_on_error def user_actions_registered_perc(object): """ - Calculate the percentage (%) of user actions occurred + Calculate the percentage (%) of filtered user actions occurred by registered users to the total user actions found in Pandas DataFrame object user_actions (in two decimals) """ @@ -196,13 +206,13 @@ def user_actions_registered_perc(object): @statistic( - "The percentage (%) of user actions occurred by anonymous users to the " - "total user actions" + "The percentage (%) of filtered user actions occurred by anonymous users " + "to the total user actions" ) @pass_on_error def user_actions_anonymous_perc(object): """ - Calculate the percentage (%) of user actions occurred + Calculate the percentage (%) of filtered user actions occurred by anonymous users to the total user actions found in Pandas DataFrame object user_actions (in two decimals) """ @@ -211,7 +221,7 @@ def user_actions_anonymous_perc(object): @statistic("The total number of item views by the users") @pass_on_error -def item_views(object): +def item_views_all(object): """ Calculate the total number of user_actions led to item views found in Pandas DataFrame object user_actions @@ -221,6 +231,42 @@ def item_views(object): # then remove it because it's a walk around the service # items apart from services have not walk around implementations + _df = object.user_actions_all[ + (object.user_actions_all["target_resource_id"] != -1) + & (object.user_actions_all["target_resource_id"] != '-1') + & (object.user_actions_all["target_resource_id"] is not None) + ].copy() + + if object.schema == 'legacy': + pattern = r"/services/([^/]+)/" + _df = _df[_df["target_path"].str.match(pattern) & + ~_df["target_path"].str.startswith("/services/c/")] + + else: + pattern = r"search%2F(?:all|dataset|software|service" + \ + r"|data-source|training|guideline|other)" + _df = _df[~_df["target_path"].str.match(pattern)] + + _df['source'] = _df['source_path'].str.extract(r"/services/(.*?)/") + _df['target'] = _df['target_path'].str.extract(r"/services/(.*?)/") + + _df = _df[_df['source'] != _df['target']] + + return len(_df.index) + + +@statistic("The number of filtered item views by the users") +@pass_on_error +def item_views(object): + """ + Calculate the number of filtered user_actions led to item views + found in Pandas DataFrame object user_actions + """ + # if target path is the search page remove it + # if the main page of the source and target paths are the same + # then remove it because it's a walk around the service + # items apart from services have not walk around implementations + _df = object.user_actions[ (object.user_actions["target_resource_id"] != -1) & (object.user_actions["target_resource_id"] != '-1') @@ -245,11 +291,11 @@ def item_views(object): return len(_df.index) -@statistic("The total number of item views by the registered users") +@statistic("The number of item views by the registered users") @pass_on_error def item_views_registered(object): """ - Calculate the total number of user_actions led by registered users + Calculate the number of user_actions led by registered users led to item views found in Pandas DataFrame object user_actions """ # if target path is the search page remove it @@ -282,11 +328,11 @@ def item_views_registered(object): return len(_df.index) -@statistic("The total number of item views by the anonymous users") +@statistic("The number of item views by the anonymous users") @pass_on_error def item_views_anonymous(object): """ - Calculate the total number of user_actions led by anonymous users + Calculate the number of user_actions led by anonymous users led to item views found in Pandas DataFrame object user_actions """ return item_views(object) - item_views_registered(object) diff --git a/webservice/app.py b/webservice/app.py index e9f7c8f..ea5ae9b 100644 --- a/webservice/app.py +++ b/webservice/app.py @@ -140,10 +140,12 @@ def html_metrics(report_name): "recommended_items", "items", "user_actions", + "user_actions_all", "user_actions_registered", "user_actions_registered_perc", "user_actions_anonymous", "user_actions_anonymous_perc", + "item_views_all", "item_views", "item_views_registered", "item_views_registered_perc", diff --git a/webservice/templates/rsmetrics.html b/webservice/templates/rsmetrics.html index 3bc1c10..3961f75 100644 --- a/webservice/templates/rsmetrics.html +++ b/webservice/templates/rsmetrics.html @@ -318,10 +318,10 @@
User Actions - {% if data.user_actions.value == None %} + {% if data.user_actions_all.value == None or data.user_actions.value == None %} ⚠️ Calculation Issue {% else %} - {{data.user_actions.value}} + {{data.user_actions.value}} / {{data.user_actions_all.value}} {%endif%}
@@ -392,11 +392,11 @@
Item Views - {% if data.item_views.value == None %} + {% if data.item_views_all.value == None or data.item_views.value == None%} ⚠️ Calculation Issue {% else %} {{data.item_views.value}} + class="widget-numbers text-success">{{data.item_views.value}} / {{data.item_views_all.value}} {%endif%}
From 4f3ce47b24677829eff3fe234b80f8db8e9b3ef2 Mon Sep 17 00:00:00 2001 From: nikosT Date: Thu, 23 Nov 2023 22:50:44 +0200 Subject: [PATCH 15/31] REC-263 Add timestamp to resources and add tag in metrics --- README.md | 7 ++++++- get_catalog.py | 15 +++++++++++---- rsmetrics.py | 31 ++++++++++++++++++++++++++----- 3 files changed, 43 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index 832d741..64cc9a1 100644 --- a/README.md +++ b/README.md @@ -58,8 +58,13 @@ A framework for generating statistics, metrics, KPIs, and graphs for Recommender ./rsmetrics.py -p athena # same procedure as the first one for 'athena' provider ``` +10. A typical `rsmetrics.py` command for a monthly report, would be: +```bash +./rsmetrics.py -p provider -s $(date +"%Y-%m-01") -e $(date +"%Y-%m-%d") -t "$(date +"%B %Y")" +``` + ### Usage of the Streaming System -10. Run from terminal `./rs-stream.py` in order to listen to the stream for new data, process them, and store them in the `Datastore`, concerning that particular provider: +11. Run from terminal `./rs-stream.py` in order to listen to the stream for new data, process them, and store them in the `Datastore`, concerning that particular provider: ```bash ./rs-stream.py -a username:password -q host:port -t user_actions -d ""mongodb://localhost:27017/datastore"" -p provider_name ``` diff --git a/get_catalog.py b/get_catalog.py index 5b96e07..0e5e2a7 100755 --- a/get_catalog.py +++ b/get_catalog.py @@ -4,6 +4,7 @@ import csv import argparse from pymongo import MongoClient +from datetime import datetime def prep_url(category, item): @@ -42,6 +43,9 @@ def get_items_from_search(endpoint_url, category, provider, batch=100, [item_id, item_name, item_path] """ + # save items with timestamp + timestamp = datetime.utcnow() + # cap batch at 100 items due to the search service max row limit per page if batch > 100: batch = 100 @@ -90,7 +94,8 @@ def get_items_from_search(endpoint_url, category, provider, batch=100, "created_on": None, "deleted_on": None, "type": category, - "ingestion": "batch" + "ingestion": "batch", + "timestamp": timestamp } result["provider"] = provider @@ -171,7 +176,7 @@ def ouput_items_to_mongo(items, mongo_uri, category, provider, result_del = [] - # by default clear previous results + # by default NOT clear previous results if clear_prev: result_del = col.delete_many( { @@ -186,7 +191,8 @@ def ouput_items_to_mongo(items, mongo_uri, category, provider, mc.close() # return number of inserted items - return (len(result.inserted_ids), result_del.deleted_count) + return (len(result.inserted_ids), + result_del.deleted_count if result_del else 0) # Main logic @@ -213,7 +219,8 @@ def main(args=None): if args.datastore: result_num, result_clear = ouput_items_to_mongo( - items, args.datastore, args.category, args.provider + items, args.datastore, args.category, args.provider, + clear_prev=False ) # if previous items have been cleared display message diff --git a/rsmetrics.py b/rsmetrics.py index b4766c6..eb4a155 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -77,13 +77,22 @@ def find_registered(self, schema): optional.add_argument( "-p", "--provider", - metavar=("DIRPATH"), - help=("source of the data based on providers specified " + metavar=("STRING"), + help=("name of the provider-rs specified " "in the configuration file"), nargs="?", default="marketplace_rs", type=str, ) +optional.add_argument( + "-t", + "--tag", + metavar=("STRING"), + help=("tag results e.g. year-month"), + nargs="?", + default="", + type=str, +) optional.add_argument( "-s", "--starttime", @@ -347,10 +356,17 @@ class GetCatalogArgs: {"created_on": None}]}, {"$or": [{"deleted_on": {"$gte": args.starttime}}, {"deleted_on": None}]}, + {"timestamp": {"$lte": args.endtime}} if args.endtime else {}, + {"timestamp": {"$gte": args.starttime}} if args.starttime else {}, ]}, {"_id": 0})) ) +# from duplicates keep the latest entry +run.items = run.items.sort_values(by='timestamp', ascending=False) +run.items = run.items.drop_duplicates(subset='id', keep='first') + + if not args.legacy: run.items['id'] = run.items['id'].astype(str) @@ -537,15 +553,20 @@ class GetCatalogArgs: output["statistics"] = statistics output["provider"] = args.provider output["schema"] = run.schema -output["name"] = args.provider + " - " + run.schema + +if args.tag is not None: + output["name"] = args.provider + " - " + args.tag +else: + output["name"] = args.provider + output["errors"] = run.errors # this line is necessary in order to store the output to MongoDB jsonstr = json.dumps(output, indent=4) # keep one metrics collection per schema -rsmetrics_db["metrics"].delete_many({"$and": [{"provider": args.provider}, - {"schema": run.schema}]}) +rsmetrics_db["metrics"].delete_many({"name": output["name"]}) + rsmetrics_db["metrics"].insert_one(output) # result in stdout console (not in logs) From 89f8a549a2d6bfdc13e56f761c9c0eef449a25ea Mon Sep 17 00:00:00 2001 From: nikosT Date: Fri, 1 Dec 2023 01:12:59 +0200 Subject: [PATCH 16/31] REC-286 Monitor for entries in Datastore --- README.md | 6 ++- monitor.py | 122 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 127 insertions(+), 1 deletion(-) create mode 100755 monitor.py diff --git a/README.md b/README.md index 64cc9a1..be644db 100644 --- a/README.md +++ b/README.md @@ -165,4 +165,8 @@ You can override this by editing the `.env` file inside the `/webservice` folder _Tested with python 3.9_ - +#### Monitor for entries in the MongoDB collections +A typical example that counts the documents found in `user_actions`, `recommendations`, and `resources` for 1 day ago would be: +```bash +./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" +``` diff --git a/monitor.py b/monitor.py new file mode 100755 index 0000000..0ff7d5a --- /dev/null +++ b/monitor.py @@ -0,0 +1,122 @@ +#!/usr/bin/env python3 +import sys +import argparse +import pymongo +import logging +from datetime import datetime + +# establish basic logging +logging.basicConfig( + stream=sys.stdout, + level=logging.DEBUG, + format="[%(asctime)s] %(levelname)s %(message)s", +) + + +def main(args): + + try: + # connect to the datastore + mongo = pymongo.MongoClient(args.datastore, + uuidRepresentation="pythonLegacy") + rsmetrics_db = mongo[args.datastore.split("/")[-1]] + + # check if datastore is alive + if mongo.rsmetrics_db.command('ping') == {u'ok': 1.0}: + logging.info("Connected succesfully to {}".format(args.datastore)) + + except Exception as e: + logging.error("Cannot connect to {}: {}".format(args.datastore, e)) + return + + time_filter = {} + + if args.starttime: + args.starttime = datetime.fromisoformat(args.starttime) + if "timestamp" not in time_filter: + time_filter["timestamp"] = {} + time_filter["timestamp"]["$gte"] = args.starttime + + if args.endtime: + edt = datetime.fromisoformat(args.endtime) + args.endtime = datetime.combine(edt, datetime.max.time()) + if "timestamp" not in time_filter: + time_filter["timestamp"] = {} + time_filter["timestamp"]["$lte"] = args.endtime + + if args.starttime and args.endtime: + if args.endtime < args.starttime: + logging.error("End date must be older than start date") + return + + logging.info("Searching for the period {} - {}".format(args.starttime, + args.endtime)) + + for col in args.collection: + try: + doc_count = rsmetrics_db[col].count_documents(time_filter) + + logging.info("> Collection '{}' has {} entries".format(col, + doc_count)) + + for item_type in rsmetrics_db[col].distinct('type', time_filter): + if col != 'resources': + count = rsmetrics_db[col].count_documents({**time_filter, + "type": + item_type}) + else: + count = len(rsmetrics_db[col].distinct('id', + {**time_filter, + "type": + item_type})) + + logging.info("\t* '{}'\thas {} entries".format(item_type, + count)) + + except Exception as e: + logging.error("Cannot retrieve entries from collection '{}'\n{}" + .format(col, e)) + + +if __name__ == "__main__": + + parser = argparse.ArgumentParser(description="RS Monitor") + + parser.add_argument( + "-c", + "--collection", + metavar="STRING", + nargs="+", + help=("collection to monitor, default all " + "(i.e., user_actions recommendations resources)"), + default=["user_actions", "recommendations", "resources"], + ) + parser.add_argument( + "-d", + "--datastore", + metavar="STRING", + help="datastore uri", + required=True, + dest="datastore", + ) + parser.add_argument( + "-s", + "--starttime", + metavar=("DATETIME"), + help=("filter search from given datetime in ISO format (UTC) " + "e.g. YYYY-MM-DD"), + nargs="?", + default=None, + ) + parser.add_argument( + "-e", + "--endtime", + metavar=("DATETIME"), + help=("filter search to given datetime in ISO format (UTC) " + "e.g. YYYY-MM-DD"), + nargs="?", + default=None, + ) + + # Pass the arguments to main method + sys.exit(main(parser.parse_args())) From e2f9b22e0a23e820a910dc9ece8070150cdca314 Mon Sep 17 00:00:00 2001 From: nikosT Date: Fri, 1 Dec 2023 02:57:31 +0200 Subject: [PATCH 17/31] REC-290 Bugfix in get_catalog concerning services and data_sources capturing --- get_catalog.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/get_catalog.py b/get_catalog.py index 0e5e2a7..1a14d2c 100755 --- a/get_catalog.py +++ b/get_catalog.py @@ -9,9 +9,9 @@ def prep_url(category, item): if category == "service": - return "services/{}".format(item["slug"]) + return "services/{}".format(item["pid"]) elif category == "data_source": - return "services/{}".format(item["id"]) + return "services/{}".format(item["pid"]) elif category == "training": return "trainings/{}".format(item["id"]) elif category == "guideline": From a942c08b154bcded19ce9c81fbf126325640f137 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Fri, 8 Dec 2023 02:02:46 +0200 Subject: [PATCH 18/31] REC-292 Add e-mail support for the RS Monitor --- README.md | 7 ++++ monitor.py | 108 ++++++++++++++++++++++++++++++++++++++++++++++------- 2 files changed, 102 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index be644db..9087949 100644 --- a/README.md +++ b/README.md @@ -170,3 +170,10 @@ A typical example that counts the documents found in `user_actions`, `recommenda ```bash ./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" ``` + +E-mail send over SMTP for the above example: +```bash +./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" --email "smtp://server:port" sender@domain recipient1@domain recipient2@domain + +``` + diff --git a/monitor.py b/monitor.py index 0ff7d5a..9f0730b 100755 --- a/monitor.py +++ b/monitor.py @@ -4,6 +4,10 @@ import pymongo import logging from datetime import datetime +import smtplib +from email.mime.text import MIMEText +from email.mime.multipart import MIMEMultipart +from urllib.parse import urlparse # establish basic logging logging.basicConfig( @@ -13,8 +17,42 @@ ) +class Logger: + def __init__(self): + self.text = "" + + def info(self, message): + logging.info(message) + self.text += message + "\n" + + def error(self, message): + logging.error(message) + self.text += message + "\n" + + +def send_email(sender_email, recipients, subject, body, smtp_info): + message = MIMEMultipart() + message["From"] = sender_email + message["To"] = ', '.join(recipients) + message["Subject"] = subject + message.attach(MIMEText(body, "plain")) + + with smtplib.SMTP(smtp_info['hostname'], smtp_info['port']) as server: + server.starttls() + + if smtp_info['username'] and smtp_info['password']: + server.login(smtp_info['username'], smtp_info['password']) + + server.sendmail(sender_email, recipients, message.as_string()) + + print("Email sent successfully.") + + def main(args): + # create the logger + logger = Logger() + try: # connect to the datastore mongo = pymongo.MongoClient(args.datastore, @@ -23,10 +61,10 @@ def main(args): # check if datastore is alive if mongo.rsmetrics_db.command('ping') == {u'ok': 1.0}: - logging.info("Connected succesfully to {}".format(args.datastore)) + logger.info("Connected succesfully to {}".format(args.datastore)) except Exception as e: - logging.error("Cannot connect to {}: {}".format(args.datastore, e)) + logger.error("Cannot connect to {}: {}".format(args.datastore, e)) return time_filter = {} @@ -39,25 +77,25 @@ def main(args): if args.endtime: edt = datetime.fromisoformat(args.endtime) - args.endtime = datetime.combine(edt, datetime.max.time()) + args.endtime = datetime.combine(edt, datetime.min.time()) if "timestamp" not in time_filter: time_filter["timestamp"] = {} - time_filter["timestamp"]["$lte"] = args.endtime + time_filter["timestamp"]["$lt"] = args.endtime if args.starttime and args.endtime: if args.endtime < args.starttime: - logging.error("End date must be older than start date") + logger.error("End date must be older than start date") return - logging.info("Searching for the period {} - {}".format(args.starttime, - args.endtime)) + logger.info("Searching for the period {} - {}".format(args.starttime, + args.endtime)) for col in args.collection: try: doc_count = rsmetrics_db[col].count_documents(time_filter) - logging.info("> Collection '{}' has {} entries".format(col, - doc_count)) + logger.info("> Collection '{}' has {} entries".format(col, + doc_count)) for item_type in rsmetrics_db[col].distinct('type', time_filter): if col != 'resources': @@ -70,12 +108,41 @@ def main(args): "type": item_type})) - logging.info("\t* '{}'\thas {} entries".format(item_type, - count)) + logger.info("\t* '{}'\thas {} entries".format(item_type, + count)) except Exception as e: - logging.error("Cannot retrieve entries from collection '{}'\n{}" - .format(col, e)) + logger.error("Cannot retrieve entries from collection '{}'\n{}" + .format(col, e)) + + if args.email: + smtp_info = parse_smtp_uri(args.smtp_uri) + send_email(args.sender_email, args.recipients, + 'RSeval Report from {} to {}'.format(args.starttime + .strftime("%Y-%m-%d"), + args.endtime + .strftime("%Y-%m-%d")), + logger.text, smtp_info) + + +def parse_smtp_uri(smtp_uri): + parsed_uri = urlparse(smtp_uri) + + if parsed_uri.scheme != 'smtp': + raise ValueError('Invalid SMTP URI. Scheme must be "smtp".') + + username, password = None, None + if parsed_uri.username: + username = parsed_uri.username + if parsed_uri.password: + password = parsed_uri.password + + return { + 'hostname': parsed_uri.hostname, + 'port': parsed_uri.port, + 'username': username, + 'password': password + } if __name__ == "__main__": @@ -118,5 +185,20 @@ def main(args): default=None, ) + # Add optional argument to enable email-related arguments + parser.add_argument('--email', action='store_true', + help='Send email using SMTP URI') + + # Create a mutually exclusive group for email-related arguments + email_group = parser.add_argument_group('Email Options') + + # Add email-related arguments to the group + email_group.add_argument('smtp_uri', nargs='?', + help='SMTP URI for the mail server') + email_group.add_argument('sender_email', nargs='?', + help='Sender email address') + email_group.add_argument('recipients', nargs='*', + help='Recipient email addresses (at least one)') + # Pass the arguments to main method sys.exit(main(parser.parse_args())) From 7c6618591c48532c0228103599beef2b0bc69f36 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Fri, 8 Dec 2023 03:37:44 +0200 Subject: [PATCH 19/31] REC-293 Add support for capacity report in CSV and plot --- README.md | 13 +++++++ environment.yml | 9 +++++ monitor.py | 89 ++++++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 55 +++++++++++++++--------------- 4 files changed, 138 insertions(+), 28 deletions(-) diff --git a/README.md b/README.md index 9087949..b012ec3 100644 --- a/README.md +++ b/README.md @@ -177,3 +177,16 @@ E-mail send over SMTP for the above example: ``` +#### Export Capacity information for entries in the MongoDB collections +A typical example that counts the documents found in `user_actions`, `recommendations`, and `resources` for 1 year ago would be: +```bash +./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" --capacity +``` +which will return results in CSV format of `year,month,user_actions,recommendations` + +Additionally, capacity can be plotted: + +```bash +./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" --capacity --plot +``` + diff --git a/environment.yml b/environment.yml index 34eb822..50c882f 100644 --- a/environment.yml +++ b/environment.yml @@ -28,25 +28,34 @@ dependencies: - certifi==2022.12.7 - charset-normalizer==2.0.12 - click==8.1.3 + - contourpy==1.2.0 + - cycler==0.12.1 - docopt==0.6.2 - flake8==6.0.0 - flask==3.0.0 - flask-pymongo==2.3.0 + - fonttools==4.46.0 - idna==3.3 - importlib-metadata==4.11.4 + - importlib-resources==6.1.1 - itsdangerous==2.1.2 - jinja2==3.1.2 - joblib==1.2.0 + - kiwisolver==1.4.5 - markupsafe==2.1.1 + - matplotlib==3.8.2 - mccabe==0.7.0 - natsort==8.1.0 - numpy==1.22.3 + - packaging==23.2 - pandas==1.4.2 + - pillow==10.1.0 - pyarrow==11.0.0 - pycodestyle==2.10.0 - pyflakes==3.0.1 - pymongo==4.1.0 - pymongoarrow==0.7.0 + - pyparsing==3.1.1 - python-dateutil==2.8.2 - python-dotenv==0.20.0 - pytz==2022.1 diff --git a/monitor.py b/monitor.py index 9f0730b..9fd96b3 100755 --- a/monitor.py +++ b/monitor.py @@ -8,6 +8,10 @@ from email.mime.text import MIMEText from email.mime.multipart import MIMEMultipart from urllib.parse import urlparse +from dateutil.relativedelta import relativedelta +import pandas as pd +import matplotlib.pyplot as plt +from matplotlib.dates import DateFormatter # establish basic logging logging.basicConfig( @@ -48,6 +52,77 @@ def send_email(sender_email, recipients, subject, body, smtp_info): print("Email sent successfully.") +def plot(df): + + df['date'] = pd.to_datetime(df[['year', 'month']].assign(day=1)) + + # Create subplots + fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), sharex=True) + + # Plot for User Actions + ax1.plot(df['date'], df['user_actions'], marker='o', color='blue') + ax1.set_ylabel('Count') + ax1.grid(True) + ax1.set_title('Total User Actions') + + # Plot for Recommendations + ax2.plot(df['date'], df['recommendations'], marker='o', color='orange') + ax2.set_ylabel('Count') + ax2.grid(True) + ax2.set_title('Total Recommendations') + + # Format x-axis ticks as YEAR-MONTH + date_format = DateFormatter('%Y-%m') + plt.gca().xaxis.set_major_formatter(date_format) + plt.gca().xaxis.set_major_locator(plt.MaxNLocator( + len(df['date'].unique()))) + + # Rotate x-axis labels for better visibility + plt.gcf().autofmt_xdate() + + min_date = df['date'].min().strftime('%Y_%m') + max_date = df['date'].max().strftime('%Y_%m') + + # Show the plot + plt.savefig('capacity_{}_{}.pdf'.format(min_date, max_date), + bbox_inches='tight') + + +def capacity(args, db): + + data = [] + + current = args.starttime + while current <= args.endtime: + current = current.replace(day=1) + next_current = current + relativedelta(months=1) + + time_filter = {} + time_filter["timestamp"] = {} + time_filter["timestamp"]["$gte"] = current + time_filter["timestamp"]["$lt"] = next_current + + data.append([current.year, + current.month, + db["user_actions"].count_documents(time_filter), + db["recommendations"].count_documents(time_filter)]) + + # Move to the next month + current = next_current + + df = pd.DataFrame(data, columns=['year', 'month', 'user_actions', + 'recommendations']) + + # Set display options to show all rows and columns + pd.set_option('display.max_rows', None) + pd.set_option('display.max_columns', None) + + print(df) + + if args.plot: + plot(df) + + def main(args): # create the logger @@ -90,6 +165,10 @@ def main(args): logger.info("Searching for the period {} - {}".format(args.starttime, args.endtime)) + if args.capacity: + capacity(args, rsmetrics_db) + return + for col in args.collection: try: doc_count = rsmetrics_db[col].count_documents(time_filter) @@ -200,5 +279,15 @@ def parse_smtp_uri(smtp_uri): email_group.add_argument('recipients', nargs='*', help='Recipient email addresses (at least one)') + # Add optional argument to enable email-related arguments + parser.add_argument('--capacity', action='store_true', + help='Export output for capacity info. CSV format of \ + YEAR, MONTH, TOTAL USER ACTIONS, TOTAL \ + RECOMMENDATIONS') + + capacity_group = parser.add_argument_group('Capacity Options') + capacity_group.add_argument('--plot', action='store_true', + help='Plot to file') + # Pass the arguments to main method sys.exit(main(parser.parse_args())) diff --git a/requirements.txt b/requirements.txt index 352d5f2..fb5da6d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,37 +1,36 @@ -beautifulsoup4==4.10.0 -blinker==1.6.3 -certifi==2022.12.7 -charset-normalizer==2.0.12 -click==8.1.3 +beautifulsoup4==4.11.1 +certifi==2022.6.15.1 +charset-normalizer==2.1.1 +contourpy==1.1.1 +cycler==0.12.1 +Cython==0.29.32 +distlib==0.3.6 docopt==0.6.2 -flake8==6.0.0 -Flask==3.0.0 -Flask-PyMongo==2.3.0 +filelock==3.8.0 +fonttools==4.46.0 idna==3.3 -importlib-metadata==4.11.4 -itsdangerous==2.1.2 -Jinja2==3.1.2 -joblib==1.2.0 -MarkupSafe==2.1.1 -mccabe==0.7.0 -natsort==8.1.0 -numpy==1.22.3 -pandas==1.4.2 +importlib-resources==6.1.1 +kiwisolver==1.4.5 +matplotlib==3.7.4 +natsort==8.2.0 +numpy==1.23.3 +packaging==23.2 +pandas==1.4.4 +Pillow==10.1.0 +platformdirs==2.5.2 pyarrow==11.0.0 -pycodestyle==2.10.0 -pyflakes==3.0.1 -pymongo==4.1.0 +pymongo==4.2.0 pymongoarrow==0.7.0 +pyparsing==3.1.1 python-dateutil==2.8.2 -python-dotenv==0.20.0 -pytz==2022.1 +pytz==2022.2.1 PyYAML==6.0 -requests==2.27.1 -scipy==1.8.0 +requests==2.28.1 six==1.16.0 -soupsieve==2.3.2 +soupsieve==2.3.2.post1 stomp.py==8.1.0 -urllib3==1.26.18 +supervisor==4.2.5 +urllib3==1.26.12 +virtualenv==20.16.5 websocket-client==1.4.2 -Werkzeug==3.0.1 -zipp==3.8.0 +zipp==3.17.0 From 8914e3913e714b8e21847e96aeddedbf0da9e8e0 Mon Sep 17 00:00:00 2001 From: nikosT Date: Fri, 8 Dec 2023 14:21:44 +0200 Subject: [PATCH 20/31] Fix in e-mail subject --- monitor.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/monitor.py b/monitor.py index 9fd96b3..f487d68 100755 --- a/monitor.py +++ b/monitor.py @@ -197,10 +197,8 @@ def main(args): if args.email: smtp_info = parse_smtp_uri(args.smtp_uri) send_email(args.sender_email, args.recipients, - 'RSeval Report from {} to {}'.format(args.starttime - .strftime("%Y-%m-%d"), - args.endtime - .strftime("%Y-%m-%d")), + 'RSeval Report for {}'.format(args.starttime + .strftime("%Y-%m-%d")), logger.text, smtp_info) From fd7b430b8df07bb9fa4e06c017e386167bff573e Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Wed, 3 Jan 2024 16:37:24 +0200 Subject: [PATCH 21/31] REC-297 Add support to ignore timestamp when necessary --- rsmetrics.py | 34 +++++++++++++++++++++++----------- 1 file changed, 23 insertions(+), 11 deletions(-) diff --git a/rsmetrics.py b/rsmetrics.py index eb4a155..c37069b 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -120,6 +120,13 @@ def find_registered(self, schema): action="store_true", ) +optional.add_argument( + "--ignore-timestamp", + help=("Enable to perform calculations without checking if items are \ +within the requested datetime range"), + action="store_true", +) + optional.add_argument( "-h", "--help", action="help", help="show this help message and exit" ) @@ -349,17 +356,22 @@ class GetCatalogArgs: logging.info("Reading items...") run.items = pd.DataFrame( - list(rsmetrics_db["resources"].find({ - "$and": [ - {"provider": args.provider}, - {"$or": [{"created_on": {"$lte": args.endtime}}, - {"created_on": None}]}, - {"$or": [{"deleted_on": {"$gte": args.starttime}}, - {"deleted_on": None}]}, - {"timestamp": {"$lte": args.endtime}} if args.endtime else {}, - {"timestamp": {"$gte": args.starttime}} if args.starttime else {}, - ]}, - {"_id": 0})) + list(rsmetrics_db["resources"].find( + { + "$and": [ + {"provider": args.provider}, + {"$or": [{"created_on": {"$lte": args.endtime}}, + {"created_on": None}]}, + {"$or": [{"deleted_on": {"$gte": args.starttime}}, + {"deleted_on": None}]}, + {"timestamp": {"$lte": args.endtime}} + if (args.endtime and not args.ignore_timestamp) else {}, + {"timestamp": {"$gte": args.starttime}} + if (args.starttime and not args.ignore_timestamp) else {}, + ] + }, + {"_id": 0} + )) ) # from duplicates keep the latest entry From 40056ec653f0e398a6a0fbe98f01f7c11c5ef457 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Mon, 8 Jan 2024 17:06:36 +0200 Subject: [PATCH 22/31] REC-298 fix bad type of resource_id in recommendations --- rsmetrics.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/rsmetrics.py b/rsmetrics.py index c37069b..cae1151 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -495,6 +495,8 @@ class GetCatalogArgs: [-1, None]) ] + run.recommendations["resource_id"] =\ + run.recommendations["resource_id"].astype(str) # we have added None which is the new state of unkown resources # and -1 for backward compatibility run.recommendations = run.recommendations[ From f407a8a5fe7253fbdbf59e181e8c0b53b8d4f510 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Wed, 10 Jan 2024 11:40:04 +0200 Subject: [PATCH 23/31] Handover docs added --- docs/ChangeLog.md | 7 + docs/LICENSE.txt | 396 +++++++++++++++++++++++++++++++++ docs/assets/flow.png | Bin 0 -> 178526 bytes docs/assets/preprocessor.png | Bin 0 -> 146335 bytes docs/assets/rsmetrics.png | Bin 0 -> 157348 bytes docs/backup-recovery.md | 8 + docs/building.md | 13 ++ docs/configuration.md | 143 ++++++++++++ docs/deployment.md | 14 ++ docs/disaster-recovery.md | 7 + docs/documentation-training.md | 9 + docs/index.md | 68 ++++++ docs/installation.md | 19 ++ docs/introduction.md | 37 +++ docs/maintenance.md | 54 +++++ docs/monitoring-logging.md | 8 + docs/references.md | 16 ++ docs/scaling-performance.md | 7 + docs/security.md | 7 + docs/system-architecture.md | 30 +++ docs/troubleshooting.md | 10 + 21 files changed, 853 insertions(+) create mode 100644 docs/ChangeLog.md create mode 100644 docs/LICENSE.txt create mode 100644 docs/assets/flow.png create mode 100644 docs/assets/preprocessor.png create mode 100644 docs/assets/rsmetrics.png create mode 100644 docs/backup-recovery.md create mode 100644 docs/building.md create mode 100644 docs/configuration.md create mode 100644 docs/deployment.md create mode 100644 docs/disaster-recovery.md create mode 100644 docs/documentation-training.md create mode 100644 docs/index.md create mode 100644 docs/installation.md create mode 100644 docs/introduction.md create mode 100644 docs/maintenance.md create mode 100644 docs/monitoring-logging.md create mode 100644 docs/references.md create mode 100644 docs/scaling-performance.md create mode 100644 docs/security.md create mode 100644 docs/system-architecture.md create mode 100644 docs/troubleshooting.md diff --git a/docs/ChangeLog.md b/docs/ChangeLog.md new file mode 100644 index 0000000..540b8eb --- /dev/null +++ b/docs/ChangeLog.md @@ -0,0 +1,7 @@ +# Licence + + + +## Change Log + +- Initial version of this documentation. diff --git a/docs/LICENSE.txt b/docs/LICENSE.txt new file mode 100644 index 0000000..53883b1 --- /dev/null +++ b/docs/LICENSE.txt @@ -0,0 +1,396 @@ +Attribution 4.0 International + +======================================================================= + +Creative Commons Corporation ("Creative Commons") is not a law firm and +does not provide legal services or legal advice. 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For +the avoidance of doubt, this paragraph does not form part of the +public licenses. + +Creative Commons may be contacted at creativecommons.org. + diff --git a/docs/assets/flow.png b/docs/assets/flow.png new file mode 100644 index 0000000000000000000000000000000000000000..81c39a7af2f1d4f83de8f8e4c265f0946f9ff5c9 GIT binary patch literal 178526 zcmdpc^W1qjsJaTNB~D$)cWO zhJB|E@iZ3eFcC3}Q1fUSNX6l9`Lbeevg=sPtn^(1LIM}-w`6^v9%Ip{zx-!e%pY0) zHu0K-b0qfaNi}4NJwBhs3Gb5zZ^Fs<)GtZtVMbyQ?dp;vNxgwAo>CQzv1ztx_tN1oY$&I4fKmSx-WH|K7khZ{k zsBY7)PPnF6C1ij72)i2h!|Y6*iBA}G&elZZQR*w@6<^VVo3H|CKsq8mvb&+SE= zbh(?u|4D@JjO9?1%9=9w!!p^9l?d+_|B>jI?L{Z^$X`=2nqFIq>(Q+m0b?K==PVCM8<}&OuIDs=K zenUOq06l6WyjEdqF|40~_^QG?Dt6?5*S`BPd)QQ#wCk>9BMk#yW{@rgXWb>9U+jaSBJD>Cit1CWObtLtLSQUva5^X@3)* zOUVcSdx{aDdP~s7clN3DMs?_VJi_EBXECEeak<^5ygvH;NA~VU=M1^)51NhCg=~o` zGQC-Gw3`Z~ZPSwlNjUoWZ2D2wxq_iU-OyY}7uZ~GE33CX`$V%|B~ZX8t+r8(l;MEpetYD#&^?(E`X24!(i=HYiL2sC~fmpZw zk~_J(39-8!Ckz}JwliMov*Oms)qW7`$Ae$~W%6#PabrRDe_@$Lr-K{7gYPJitCvDo 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zdYzo+IvW}`B;DVa)jcXDd$!4u9cG;SO}x%nx`I&0w0eL@s)%N$c{tch_lIR9MEuOx z*sCnkhrc%KNlYCY&3@Bwnq7En>C#dQ*tKgGL(#rP+NvWiPBomUi;9Yj&fZ6pg4SL| zlXm=gNuPwZ$x;8$H2?!HU}!wF;~u!NtRDz(cw$*n(YvyG*wzz9t3L-O(P&@QT6RZz zhENIT5N0`?*%((xhrTBBMNLAZ0UxwzRleZ-6qnJqX2(se00Xw5j1zu)Q)?yMG{H81OZ^eysf{w$Ig@Pair omF-`D>==vb{~!P6?(hM(*rLb>vBkTueqa2 + +## Backup and Recovery + +Information relating to backup and recovery may be found in the Service Availability and Continuity Management plan for this service, within the EOSC Service Management System (SMS): + diff --git a/docs/building.md b/docs/building.md new file mode 100644 index 0000000..81fa71b --- /dev/null +++ b/docs/building.md @@ -0,0 +1,13 @@ +# Licence + + + +## How to build + +The EOSC Recommender Metrics Framework is comprised of three main components. + +1. The **Preprocessor** component is tasked with retrieving data from various sources in either batch or real-time mode, storing it in a MongoDB database. +2. The **RS Metrics** component undertakes complex calculations involving statistics, metrics, and Key Performance Indicators (KPIs). +3. The **API/UI** entails a RESTful API coupled with a user-friendly UI dashboard, seamlessly delivering reports as a web service and visually presenting metrics. + +Instructions on how to build each one of the services described above can be found in this [EOSC Recommender Metrics Framework README](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/README.md). diff --git a/docs/configuration.md b/docs/configuration.md new file mode 100644 index 0000000..c037129 --- /dev/null +++ b/docs/configuration.md @@ -0,0 +1,143 @@ +# Licence + + + +# EOSC Recommender Metrics Framework + +## Introduction + +The system consists of three key components: a Preprocessor for fetching and storing data in MongoDB, an RSmetrics module for complex metric computations, and a user-friendly UI dashboard with a RESTful API for seamless report delivery and visual presentation of metrics. + +## Configuration Overview + +There are three main aspects that need to be configured so that it can work properly: + +* the MongoDB Server, +* the Preprocessor and the RS Metrics, and +* the API/UI configuration. + +## Configuration Files + +Configuration files of each of the four necessary components are: +* `/etc/mongod.conf` - configuration of MongoDB Server +* `config.yaml` - configuration of Preprocessor and RS Metrics +* `.env` - configuration of API/UI + +## Configuration Parameters + +### Mongo DB Server +MongoDB's official documentation provides a detailed guide to configuring the MongoDB server. Find comprehensive insights into server optimization and behavior settings at [MongoDB Server Configuration](https://docs.mongodb.com/manual/reference/configuration-options). This resource is your go-to for fine-tuning performance and tailoring the MongoDB server to your specific requirements. + +#### Example configuration +This example covers key aspects such as data storage, logging, network interfaces, security, and replication. Users should adjust the paths and settings based on their specific environment and requirements. It is advisable to always refer to the official MongoDB documentation for the most up-to-date and accurate information. +```yaml +# mongod.conf + +# Where and how to store data. +storage: + dbPath: /var/lib/mongodb + journal: + enabled: true + +# Basic settings +systemLog: + destination: file + logAppend: true + path: /var/log/mongodb/mongod.log + +# Network interfaces +net: + port: 27017 + bindIp: 127.0.0.1 + +# Security settings +security: + authorization: enabled + +# Replication settings +replication: + replSetName: "rs0" +``` + +### Preprocessor and RS Metrics +Necessary information regarding the configuration of the Preprocessor and RS Metrics along with the configuration parameters can be found at the [config](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/config.yaml), which is necessary in order for the components to work. + +#### Example configuration +This examples covers the configuring of the Preprocessor and the RS Metrics components. The initial section specifies the names of the RS engines to register for connection and information retrieval. The subsequent section outlines the Mongo DB database for storing respective data captured from the Preprocessor along with the metrics calculations produced by the RS Metrics. Following that, the configuration addresses the source location for retrieving items from the EOSC Marketplace, along with specifying the relationship between the RS engines and the types of the items that are captured. +```yaml +# Set the desired connector +# a list of: +# name/tag, type of database, hostname, port, database +providers: + - name: marketplace_rs + db: "mongodb://localhost:27017/recommender_dev" + - name: athena + db: "mongodb://localhost:27017/athena_dev" + - name: online_engine + db: "" + +datastore: "mongodb://localhost:27017/rsmetrics" + +service: + # Use the EOSC-Marketplace webpage + # to retrieve resources and associate the page_id and the service_id + store: './page_map' # or null + service_list_url: 'https://localhost/replace/with/remote/example' + # if true it keeps only published, otherwise all + # this has an effect in exporting when from is set to 'source' + # and also in metrics calculations where service is considered + published: true + category: + athena: [service] + marketplace_rs: [service] + online_engine: [training, data_source] +``` + +### API/UI +The configuration of API/UI specifies the locations from which to retrieve essential information for visualizing reports and corresponding details on statistics, metrics, KPIs, and graphs, which can be found at [.env](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/webservice/.env), which is necessary in order for the components to work. + +#### Example configuration +This example covers the configuration of API/UI that indicate where to read the necessary information from in order to visualize the reports and the respective information about statistics, metrics, KPIs and graphs. Users should adjust the values based on their specific applications and environments. Additionally, they should ensure that sensitive information, such as secret keys and database URIs, is kept confidential and not shared in public repositories. +```yaml +RSEVAL_MONGO_URI=mongodb://localhost:27017/rsmetrics +RSEVAL_METRIC_DESC_DIR=../metric_descriptions +RSEVAL_SUPERVISOR_RPC_SERVER=http://localhost:9001/RPC2 +RSEVAL_STREAM_USER_ACTIONS_JOBNAME=stream-user-actions +RSEVAL_STREAM_RECOMMENDATIONS_JOBNAME=stream-recommendations +RSEVAL_STREAM_MP_DB_EVENTS_JOBNAME=stream-mp-db-events +``` + +## Environmental Variables + +- All necessary enviromental variables are described in the configuration files. + +## Configuration Sources + +- The configuration file for the MongoDB Server is conveniently located in a standard path. +- The configuration file path for the Preprocessor and the RS Metrics is given via the command line, therefore it can be anywhere. +- Order of precedence leads to no configuration values conflict. + +## Configuration Management + +All the configuration management is done manually through these three files. + +## Security Considerations + +Most of the information stored in the configuration files is not sensitive, apart from hostnames and ports. + +## Troubleshooting + +### MongoDB server +Identifying misconfigurations in a MongoDB server involves examining logs for errors, validating the configuration file syntax with `mongod --configTest`, and checking critical parameters such as storage, network settings, and security configurations. Verify authentication and authorization settings, confirm proper file permissions, and ensure firewall and port accessibility. Real-time monitoring tools like mongostat aid in detecting anomalies and optimizing performance based on these findings. + +### Preprocessor and RS Metrics +Ensuring the proper configuration of these components entails reviewing logs for potential errors and checking the report output, which notifies if any issues have occurred during the metrics computation. + +### API/UI +To guarantee the appropriate configuration of these components, one must examine logs for potential errors, review the report output for issue notifications, incorporate API return calls for a thorough assessment, and observe the UI reports of any error notification in metrics computations. + +## References +- [EOSC Recommender Metrics Framework README](https://github.com/ARGOeu/eosc-recommender-metrics/tree/master#readme) +- [MongoDB Server Configuration](https://docs.mongodb.com/manual/reference/configuration-options) +- [config](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/config.yaml) +- [.env](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/webservice/.env) diff --git a/docs/deployment.md b/docs/deployment.md new file mode 100644 index 0000000..7346bd6 --- /dev/null +++ b/docs/deployment.md @@ -0,0 +1,14 @@ +# Licence + + + +## Deployment + +The service is composed of three integral components. The Preprocessor, responsible for fetching data from diverse sources in batch or real-time mode and storing it in a MongoDB database. Following that, the RSmetrics component engages in intricate metric computations. The third facet entails a RESTful API coupled with a user-friendly UI dashboard, seamlessly delivering reports as a web service and visually presenting metrics. + +For deployment, ensure the following: + +* Set up a virtual machine (VM) for the retrieval agent along with the MongoDB Server. +* Allocate sufficient storage for accommodating the incoming data. +* Dedicate a VM for the intricate computations performed by RSmetrics. +* Establish another VM for exposing the API and hosting the user interface (UI) dashboard. diff --git a/docs/disaster-recovery.md b/docs/disaster-recovery.md new file mode 100644 index 0000000..4cc6af2 --- /dev/null +++ b/docs/disaster-recovery.md @@ -0,0 +1,7 @@ +# Licence + + + +## Disaster Recovery + +Information relating to disaster recovery may be found in the Service Availability and Continuity Management plan for this service, within the EOSC Service Management System (SMS): diff --git a/docs/documentation-training.md b/docs/documentation-training.md new file mode 100644 index 0000000..903c13f --- /dev/null +++ b/docs/documentation-training.md @@ -0,0 +1,9 @@ +# Licence + + + +## Documentation and Training + +- Each Release need to be acompanied with updates in the relative docuementation and changelog +- Futher documentation for each service is available at https://argoeu.github.io/eosc-recommender-metrics/ + diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..7d24f20 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,68 @@ +# Licence + + + +## Introduction + +[Introduction](introduction.md) + +## System Architecture + +[System Architecture](system-architecture.md) + +## Building + +[Building](building.md) + +## Deployment + +[Deployment](deployment.md) + +## Installation + +[Installation](installation.md) + +## Configuration + +[Configuration](configuration.md) + +## Monitoring and Logging + +[Monitoring and Logging](monitoring-logging.md) + +## Backup and Recovery + +[Backup and Recovery](backup-recovery.md) + +## Scaling and Performance + +[Scaling and Performance](scaling-performance.md) + +## Maintenance + +[Maintenance](maintenance.md) + +## Security + +[Security](security.md) + +## Troubleshooting + +[Troubleshooting](troubleshooting.md) + +## Disaster Recovery + +[Disaster Recovery](disaster-recovery.md) + +## Documentation and Training + +[Documentation and Training](documentation-training.md) + +## References + +[References](references.md) + +## Change Log + +[Change Log](ChangeLog.md) + diff --git a/docs/installation.md b/docs/installation.md new file mode 100644 index 0000000..b1dc548 --- /dev/null +++ b/docs/installation.md @@ -0,0 +1,19 @@ +# Licence + + + +## How to build + +### Mongo DB + +The EOSC Recommender Metrics Framework relies on MongoDB as a crucial component for its functionality, benefiting from MongoDB's robust and scalable database solution. +To install MongoDB, visit the MongoDB Download Center at , choose your operating system, and follow the installation instructions. Once installed, start the MongoDB server and access the MongoDB shell for seamless database interaction. + + +### EOSC Recommender Metrics Framework + +To successfully run the program, having Python3 installed is mandatory. Along with the Python3, make sure to check and install the necessary dependencies outlined in [requirements](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/requirements.txt). + +To further streamline the process and manage the dependencies efficiently, consider utilizing a Python environment manager like Conda. You can install Conda by downloading the installer from the official website e.g. . + +Integrating the UI of the software with [Nginx](https://nginx.org/en/docs/install.html) or [Apache](https://httpd.apache.org/docs/current/install.html) enhances web server efficiency, offloading tasks like load balancing and static file management. It also adds a layer of security and scalability, allowing it to focus on application logic. diff --git a/docs/introduction.md b/docs/introduction.md new file mode 100644 index 0000000..9150d60 --- /dev/null +++ b/docs/introduction.md @@ -0,0 +1,37 @@ +# Licence + + + +## Introduction + +The documentation outlines operational aspects, encompassing procedures, workflows, and system functionalities concerning the EOSC Recommender Metrics Framework. It serves as a holistic guide, ensuring a thorough understanding and seamless execution of operations. See below for a detailed breakdown of the operational aspects covered in the documentation: + +* [System Architecture](system-architecture.md) + +* [Building](building.md) + +* [Deployment](deployment.md) + +* [Installation](installation.md) + +* [Configuration](configuration.md) + +* [Monitoring and Logging](monitoring-logging.md) + +* [Backup and Recovery](backup-recovery.md) + +* [Scaling and Performance](scaling-performance.md) + +* [Maintenance](maintenance.md) + +* [Security](security.md) + +* [Troubleshooting](troubleshooting.md) + +* [Disaster Recovery](disaster-recovery.md) + +* [Documentation and Training](documentation-training.md) + +* [References](references.md) + +* [Change Log](ChangeLog.md) diff --git a/docs/maintenance.md b/docs/maintenance.md new file mode 100644 index 0000000..81d297c --- /dev/null +++ b/docs/maintenance.md @@ -0,0 +1,54 @@ +# Licence + + + +## Introduction + +- This Documents is to be used a guideline for the minimum steps required for regular maintainance. +- Overview of the maintenance procedures covered in the documentation. + +## Maintenance Overview + +In order to ensure the optimal and secure operation of the services offered one will need to keep up with maintainance of of both the service and the underlaying infrastrusctue + + +## Regular Maintenance Tasks + +- This is just an indicative list of routine tasks required to keep the software/application healthy and should be treated as a live document and be extended as is required. +- Scheudle regular downtimes for maintenance of the OS/Distribution and security updates (Monthly) +- Review and analysis of logs for edge cases or capacity issues +- + +## Upgrades and Updates + +- Always release new features in a Staging environment for more than 2 weeks before release into production. +- As soon as the new release meets its requirements and does not cause any issues release to production. + +## Patch Management + +- Process for applying security patches and updates. +- In case of a security patch please ajdust the upgrade and update procedure timelines according to the severity. + +## Backup and Restore + +- See Backup and Recovery + +## Performance Tuning + +- see Scaling and Perfomance + + +## Health Checks + +- Use the service both manually and in automated way to spot any descrepancies +- Periodically review the logs. + +## Disaster Recovery + +- See Disaster Recover + +## Documentation and Training + +- See Documentation and Training + + diff --git a/docs/monitoring-logging.md b/docs/monitoring-logging.md new file mode 100644 index 0000000..5eaf75d --- /dev/null +++ b/docs/monitoring-logging.md @@ -0,0 +1,8 @@ +# Licence + + + +## Monitoring and Logging + +- Effective Monitoring should be in place that emulates user actions for each functionality of the service offered. +- Periodicaly review the logs for edge cases errors / issues that may arise. diff --git a/docs/references.md b/docs/references.md new file mode 100644 index 0000000..f24a0c0 --- /dev/null +++ b/docs/references.md @@ -0,0 +1,16 @@ +# Licence + + + +## References + +- [EOSC Recommender Metrics Framework README](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/README.md) +- [EOSC Recommender Metrics Framework requirements](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/requirements.txt) +- [MongoDB Server Configuration](https://docs.mongodb.com/manual/reference/configuration-options) +- [EOSC Recommender Metrics Framework config](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/config.yaml) +- [EOSC Recommender Metrics Framework .env](https://github.com/ARGOeu/eosc-recommender-metrics/blob/master/webservice/.env) +- [Service Availability and Continuity Management plan](https://wiki.eoscfuture.eu/display/EOSCSMS/Availability+and+continuity+plans) +- [Capacity Management plan](https://wiki.eoscfuture.eu/display/EOSCSMS/Capacity+plans+database) +- [Conda](https://www.anaconda.com/products/distribution) +- [Nginx](https://nginx.org/en/docs/install.html) +- [Apache](https://httpd.apache.org/docs/current/install.html) diff --git a/docs/scaling-performance.md b/docs/scaling-performance.md new file mode 100644 index 0000000..f5f6574 --- /dev/null +++ b/docs/scaling-performance.md @@ -0,0 +1,7 @@ +# Licence + + + +## Scaling and Performance + +Information regarding current requirements for delivering agreed service capacity and service levels may be found in the Capacity Management plan for this service, within the EOSC Service Management System (SMS): diff --git a/docs/security.md b/docs/security.md new file mode 100644 index 0000000..87688aa --- /dev/null +++ b/docs/security.md @@ -0,0 +1,7 @@ +# Licence + + + +## Security + +Operations sufficient for preventing data processing systems from being used by unauthorised persons should be in place depening on the deployment scenario. Logical access controls should be designed based on authority levels and job functions. Granting access should be given on a need-to-know and least privilege basis, where it is restricted to authorised employees responsible for the job. The use of unique IDs -identified through SSO- and passwords for all users is adapted, including a periodic review and revoking access when employment terminates or changes in job functions occur. Technical and organisational measures thay you should take into account involve; username and password protected systems, intrusion detection facilities, use of Virtual Private Networks (VPNs) for remote access, firewalls, intrusion Detection System (IDS), user permission management, information security policy, work instruction of IT user regulations, operation security and access control. diff --git a/docs/system-architecture.md b/docs/system-architecture.md new file mode 100644 index 0000000..a81b6d4 --- /dev/null +++ b/docs/system-architecture.md @@ -0,0 +1,30 @@ +# Licence + + + +## System Architecture + +## EOSC Recommender Metrics Framework +The Recommender Metrics Framework (RMF) is an independent "metrics framework as a service" that supports the evaluation and adaptation of recommendation mechanisms. The European Open Science Cloud (EOSC) uses a modern recommender System (RS) in the EOSC Marketplace for suggesting various resources. Using RMF to measure the success of the EOSC RS is crucial to get valuable insights into many aspects that affect the user experience. The use of additional diagnostic metrics and visualizations offers deeper and sometimes surprising insights into a model's performance. The evaluation is quantitatively performed by processing information such as resources, user actions, ratings, and recommendations to measure the impact of the AI-enhanced services and user satisfaction as well as to incorporate this feedback and improve the services provided, via a user-friendly Application Programming Interface (API) and a User Interface (UI) dashboard. The framework supports real-time ingestion of data, multiple resource types and recommendation systems as sources, while it consists of 3 components. The Preprocessor component is responsible for: data retrieval through a connector module that claims and transforms data from various sources, leveraging item-associated knowledge, dissociated and dummy data removal, relation tags dispatch to information that marks various associations in the data, i.e. registered or anonymous-related users and services, statistics' information provision. Moreover, this component is able to run in batch mode for gathering data from the various sources offline, and in stream mode where agents gather the various data from the respective sources in real-time. The RSmetrics component is responsible for processing the collected data, computing the designated evaluation metrics, and producing the necessary information in a homogenized manner. The third component is a RESTful API along with a rich UI dashboard presenting reports as a web service and visualizing metrics and statistics. The implementation features simple statistics and complex metrics. Several statistics that are served are the number of registered and anonymous users or items to the system, how many user actions or recommendations have been performed. Concerning the metrics, it delivers the: Catalogue and User Coverage, Diversity based on the Gini Index and the Shannon Entropy, Novelty, Accuracy, and a list of Key Performance Indicators (KPI)s indicating measurable values that demonstrate how effectively key business objectives are achieved. Concerning the latter case, the KPIs metrics are: Click-Through Rate, Hit Rate, Top-5 viewed items and recommended Services, Top-5 categories and scientific domains for both orders and recommendations. The software not only delivers the results through the data REST API and the UI dashboard, but it additionally exposes graphic visualizations of statistics such as User Actions and Recommended Items per Day and Month. The RS evaluation framework is constantly expanding with new features, metrics, and utilities, to lead to more robust, data-adaptable, and good-quality RS designs. In this demo we are going to present the way the different components work, the integration with other EOSC Components, a typical process flow, and an overview of the statistics, the metrics, the KPIs, and the graphs produced after the computations. + +![Flow](assets/flow.png) + +## Components Functionality + +### Preprocessor +This module is responsible for: +* data retrieval through a connector module that claims and transforms data from various sources +* service-associated knowledge correlations +* dummy or dissociated data removal +* tagging of various associations in the data, i.e. registered or anonymous -related users and services +* generation of statistics information. + +![Preprocessor](assets/preprocessor.png) + +### RS Metrics +This module is responsible for: +* processing the data +* computing the designated evaluation metrics +* producing the necessary information in a homogenized manner. + +![RSMetrics](assets/rsmetrics.png) diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md new file mode 100644 index 0000000..ec74e9e --- /dev/null +++ b/docs/troubleshooting.md @@ -0,0 +1,10 @@ +# Licence + + + +## Troubleshooting + +This is a generic chekclist to troubleshoot/diagnose issues that may arrise +- Identify the issue and try to reproduce it +- All components keep log of actions and issues under /var/log with enough detals to check a specific timestapm and transaction id. Monitor the logs with with "tail -f /var/log/messgies/argo*" or similar log files and try to reproduce again the issue. +- Some components may offer a verbose/deubug flag in their configuraiton files if needed follow the neccesary instrcution in configuration to enable it. From a982821d80fd9ae6983936e57a722d29202c7452 Mon Sep 17 00:00:00 2001 From: nikosT Date: Fri, 12 Jan 2024 02:19:29 +0200 Subject: [PATCH 24/31] REC-296 fix links in top 5 items --- metrics.py | 48 +++++++++++++++++++++++++++++++++--------------- 1 file changed, 33 insertions(+), 15 deletions(-) diff --git a/metrics.py b/metrics.py index edca612..503e28e 100644 --- a/metrics.py +++ b/metrics.py @@ -1,7 +1,6 @@ #!/usr/bin/env python3 import pandas as pd import numpy as np -import re class Runtime: @@ -1003,8 +1002,7 @@ def score(x): @metric("The Top 5 recommended items according to recommendations entries") @pass_on_error -def top5_items_recommended(object, k=5, - base="https://marketplace.eosc-portal.eu"): +def top5_items_recommended(object, k=5): """ Calculate the Top 5 recommended items according to the recommendations entries. @@ -1052,6 +1050,20 @@ def top5_items_recommended(object, k=5, .items["id"] .isin([item[0]]))]) + if _df_item["type"].item() in ["service", "data_source"]: + url = "https://marketplace.eosc-portal.eu/{}".format( + str(_df_item["path"].item())) + elif _df_item["type"].item() in ["training"]: + url = "https://search.marketplace.eosc-portal.eu/{}".format( + str(_df_item["path"].item())) + else: + url = "https://explore.eosc-portal.eu/search/{}?softwareId={}"\ + .format( + _df_item["type"].item(), str(_df_item["id"].item())[ + len("50|"):].lstrip() if + str(_df_item["id"].item()).startswith("50|") else + str(_df_item["id"].item())) + # append a list with the elements: # (i) item id # (ii) item name @@ -1064,11 +1076,7 @@ def top5_items_recommended(object, k=5, { "item_id": item[0], "item_name": str(_df_item["name"].item()), - "item_url": re.sub(r'(? Date: Fri, 12 Jan 2024 18:42:27 +0200 Subject: [PATCH 25/31] REC-299 filter resource types according to configuration --- rsmetrics.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/rsmetrics.py b/rsmetrics.py index cae1151..998cf0c 100755 --- a/rsmetrics.py +++ b/rsmetrics.py @@ -360,6 +360,8 @@ class GetCatalogArgs: { "$and": [ {"provider": args.provider}, + {"type": {"$in": + config['service']['category'][args.provider]}}, {"$or": [{"created_on": {"$lte": args.endtime}}, {"created_on": None}]}, {"$or": [{"deleted_on": {"$gte": args.starttime}}, From 3f42cccf0ca1ccfe3586557d2ae120f56ce3fd0b Mon Sep 17 00:00:00 2001 From: nikosT Date: Tue, 16 Jan 2024 00:12:18 +0200 Subject: [PATCH 26/31] Updating versions --- requirements.txt | 3 + website/package-lock.json | 1101 +++++++++++++++++++++---------------- 2 files changed, 618 insertions(+), 486 deletions(-) diff --git a/requirements.txt b/requirements.txt index fb5da6d..53901b9 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,6 +7,8 @@ Cython==0.29.32 distlib==0.3.6 docopt==0.6.2 filelock==3.8.0 +flask==3.0.0 +flask-pymongo==2.3.0 fonttools==4.46.0 idna==3.3 importlib-resources==6.1.1 @@ -23,6 +25,7 @@ pymongo==4.2.0 pymongoarrow==0.7.0 pyparsing==3.1.1 python-dateutil==2.8.2 +python-dotenv==0.20.0 pytz==2022.2.1 PyYAML==6.0 requests==2.28.1 diff --git a/website/package-lock.json b/website/package-lock.json index 234bb47..02b4639 100644 --- a/website/package-lock.json +++ b/website/package-lock.json @@ -190,16 +190,81 @@ } }, "node_modules/@babel/code-frame": { - 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"schema-utils": "^3.1.0", + "schema-utils": "^3.2.0", "tapable": "^2.1.1", - "terser-webpack-plugin": "^5.1.3", + "terser-webpack-plugin": "^5.3.7", "watchpack": "^2.4.0", "webpack-sources": "^3.2.3" }, @@ -21613,9 +21742,9 @@ } }, "schema-utils": { - "version": "3.1.1", - "resolved": "https://registry.npmjs.org/schema-utils/-/schema-utils-3.1.1.tgz", - "integrity": "sha512-Y5PQxS4ITlC+EahLuXaY86TXfR7Dc5lw294alXOq86JAHCihAIZfqv8nNCWvaEJvaC51uN9hbLGeV0cFBdH+Fw==", + "version": "3.3.0", + "resolved": "https://registry.npmjs.org/schema-utils/-/schema-utils-3.3.0.tgz", + "integrity": "sha512-pN/yOAvcC+5rQ5nERGuwrjLlYvLTbCibnZ1I7B1LaiAz9BRBlE9GMgE/eqV30P7aJQUf7Ddimy/RsbYO/GrVGg==", "requires": { "@types/json-schema": "^7.0.8", "ajv": "^6.12.5", From 36eebec00794c671a67d9fc1f0ef1fad946c3da8 Mon Sep 17 00:00:00 2001 From: Nikolaos Triantafyllis Date: Fri, 19 Jan 2024 18:00:33 +0200 Subject: [PATCH 27/31] REC-300 Add report description in /website and README --- README.md | 2 ++ website/docs/introduction.md | 7 +++++++ website/docs/material.md | 2 ++ website/static/fosscomm.pdf | Bin 0 -> 6621391 bytes 4 files changed, 11 insertions(+) create mode 100644 website/static/fosscomm.pdf diff --git a/README.md b/README.md index b012ec3..201a20a 100644 --- a/README.md +++ b/README.md @@ -190,3 +190,5 @@ Additionally, capacity can be plotted: ./monitor.py -d "mongodb://localhost:27017/rsmetrics" -s "$(date -u -d '1 day ago' '+%Y-%m-%d')" -e "$(date -u '+%Y-%m-%d')" --capacity --plot ``` +## Deployment docs +Installation and configuration documents can be found [here](docs). diff --git a/website/docs/introduction.md b/website/docs/introduction.md index 4ba1084..95a01c9 100644 --- a/website/docs/introduction.md +++ b/website/docs/introduction.md @@ -11,6 +11,13 @@ The Recommender System (RS) is a novel component of the EOSC Portal meant to imp ![Flow](static/img/flow.png) +### Reports +Presently, we provide daily assessments: +* for the Marketplace RS by utilizing service resources, and +* for the Online Engine through training and software resources. + +Both evaluations occur on a daily basis, with resource retrieval facilitated by the get_catalog.py Python module. While service data is obtained daily, the acquisition of training and software data is a manual, best-effort process owing to the extensive size of the dataset. + ## Components Functionality ### Preprocessor diff --git a/website/docs/material.md b/website/docs/material.md index 694964f..0181c6e 100644 --- a/website/docs/material.md +++ b/website/docs/material.md @@ -10,3 +10,5 @@ slug: /material - [Overview of the Recommender Metrics Framework](pathname:///poster.pdf) - [Demonstration of the Recommender Metrics Framework in the EGI 2023 conference _(19-23 June 2023, Poznan, Poland)_](pathname:///demo.pdf) + +- [Demonstration of the Recommender Metrics Framework in the FOSSCOMM 2023 conference _(21-22 October 2023, Heraklion, Greece)_](pathname:///fosscomm.pdf) diff --git a/website/static/fosscomm.pdf b/website/static/fosscomm.pdf new file mode 100644 index 0000000000000000000000000000000000000000..daa8f13b15ee9c5143a865bccff45b5cd9559ab0 GIT binary patch literal 6621391 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