├── LICENSE ├── README.md ├── manage.py ├── requirements.txt ├── sim ├── admin.py ├── apps.py ├── forms.py ├── models.py ├── tests.py └── views.py ├── similarity ├── settings.py ├── urls.py └── wsgi.py ├── static ├── css │ └── style.css └── js │ ├── bootstrap.min.js │ └── jquery-2.2.4.min.js ├── templates ├── document.html └── document_upload.html └── workdir └── .0 /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019 coderasha 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Resemblance 2 | measure similarity between two txt files (Python) 3 | 4 | ## Getting Started 5 | 6 | Resemblance works on **Python 3+** and Django 2+. 7 | 8 | Install dependencies: 9 | 10 | ``` 11 | python3 -m pip3 install -r requirements.txt 12 | ``` 13 | then run following commands: 14 | 15 | 16 | ``` 17 | python3 manage.py makemigrations sim 18 | python3 manage.py migrate 19 | python3 manage.py runserver 20 | ``` 21 | -------------------------------------------------------------------------------- /manage.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | """Django's command-line utility for administrative tasks.""" 3 | import os 4 | import sys 5 | 6 | 7 | def main(): 8 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'similarity.settings') 9 | try: 10 | from django.core.management import execute_from_command_line 11 | except ImportError as exc: 12 | raise ImportError( 13 | "Couldn't import Django. Are you sure it's installed and " 14 | "available on your PYTHONPATH environment variable? Did you " 15 | "forget to activate a virtual environment?" 16 | ) from exc 17 | execute_from_command_line(sys.argv) 18 | 19 | 20 | if __name__ == '__main__': 21 | main() 22 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | nltk 2 | gensim 3 | numpy 4 | -------------------------------------------------------------------------------- /sim/admin.py: -------------------------------------------------------------------------------- 1 | from django.contrib import admin 2 | from .models import Document 3 | 4 | admin.site.register(Document) 5 | -------------------------------------------------------------------------------- /sim/apps.py: -------------------------------------------------------------------------------- 1 | from django.apps import AppConfig 2 | 3 | 4 | class SimConfig(AppConfig): 5 | name = 'sim' 6 | -------------------------------------------------------------------------------- /sim/forms.py: -------------------------------------------------------------------------------- 1 | from django import forms 2 | from .models import Document 3 | 4 | class DocumentForm(forms.ModelForm): 5 | class Meta: 6 | model = Document 7 | fields = ('description', 'document', 'document2', ) -------------------------------------------------------------------------------- /sim/models.py: -------------------------------------------------------------------------------- 1 | from django.db import models 2 | 3 | class Document(models.Model): 4 | description = models.CharField(max_length=255, blank=True) 5 | document = models.FileField() 6 | document2 = models.FileField() 7 | uploaded_at = models.DateTimeField(auto_now_add=True) 8 | 9 | def __str__(self): 10 | return self.description -------------------------------------------------------------------------------- /sim/tests.py: -------------------------------------------------------------------------------- 1 | from django.test import TestCase 2 | 3 | # Create your tests here. 4 | -------------------------------------------------------------------------------- /sim/views.py: -------------------------------------------------------------------------------- 1 | from django.shortcuts import render, redirect, get_object_or_404 2 | import gensim 3 | import nltk 4 | import numpy as np 5 | from nltk.tokenize import word_tokenize, sent_tokenize 6 | 7 | from .models import Document 8 | from .forms import DocumentForm 9 | 10 | def document_upload(request): 11 | documents = Document.objects.order_by('-id') 12 | if request.method == 'POST': 13 | form = DocumentForm(request.POST, request.FILES) 14 | if form.is_valid(): 15 | form.save() 16 | return redirect('home') 17 | else: 18 | form = DocumentForm() 19 | return render(request, 'document_upload.html', { 20 | 'form': form, 21 | 'documents':documents, 22 | }) 23 | def similarity(request, id): 24 | document = get_object_or_404(Document, id=id) 25 | file_docs = [] 26 | file2_docs = [] 27 | avg_sims = [] 28 | with open ('media/' + document.document.name) as f: 29 | tokens = sent_tokenize(f.read()) 30 | for line in tokens: 31 | file_docs.append(line) 32 | 33 | length_doc1 = len(file_docs) 34 | 35 | gen_docs = [[w.lower() for w in word_tokenize(text)] 36 | for text in file_docs] 37 | 38 | dictionary = gensim.corpora.Dictionary(gen_docs) 39 | corpus = [dictionary.doc2bow(gen_doc) for gen_doc in gen_docs] 40 | tf_idf = gensim.models.TfidfModel(corpus) 41 | sims = gensim.similarities.Similarity('workdir/',tf_idf[corpus], 42 | num_features=len(dictionary)) 43 | 44 | with open ('media/' + document.document2.name) as f: 45 | tokens = sent_tokenize(f.read()) 46 | for line in tokens: 47 | file2_docs.append(line) 48 | 49 | for line in file2_docs: 50 | query_doc = [w.lower() for w in word_tokenize(line)] 51 | query_doc_bow = dictionary.doc2bow(query_doc) 52 | query_doc_tf_idf = tf_idf[query_doc_bow] 53 | print('Comparing Result:', sims[query_doc_tf_idf]) 54 | sum_of_sims =(np.sum(sims[query_doc_tf_idf], dtype=np.float32)) 55 | avg = sum_of_sims / len(file_docs) 56 | print(f'avg: {sum_of_sims / len(file_docs)}') 57 | avg_sims.append(avg) 58 | total_avg = np.sum(avg_sims, dtype=np.float) 59 | print(total_avg) 60 | percentage_of_similarity = round(float(total_avg) * 100) 61 | if percentage_of_similarity >= 100: 62 | percentage_of_similarity = 100 63 | 64 | return render(request, 'document.html', { 65 | 'percentage_of_similarity':percentage_of_similarity, 66 | }) -------------------------------------------------------------------------------- /similarity/settings.py: -------------------------------------------------------------------------------- 1 | """ 2 | Django settings for similarity project. 3 | 4 | Generated by 'django-admin startproject' using Django 2.2.5. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/2.2/topics/settings/ 8 | 9 | For the full list of settings and their values, see 10 | https://docs.djangoproject.com/en/2.2/ref/settings/ 11 | """ 12 | 13 | import os 14 | 15 | # Build paths inside the project like this: os.path.join(BASE_DIR, ...) 16 | BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) 17 | 18 | 19 | # Quick-start development settings - unsuitable for production 20 | # See https://docs.djangoproject.com/en/2.2/howto/deployment/checklist/ 21 | 22 | # SECURITY WARNING: keep the secret key used in production secret! 23 | SECRET_KEY = '!(et2oplkvxq8*fso$=_0g8rf0wrucp$sc@(bg_yp4z8k#q0=t' 24 | 25 | # SECURITY WARNING: don't run with debug turned on in production! 26 | DEBUG = True 27 | 28 | ALLOWED_HOSTS = [] 29 | 30 | 31 | # Application definition 32 | 33 | INSTALLED_APPS = [ 34 | 'django.contrib.admin', 35 | 'django.contrib.auth', 36 | 'django.contrib.contenttypes', 37 | 'django.contrib.sessions', 38 | 'django.contrib.messages', 39 | 'django.contrib.staticfiles', 40 | 'sim', 41 | ] 42 | 43 | MIDDLEWARE = [ 44 | 'django.middleware.security.SecurityMiddleware', 45 | 'django.contrib.sessions.middleware.SessionMiddleware', 46 | 'django.middleware.common.CommonMiddleware', 47 | 'django.middleware.csrf.CsrfViewMiddleware', 48 | 'django.contrib.auth.middleware.AuthenticationMiddleware', 49 | 'django.contrib.messages.middleware.MessageMiddleware', 50 | 'django.middleware.clickjacking.XFrameOptionsMiddleware', 51 | ] 52 | 53 | ROOT_URLCONF = 'similarity.urls' 54 | 55 | TEMPLATES = [ 56 | { 57 | 'BACKEND': 'django.template.backends.django.DjangoTemplates', 58 | 'DIRS': [os.path.join(BASE_DIR, 'templates')], 59 | 'APP_DIRS': True, 60 | 'OPTIONS': { 61 | 'context_processors': [ 62 | 'django.template.context_processors.debug', 63 | 'django.template.context_processors.request', 64 | 'django.contrib.auth.context_processors.auth', 65 | 'django.contrib.messages.context_processors.messages', 66 | ], 67 | }, 68 | }, 69 | ] 70 | 71 | WSGI_APPLICATION = 'similarity.wsgi.application' 72 | 73 | 74 | # Database 75 | # https://docs.djangoproject.com/en/2.2/ref/settings/#databases 76 | 77 | DATABASES = { 78 | 'default': { 79 | 'ENGINE': 'django.db.backends.sqlite3', 80 | 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), 81 | } 82 | } 83 | 84 | 85 | # Password validation 86 | # https://docs.djangoproject.com/en/2.2/ref/settings/#auth-password-validators 87 | 88 | AUTH_PASSWORD_VALIDATORS = [ 89 | { 90 | 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', 91 | }, 92 | { 93 | 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', 94 | }, 95 | { 96 | 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', 97 | }, 98 | { 99 | 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', 100 | }, 101 | ] 102 | 103 | 104 | # Internationalization 105 | # https://docs.djangoproject.com/en/2.2/topics/i18n/ 106 | 107 | LANGUAGE_CODE = 'en-us' 108 | 109 | TIME_ZONE = 'UTC' 110 | 111 | USE_I18N = True 112 | 113 | USE_L10N = True 114 | 115 | USE_TZ = True 116 | 117 | 118 | # Static files (CSS, JavaScript, Images) 119 | # https://docs.djangoproject.com/en/2.2/howto/static-files/ 120 | 121 | STATIC_URL = '/static/' 122 | STATICFILES_DIRS = [ 123 | os.path.join(BASE_DIR, 'static') 124 | ] 125 | STATIC_ROOT = os.path.join(BASE_DIR, 'static_root') 126 | 127 | MEDIA_URL = '/media/' 128 | MEDIA_ROOT = os.path.join(BASE_DIR, 'media') 129 | -------------------------------------------------------------------------------- /similarity/urls.py: -------------------------------------------------------------------------------- 1 | """similarity URL Configuration 2 | 3 | The `urlpatterns` list routes URLs to views. For more information please see: 4 | https://docs.djangoproject.com/en/2.2/topics/http/urls/ 5 | Examples: 6 | Function views 7 | 1. Add an import: from my_app import views 8 | 2. Add a URL to urlpatterns: path('', views.home, name='home') 9 | Class-based views 10 | 1. Add an import: from other_app.views import Home 11 | 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') 12 | Including another URLconf 13 | 1. Import the include() function: from django.urls import include, path 14 | 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) 15 | """ 16 | from django.contrib import admin 17 | from django.urls import path 18 | from sim.views import document_upload, similarity 19 | urlpatterns = [ 20 | path('admin/', admin.site.urls), 21 | path('', document_upload, name="home"), 22 | path('/', similarity, name="detail"), 23 | ] 24 | -------------------------------------------------------------------------------- /similarity/wsgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | WSGI config for similarity project. 3 | 4 | It exposes the WSGI callable as a module-level variable named ``application``. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/2.2/howto/deployment/wsgi/ 8 | """ 9 | 10 | import os 11 | 12 | from django.core.wsgi import get_wsgi_application 13 | 14 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'similarity.settings') 15 | 16 | application = get_wsgi_application() 17 | -------------------------------------------------------------------------------- /static/css/style.css: -------------------------------------------------------------------------------- 1 | @import url('https://fonts.googleapis.com/css?family=Baloo&display=swap'); 2 | 3 | body{ 4 | font-family: 'Baloo', cursive; 5 | } 6 | /* home css */ 7 | 8 | .file { 9 | position: relative; 10 | } 11 | .file label { 12 | background: #39D2B4; 13 | padding: 5px 20px; 14 | color: #fff; 15 | font-weight: bold; 16 | font-size: .9em; 17 | transition: all .4s; 18 | } 19 | .file input { 20 | position: absolute; 21 | display: inline-block; 22 | left: 0; 23 | top: 0; 24 | opacity: 0.01; 25 | cursor: pointer; 26 | } 27 | .file input:hover + label, 28 | .file input:focus + label { 29 | background: #34495E; 30 | color: #39D2B4; 31 | } 32 | form { 33 | width: 225px; 34 | margin: 30 auto; 35 | text-align:center; 36 | } 37 | 38 | a{ 39 | color:black; 40 | } 41 | a:hover{ 42 | color: #39D2B4; 43 | } 44 | h1, h2 { 45 | margin-bottom: 5px; 46 | font-weight: normal; 47 | text-align: center; 48 | color:#aaa; 49 | } 50 | h2 { 51 | margin: 5px 0 2em; 52 | color: #39D2B4; 53 | } 54 | h2 + P { 55 | text-align: center; 56 | } 57 | input[type="text"]::placeholder { 58 | 59 | /* Firefox, Chrome, Opera */ 60 | text-align: center; 61 | } 62 | .txtcenter { 63 | margin-top: 4em; 64 | font-size: .9em; 65 | text-align: center; 66 | color: #aaa; 67 | } 68 | .copy { 69 | margin-top: 2em; 70 | } 71 | .copy a { 72 | text-decoration: none; 73 | color: #39D2B4; 74 | } 75 | /* button */ 76 | .btn { 77 | border-radius: 5px; 78 | padding: 15px 25px; 79 | font-size: 22px; 80 | text-decoration: none; 81 | margin: 20px; 82 | color: #fff; 83 | position: relative; 84 | display: inline-block; 85 | } 86 | 87 | .btn:active { 88 | transform: translate(0px, 5px); 89 | -webkit-transform: translate(0px, 5px); 90 | box-shadow: 0px 1px 0px 0px; 91 | } 92 | 93 | .blue { 94 | background-color: #55acee; 95 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