Add models and interfaces

.github/workflows/py_test.yml

@@ -21,6 +21,7 @@ jobs:
 
       - name: Install dependencies
         run: |
+          pip install -r requirements.txt
           pip install pylint
 
       - name: Analysing the code with pylint
@@ -50,7 +51,7 @@ jobs:
 
   python-tests:
     env:
-      TEST_FILES: test/test_types.py test/test_metadata.py test/test_comparator.py test/test_column2VecCache.py
+      TEST_FILES: tests/similarity_framework/test_similarity*  tests/column2vec/test_column2vec_cache.py
     name: Run Python Tests
     runs-on: ubuntu-latest
     steps:
@@ -66,26 +67,26 @@ jobs:
       - name: Install dependencies
         run: |
           pip install -r requirements.txt
-          pip install coverage pytest
 
       - name: Run tests
-        run: coverage run --source='similarity,column2Vec' -m pytest $TEST_FILES
+        run: |
+           coverage run -m pytest $TEST_FILES
 
       - name: Show coverage
-        run: coverage report -m --omit=".*.ipynb"
+        run: coverage report -m --omit=".*.ipynb,similarity_runner/*"
 
       - name: Create coverage file
         if: github.event_name == 'pull_request'
-        run: coverage xml
+        run: coverage xml --omit=".*.ipynb,similarity_runner/*"
 
       - name: Get Cover
         if: github.event_name == 'pull_request'
-        uses: orgoro/coverage@v3.1
+        uses: orgoro/coverage@v3.2
         with:
           coverageFile: coverage.xml
           token: ${{ secrets.GITHUB_TOKEN }}
           thresholdAll: 0.7
-          thresholdNew: 0.9
+          thresholdNew: 0.7
 
       - uses: actions/upload-artifact@v4
         if: github.event_name == 'pull_request'

.gitignore

@@ -122,7 +122,7 @@ celerybeat.pid
 *.sage.py
 
 # Environments
-.env
+.config
 .venv
 env/
 venv/
@@ -165,3 +165,6 @@ cython_debug/
 # Custom for this project
 fingerprints/
 **/.DS_Store
+
+column2vec/research
+measurement

.pylintrc

@@ -68,7 +68,7 @@ ignored-modules=
 
 # Python code to execute, usually for sys.path manipulation such as
 # pygtk.require().
-#init-hook=
+init-hook='import sys; sys.path.append("./similarity"); sys.path.append("./similarityRunner")'
 
 # Use multiple processes to speed up Pylint. Specifying 0 will auto-detect the
 # number of processors available to use, and will cap the count on Windows to

README.md

@@ -27,7 +27,7 @@ the main set (training) on which the program is
 tuned, and a validation set for validating the results.
 
 #### Definition of table similarity:
-![img_1.png](images/similarity_def.png)
+![img_1.png](docs/similarity_def.png)
 >Parameter **important columns** is user input.
 > 
 >Parameter **k** is also user input.
@@ -44,8 +44,8 @@ input for Comparator.
 Comparator compares metadata and it computes distance.
 We should test which one is better.
 
-1. ![img_2.png](images/pipeline1.png)
-2. ![img_3.png](images/pipeline2.png)
+1. ![img_2.png](similarity_framework/docs/pipeline1.png)
+2. ![img_3.png](similarity_framework/docs/pipeline2.png)
 #### Metadata creator
 MetadataCreator has:
   - **constructor** that fills fields:
@@ -102,7 +102,7 @@ of these two tables.
 ### Column2Vec
 Column2Vec is a module in which we implement word2Vec based functionality for columns. 
 It will compute embeddings for columns, so we can compare them. 
-More about this module can be found [here](column2Vec/README.md).
+More about this module can be found [here](column2vec/README.md).
 ### Types and Kinds
 We have decided to split columns by type. We can compute types or kinds for each column.
 Types define the real type of column. Some you may know from programming languages (int, float, string)
@@ -118,22 +118,22 @@ Explaining some types:
 - phrase: string with more than one word
 - multiple: string that represents not atomic data or structured data
 - article: string with more than one sentence
-3. ![img.png](images/types.png)
+3. ![img.png](docs/types.png)
 Kind has only for "types" plus undefined. You can see all types on the picture 4.
 Explaining kinds:
    - As **Id** will be marked column that contains only uniq values
    - As **Bool** will be marked column that contains only two unique values
    - As **Constant** will be marked column that contains only one unique value
    - As **Categorical** will be marked column that contains categories. Number of uniq values is less than threshold % of the total number of rows. Threshold is different for small and big dataset.
-4. ![img.png](images/kind.png)
+4. ![img.png](docs/kind.png)
 ### Applicability
 - merging teams 
 - fuze of companies
 - found out which data are duplicated 
 - finding similar or different data
 ## Structure
 - **Source code** is in folder [similarity](similarity). More about similarity folder structure in [README.md](similarity/README.md)
-- **Source code for column2Vec** is in folder [column2Vec](column2Vec).
+- **Source code for column2Vec** is in folder [column2Vec](column2vec).
 - **Tests** are in folder [test](test)
 - **Data** are stored in folders [**data**](data) and [**data_validation**](data_validation).
 - **Main folder** contains: folder .github, files .gitignore, CONTRIBUTING.MD, LICENSE, README.md, requirements.txt, constants.py and main.py
@@ -142,7 +142,7 @@ Explaining kinds:
 ---
 
 **column2Vec** folder contains all files for [column2Vec](#column2Vec) feature.
-More about the structure of this folder can be found [here](column2Vec/README.md/#structure).
+More about the structure of this folder can be found [here](column2vec/README.md/#structure).
 
 **Datasets** for testing are stored in [**data**](data) and [**data_validation**](data_validation)
 Corresponding link, name and eventual description for each dataset is
@@ -213,5 +213,15 @@ black similarity/metadata_creator.py
 ```
 You can change black settings in [pyproject.toml](pyproject.toml) file.
 
+
+#### Coverage
+You can run it by using this command:
+```bash
+PYTHONPATH="./similarity:./similarityRunner:$PYTHONPATH" \                      
+           coverage run --source='similarity,column2Vec,similarityRunner' -m \
+           pytest test/test_similarity* test/test_runner* test/test_column2VecCache.py
+
+```
+
 ## How to contribute
 Please see our [**Contribution Guidelines**](CONTRIBUTING.md).