Initial commit

.gitignore

@@ -0,0 +1,255 @@
+
+# Created by https://www.toptal.com/developers/gitignore/api/python,pycharm+all
+# Edit at https://www.toptal.com/developers/gitignore?templates=python,pycharm+all
+
+### PyCharm+all ###
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+
+# AWS User-specific
+.idea/**/aws.xml
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/artifacts
+# .idea/compiler.xml
+# .idea/jarRepositories.xml
+# .idea/modules.xml
+# .idea/*.iml
+# .idea/modules
+# *.iml
+# *.ipr
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# SonarLint plugin
+.idea/sonarlint/
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.ser
+
+### PyCharm+all Patch ###
+# Ignores the whole .idea folder and all .iml files
+# See https://github.com/joeblau/gitignore.io/issues/186 and https://github.com/joeblau/gitignore.io/issues/360
+
+.idea/*
+
+# Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-249601023
+
+*.iml
+modules.xml
+.idea/misc.xml
+*.ipr
+
+# Sonarlint plugin
+.idea/sonarlint
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# End of https://www.toptal.com/developers/gitignore/api/python,pycharm+all
+yolov5s.pt

.run/main (check).run.xml

@@ -0,0 +1,24 @@
+<component name="ProjectRunConfigurationManager">
+    <configuration default="false" name="main (check)" type="PythonConfigurationType" factoryName="Python">
+        <module name="VideoAnalysis-dnn"/>
+        <option name="INTERPRETER_OPTIONS" value=""/>
+        <option name="PARENT_ENVS" value="true"/>
+        <envs>
+            <env name="PYTHONUNBUFFERED" value="1"/>
+        </envs>
+        <option name="SDK_HOME" value=""/>
+        <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$"/>
+        <option name="IS_MODULE_SDK" value="true"/>
+        <option name="ADD_CONTENT_ROOTS" value="true"/>
+        <option name="ADD_SOURCE_ROOTS" value="true"/>
+        <option name="SCRIPT_NAME" value="$PROJECT_DIR$/main.py"/>
+        <option name="PARAMETERS"
+                value="2d147dcb-9c45-310b-a3ae-67d35a141755 &quot;test-data/lectionAudi/2021-03-12 13-51-07.JPG&quot;"/>
+        <option name="SHOW_COMMAND_LINE" value="false"/>
+        <option name="EMULATE_TERMINAL" value="false"/>
+        <option name="MODULE_MODE" value="false"/>
+        <option name="REDIRECT_INPUT" value="false"/>
+        <option name="INPUT_FILE" value=""/>
+        <method v="2"/>
+    </configuration>
+</component>

.run/main (empty).run.xml

@@ -0,0 +1,24 @@
+<component name="ProjectRunConfigurationManager">
+    <configuration default="false" name="main (empty)" type="PythonConfigurationType" factoryName="Python">
+        <module name="VideoAnalysis-dnn"/>
+        <option name="INTERPRETER_OPTIONS" value=""/>
+        <option name="PARENT_ENVS" value="true"/>
+        <envs>
+            <env name="PYTHONUNBUFFERED" value="1"/>
+        </envs>
+        <option name="SDK_HOME" value=""/>
+        <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$"/>
+        <option name="IS_MODULE_SDK" value="true"/>
+        <option name="ADD_CONTENT_ROOTS" value="true"/>
+        <option name="ADD_SOURCE_ROOTS" value="true"/>
+        <option name="SCRIPT_NAME" value="$PROJECT_DIR$/main.py"/>
+        <option name="PARAMETERS"
+                value="2d147dcb-9c45-310b-a3ae-67d35a141755 &quot;test-data/lectionAudi/2021-03-12 13-49-32.JPG&quot;"/>
+        <option name="SHOW_COMMAND_LINE" value="false"/>
+        <option name="EMULATE_TERMINAL" value="false"/>
+        <option name="MODULE_MODE" value="false"/>
+        <option name="REDIRECT_INPUT" value="false"/>
+        <option name="INPUT_FILE" value=""/>
+        <method v="2"/>
+    </configuration>
+</component>

.run/main (not empty).run.xml

@@ -0,0 +1,24 @@
+<component name="ProjectRunConfigurationManager">
+    <configuration default="false" name="main (not empty)" type="PythonConfigurationType" factoryName="Python">
+        <module name="VideoAnalysis-dnn"/>
+        <option name="INTERPRETER_OPTIONS" value=""/>
+        <option name="PARENT_ENVS" value="true"/>
+        <envs>
+            <env name="PYTHONUNBUFFERED" value="1"/>
+        </envs>
+        <option name="SDK_HOME" value=""/>
+        <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$"/>
+        <option name="IS_MODULE_SDK" value="true"/>
+        <option name="ADD_CONTENT_ROOTS" value="true"/>
+        <option name="ADD_SOURCE_ROOTS" value="true"/>
+        <option name="SCRIPT_NAME" value="$PROJECT_DIR$/main.py"/>
+        <option name="PARAMETERS"
+                value="2d147dcb-9c45-310b-a3ae-67d35a141755 &quot;test-data/lectionAudi/2021-03-12 13-48-31.JPG&quot;"/>
+        <option name="SHOW_COMMAND_LINE" value="false"/>
+        <option name="EMULATE_TERMINAL" value="false"/>
+        <option name="MODULE_MODE" value="false"/>
+        <option name="REDIRECT_INPUT" value="false"/>
+        <option name="INPUT_FILE" value=""/>
+        <method v="2"/>
+    </configuration>
+</component>

README.md

@@ -0,0 +1,15 @@
+Окружение: Python 3.10
+
+Сервис: http://kb.athene.tech/swagger-ui/index.html
+
+Запуск:
+
+```python
+main.py < Ontology
+UID > < Image
+Path >
+main.py
+43
+f3f5d1 - a339 - 3256 - a5d9 - fd2f14ec1d60
+"test-data/lectionAudi/2021-03-12 13-48-31.JPG"
+```

imageWorking.py

@@ -0,0 +1,16 @@
+import cv2 as cv
+import numpy as np
+
+from main import img_size as size
+
+
+def image_transform(image):
+    image = cv.resize(image, (size[0], size[1]))
+    return image[:, :, ::-1]
+
+
+def get_image_as_array(image_name):
+    image = cv.imread(image_name)
+    image: np.ndarray  # приведение типов
+    image = image_transform(image)
+    return image

main.py

@@ -0,0 +1,77 @@
+import os
+import sys
+
+import cv2 as cv
+import numpy as np
+import requests
+import torch
+
+import imageWorking
+import neuralNetwork
+import ontologyWorking
+
+url = 'http://kb.athene.tech/api/1.0/ontology/'
+img_path = 'data'
+img_size = (1280, 720)
+
+
+def analyse_file(uid, image_path):
+    if ontologyWorking.is_ontology_exists(uid, url):
+        raise Exception(f'Онтология с uid {uid} не существует')
+    if not os.path.isfile(image_path):
+        raise Exception(f'Изображение {image_path} не существует')
+    model = torch.hub.load('ultralytics/yolov5', 'yolov5s', pretrained=True)
+    model.names = neuralNetwork.rename_entity(model.names)
+    list_sqwrl = ontologyWorking.get_list_sqwrl(uid, url)
+
+    results = model(imageWorking.get_image_as_array(image_path))
+    object_properties = list()
+    data_properties = list()
+    for i, res in enumerate(results.pred):
+        results_ndarray = np.array(res)
+        request = ontologyWorking.get_request_data(model.names, results_ndarray)
+        object_properties += request[0]
+        data_properties += request[1]
+
+    data = {
+        'data':
+            {
+                'objectPropertyAssertions': object_properties,
+                'dataPropertyAssertions': data_properties
+            }
+    }
+
+    result = {
+        'QueryGetNotEmpty': '',
+        'QueryGetCheck': '',
+        'QueryGetEmpty': ''
+    }
+    for sqwrl in list_sqwrl['response']:
+        response = requests.post(url + f'{uid}/query/{sqwrl["name"]}', json=data).json()
+        if response['error']:
+            raise Exception(response['error'])
+        result[sqwrl['name']] = [resultSQWRL['name']['value'] for resultSQWRL in response['response']['rows']]
+        print(f'Запрос {sqwrl["name"]} выполнен')
+
+    print()
+    print('Результаты')
+    if result['QueryGetNotEmpty']:
+        print('Аудитория занята')
+    elif result['QueryGetCheck']:
+        print('Аудиторию необходимо проверить')
+    elif result['QueryGetEmpty']:
+        print('Аудитория пустая')
+    else:
+        print('Неизвестное состояние')
+
+    # Вывод изображения
+    cv.imshow('result', results.render()[0][:, :, ::-1])
+    cv.waitKey(0)
+    cv.destroyAllWindows()
+
+
+if __name__ == '__main__':
+    if len(sys.argv) != 3:
+        print(f'Запуск: {sys.argv[0]} <Ontology UID> <Image path>')
+        exit(1)
+    analyse_file(sys.argv[1], sys.argv[2])

neuralNetwork.py

@@ -0,0 +1,6 @@
+def rename_entity(list_names: dict):
+    temp_list = list()
+    for entity in list_names.values():
+        entity: str
+        temp_list.append(entity.title().replace(' ', ''))
+    return temp_list

ontologyWorking.py

@@ -0,0 +1,44 @@
+import requests
+
+
+def is_ontology_exists(uid, url):
+    list_ontologies = requests.get(url).json()['response']
+    for onto in list_ontologies:
+        if onto['uid'] == uid:
+            return False
+    return True
+
+
+def get_list_sqwrl(uid, url):
+    return requests.get(url + f'{uid}/query/', verify=False).json()
+
+
+def get_entity_square(results_ndarray_i):
+    square = float((results_ndarray_i[2] - results_ndarray_i[0]) *
+                   (results_ndarray_i[3] - results_ndarray_i[1]))
+    return abs(square)
+
+
+def get_request_data(entities, results_ndarray):
+    classroom = 'classroom'
+    object_properties = list()
+    data_properties = list()
+    for i, entity in enumerate(entities):  # запись в лист имен объектов и присутствие
+        if (results_ndarray[:, -1] == i).sum() > 0:  # если объект найден
+            object_properties.append({'domain': entity,
+                                      'property': 'locatedIn',
+                                      'range': classroom})
+        else:
+            object_properties.append({'domain': entity,
+                                      'property': 'notLocatedIn',
+                                      'range': classroom})
+
+    for i in range(results_ndarray.shape[0]):
+        data_properties.append({'domain': entities[int(results_ndarray[i, 5])],
+                                'property': 'hasArea',
+                                'value': get_entity_square(results_ndarray[i])})
+        data_properties.append({'domain': entities[int(results_ndarray[i, 5])],
+                                'property': 'hasConfidence',
+                                'value': float(results_ndarray[i, 4])})
+
+    return object_properties, data_properties

requirements.txt

@@ -0,0 +1,52 @@
+absl-py==1.4.0
+astunparse==1.6.3
+cachetools==5.3.0
+certifi==2023.5.7
+charset-normalizer==3.1.0
+flatbuffers==23.5.9
+gast==0.4.0
+google-auth==2.18.1
+google-auth-oauthlib==1.0.0
+google-pasta==0.2.0
+grpcio==1.54.2
+h5py==3.8.0
+idna==3.4
+jax==0.4.10
+keras==2.12.0
+libclang==16.0.0
+Markdown==3.4.3
+MarkupSafe==2.1.2
+matplotlib==3.7.1
+ml-dtypes==0.1.0
+numpy==1.23.5
+oauthlib==3.2.2
+opencv-python==4.7.0.72
+opt-einsum==3.3.0
+packaging==23.1
+pandas==2.0.1
+Pillow==9.5.0
+protobuf==4.23.1
+psutil==5.9.5
+PyYAML==6.0
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
+requests==2.30.0
+requests-oauthlib==1.3.1
+rsa==4.9
+scipy==1.10.1
+six==1.16.0
+tensorboard==2.12.3
+tensorboard-data-server==0.7.0
+tensorflow==2.12.0
+tensorflow-estimator==2.12.0
+tensorflow-intel==2.12.0
+tensorflow-io-gcs-filesystem==0.31.0
+termcolor==2.3.0
+torch==2.0.1
+torchvision==0.15.2
+tqdm==4.65.0
+typing_extensions==4.5.0
+ultralytics==8.0.105
+urllib3==1.26.15
+Werkzeug==2.3.4
+wrapt==1.14.1