initial gpt things

Author: Raw

.gitignore

@@ -1,2 +1,162 @@
+# 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
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
 .env
-.venv
+.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 maintained 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/

app.py

@@ -1,9 +1,10 @@
 import torch
-from flask import Flask, Response, render_template   
+from flask import Flask, Response, render_template, jsonify
 import cv2
 import time
 import numpy as np
 import warnings
+from util import get_response
 
 warnings.filterwarnings("ignore", category=FutureWarning, message=".*torch.cuda.amp.autocast.*")
 
@@ -12,16 +13,24 @@
 model = torch.hub.load("ultralytics/yolov5", "custom", path="models/best.pt")
 
 camera = cv2.VideoCapture(0)
+
+detected_animals = {}
+
 def gen_frames():  
     while True:
         success, frame = camera.read()  # read the camera frame
         if not success:
             break
         else:
             results = model(frame)
-            filtered_results = results.xyxy[0][results.xyxy[0][:, 4] >= 0.9]
+            filtered_results = results.xyxy[0][results.xyxy[0][:, 4] >= 0.55]
 
             for *box, conf, cls in filtered_results:
+                animal = model.names[int(cls)]
+                if animal not in detected_animals:
+                    summary = get_response(animal)
+                    detected_animals[animal] = summary
+
                 label = f'{model.names[int(cls)]} {conf:.2f}'
                 cv2.rectangle(frame, (int(box[0]), int(box[1])), (int(box[2]), int(box[3])), (255, 0, 0), 2)
                 cv2.putText(frame, label, (int(box[0]), int(box[1]) - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (255, 0, 0), 2)
@@ -36,11 +45,15 @@ def gen_frames():
 @app.route("/")
 def index():
     """Video streaming home page."""
-    return render_template("index.html")
+    return render_template("index.html", detected_animals=detected_animals)
 
 @app.route("/video_feed")
 def video_feed():
     return Response(gen_frames(), mimetype='multipart/x-mixed-replace; boundary=frame')
 
+@app.route("/summaries")
+def summaries():
+    return jsonify(detected_animals)
+
 if __name__ == "__main__":
     app.run(debug=False, use_reloader=False)

templates/index.html

@@ -6,11 +6,38 @@
     <body>
         <div class="container">
             <div class="row">
-                <div class="col-lg-8  offset-lg-2">
+                <div class="col-lg-8 offset-lg-2">
                     <h3 class="mt-5">Live Streaming</h3>
                     <img src="{{ url_for('video_feed') }}">
+                    <div id="summaries">
+                        <h4>Animal Summaries</h4>
+                        {% for animal, summary in detected_animals.items() %}
+                            <div class="summary-box">
+                                <h5>{{ animal }}</h5>
+                                <p>{{ summary }}</p>
+                            </div>
+                        {% endfor %}
+                    </div>
                 </div>
             </div>
         </div>
-        </body>
-</html>
+    </body>
+</html>
+<script>
+    function updateSummaries() {
+        fetch('/summaries')
+            .then(response => response.json())
+            .then(data => {
+                const summariesDiv = document.getElementById('summaries');
+                summariesDiv.innerHTML = '<h4>Animal Summaries</h4>';
+                for (const [animal, summary] of Object.entries(data)) {
+                    const summaryBox = document.createElement('div');
+                    summaryBox.className = 'summary-box';
+                    summaryBox.innerHTML = `<h5>${animal}</h5><p>${summary}</p>`;
+                    summariesDiv.appendChild(summaryBox);
+                }
+            });
+    }
+
+    setInterval(updateSummaries, 500); // Update every 5 seconds
+</script>