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add app.py file

app.py

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+import gradio as gr
+import PIL.Image as Image
+from ultralytics import ASSETS, YOLO
+
+
+from PIL import Image
+import gradio as gr
+
+model_path = '/home/mussie/Videos/mussie_doc/Model_testing_for_uniliver/new_data_improved_object_detector.pt'
+
+model = YOLO(model_path)
+
+
+def predict_image(img, conf_threshold, iou_threshold):
+    """Predicts and plots labeled objects in an image using YOLOv8 model with adjustable confidence and IOU thresholds."""
+    # Convert the input image to grayscale
+    img = img.convert('L')
+
+    results = model.predict(
+        source=img,
+        conf=conf_threshold,
+        iou=iou_threshold,
+        show_labels=True,
+        show_conf=True,
+        imgsz=640,
+    )
+
+    for r in results:
+        im_array = r.plot()
+        im = Image.fromarray(im_array[..., ::-1])
+
+    return im
+
+
+iface = gr.Interface(
+    
+    fn=predict_image,
+    inputs=[
+        gr.Image(type="pil", label="Upload Image"),
+        gr.Slider(minimum=0, maximum=1, value=0.25, label="Confidence threshold"),
+        gr.Slider(minimum=0, maximum=1, value=0.45, label="IoU threshold"),
+    ],
+    outputs=gr.Image(type="pil", label="Result"),
+    title="Ultralytics Gradio",
+    description="Upload images for inference. The Ultralytics YOLOv8n model is used by default.",
+    # examples=[
+    #     [ASSETS / "bus.jpg", 0.25, 0.45],
+    #     [ASSETS / "zidane.jpg", 0.25, 0.45],
+    # ],
+)
+
+if __name__ == "__main__":
+    iface.launch()

requirements.txt

@@ -0,0 +1,372 @@
+aiobotocore==2.12.2
+aiofiles==23.2.1
+aiohttp==3.9.3
+aioitertools==0.11.0
+aiosignal==1.3.1
+altair==5.3.0
+amazon-textract-caller==0.2.2
+amazon-textract-response-parser==1.0.2
+amazon-textract-textractor==1.7.9
+annotated-types==0.6.0
+anyio==3.7.1
+apturl==0.5.2
+arxiv==2.1.0
+asgiref==3.5.0
+asttokens==2.4.1
+async-timeout==4.0.3
+attrs==23.2.0
+Babel==2.8.0
+backoff==2.2.1
+bcrypt==4.1.2
+beautifulsoup4==4.12.3
+blinker==1.4
+boto3==1.34.70
+botocore==1.34.51
+Brlapi==0.8.3
+Brotli==1.0.9
+build==1.2.1
+cachetools==5.3.3
+camelot-py==0.9.0
+certifi==2024.2.2
+cffi==1.16.0
+chardet==4.0.0
+charset-normalizer==3.3.2
+chroma-hnswlib==0.7.3
+chromadb==0.4.24
+click==8.1.7
+click-plugins==1.1.1
+cligj==0.7.2
+colorama==0.4.4
+coloredlogs==15.0.1
+comm==0.2.2
+command-not-found==0.3
+ConfigArgParse==1.7
+contourpy==1.2.0
+cryptography==42.0.5
+cupshelpers==1.0
+curl_cffi==0.6.2
+cvzone==1.6.1
+cycler==0.12.1
+dataclasses-json==0.6.4
+dataclasses-json-speakeasy==0.5.11
+dbus-python==1.2.18
+debugpy==1.8.1
+decorator==5.1.1
+defer==1.0.6
+delegator==0.0.3
+Deprecated==1.2.14
+distro==1.7.0
+distro-info==1.1+ubuntu0.2
+docarray==0.32.1
+docx==0.2.4
+duckduckgo_search==5.2.2
+duplicity==0.8.21
+editdistance==0.8.1
+emoji==2.11.0
+entrypoints==0.4
+et-xmlfile==1.1.0
+exceptiongroup==1.2.0
+executing==2.0.1
+faiss-cpu==1.8.0
+Faker==24.8.0
+fastapi==0.103.2
+fasteners==0.14.1
+fastjsonschema==2.19.1
+favicon==0.7.0
+feedparser==6.0.10
+ffmpy==0.3.2
+filelock==3.13.1
+filetype==1.2.0
+fiona==1.9.6
+Flask==2.0.1
+Flask-BasicAuth==0.2.0
+Flask-Cors==4.0.0
+Flask-Login==0.6.3
+flatbuffers==24.3.25
+fonttools==4.50.0
+frozenlist==1.4.1
+fsspec==2024.3.1
+future==0.18.2
+geopandas==0.14.3
+gevent==24.2.1
+geventhttpclient==2.0.12
+gitdb==4.0.11
+GitPython==3.1.43
+google-ai-generativelanguage==0.4.0
+google-api-core==2.18.0
+google-auth==2.28.2
+google-generativeai==0.4.1
+googleapis-common-protos==1.63.0
+gradio==4.32.1
+gradio_client==0.17.0
+greenlet==3.0.3
+grpcio==1.62.1
+grpcio-status==1.62.1
+h11==0.14.0
+hnswlib==0.8.0
+htbuilder==0.6.2
+httpcore==1.0.4
+httplib2==0.20.2
+httptools==0.6.1
+httpx==0.27.0
+huggingface-hub==0.22.2
+humanfriendly==10.0
+idna==3.4
+importlib-metadata==7.0.0
+importlib_resources==6.4.0
+iniconfig==2.0.0
+ipykernel==6.29.3
+ipython==8.22.2
+itsdangerous==2.1.0
+jedi==0.19.1
+jeepney==0.7.1
+Jinja2==3.1.3
+jmespath==1.0.1
+joblib==1.3.2
+jsonpatch==1.33
+jsonpath-python==1.0.6
+jsonpointer==2.4
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+jsonschema-specifications==2023.12.1
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+langchain-community==0.0.33
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+langchain-google-genai==1.0.1
+langchain-text-splitters==0.0.1
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+language-selector==0.1
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+macaroonbakery==1.3.1
+Mako==1.1.3
+Markdown==3.6
+markdown-it-py==3.0.0
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+mdurl==0.1.2
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+mypy-extensions==1.0.0
+nbformat==5.10.4
+nest-asyncio==1.6.0
+netifaces==0.11.0
+networkx==3.2.1
+nltk==3.8.1
+numexpr==2.10.0
+numpy==1.24.4
+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
+nvidia-cuda-nvrtc-cu12==12.1.105
+nvidia-cuda-runtime-cu12==12.1.105
+nvidia-cudnn-cu12==8.9.2.26
+nvidia-cufft-cu12==11.0.2.54
+nvidia-curand-cu12==10.3.2.106
+nvidia-cusolver-cu12==11.4.5.107
+nvidia-cusparse-cu12==12.1.0.106
+nvidia-nccl-cu12==2.19.3
+nvidia-nvjitlink-cu12==12.4.99
+nvidia-nvtx-cu12==12.1.105
+oauthlib==3.2.2
+olefile==0.46
+onnx==1.16.0
+onnxruntime==1.17.1
+onnxsim==0.4.36
+opencv-python==4.9.0.80
+openpyxl==3.1.2
+opentelemetry-api==1.24.0
+opentelemetry-exporter-otlp-proto-common==1.24.0
+opentelemetry-exporter-otlp-proto-grpc==1.24.0
+opentelemetry-instrumentation==0.45b0
+opentelemetry-instrumentation-asgi==0.45b0
+opentelemetry-instrumentation-fastapi==0.45b0
+opentelemetry-proto==1.24.0
+opentelemetry-sdk==1.24.0
+opentelemetry-semantic-conventions==0.45b0
+opentelemetry-util-http==0.45b0
+orjson==3.10.0
+overrides==7.7.0
+packaging==23.2
+pandas==2.2.1
+paramiko==2.9.3
+parso==0.8.3
+pdfminer.six==20231228
+pdfplumber==0.11.0
+pexpect==4.8.0
+pillow==10.3.0
+platformdirs==4.2.0
+plotly==5.20.0
+pluggy==1.4.0
+pluginbase==1.0.1
+posthog==3.5.0
+prometheus_client==0.20.0
+prompt-toolkit==3.0.43
+promptwatch==0.4.4
+proto-plus==1.23.0
+protobuf==4.25.3
+psutil==5.9.8
+psycopg2-binary==2.9.9
+ptyprocess==0.7.0
+pulsar-client==3.4.0
+pure-eval==0.2.2
+py==1.10.0
+py-cpuinfo==9.0.0
+pyarrow==15.0.2
+pyasn1==0.5.1
+pyasn1-modules==0.3.0
+pycairo==1.20.1
+pycparser==2.21
+pycups==2.0.1
+pydantic==2.7.2
+pydantic_core==2.18.3
+pydash==8.0.0
+pydeck==0.8.1b0
+pydub==0.25.1
+Pygments==2.17.2
+PyGObject==3.42.1
+pyinotify==0.9.6
+PyJWT==2.3.0
+pymacaroons==0.13.0
+pymdown-extensions==10.7.1
+PyMuPDF==1.24.1
+PyMuPDFb==1.24.1
+PyNaCl==1.5.0
+pyOpenSSL==24.1.0
+pyparsing==2.4.7
+pypdf==4.1.0
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+pyproject_hooks==1.0.0
+pyRFC3339==1.1
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+pytest==8.1.1
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+python-dateutil==2.9.0.post0
+python-debian==0.1.43+ubuntu1.1
+python-dotenv==1.0.0
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+referencing==0.34.0
+regex==2023.12.25
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+requests-oauthlib==1.4.0
+rich==13.7.1
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+rpds-py==0.18.0
+rsa==4.9
+ruff==0.4.6
+s3fs==2024.3.1
+s3transfer==0.10.1
+safetensors==0.4.2
+scikit-learn==1.4.1.post1
+scipy==1.12.0
+seaborn==0.13.2
+SecretStorage==3.3.1
+semantic-version==2.10.0
+sentence-transformers==2.6.1
+sgmllib3k==1.0.0
+shapely==2.0.3
+shellingham==1.5.4
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+smmap==5.0.1
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+soupsieve==2.5
+SQLAlchemy==2.0.29
+st-annotated-text==4.0.1
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+streamlit-card==1.0.0
+streamlit-embedcode==0.1.2
+streamlit-extras==0.4.2
+streamlit-faker==0.0.3
+streamlit-image-coordinates==0.1.6
+streamlit-keyup==0.2.4
+streamlit-toggle-switch==1.0.2
+streamlit-vertical-slider==2.5.5
+sympy==1.12
+systemd-python==234
+tabulate==0.9.0
+tenacity==8.2.3
+TExtractor==0.1.2
+thop==0.1.1.post2209072238
+threadpoolctl==3.3.0
+tiktoken==0.6.0
+tokenizers==0.15.2
+toml==0.10.2
+tomli==2.0.1
+tomlkit==0.12.0
+toolz==0.12.1
+torch==2.2.2
+torchvision==0.17.2
+tornado==6.4
+tqdm==4.66.2
+traitlets==5.14.2
+transformers==4.39.3
+triton==2.2.0
+typer==0.12.3
+types-requests==2.31.0.20240406
+typing-inspect==0.9.0
+typing_extensions==4.8.0
+tzdata==2024.1
+ubuntu-drivers-common==0.0.0
+ubuntu-pro-client==8001
+ufw==0.36.1
+ultralytics==8.2.2
+unattended-upgrades==0.1
+unstructured==0.13.2
+unstructured-client==0.18.0
+urllib3==2.2.1
+usb-creator==0.3.7
+uvicorn==0.23.2
+uvloop==0.18.0
+validators==0.28.0
+wadllib==1.3.6
+Wand==0.6.13
+watchdog==4.0.0
+watchfiles==0.21.0
+wcwidth==0.2.13
+websocket-client==1.7.0
+websockets==11.0.3
+Werkzeug==2.0.2
+wikipedia==1.4.0
+wrapt==1.16.0
+wsproto==1.0.0
+xdg==5
+xkit==0.0.0
+XlsxWriter==3.2.0
+xmltodict==0.13.0
+yarl==1.9.4
+zipp==1.0.0
+zope.event==4.4
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