Upload 5 files

.gitattributes

@@ -1,35 +1 @@
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class_names.txt

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+Black footed Albatross
+Laysan Albatross
+Sooty Albatross
+Groove billed Ani
+Crested Auklet
+Least Auklet
+Parakeet Auklet
+Rhinoceros Auklet
+Brewer Blackbird
+Redwinged Blackbird
+Rusty Blackbird
+Yellow headed Blackbird
+Bobolink
+Indigo Bunting
+Lazuli Bunting
+Painted Bunting
+Cardinal
+Spotted Catbird
+Gray Catbird
+Yellow breasted Chat
+Eastern Towhee
+Chuckwill Widow
+Brandt Cormorant
+Redfaced Cormorant
+Pelagic Cormorant
+Bronzed Cowbird
+Shiny Cowbird
+Brown Creeper
+American Crow
+Fish Crow
+Blackbilled Cuckoo
+Mangrove Cuckoo
+Yellowbilled Cuckoo
+Gray crowned Rosy Finch
+Purple Finch
+Northern Flicker
+Acadian Flycatcher
+Great Crested Flycatcher
+Least Flycatcher
+Olive sided Flycatcher
+Scissor tailed Flycatcher
+Vermilion Flycatcher
+Yellow bellied Flycatcher
+Frigate bird
+NorthernFulmar
+Gadwall
+American Goldfinch
+European Goldfinch
+Boat tailed Grackle
+Eared Grebe
+Horned Grebe
+Pied billed Grebe
+Western Grebe
+Blue Grosbeak
+Evening Grosbeak
+Pine Grosbeak
+Rose breasted Grosbeak
+Pigeon Guillemot
+California Gull
+Glaucouswinged Gull
+Heermann Gull
+Herring Gull
+Ivory Gull
+Ring billed Gull
+Slaty backed Gull
+Western Gull
+Anna Humming bird
+Ruby throated Humming bird
+Rufous Humming bird
+Green Violetear
+Long tailed Jaeger
+Pomarine Jaeger
+Blue Jay
+Florida Jay
+Green Jay
+Dark eyed Junco
+Tropical Kingbird
+Gray Kingbird
+Belted Kingfisher
+Green Kingfisher
+Pied Kingfisher
+Ringed Kingfisher
+White breasted Kingfisher
+Red legged Kittiwake
+Horned Lark
+Pacific Loon
+Mallard
+Western Meadow lark
+Hooded Merganser
+Red breasted Merganser
+Mockingbird
+Night hawk
+Clark Nutcracker
+White breasted Nuthatch
+Baltimore Oriole
+Hooded Oriole
+Orchard Oriole
+Scott Oriole
+Oven bird
+Brown Pelican
+White Pelican
+Western Wood Pewee
+Sayornis
+American Pipit
+Whippoor Will
+Horned Puffin
+Common Raven
+Whitenecked Raven
+American Redstart
+Geococcyx
+Logger head Shrike
+Great Grey Shrike
+Baird Sparrow
+Black throated Sparrow
+Brewer Sparrow
+Chipping Sparrow
+Clay colored Sparrow
+House Sparrow
+Field Sparrow
+Fox Sparrow
+Grasshopper Sparrow
+Harris Sparrow
+Henslow Sparrow
+LeConte Sparrow
+Lincoln Sparrow
+Nelson Sharptailed Sparrow
+Savannah Sparrow
+Seaside Sparrow
+Song Sparrow
+Tree Sparrow
+Vesper Sparrow
+Whitecrowned Sparrow
+Whitethroated Sparrow
+CapeGlossy Starling
+Bank Swallow
+Barn Swallow
+Cliff Swallow
+Tree Swallow
+Scarlet Tanager
+Summer Tanager
+Artic Tern
+Black Tern
+Caspian Tern
+Common Tern
+Elegant Tern
+Forsters Tern
+Least Tern
+Greentailed Towhee
+Brown Thrasher
+Sage Thrasher
+Black capped Vireo
+Blueheaded Vireo
+Philadelphia Vireo
+Redeyed Vireo
+Warbling Vireo
+Whiteeyed Vireo
+Yellow throated Vireo
+Bay breasted Warbler
+Black and white Warbler
+Black throated Blue Warbler
+Blue winged Warbler
+Canada Warbler
+Cape May Warbler
+Cerulean Warbler
+Chestnut sided Warbler
+Golden winged Warbler
+Hooded Warbler
+Kentucky Warbler
+Magnolia Warbler
+Mourning Warbler
+Myrtle Warbler
+Nashville Warbler
+Orange crowned Warbler
+Palm Warbler
+Pine Warbler
+Prairie Warbler
+Prothonotary Warbler
+Swainson Warbler
+Tennessee Warbler
+Wilson Warbler
+Wormeating Warbler
+Yellow Warbler
+Northern Waterthrush
+Louisiana Waterthrush
+Bohemian Waxwing
+Cedar Waxwing
+American Threetoed Woodpecker
+Pileated Woodpecker
+Redbellied Woodpecker
+Redcockaded Woodpecker
+Redheaded Woodpecker
+Downy Woodpecker
+Bewick Wren
+Cactus Wren
+Carolina Wren
+House Wren
+Marsh Wren
+Rock Wren
+Winter Wren
+Common Yellow throat

model.h5

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8f9e7ef5c355e3a7c696d4f0ab197e5f62e42668a9c84b1047dc9634e53871c8
+size 133

requirements.txt

@@ -0,0 +1,483 @@
+absl-py==1.4.0
+aiofiles==23.2.1
+aiohttp==3.8.6
+aiosignal==1.3.1
+alabaster==0.7.13
+albumentations==1.3.1
+altair==4.2.2
+anyio==3.7.1
+appdirs==1.4.4
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+array-record==0.5.0
+arviz==0.15.1
+astropy==5.3.4
+astunparse==1.6.3
+async-timeout==4.0.3
+atpublic==4.0
+attrs==23.1.0
+audioread==3.0.1
+autograd==1.6.2
+Babel==2.13.0
+backcall==0.2.0
+beautifulsoup4==4.11.2
+bidict==0.22.1
+bigframes==0.10.0
+bleach==6.1.0
+blinker==1.4
+blis==0.7.11
+blosc2==2.0.0
+bokeh==3.2.2
+bqplot==0.12.42
+branca==0.6.0
+build==1.0.3
+CacheControl==0.13.1
+cachetools==5.3.1
+catalogue==2.0.10
+certifi==2023.7.22
+cffi==1.16.0
+chardet==5.2.0
+charset-normalizer==3.3.0
+chex==0.1.7
+click==8.1.7
+click-plugins==1.1.1
+cligj==0.7.2
+cloudpickle==2.2.1
+cmake==3.27.7
+cmdstanpy==1.2.0
+colorcet==3.0.1
+colorlover==0.3.0
+colour==0.1.5
+community==1.0.0b1
+confection==0.1.3
+cons==0.4.6
+contextlib2==21.6.0
+contourpy==1.1.1
+cryptography==41.0.4
+cufflinks==0.17.3
+cupy-cuda11x==11.0.0
+cvxopt==1.3.2
+cvxpy==1.3.2
+cycler==0.12.1
+cymem==2.0.8
+Cython==3.0.4
+dask==2023.8.1
+datascience==0.17.6
+db-dtypes==1.1.1
+dbus-python==1.2.18
+debugpy==1.6.6
+decorator==4.4.2
+defusedxml==0.7.1
+diskcache==5.6.3
+distributed==2023.8.1
+distro==1.7.0
+dlib==19.24.2
+dm-tree==0.1.8
+docutils==0.18.1
+dopamine-rl==4.0.6
+duckdb==0.8.1
+earthengine-api==0.1.375
+easydict==1.10
+ecos==2.0.12
+editdistance==0.6.2
+eerepr==0.0.4
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl#sha256=83276fc78a70045627144786b52e1f2728ad5e29e5e43916ec37ea9c26a11212
+entrypoints==0.4
+et-xmlfile==1.1.0
+etils==1.5.1
+etuples==0.3.9
+exceptiongroup==1.1.3
+fastai==2.7.13
+fastapi==0.104.0
+fastcore==1.5.29
+fastdownload==0.0.7
+fastjsonschema==2.18.1
+fastprogress==1.0.3
+fastrlock==0.8.2
+ffmpy==0.3.1
+filelock==3.12.4
+fiona==1.9.5
+firebase-admin==5.3.0
+Flask==2.2.5
+flatbuffers==23.5.26
+flax==0.7.4
+folium==0.14.0
+fonttools==4.43.1
+frozendict==2.3.8
+frozenlist==1.4.0
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+future==0.18.3
+gast==0.5.4
+gcsfs==2023.6.0
+GDAL==3.4.3
+gdown==4.6.6
+geemap==0.28.2
+gensim==4.3.2
+geocoder==1.38.1
+geographiclib==2.0
+geopandas==0.13.2
+geopy==2.3.0
+gin-config==0.5.0
+glob2==0.7
+google==2.0.3
+google-api-core==2.11.1
+google-api-python-client==2.84.0
+google-auth==2.17.3
+google-auth-httplib2==0.1.1
+google-auth-oauthlib==1.0.0
+google-cloud-bigquery==3.12.0
+google-cloud-bigquery-connection==1.12.1
+google-cloud-bigquery-storage==2.22.0
+google-cloud-core==2.3.3
+google-cloud-datastore==2.15.2
+google-cloud-firestore==2.11.1
+google-cloud-functions==1.13.3
+google-cloud-iam==2.12.2
+google-cloud-language==2.9.1
+google-cloud-resource-manager==1.10.4
+google-cloud-storage==2.8.0
+google-cloud-translate==3.11.3
+google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz#sha256=d9791accf068ca2d187f74cda44a5f0ba5275952c5e7297f243362882fae155b
+google-crc32c==1.5.0
+google-pasta==0.2.0
+google-resumable-media==2.6.0
+googleapis-common-protos==1.61.0
+googledrivedownloader==0.4
+gradio==3.50.2
+gradio_client==0.6.1
+graphviz==0.20.1
+greenlet==3.0.0
+grpc-google-iam-v1==0.12.6
+grpcio==1.59.0
+grpcio-status==1.48.2
+gspread==3.4.2
+gspread-dataframe==3.3.1
+gym==0.25.2
+gym-notices==0.0.8
+h11==0.14.0
+h5netcdf==1.2.0
+h5py==3.9.0
+holidays==0.35
+holoviews==1.17.1
+html5lib==1.1
+httpcore==0.18.0
+httpimport==1.3.1
+httplib2==0.22.0
+httpx==0.25.0
+huggingface-hub==0.18.0
+humanize==4.7.0
+hyperopt==0.2.7
+ibis-framework==6.2.0
+idna==3.4
+imageio==2.31.5
+imageio-ffmpeg==0.4.9
+imagesize==1.4.1
+imbalanced-learn==0.10.1
+imgaug==0.4.0
+importlib-metadata==6.8.0
+importlib-resources==6.1.0
+imutils==0.5.4
+inflect==7.0.0
+iniconfig==2.0.0
+install==1.3.5
+intel-openmp==2023.2.0
+ipyevents==2.0.2
+ipyfilechooser==0.6.0
+ipykernel==5.5.6
+ipyleaflet==0.17.4
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipytree==0.2.2
+ipywidgets==7.7.1
+itsdangerous==2.1.2
+jax==0.4.16
+jaxlib @ https://storage.googleapis.com/jax-releases/cuda11/jaxlib-0.4.16+cuda11.cudnn86-cp310-cp310-manylinux2014_x86_64.whl#sha256=78b3a9acfda4bfaae8a1dc112995d56454020f5c02dba4d24c40c906332efd4a
+jeepney==0.7.1
+jieba==0.42.1
+Jinja2==3.1.2
+joblib==1.3.2
+jsonpickle==3.0.2
+jsonschema==4.19.1
+jsonschema-specifications==2023.7.1
+jupyter-client==6.1.12
+jupyter-console==6.1.0
+jupyter-server==1.24.0
+jupyter_core==5.4.0
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.9
+kaggle==1.5.16
+keras==2.14.0
+keyring==23.5.0
+kiwisolver==1.4.5
+langcodes==3.3.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy_loader==0.3
+libclang==16.0.6
+librosa==0.10.1
+lida==0.0.10
+lightgbm==4.0.0
+linkify-it-py==2.0.2
+llmx==0.0.15a0
+llvmlite==0.39.1
+locket==1.0.0
+logical-unification==0.4.6
+lxml==4.9.3
+malloy==2023.1058
+Markdown==3.5
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+matplotlib==3.7.1
+matplotlib-inline==0.1.6
+matplotlib-venn==0.11.9
+mdit-py-plugins==0.4.0
+mdurl==0.1.2
+miniKanren==1.0.3
+missingno==0.5.2
+mistune==0.8.4
+mizani==0.9.3
+mkl==2023.2.0
+ml-dtypes==0.2.0
+mlxtend==0.22.0
+more-itertools==10.1.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.0.7
+multidict==6.0.4
+multipledispatch==1.0.0
+multitasking==0.0.11
+murmurhash==1.0.10
+music21==9.1.0
+natsort==8.4.0
+nbclassic==1.0.0
+nbclient==0.8.0
+nbconvert==6.5.4
+nbformat==5.9.2
+nest-asyncio==1.5.8
+networkx==3.2
+nibabel==4.0.2
+nltk==3.8.1
+notebook==6.5.5
+notebook_shim==0.2.3
+numba==0.56.4
+numexpr==2.8.7
+numpy==1.23.5
+oauth2client==4.1.3
+oauthlib==3.2.2
+opencv-contrib-python==4.8.0.76
+opencv-python==4.8.0.76
+opencv-python-headless==4.8.1.78
+openpyxl==3.1.2
+opt-einsum==3.3.0
+optax==0.1.7
+orbax-checkpoint==0.4.1
+orjson==3.9.9
+osqp==0.6.2.post8
+packaging==23.2
+pandas==1.5.3
+pandas-datareader==0.10.0
+pandas-gbq==0.17.9
+pandas-stubs==1.5.3.230304
+pandocfilters==1.5.0
+panel==1.2.3
+param==1.13.0
+parso==0.8.3
+parsy==2.1
+partd==1.4.1
+pathlib==1.0.1
+pathy==0.10.2
+patsy==0.5.3
+peewee==3.17.0
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==9.4.0
+pip-tools==6.13.0
+platformdirs==3.11.0
+plotly==5.15.0
+plotnine==0.12.3
+pluggy==1.3.0
+polars==0.17.3
+pooch==1.7.0
+portpicker==1.5.2
+prefetch-generator==1.0.3
+preshed==3.0.9
+prettytable==3.9.0
+proglog==0.1.10
+progressbar2==4.2.0
+prometheus-client==0.17.1
+promise==2.3
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+prophet==1.1.5
+proto-plus==1.22.3
+protobuf==3.20.3
+psutil==5.9.5
+psycopg2==2.9.9
+ptyprocess==0.7.0
+py-cpuinfo==9.0.0
+py4j==0.10.9.7
+pyarrow==9.0.0
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
+pycocotools==2.0.7
+pycparser==2.21
+pyct==0.5.0
+pydantic==1.10.13
+pydata-google-auth==1.8.2
+pydot==1.4.2
+pydot-ng==2.0.0
+pydotplus==2.0.2
+PyDrive==1.3.1
+PyDrive2==1.6.3
+pydub==0.25.1
+pyerfa==2.0.1.1
+pygame==2.5.2
+Pygments==2.16.1
+PyGObject==3.42.1
+PyJWT==2.3.0
+pymc==5.7.2
+pymystem3==0.2.0
+PyOpenGL==3.1.7
+pyOpenSSL==23.2.0
+pyparsing==3.1.1
+pyperclip==1.8.2
+pyproj==3.6.1
+pyproject_hooks==1.0.0
+pyshp==2.3.1
+PySocks==1.7.1
+pytensor==2.14.2
+pytest==7.4.2
+python-apt==0.0.0
+python-box==7.1.1
+python-dateutil==2.8.2
+python-louvain==0.16
+python-multipart==0.0.6
+python-slugify==8.0.1
+python-utils==3.8.1
+pytz==2023.3.post1
+pyviz_comms==3.0.0
+PyWavelets==1.4.1
+PyYAML==6.0.1
+pyzmq==23.2.1
+qdldl==0.1.7.post0
+qudida==0.0.4
+ratelim==0.1.6
+referencing==0.30.2
+regex==2023.6.3
+requests==2.31.0
+requests-oauthlib==1.3.1
+requirements-parser==0.5.0
+rich==13.6.0
+rpds-py==0.10.6
+rpy2==3.4.2
+rsa==4.9
+scikit-image==0.19.3
+scikit-learn==1.2.2
+scipy==1.11.3
+scooby==0.8.0
+scs==3.2.3
+seaborn==0.12.2
+SecretStorage==3.3.1
+semantic-version==2.10.0
+Send2Trash==1.8.2
+shapely==2.0.2
+six==1.16.0
+sklearn-pandas==2.2.0
+smart-open==6.4.0
+sniffio==1.3.0
+snowballstemmer==2.2.0
+sortedcontainers==2.4.0
+soundfile==0.12.1
+soupsieve==2.5
+soxr==0.3.7
+spacy==3.6.1
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+Sphinx==5.0.2
+sphinxcontrib-applehelp==1.0.7
+sphinxcontrib-devhelp==1.0.5
+sphinxcontrib-htmlhelp==2.0.4
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==1.0.6
+sphinxcontrib-serializinghtml==1.1.9
+SQLAlchemy==2.0.22
+sqlglot==17.16.2
+sqlparse==0.4.4
+srsly==2.4.8
+stanio==0.3.0
+starlette==0.27.0
+statsmodels==0.14.0
+sympy==1.12
+tables==3.8.0
+tabulate==0.9.0
+tbb==2021.10.0
+tblib==2.0.0
+tenacity==8.2.3
+tensorboard==2.14.1
+tensorboard-data-server==0.7.1
+tensorflow==2.14.0
+tensorflow-datasets==4.9.3
+tensorflow-estimator==2.14.0
+tensorflow-gcs-config==2.14.0
+tensorflow-hub==0.15.0
+tensorflow-io-gcs-filesystem==0.34.0
+tensorflow-metadata==1.14.0
+tensorflow-probability==0.22.0
+tensorstore==0.1.45
+termcolor==2.3.0
+terminado==0.17.1
+text-unidecode==1.3
+textblob==0.17.1
+tf-slim==1.1.0
+thinc==8.1.12
+threadpoolctl==3.2.0
+tifffile==2023.9.26
+tinycss2==1.2.1
+toml==0.10.2
+tomli==2.0.1
+toolz==0.12.0
+torch @ https://download.pytorch.org/whl/cu118/torch-2.1.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=a81b554184492005543ddc32e96469f9369d778dedd195d73bda9bed407d6589
+torchaudio @ https://download.pytorch.org/whl/cu118/torchaudio-2.1.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=cdfd0a129406155eee595f408cafbb92589652da4090d1d2040f5453d4cae71f
+torchdata==0.7.0
+torchsummary==1.5.1
+torchtext==0.16.0
+torchvision @ https://download.pytorch.org/whl/cu118/torchvision-0.16.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=033712f65d45afe806676c4129dfe601ad1321d9e092df62b15847c02d4061dc
+tornado==6.3.2
+tqdm==4.66.1
+traitlets==5.7.1
+traittypes==0.2.1
+triton==2.1.0
+tweepy==4.13.0
+typer==0.9.0
+types-pytz==2023.3.1.1
+types-setuptools==68.2.0.0
+typing_extensions==4.8.0
+tzlocal==5.1
+uc-micro-py==1.0.2
+uritemplate==4.1.1
+urllib3==2.0.7
+uvicorn==0.23.2
+vega-datasets==0.9.0
+wadllib==1.3.6
+wasabi==1.1.2
+wcwidth==0.2.8
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.6.4
+websockets==11.0.3
+Werkzeug==3.0.0
+widgetsnbextension==3.6.6
+wordcloud==1.9.2
+wrapt==1.14.1
+xarray==2023.7.0
+xarray-einstats==0.6.0
+xgboost==2.0.0
+xlrd==2.0.1
+xxhash==3.4.1
+xyzservices==2023.10.0
+yarl==1.9.2
+yellowbrick==1.5
+yfinance==0.2.31
+zict==3.0.0
+zipp==3.17.0

webapp.py

@@ -0,0 +1,56 @@
+# -*- coding: utf-8 -*-
+"""WebApp.ipynb
+
+Automatically generated by Colaboratory.
+
+Original file is located at
+    https://colab.research.google.com/drive/1zfkfRAvXz7HSYttTtBF19_Y2IfkHFxqK
+"""
+
+!pip install gradio
+
+import tensorflow as tf
+import tensorflow_hub as hub
+import numpy as np
+from PIL import Image
+import gradio as gr
+
+# Load your trained model
+model = tf.keras.models.load_model('/content/model.h5', custom_objects={'KerasLayer': hub.KerasLayer})
+
+# Define the image size
+IMG_SIZE = 224
+
+# Load class names from the text file
+with open('/content/class_names.txt', 'r') as file:
+    class_names = [line.strip() for line in file]
+
+# Define a function to preprocess the image
+def preprocess_image(image):
+    img = tf.image.resize(image, (IMG_SIZE, IMG_SIZE))
+    img = img / 255.0  # Normalize pixel values to [0, 1]
+    return img.numpy()
+
+# Define the prediction function
+def predict_image(img):
+    img = Image.fromarray(img.astype('uint8'), 'RGB')
+    img = preprocess_image(np.array(img))
+    img = np.expand_dims(img, axis=0)  # Add batch dimension
+    prediction = model.predict(img)
+    predicted_class = np.argmax(prediction)
+    confidence = np.max(prediction)
+    class_name = class_names[predicted_class] if predicted_class < len(class_names) else "Unknown"
+    return f"Class: {class_name}, Confidence: {confidence:.4f}"
+
+# Create Gradio interface
+iface = gr.Interface(
+    fn=predict_image,  # Prediction function
+    inputs=gr.inputs.Image(shape=(IMG_SIZE, IMG_SIZE)),  # Define input type and shape
+    outputs="text",  # Define output type
+    live=True  # Enable live mode for real-time predictions
+)
+
+# Launch the interface
+iface.launch(share=True)
+
+!pip freeze > requirements.txt