Upload 3 files

app .py

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+import tensorflow as tf
+import numpy as np
+from PIL import Image
+import gradio as gr
+import pickle
+import os
+
+# Define image dimensions (must match training dimensions)
+img_height = 224
+img_width = 224
+
+# Load the trained Keras model from export.pkl
+# Ensure 'export.pkl' is in the same directory as app.py
+try:
+    with open('export.pkl', 'rb') as file:
+        model = pickle.load(file)
+    print("Model loaded from 'export.pkl' successfully.")
+except FileNotFoundError:
+    print("Error: 'export.pkl' not found. Make sure the model file exists.")
+    exit()
+except Exception as e:
+    print(f"Error loading model: {e}")
+    exit()
+
+# Define the class indices mapping explicitly
+# This needs to match the order used by ImageDataGenerator during training
+class_indices_map = {'Non Venomous': 0, 'Venomous': 1}
+# Reverse the map to get class names from indices for prediction output
+label_map = {v: k for k, v in class_indices_map.items()}
+
+def predict_snake_class(img):
+    # 1. Convert to PIL Image (if not already) and resize
+    if not isinstance(img, Image.Image):
+        img = Image.fromarray(img)
+    img = img.resize((img_width, img_height))
+
+    # 2. Convert to NumPy array
+    img_array = np.array(img)
+
+    # 3. Normalize the image
+    img_array = img_array / 255.0
+
+    # 4. Expand dimensions to create a batch
+    img_array = np.expand_dims(img_array, axis=0)
+
+    # 5. Make a prediction
+    predictions = model.predict(img_array)
+
+    # 6. Determine the predicted class and confidence
+    predicted_class_index = np.argmax(predictions[0])
+    confidence_score = predictions[0][predicted_class_index]
+
+    predicted_class_name = label_map[predicted_class_index]
+
+    # Format output for Gradio Label component
+    return {label_map[i]: float(predictions[0][i]) for i in range(len(label_map))}
+
+
+# Set up the Gradio interface
+iface = gr.Interface(
+    fn=predict_snake_class,  # Our prediction function
+    inputs=gr.Image(type="pil", label="Upload Snake Image"),  # Input is an image
+    outputs=gr.Label(num_top_classes=2),  # Output is a label with top 2 classes
+    title="Snake Classification Model",
+    description="Upload an image of a snake to predict if it's Non Venomous or Venomous.",
+    live=True
+)
+
+# Launch the interface
+iface.launch(share=True)
+print("Gradio interface script created in app.py.")

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26058275b8206b5c946fec15f7b4123e0c8ce9b2c1c3baf33810b7cde70ee773
+size 21877586

requirements.txt

@@ -0,0 +1,662 @@
+absl-py==1.4.0
+accelerate==1.12.0
+access==1.1.10.post3
+affine==2.4.0
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp==3.13.3
+aiosignal==1.4.0
+aiosqlite==0.22.1
+alabaster==1.0.0
+albucore==0.0.24
+albumentations==2.0.8
+ale-py==0.11.2
+alembic==1.18.4
+altair==5.5.0
+annotated-doc==0.0.4
+annotated-types==0.7.0
+antlr4-python3-runtime==4.9.3
+anyio==4.12.1
+anywidget==0.9.21
+apsw==3.51.2.0
+apswutils==0.1.2
+argon2-cffi==25.1.0
+argon2-cffi-bindings==25.1.0
+array_record==0.8.3
+arrow==1.4.0
+arviz==0.22.0
+astropy==7.2.0
+astropy-iers-data==0.2026.2.23.0.48.33
+astunparse==1.6.3
+atpublic==5.1
+attrs==25.4.0
+audioread==3.1.0
+Authlib==1.6.8
+autograd==1.8.0
+babel==2.18.0
+backcall==0.2.0
+beartype==0.22.9
+beautifulsoup4==4.13.5
+betterproto==2.0.0b6
+bigframes==2.35.0
+bigquery-magics==0.10.3
+bleach==6.3.0
+blinker==1.9.0
+blis==1.3.3
+blobfile==3.2.0
+blosc2==4.0.0
+bokeh==3.8.2
+Bottleneck==1.4.2
+bqplot==0.12.45
+branca==0.8.2
+brotli==1.2.0
+CacheControl==0.14.4
+cachetools==6.2.6
+catalogue==2.0.10
+certifi==2026.1.4
+cffi==2.0.0
+chardet==5.2.0
+charset-normalizer==3.4.4
+clarabel==0.11.1
+click==8.3.1
+click-plugins==1.1.1.2
+cligj==0.7.2
+cloudpathlib==0.23.0
+cloudpickle==3.1.2
+cmake==3.31.10
+cmdstanpy==1.3.0
+colorcet==3.1.0
+colorlover==0.3.0
+colour==0.1.5
+community==1.0.0b1
+confection==0.1.5
+cons==0.4.7
+contourpy==1.3.3
+cramjam==2.11.0
+cryptography==43.0.3
+cufflinks==0.17.3
+curl_cffi==0.14.0
+cvxopt==1.3.2
+cvxpy==1.6.7
+cycler==0.12.1
+cyipopt==1.5.0
+cymem==2.0.13
+Cython==3.0.12
+dask==2026.1.2
+dataproc-spark-connect==1.0.2
+datasets==4.0.0
+db-dtypes==1.5.0
+dbus-python==1.2.18
+debugpy==1.8.15
+decorator==4.4.2
+defusedxml==0.7.1
+deprecation==2.1.0
+diffusers==0.36.0
+dill==0.3.8
+distro==1.9.0
+dlib==19.24.6
+dm-tree==0.1.9
+docstring_parser==0.17.0
+docutils==0.21.2
+dopamine_rl==4.1.2
+duckdb==1.3.2
+earthengine-api==1.5.24
+easydict==1.13
+editdistance==0.8.1
+eerepr==0.1.2
+einops==0.8.2
+en_core_web_sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl#sha256=1932429db727d4bff3deed6b34cfc05df17794f4a52eeb26cf8928f7c1a0fb85
+entrypoints==0.4
+esda==2.8.1
+et_xmlfile==2.0.0
+etils==1.13.0
+etuples==0.3.10
+Farama-Notifications==0.0.4
+fastai==2.8.7
+fastapi==0.133.0
+fastcore==1.12.16
+fastdownload==0.0.7
+fastjsonschema==2.21.2
+fastlite==0.2.4
+fastprogress==1.1.5
+fasttransform==0.0.2
+ffmpy==1.0.0
+filelock==3.24.3
+fiona==1.10.1
+firebase-admin==6.9.0
+Flask==3.1.3
+flatbuffers==25.12.19
+flax==0.11.2
+folium==0.20.0
+fonttools==4.61.1
+fqdn==1.5.1
+frozendict==2.4.7
+frozenlist==1.8.0
+fsspec==2025.3.0
+future==1.0.0
+gast==0.7.0
+gcsfs==2025.3.0
+GDAL==3.8.4
+gdown==5.2.1
+geemap==0.35.3
+geocoder==1.38.1
+geographiclib==2.1
+geopandas==1.1.2
+geopy==2.4.1
+giddy==2.3.8
+gin-config==0.5.0
+gitdb==4.0.12
+GitPython==3.1.46
+glob2==0.7
+google==3.0.0
+google-adk==1.25.1
+google-ai-generativelanguage==0.6.15
+google-api-core==2.30.0
+google-api-python-client==2.190.0
+google-auth==2.47.0
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+google-cloud-aiplatform==1.138.0
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+google-cloud-bigquery==3.40.1
+google-cloud-bigquery-connection==1.20.0
+google-cloud-bigquery-storage==2.36.2
+google-cloud-bigtable==2.35.0
+google-cloud-core==2.5.0
+google-cloud-dataproc==5.25.0
+google-cloud-datastore==2.23.0
+google-cloud-discoveryengine==0.13.12
+google-cloud-firestore==2.23.0
+google-cloud-functions==1.22.0
+google-cloud-iam==2.21.0
+google-cloud-language==2.19.0
+google-cloud-logging==3.13.0
+google-cloud-monitoring==2.29.1
+google-cloud-pubsub==2.35.0
+google-cloud-resource-manager==1.16.0
+google-cloud-secret-manager==2.26.0
+google-cloud-spanner==3.63.0
+google-cloud-speech==2.36.1
+google-cloud-storage==3.9.0
+google-cloud-trace==1.18.0
+google-cloud-translate==3.24.0
+google-colab @ file:///colabtools/dist/google_colab-1.0.0.tar.gz
+google-crc32c==1.8.0
+google-genai==1.64.0
+google-generativeai==0.8.6
+google-pasta==0.2.0
+google-resumable-media==2.8.0
+googleapis-common-protos==1.72.0
+googledrivedownloader==1.1.0
+gradio==5.50.0
+gradio_client==1.14.0
+grain==0.2.15
+graphviz==0.21
+greenlet==3.3.2
+groovy==0.1.2
+grpc-google-iam-v1==0.14.3
+grpc-interceptor==0.15.4
+grpcio==1.78.1
+grpcio-status==1.71.2
+grpclib==0.4.9
+gspread==6.2.1
+gspread-dataframe==4.0.0
+gym==0.25.2
+gym-notices==0.1.0
+gymnasium==1.2.3
+h11==0.16.0
+h2==4.3.0
+h5netcdf==1.8.1
+h5py==3.15.1
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+holidays==0.91
+holoviews==1.22.1
+hpack==4.1.0
+html5lib==1.1
+httpcore==1.0.9
+httpimport==1.4.1
+httplib2==0.31.2
+httptools==0.7.1
+httpx==0.28.1
+httpx-sse==0.4.3
+huggingface_hub==1.4.1
+humanize==4.15.0
+hyperframe==6.1.0
+hyperopt==0.2.7
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+ImageIO==2.37.2
+imageio-ffmpeg==0.6.0
+imagesize==1.4.1
+imbalanced-learn==0.14.1
+immutabledict==4.3.1
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+iniconfig==2.3.0
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+intel-openmp==2025.3.2
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+jaxlib==0.7.2
+jeepney==0.9.0
+jieba==0.42.1
+Jinja2==3.1.6
+jiter==0.13.0
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+jupyter_kernel_gateway @ git+https://github.com/googlecolab/kernel_gateway@b134e9945df25c2dcb98ade9129399be10788671
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+keyring==25.7.0
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+matplotlib==3.10.0
+matplotlib-inline==0.2.1
+matplotlib-venn==1.1.2
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+mdurl==0.1.2
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+mizani==0.13.5
+mkl==2025.3.1
+ml_dtypes==0.5.4
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+music21==9.9.1
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+nbclient==0.10.4
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+networkx==3.6.1
+nibabel==5.3.3
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+notebook==6.5.7
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+sqlalchemy-spanner==1.17.2
+sqlglot==25.20.2
+sqlparse==0.5.5
+srsly==2.5.2
+sse-starlette==3.2.0
+stanio==0.5.1
+starlette==0.52.1
+statsmodels==0.14.6
+stringzilla==4.6.0
+stumpy==1.13.0
+sympy==1.14.0
+tables==3.10.2
+tabulate==0.9.0
+tbb==2022.3.1
+tcmlib==1.4.1
+tenacity==9.1.4
+tensorboard==2.19.0
+tensorboard-data-server==0.7.2
+tensorflow==2.19.0
+tensorflow-datasets==4.9.9
+tensorflow-hub==0.16.1
+tensorflow-metadata==1.17.3
+tensorflow-probability==0.25.0
+tensorflow-text==2.19.0
+tensorflow_decision_forests==1.12.0
+tensorstore==0.1.81
+termcolor==3.3.0
+terminado==0.18.1
+text-unidecode==1.3
+textblob==0.19.0
+tf-slim==1.1.0
+tf_keras==2.19.0
+thinc==8.3.10
+threadpoolctl==3.6.0
+tifffile==2026.2.20
+tiktoken==0.12.0
+timm==1.0.25
+tinycss2==1.4.0
+tobler==0.13.0
+tokenizers==0.22.2
+toml==0.10.2
+tomlkit==0.13.3
+toolz==0.12.1
+torch @ https://download.pytorch.org/whl/cpu/torch-2.10.0%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl
+torchao==0.10.0
+torchaudio @ https://download.pytorch.org/whl/cpu/torchaudio-2.10.0%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl
+torchcodec @ https://download.pytorch.org/whl/cpu/torchcodec-0.10.0-cp312-cp312-manylinux_2_28_x86_64.whl
+torchdata==0.11.0
+torchsummary==1.5.1
+torchtune==0.6.1
+torchvision @ https://download.pytorch.org/whl/cpu/torchvision-0.25.0%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl
+tornado==6.5.1
+tqdm==4.67.3
+traitlets==5.7.1
+traittypes==0.2.3
+transformers==5.0.0
+treescope==0.1.10
+tsfresh==0.21.1
+tweepy==4.16.0
+typeguard==4.5.1
+typer==0.24.1
+typer-slim==0.24.0
+types-pytz==2025.2.0.20251108
+types-setuptools==80.9.0.20251223
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2025.3
+tzlocal==5.3.1
+uc-micro-py==1.0.3
+umap-learn==0.5.11
+umf==1.0.3
+uri-template==1.3.0
+uritemplate==4.2.0
+urllib3==2.5.0
+uuid_utils==0.14.1
+uvicorn==0.41.0
+uvloop==0.22.1
+vega-datasets==0.9.0
+wadllib==1.3.6
+wandb==0.25.0
+wasabi==1.1.3
+watchdog==6.0.0
+watchfiles==1.1.1
+wcwidth==0.6.0
+weasel==0.4.3
+webcolors==25.10.0
+webencodings==0.5.1
+websocket-client==1.9.0
+websockets==15.0.1
+Werkzeug==3.1.6
+wheel==0.46.3
+widgetsnbextension==3.6.10
+wordcloud==1.9.6
+wrapt==2.1.1
+wurlitzer==3.1.1
+xarray==2025.12.0
+xarray-einstats==0.10.0
+xgboost==3.2.0
+xlrd==2.0.2
+xxhash==3.6.0
+xyzservices==2025.11.0
+yarl==1.22.0
+ydf==0.15.0
+yellowbrick==1.5
+yfinance==0.2.66
+zipp==3.23.0
+zstandard==0.25.0