Installation

Neural-Scope can be installed using pip:

# Basic installation
pip install neural-scope

With specific dependencies:

# With PyTorch support
pip install neural-scope[pytorch]

# With TensorFlow support
pip install neural-scope[tensorflow]

# With MLflow integration
pip install neural-scope[mlflow]

# With security and robustness testing
pip install neural-scope[security]

# With all dependencies
pip install neural-scope[all]

Requirements

Neural-Scope requires Python 3.7 or later. The basic installation includes the following dependencies:

numpy>=1.19.0
pandas>=1.1.0
matplotlib>=3.3.0
seaborn>=0.11.0
scikit-learn>=0.23.0
tqdm>=4.50.0
pyyaml>=5.3.0
requests>=2.25.0
pillow>=8.0.0
jsonschema>=3.2.0

Optional Dependencies

Depending on your use case, you may want to install additional dependencies:

PyTorch

pip install torch>=1.7.0 torchvision>=0.8.0

TensorFlow

pip install tensorflow>=2.4.0 tensorflow-hub>=0.10.0

Hugging Face

pip install transformers>=4.5.0

MLflow

pip install mlflow>=1.15.0

ONNX

pip install onnx>=1.8.0 onnxruntime>=1.7.0

AWS

pip install boto3>=1.17.0 sagemaker>=2.35.0

Security

pip install foolbox>=3.3.0 adversarial-robustness-toolbox>=1.9.0

Development Installation

For development, you can install Neural-Scope from source:

git clone https://github.com/adil-faiyaz98/neural-scope.git
cd neural-scope
pip install -e .