Deep learning framework by Created by Lead Developer • Interfaces Caffe has command line, Python, and MATLAB interfaces for day-to-day usage, interfacing with research code, and rapid prototyping. While Caffe is a C++ library at heart and it exposes a modular interface for development, not every occasion calls for custom compilation. The cmdcaffe, pycaffe, and matcaffe interfaces are here for you. Command Line The command line interface – cmdcaffe – is the caffe tool for model training, scoring, and diagnostics. Run caffe without any arguments for help. This tool and others are found in caffe/build/tools. Matlab crashed with Caffe. Learn more about matlab compiler, mex, caffe. (The following example calls require completing the LeNet / MNIST example first.) Training: caffe train learns models from scratch, resumes learning from saved snapshots, and fine-tunes models to new data and tasks: • All training requires a solver configuration through the -solver solver.prototxt argument. • Resuming requires the -snapshot model_iter_1000.solverstate argument to load the solver snapshot. • Fine-tuning requires the -weights model.caffemodel argument for the model initialization. For example, you can run. # train on GPUs 0 & 1 (doubling the batch size) caffe train -solver examples/mnist/lenet_solver.prototxt -gpu 0,1 # train on all GPUs (multiplying batch size by number of devices) caffe train -solver examples/mnist/lenet_solver.prototxt -gpu all Python The Python interface – pycaffe – is the caffe module and its scripts in caffe/python. Import caffe to load models, do forward and backward, handle IO, visualize networks, and even instrument model solving. All model data, derivatives, and parameters are exposed for reading and writing. • caffe.Net is the central interface for loading, configuring, and running models. Caffe.Classifier and caffe.Detector provide convenience interfaces for common tasks. • caffe.SGDSolver exposes the solving interface. • caffe.io handles input / output with preprocessing and protocol buffers. • caffe.draw visualizes network architectures. • Caffe blobs are exposed as numpy ndarrays for ease-of-use and efficiency. Tutorial IPython notebooks are found in caffe/examples: do ipython notebook caffe/examples to try them. For developer reference docstrings can be found throughout the code. Compile pycaffe by make pycaffe. Add the module directory to your $PYTHONPATH by export PYTHONPATH=/path/to/caffe/python:$PYTHONPATH or the like for import caffe.
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