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107 symbols 409 edges 42 files 90 documented · 84% ● updated 3y ago★ 4,22912 open issues

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⨍ Functions 97 ◇ Types & classes 10

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README

CS230 Code Examples

Tutorials

We are happy to introduce some code examples that you can use for your CS230 projects. The code contains examples for TensorFlow and PyTorch, in vision and NLP. The structure of the repository is the following:

README.md
pytorch/
    vision/
        README.md
    nlp/
        README.md
tensorflow/
    vision/
        README.md
    nlp/
        README.md

You'll find a README.md in each sub-directory.

Core symbols most depended-on inside this repo

↓ 3 filesParams

Class that loads hyperparameters from a json file. Example: ``` params = Params(json_path) print(params.learning_rate) …

tensorflow/vision/model/utils.py

↓ 3 filesDataLoader

Handles all aspects of the data. Stores the dataset_params, vocabulary and tags with their mappings to indices.

pytorch/nlp/model/data_loader.py

↓ 2 filesset_logger

Sets the logger to log info in terminal and file `log_path`. In general, it is useful to have a logger so that every output to …

tensorflow/vision/model/utils.py

↓ 2 filessave_dict_to_json

Saves dict of floats in json file Args: d: (dict) of float-castable values (np.float, int, float, etc.) json_path: (string) path …

tensorflow/vision/model/utils.py

↓ 2 filesmodel_fn

Model function defining the graph operations. Args: mode: (string) can be 'train' or 'eval' inputs: (dict) contains the inputs of …

tensorflow/vision/model/model_fn.py

↓ 2 filesinput_fn

Input function for the SIGNS dataset. The filenames have format "{label}_IMG_{id}.jpg". For instance: "data_dir/2_IMG_4584.jpg". …

tensorflow/vision/model/input_fn.py

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Function 64

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pytorch/vision/utils.py13 symbols

pytorch/nlp/utils.py13 symbols

tensorflow/vision/model/utils.py7 symbols

tensorflow/nlp/model/utils.py7 symbols

pytorch/vision/model/net.py5 symbols

pytorch/vision/model/data_loader.py5 symbols

pytorch/nlp/model/net.py5 symbols

pytorch/nlp/model/data_loader.py5 symbols

tensorflow/vision/model/input_fn.py3 symbols

tensorflow/nlp/build_vocab.py3 symbols

pytorch/nlp/build_vocab.py3 symbols

tensorflow/vision/synthesize_results.py2 symbols

Dependencies from manifests, versioned

tensorflow1.15.0 · 1×

torch1.2 · 1×

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  -- python -m otcore.mcp_server <graph>

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CS230 Code Examples

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