https://github.com/smoke-trees/forest-utils

Pypi Package for Smoketrees model zoo
https://github.com/smoke-trees/forest-utils

model-zoo pip pypi python3

Last synced: about 1 month ago
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Pypi Package for Smoketrees model zoo

• Host: GitHub
• URL: https://github.com/smoke-trees/forest-utils
• Owner: smoke-trees
• Created: 2020-06-21T09:59:01.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2023-05-23T00:13:03.000Z (over 1 year ago)
• Last Synced: 2024-09-29T17:02:55.058Z (about 2 months ago)
• Topics: model-zoo, pip, pypi, python3
• Language: Python
• Homepage:
• Size: 111 KB
• Stars: 4
• Watchers: 3
• Forks: 0
• Open Issues: 4
• Metadata Files:
  • Readme: README.md

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README

        
## forest-utils - A utility tool for SmokeTrees Model Zoo

[![PyPI version](https://badge.fury.io/py/forest-utils.svg)](https://badge.fury.io/py/forest-utils)  [![Generic badge](https://img.shields.io/badge/modelzoo-website-brightgreen.svg)](https://smoketrees.dev/forest/)

This package will be useful for carrying out all the utilities of the SmokeTrees Model Zoo lovingly called SmokeTrees Forest.`

### Features

- [X] Pull down HDF5 (.h5) models from the zoo and load with keras

- [X] Pull down SavedModel (.pb) models from the zoo and load with keras

- [X] Pull down Checkpoints (.ckpt) models from the zoo and load with keras

- [X] Pull down the spacy model from the zoo and load them into an nlp pipeline

- [X] Pull down tokenizers and models in accordance with huggingface model architectures and reuse them

- [X] Pull down datasets so as to use them in your own projects

### Steps to install package from PyPI

```bash

   pip install forest-utils

```

### Steps to install the package from source code

- Clone the repo by the following command

    ``` bash

        git clone https://github.com/smoke-trees/forest-utils.git

    ```

- Change the directory to the package 

    ``` bash

        cd forest-utils

    ```

- Execute the following command

    ``` bash

        pip install -e .

    ```

### Example Usage 

- Load Model using Tensorflow

``` Python

    from forest_utils import export_keras

    model = export_keras.ModelFromH5().model

```

- Load Dataset

``` Python

    from forest_utils import datasets

    tweets = datasets.Dataset().get_emo_tweets()

```

After pulling down the model use it for predictions and other evalutaion functionalities.

#### See SmokeTrees ModelZoo for more usage examples