sinapsis-data-readers 0.1.16

Templates to read data in different formats

Sinapsis Data Readers

Package to read data in different formats and assign them to a specific type of Packet

🐍 Installation • 🚀 Features • 📚 Usage example • 📙 Documentation • 🔍 License

🐍 Installation

Install using your package manager of choice. We encourage the use of uv

Example with uv:

  uv pip install sinapsis-data-readers --extra-index-url https://pypi.sinapsis.tech

or with raw pip:

  pip install sinapsis-data-readers --extra-index-url https://pypi.sinapsis.tech

[!IMPORTANT] Templates in each package may require extra dependencies. For development, we recommend installing the package with all the optional dependencies:

with uv:

  uv pip install sinapsis-data-readers[all] --extra-index-url https://pypi.sinapsis.tech

or with raw pip:

  pip install sinapsis-data-readers[all] --extra-index-url https://pypi.sinapsis.tech

[!NOTE] Some templates also need system dependencies (e.g., ffmpeg). The installation depends on your OS. For Linux:

apt-get install -y ffmpeg

🚀 Features

• Sinapsis Data Readers
  • Audio Readers
    Read audio files from several formats using Pydub, Soundfile, among others.
  • Dataset Readers
    Read and manipulate tabular datasets from the scikit libraries, among others.
  • Image Readers
    Read and manipulate images from COCO, paths in CSVs, whole folders, etc.
  • Text Readers
    Read text data from a simple string and other sources.
  • Video Readers
    Read videoframes using CV2, Dali, FFMPEG, Torch, among others.

[!TIP] Use CLI command sinapsis info --all-template-names to show a list with all the available Template names installed with Sinapsis Data Tools.

[!TIP] Use CLI command sinapsis info --example-template-config TEMPLATE_NAME to produce an example Agent config for the Template specified in TEMPLATE_NAME.

For example, for FolderImageDatasetCV2 use sinapsis info --example-template-config ImageSaver to produce the following example config:

agent:
  name: my_test_agent
  description: Agent to read images from a folder using OpenCV
templates:
- template_name: InputTemplate
  class_name: InputTemplate
  attributes: {}
- template_name: FolderImageDatasetCV2
  class_name: FolderImageDatasetCV2
  template_input: InputTemplate
  attributes:
    data_dir: '/path/to/sinapsis/cache/dir'
    pattern: '**/*'
    batch_size: 1
    shuffle_data: false
    samples_to_load: -1
    load_on_init: false
    label_path_index: -2
    is_ground_truth: false

📚 Usage example

Example agent config

You can copy and paste the following config and run it using the sinapsis cli, changing the data_dir attribute in the FolderImageDatasetCV2 and the root_dir attribute in the ImageSaver template

agent:
  name: my_test_agent
  description: agent to save image locally
templates:
- template_name: InputTemplate
  class_name: InputTemplate
  attributes: {}
- template_name: FolderImageDatasetCV2
  class_name: FolderImageDatasetCV2
  attributes:
    data_dir: /path/to/image
    pattern: '**/*'
    batch_size: 1
    load_on_init: true
    label_path_index: 0
    is_ground_truth: false

To run, simply use:

sinapsis run name_of_the_config.yml

📙 Documentation

Documentation for this and other sinapsis packages is available on the sinapsis website

Tutorials for different projects within sinapsis are available at sinapsis tutorials page

🔍 License

This project is licensed under the AGPLv3 license, which encourages open collaboration and sharing. For more details, please refer to the LICENSE file.

For commercial use, please refer to our official Sinapsis website for information on obtaining a commercial license.