sinapsis-generic-data-tools 0.1.13

Collection of generic data tools

Sinapsis Generic Data Tools

Package with generic data tools for image color conversion, buffering of data packets and other useful tools for handling data

🐍 Installation • 📙 Documentation • 🔍 License

🐍 Installation

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

Example with uv:

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

or with raw pip:

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

or with raw pip:

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

[!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 ColorConversion use sinapsis info --example-template-config ImageColorConversion to produce the following example config:

agent:
    name: my_test_agent
templates:
-   template_name: InputTemplate
    class_name: InputTemplate
    attributes: {}
-   template_name: ImageColorConversion
    class_name: ImageColorConversion
    template_input: InputTemplate
    attributes:
        target_color_space: 2

📚 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
- template_name: ImageColorConversion
  class_name: ImageColorConversion
  template_input: FolderImageDatasetCV2
  attributes:
        target_color_space: 2
- template_name: ImageSaver
  class_name: ImageSaver
  template_input: ColorConversion
  attributes:
    save_dir: /path/to/save/dir
    extension: jpg
    root_dir: '/path/to/sinapsis/cache'
    save_full_image: true
    save_bbox_crops: false
    save_mask_crops: false
    min_bbox_dim: 5

To run, simply use:

sinapsis run name_of_the_config.yml

NOTE: Make sure to update the data_dir attribute in the FolderImageDatasetCV2, and the save_dir and root_dir attributes in the ImageSaver templates to actual directories

📙 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.