Surge Python SDK
Project description
Surge Python SDK
The Surge Python SDK provides convenient access to the Surge API from applications written in the Python language.
Installation
Install this package by using pip:
pip install --upgrade surge-api
Requirements
- Python 3.6+
Usage
Documentation and and examples are available here.
Authentication
The library needs to be configured with your account's API key which is available in your Surge Profile. Set surge.api_key to its value:
import surge
surge.api_key = "YOUR API KEY"
Or set the API key as an environment variable:
export SURGE_API_KEY=<YOUR API KEY>
Downloading project results
Once the API key has been set, you can list all of the Projects under your Surge account or retrieve a specific Project by its ID.
# List your Projects
projects = surge.Project.list()
# Print the name of the first Project
print(projects[0].name)
# Retrieve a specific Project
project = surge.Project.retrieve("076d207b-c207-41ca-b73a-5822fe2248ab")
# Download the results for that project
results = project.download_json()
# Alternatively, download the results to a file
project.save_report("export_csv", "results.csv")
Creating projects
If you have a blueprint, you can use it as a template to get a new batch of data annotated. You can add new labeling tasks from a CSV or with a list of dictionaries.
# List blueprint projects
blueprint_projects = surge.Project.list_blueprints()
blueprint = blueprint_projects[0]
# Create a project from a blueprint
project = surge.Project.create("My Labeling Project (July 2023 Batch)", template_id=blueprint.id)
# Add data from a CSV file
project.create_tasks_from_csv('my_data.csv')
# Or add data directly
tasks = project.create_tasks([{
"company": "Surge",
"city": "San Francisco",
"state": "CA"
}])
Creating tasks
You can create new Tasks for a project, list all of the Tasks in a given project, or retrieve a specific Task given its ID.
# Create Tasks for the new Project
tasks_data = [{"id": 1, "company": "Surge AI"}, {"id": 2, "company":"Twitch TV"}]
tasks = project.create_tasks(tasks_data)
# List all Tasks in the Project
all_tasks = project.list_tasks()
# Retrieve a specific Task
task = surge.Task.retrieve(task_id = "eaa44610-c8f6-4480-b746-28b6c8defd4d")
# Print the fields of that Task
print(task.fields)
You can also create Tasks in bulk by uploading a local CSV file. The header of the CSV file must specify the fields that are used in your Tasks.
| id | company |
|---|---|
| 1 | Surge AI |
| 2 | Twitch TV |
# Create Tasks in bulk via CSV file
file_path = "./companies_to_classify.csv"
tasks = project.create_tasks_from_csv(file_path)
Development
The test suite depends on pytest, which you can install using pip:
pip install pytest
To run tests from the command line:
# Run all tests
pytest
# Run tests in a specific file
pytest tests/test_projects.py
# Run a specific test
pytest tests/test_projects.py::test_init_complete
Project details
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