Skip to main content

WaveAssist Python SDK for storing and retrieving structured data

Project description

WaveAssist Python SDK 🌊

WaveAssist makes it simple to store and retrieve data in your automation workflows.


✨ Features

  • 🔐 One-line init() to connect with your WaveAssist project
  • ⚙️ Automatically works on local and WaveAssist Cloud (worker) environments
  • 📦 Store and retrieve data (DataFrames, JSON, strings)
  • 🧠 LLM-friendly function names (init, store_data, fetch_data)
  • 📁 Auto-serialization for common Python objects
  • ✅ Built for automation workflows, cron jobs, and AI pipelines

🚀 Getting Started

1. Install

pip install waveassist

2. Initialize the SDK

import waveassist

# Option 1: Use no arguments (recommended)
waveassist.init()

# Will auto-resolve from:
# 1. Explicit args (if passed)
# 2. .env file (WA_UID, WA_PROJECT_KEY, WA_ENV_KEY)
# 3. Worker-injected credentials (on [WaveAssist Cloud](https://waveassist.io))

🛠 Setting up .env (for local runs)

uid=your-user-id
project_key=your-project-key

# optional
environment_key=your-env-key

This file will be ignored by Git if you use our default .gitignore.


3. Store Data

🧾 Store a string

waveassist.store_data("welcome_message", "Hello, world!")

📊 Store a DataFrame

import pandas as pd

df = pd.DataFrame({"name": ["Alice", "Bob"], "score": [95, 88]})
waveassist.store_data("user_scores", df)

🧠 Store JSON/dict/array

profile = {"name": "Alice", "age": 30}
waveassist.store_data("profile_data", profile)

4. Fetch Data

result = waveassist.fetch_data("user_scores")

# Will return:
# - A DataFrame (if stored as one)
# - A dict/list (if stored as JSON)
# - A string (if stored as text)

🧪 Running Tests

If you’re not using pytest, just run the test script directly:

python tests/run_tests.py

✅ Includes tests for:

  • String roundtrip
  • JSON/dict roundtrip
  • DataFrame roundtrip
  • Error if init() is not called

🛠 Project Structure

WaveAssist/
├── waveassist/
│   ├── __init__.py          # init(), store_data(), fetch_data()
│   ├── _config.py           # Global config vars
│   └── ...
├── tests/
│   └── run_tests.py         # Manual test runner

📌 Notes

  • Data is stored in your WaveAssist backend (e.g. MongoDB) as serialized content
  • store_data() auto-detects the object type and serializes it (CSV/JSON/text)
  • fetch_data() deserializes it back to the right Python object

🧠 Example Use Case

import waveassist
waveassist.init()  # Auto-initialized from .env or worker

# Store GitHub PR data
waveassist.store_data("latest_pr", {
    "title": "Fix bug in auth",
    "author": "alice",
    "status": "open"
})

# Later, fetch it for further processing
pr = waveassist.fetch_data("latest_pr")
print(pr["title"])

🤝 Contributing

Want to add formats, features, or cloud extensions? PRs welcome!


📬 Contact

Need help or have feedback? Reach out at connect@waveassist.io, visit WaveAssist.io, or open an issue.


© 2025 WaveAssist

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

waveassist-0.1.1.tar.gz (9.4 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

waveassist-0.1.1-py3-none-any.whl (9.1 kB view details)

Uploaded Python 3

File details

Details for the file waveassist-0.1.1.tar.gz.

File metadata

  • Download URL: waveassist-0.1.1.tar.gz
  • Upload date:
  • Size: 9.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for waveassist-0.1.1.tar.gz
Algorithm Hash digest
SHA256 192d8e3e064284944e05d2d9712dcf6975e8a9b52d298a1d197e80faa5233057
MD5 f74092b9ecb5c10ae9202b0b609dca49
BLAKE2b-256 86de1778465ddd04e9d9800674d8c2d87e7022f0aae6b52498b11397f4c26631

See more details on using hashes here.

Provenance

The following attestation bundles were made for waveassist-0.1.1.tar.gz:

Publisher: python-publish.yml on WaveAssist/WaveAssist

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file waveassist-0.1.1-py3-none-any.whl.

File metadata

  • Download URL: waveassist-0.1.1-py3-none-any.whl
  • Upload date:
  • Size: 9.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for waveassist-0.1.1-py3-none-any.whl
Algorithm Hash digest
SHA256 a545152e44100a7861bf4fca77809d3f294f1927f096beb56739a104006b1044
MD5 6499d314b24b4964a3695b1dd53ec2c2
BLAKE2b-256 a24d341c00cefa8e553aee18145321c2314e0635fe0ee2ad93b2425fef22da7a

See more details on using hashes here.

Provenance

The following attestation bundles were made for waveassist-0.1.1-py3-none-any.whl:

Publisher: python-publish.yml on WaveAssist/WaveAssist

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page