Skip to main content

Forra SDK Package

Helper python package to interact with the Forra platform.

Installation

pip install forrasdk

Usage

from forrasdk import ForraAPI

forra = ForraAPI(base_url="your_forra_base_url", api_access_token="you_api_access_token")

Retry Logic

The SDK automatically retries failed API requests with exponential backoff to handle transient failures. This improves reliability when dealing with network issues or temporary server problems.

Default Behavior

  • Max attempts: 3 (initial request + 2 retries)
  • Wait time: Exponential backoff with multiplier=1, min=4s, max=10s
  • Retry on:
    • Rate limiting (429)
    • Server errors (500, 502, 503, 504)
    • Network errors (ConnectionError, Timeout)
  • Does NOT retry on:
    • Client errors (400, 401, 403, 404, etc.)
    • Successful responses

How It Works

All HTTP methods (GET, POST, PUT, DELETE, PATCH) in the SDK automatically retry on transient failures:

from forrasdk import ForraAPI

forra = ForraAPI(base_url="your_url", api_access_token="your_token")

# This request will automatically retry up to 3 times on 5xx errors
response = forra.chat.completion(messages="Hello!")

The retry logic is transparent - you don't need to change your code. If a request fails with a retryable error, the SDK will:

  1. Wait with exponential backoff (4s, then 8s, then 10s max)
  2. Retry the request
  3. Return the result if successful, or raise the exception after exhausting retries

Metadata

Release files for forrasdk 0.3.12

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for forrasdk 0.3.12
File Size Uploaded Provenance
forrasdk-0.3.12.tar.gz 381.4 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for forrasdk 0.3.12
File Interpreter ABI Platform
forrasdk-0.3.12-py3-none-any.whl Python 3 none any Details

Total release size: 838.2 kB

Release files / forrasdk-0.3.12.tar.gz

Download URL forrasdk-0.3.12.tar.gz
Size 381.4 kB
Tags Source
SHA-256 checksum
How to use checksums
f2abd6d53b8245b3b1eb331175f5f2ce2fd0eebe43e6c5d16fa76c21f2ae1d59
BLAKE2b-256 checksum
How to use checksums
b6bb6cb74087cb5bed7b4d853e1f4351bdff383f1e7a5f033bc71f5e54c0d0cd
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.12.9

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jul 27, 2026.

Transparency log

Release files / forrasdk-0.3.12-py3-none-any.whl

Download URL forrasdk-0.3.12-py3-none-any.whl
Size 456.7 kB
Tags Python 3
SHA-256 checksum
How to use checksums
18973251dc7d6c85938e467be1397ad4f6c8d68a22feec2224309593bf88ccdc
BLAKE2b-256 checksum
How to use checksums
24c88fa4b5af6597b03e56b26af238f14a765eb5eb14f6642b13eba3538874d2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.12.9

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jul 27, 2026.

Transparency log

Security for forrasdk 0.3.12

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for forrasdk-0.3.12.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jul 27, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page