Skip to main content

singularity-grid

Python SDK for the SGL Network confidential compute grid. Submit inference jobs to TEE-verified nodes, check grid capacity, and use the OpenAI-compatible chat completions endpoint -- all from a single package.

Installation

pip install singularity-grid

To use the OpenAI compatibility helper:

pip install singularity-grid[openai]

Quick start

1. OpenAI-compatible usage (simplest)

The SGL Network orchestrator exposes an OpenAI-compatible /v1/chat/completions endpoint. You can use the standard openai package with no wrapper:

from openai import OpenAI

client = OpenAI(
    base_url="https://grid.x402compute.cc/v1",
    api_key="scg_your_api_key",
)

response = client.chat.completions.create(
    model="gemma-4-26b",
    messages=[{"role": "user", "content": "Hello"}],
)
print(response.choices[0].message.content)

2. Helper function

If you prefer not to copy the URL, use the built-in helper:

from singularity_grid import create_openai_client

client = create_openai_client(api_key="scg_your_api_key")

response = client.chat.completions.create(
    model="gemma-4-26b",
    messages=[{"role": "user", "content": "Hello"}],
)
print(response.choices[0].message.content)

3. GridClient (full grid features)

For grid-specific features like job submission, TEE attestation, capacity checks, and pricing:

from singularity_grid import GridClient

# Public endpoints -- no auth required
grid = GridClient()
capacity = grid.capacity()
models = grid.models()
pricing = grid.pricing()

print(f"Active nodes: {capacity.active_nodes}/{capacity.total_nodes}")
for m in models:
    print(f"  {m.id} -- {m.sgl_node_count} nodes")

# Authenticated endpoints
grid = GridClient(api_key="scg_your_api_key")

job = grid.submit_job(
    model="gemma-4-26b",
    input_payload={
        "messages": [{"role": "user", "content": "Analyze this data"}]
    },
    submitter_wallet="0xYourWallet",
    submitter_chain="base",
)

print(f"Job {job.job_id}: {job.status}")

# Retrieve result and attestation
result = grid.get_job(job.job_id)
attestation = grid.get_attestation(job.job_id)
print(f"TEE verified: {attestation.verified}")

API reference

GridClient

Method Auth Description
capacity() No Grid-wide capacity summary
models() No Available models with pricing and TEE info
pricing() No Pricing table for all models
submit_job(model, input_payload, ...) Yes Submit a compute job
get_job(job_id) Yes Get job status and result
get_attestation(job_id) Yes Get TEE attestation proof

Exceptions

Exception When
SGLError Base class for all SDK errors
SGLAPIError Non-2xx response from the API
SGLAuthError 401 or 403 response
SGLNotFoundError 404 response
SGLConnectionError Orchestrator unreachable or timeout

Configuration

Parameter Default Description
api_key None Bearer token for authenticated endpoints
base_url orchestrator URL Override the orchestrator URL
timeout 60.0 Request timeout in seconds

License

MIT

Release files for singularity-grid 0.7.0

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

Source distribution (sdist)

Source distribution for singularity-grid 0.7.0
File Size Uploaded
singularity_grid-0.7.0.tar.gz 14.2 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for singularity-grid 0.7.0
File Interpreter ABI Platform
singularity_grid-0.7.0-py3-none-any.whl Python 3 none any Details

Total release size: 29.5 kB

Release files / singularity_grid-0.7.0.tar.gz

Download URL singularity_grid-0.7.0.tar.gz
Size 14.2 kB
Tags Source
SHA-256 checksum
How to use checksums
81565b983c006f1b8530c31cc64fd035a90ba4c4797748ff04ecdb14a8ec820a
BLAKE2b-256 checksum
How to use checksums
ebf04930beef09fc7f08455201a973e7cbf5ed6d59b715907fbad8bae03057b0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

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 Aug 17, 2026.

Transparency log

Release files / singularity_grid-0.7.0-py3-none-any.whl

Download URL singularity_grid-0.7.0-py3-none-any.whl
Size 15.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
e433354733d7de0fee481a7c2ceafa8c2f380c28048a3ab1476115f5227a6ad2
BLAKE2b-256 checksum
How to use checksums
2361a4f089df1d5de85cbb0bf639592f14273fe8922754d8e88df375b73aae33
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

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 Aug 17, 2026.

Transparency log

Release history Release notifications | RSS feed

0.9.1

2 release files

0.9.0

2 release files

0.8.0

2 release files

This release

0.7.0 This release

2 release files

0.6.0

2 release files

0.5.0

2 release files

0.4.0

2 release files

0.3.0

2 release files

0.2.0

2 release files

0.1.0

2 release files

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