SovereignEG Python SDK
Official Python client for the SovereignEG sovereign AI platform.
Install
pip install sovereigneg
Quick Start
from sovereigneg import SovereignEG
client = SovereignEG(
api_key="sk-seg-your-key-here",
base_url="http://localhost:8000", # or https://api.sovereigneg.ai
)
# Chat
response = client.chat("What is sovereign AI?")
print(response.content)
# Streaming
for token in client.chat("Tell me about Egypt", stream=True):
print(token, end="", flush=True)
# Embeddings
emb = client.embed("Hello world")
print(f"Dimension: {len(emb.embedding)}")
Examples
See the examples/ folder:
chat.py— basic chat completionstreaming.py— real-time token streamingembeddings.py— generate embeddingsrag.py— upload documents and search
Rate Limiting
All API responses include rate limit headers:
X-RateLimit-Limit: 60
X-RateLimit-Remaining: 42
X-RateLimit-Reset: 1771234567
When rate limited (HTTP 429), the response includes a Retry-After header and structured error:
{
"error": {
"type": "rate_limit_exceeded",
"message": "Rate limit exceeded. Your developer plan allows 60 requests per minute.",
"plan": "developer",
"limit": 60,
"retry_after": 3.2
}
}
Handling rate limits in your code:
import time
from sovereigneg import SovereignEG
client = SovereignEG(api_key="sk-seg-...")
try:
response = client.chat("Hello!")
except Exception as e:
if hasattr(e, 'status_code') and e.status_code == 429:
retry_after = e.response.headers.get("Retry-After", "1")
time.sleep(float(retry_after))
response = client.chat("Hello!") # Retry
Per-Plan Limits
| Plan | Chat RPM | Embeddings RPM | Burst | Concurrent |
|---|---|---|---|---|
| Free (Student) | 10 | 20 | 3 | 1 |
| Developer | 60 | 120 | 10 | 3 |
| SME (Business) | 200 | 500 | 30 | 10 |
Automatic Retries
The SDK automatically retries on transient errors (429 rate limits, 5xx server errors, network timeouts) with exponential backoff:
# Default: 2 retries. Customize:
client = SovereignEG(api_key="sk-seg-...", max_retries=5)
The SDK respects Retry-After headers from the server, so rate-limited requests wait the appropriate duration before retrying.
API Reference
SovereignEG(api_key, base_url, timeout, tenant_id, max_retries)
Create a client instance. max_retries defaults to 2.
client.chat(message, model, system, temperature, max_tokens, stream)
Send a chat completion. Returns ChatCompletion or ChatStream.
client.embed(input, model)
Generate embeddings. Returns Embedding with .embedding or .embeddings.
client.upload(file_path, tenant_id)
Upload a document for RAG. Returns DocumentUpload.
Document ACL — Control who can access uploaded documents:
# Default: all tenant members can read
client.upload("report.pdf", tenant_id="your-tenant-id")
# Group-restricted: only engineering and finance groups
client.upload("report.pdf", tenant_id="your-tenant-id",
acl_level="group", acl_groups="engineering,finance")
# Private: only the uploader can read
client.upload("report.pdf", tenant_id="your-tenant-id", acl_level="private")
ACL levels:
tenant(default) — all members of the tenant can readgroup— only members of the specified groups can readprivate— only the document owner (uploader) can read
ACL is enforced on search, list, and delete. Admins can always access all documents.
client.search(query, top_k, tenant_id)
Search documents. Returns list of SearchResult. Results are ACL-filtered — only documents the caller has permission to see are returned.
Metadata
Release files for sovereigneg 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| sovereigneg-0.1.0.tar.gz | 10.0 kB | Without provenance | Details for sovereigneg-0.1.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| sovereigneg-0.1.0-py3-none-any.whl | Python 3 | none | any | Details for sovereigneg-0.1.0-py3-none-any.whl |
Total release size: 18.0 kB
Release files / sovereigneg-0.1.0.tar.gz
| Download URL | sovereigneg-0.1.0.tar.gz |
|---|---|
| Size | 10.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1edb76826bd1e413549dde5c3f4899998b05b8f2c060f1e5bf47f94ea8cc703d
|
|
BLAKE2b-256 checksum How to use checksums |
ea4217f553772f526c1949508d4f3fc8e0355d300a862ffd68d4af5431d3b86d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / sovereigneg-0.1.0-py3-none-any.whl
| Download URL | sovereigneg-0.1.0-py3-none-any.whl |
|---|---|
| Size | 8.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
1aa6d563034b247bdbf55d930e64bf1d84249e1cbdf46a404775f12fecca5fa5
|
|
BLAKE2b-256 checksum How to use checksums |
3a6d9e3dc5ccf6f41851ccc6c9ce5804d238db639d4eee0c5d5d4a4aca0b1051
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Security for sovereigneg 0.1.0
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