Python SDK for topk.io
Project description
TopK Python SDK
The TopK Python library provides convenient access to the TopK API from any Python 3.9+ application. The library includes type definitions for all request params and response fields, and features both synchronous and asynchronous clients.
Documentation
The full documentation can be found at docs.topk.io.
The Python SDK reference can be found at docs.topk.io/sdk/topk-py.
Installation
pip install topk-sdk
# or
uv add topk-sdk
Prerequisites
- API key — sign in to console.topk.io and generate an API key.
- Region — available regions are listed at docs.topk.io/regions.
Usage
import os
from topk_sdk import Client
client = Client(
api_key=os.environ.get("TOPK_API_KEY"),
region="aws-us-east-1-elastica",
)
# Create a dataset
client.datasets().create("my-docs")
# Upload a file
handle = client.dataset("my-docs").upsert_file(
"doc-1",
input="/path/to/document.pdf",
metadata={"source": "internal"},
)
# Wait for the file to process (optional)
client.dataset("my-docs").wait_for_handle(handle.handle)
# Ask a question
answer = client.ask(
"What was the total net income of Bank of America in 2024?",
datasets=["my-docs"],
)
print(answer.facts)
Async usage
Simply import AsyncClient instead of Client and use await with each API call:
import os
import asyncio
from topk_sdk import AsyncClient
client = AsyncClient(
api_key=os.environ.get("TOPK_API_KEY"),
region="aws-us-east-1-elastica",
)
async def main() -> None:
await client.datasets().create("my-docs")
handle = await client.dataset("my-docs").upsert_file(
"doc-1",
input="/path/to/document.pdf",
metadata={"source": "internal"},
)
await client.dataset("my-docs").wait_for_handle(handle.handle)
answer = await client.ask(
"What was the total net income of Bank of America in 2024?",
datasets=["my-docs"],
)
print(answer.facts)
asyncio.run(main())
Functionality between the synchronous and asynchronous clients is otherwise identical.
Handling errors
from topk_sdk.error import (
DatasetNotFoundError,
PermissionDeniedError,
QuotaExceededError,
SlowDownError,
)
try:
client.ask("What was the total net income of Bank of America in 2024?", datasets=["my-docs"])
except DatasetNotFoundError:
print("Dataset does not exist")
except PermissionDeniedError:
print("Check your API key")
except QuotaExceededError:
print("Usage quota exceeded")
except SlowDownError:
print("Rate limited — the client will retry automatically")
| Error | Description |
|---|---|
CollectionNotFoundError |
Collection does not exist |
CollectionAlreadyExistsError |
Collection with this name already exists |
CollectionValidationError |
Invalid collection name or schema |
DatasetNotFoundError |
Dataset does not exist |
DatasetAlreadyExistsError |
Dataset with this name already exists |
DocumentValidationError |
Invalid document |
SchemaValidationError |
Invalid schema |
PermissionDeniedError |
Invalid or missing API key |
QuotaExceededError |
Usage quota exceeded |
RequestTooLargeError |
Request payload too large |
SlowDownError |
Rate limited by the server (retried automatically) |
QueryLsnTimeoutError |
Timed out waiting for write consistency |
Retries
The client automatically retries on SlowDownError and on LSN consistency
timeouts. Retry behaviour can be configured via RetryConfig:
from topk_sdk import Client, RetryConfig, BackoffConfig
client = Client(
api_key=os.environ.get("TOPK_API_KEY"),
region="aws-us-east-1-elastica",
retry_config=RetryConfig(
max_retries=5, # default: 3
timeout=60_000, # total retry chain timeout in ms, default: 30,000
backoff=BackoffConfig(
init_backoff=200, # default: 100 ms
max_backoff=5_000, # default: 10,000 ms
),
),
)
Requirements
Python 3.9 or higher.
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