querais 0.2.2

Python client for QueraIS, the decentralized AI inference marketplace. OpenAI-shaped chat/streaming plus QueraIS extras: nodes, stats, model manifest.

querais

Python client for QueraIS — the decentralized AI inference marketplace. Anyone with a GPU serves models and earns; you buy inference through one OpenAI-compatible endpoint.

pip install querais

from querais import QueraisClient

client = QueraisClient("https://querais-gateway.fly.dev", api_key="sk-...")
result = client.chat([{"role": "user", "content": "hello"}], model="llama3.2")
print(result.content)

OpenAI-compatible

The gateway speaks the OpenAI chat-completions protocol, so the official openai package works too — point it at the gateway:

from openai import OpenAI

client = OpenAI(base_url="https://querais-gateway.fly.dev/v1", api_key="sk-...")

This package is thin sugar over that protocol plus QueraIS-specific helpers.

Streaming

for delta in client.chat_stream([{"role": "user", "content": "tell me a story"}],
                                model="llama3.2"):
    print(delta, end="", flush=True)

QueraIS extras

client.models()          # model ids served by connected nodes
client.nodes()           # public node directory: reputation, prices, dimensions
client.stats()           # network stats
client.model_manifest()  # the gateway's signed model-digest manifest (404 if unpinned)

Routing extensions on chat() / chat_stream():

client.chat(messages, model="llama3.2",
            max_price_per_1k_tokens=0.5,  # cap what you pay
            min_reputation=0.7)           # floor the node quality

LangChain / LlamaIndex

The integrations return the official LangChain / LlamaIndex OpenAI classes configured for the gateway — nothing reimplemented:

pip install 'querais[langchain]'   # or 'querais[llamaindex]'

from querais.langchain import chat_model
llm = chat_model("https://querais-gateway.fly.dev", api_key="sk-...", model="llama3.2")

from querais.llamaindex import llm as qllm
llm = qllm("https://querais-gateway.fly.dev", api_key="sk-...", model="llama3.2")

License

MIT