SmartStudio Post-Training SDK — Python client and CLI for the SmartStudio platform.
Project description
sstudio
sstudio is the Python SDK and command-line client for the SmartStudio
post-training platform. It wraps the platform's HTTP APIs behind a small, stable
Python surface and an sstudio CLI — handling authentication, request
normalization, and unified job tracking.
Install
pip install sstudio
Authenticate
sstudio login --api-key sk-xxxx
sstudio whoami
Or from Python:
from sstudio import SmartStudioClient
with SmartStudioClient(api_key="sk-xxxx") as client:
print(client.me())
Configure
Project settings live in sstudio.yaml (base model, platform endpoint, storage
paths, …). Values are resolved with the precedence
command-line flag > SSTUDIO_* env var > sstudio.yaml > built-in default.
sstudio config validate
sstudio config show
Scope
The SDK is organized around the post-training workflow:
| Module | Purpose |
|---|---|
data |
Document parsing and training/eval dataset generation |
train |
SFT-LoRA / SFT-Full / SFT-Plus / DPO / GKD fine-tuning |
eval |
Benchmark scoring and LLM/VLM-as-judge evaluation |
serve |
Model deployment |
job |
Unified async job status, logs and results |
Requirements
Python 3.8+
© SmartStudio. All rights reserved.
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