socaity 0.2.1

Your SDK and model zoo for generative AI. Build AI-powered applications with ease.

SocAIty SDK

Build AI-powered applications with ease

socaity SDK ships the full socaity.ai model catalog ready to import.
One line to install. One import to call. Hosted in the EU, or on your own hardware.

Quickstart · Why this · Features · Compose models · Model zoo · Ecosystem

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Quickstart

Two steps. Under five minutes. You get any LLM running or an audio file on disk.

import os
from socaity import speechcraft

client = speechcraft()
job = client.text2voice(text="Welcome to generative AI", voice="hermine")
job.get_result().save("welcome.mp3")

That is the whole pattern: import a model, call it like a function, save the result.

Need a specific model from the community catalog?

socaity -i black-forest-labs/flux-schnell
# or
python -m socaity install speechcraft

Official models sync on install. Community and third-party models install on demand.

Authentication. We support CLI Login, but for production environment we recommend to set the API key as environment variable.

pip install socaity
export SOCAITY_API_KEY=sk-...   # free key at socaity.ai

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Why socaity SDK

Real applications chain models: LLM → image → speech → video. Raw HTTP, per-provider SDKs, and hand-rolled polling make that slow and brittle.

	Raw HTTP	Per-provider SDKs	socaity SDK
Call pattern	Write requests yourself	One SDK per provider	from socaity import model
Long-running jobs	Build your own poll loop	Varies	Built-in via fastSDK
Media I/O	Manual upload/download	Partial	media-toolkit handles files
Multi-model apps	Glue code everywhere	Fragmented imports	One package, parallel jobs
Hosting	Your problem	Mostly US clouds	socaity.ai (EU) or bring your own
Compliance	Your problem	Rarely GDPR-ready	GDPR and EU AI Act aligned by design

Why not just use fastSDK? You can. fastSDK connects to any OpenAPI, APIPod, RunPod, or Replicate service. socaity SDK adds the curated model zoo, selective install, and auto-sync from the socaity.ai catalog so you skip spec hunting and stub generation for every model.

Why not OpenRouter or Replicate alone? Both are pay-per-call model catalogs. Neither gives you deployment, workflow orchestration, or EU-sovereign hosting. socaity combines MaaS, deployment, and agentic workflows in one stack. The SDK is your entry point to all of it.

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Key features

Import and call. Models are Python classes with typed methods. No GPU setup, no REST boilerplate.

Parallel by default. Every call returns a job immediately. Run ten models at once, collect results when you need them.

llm_job = deepseek_v3(prompt="Write a haiku about SDKs.")
img_job = flux_schnell(prompt="A robot at sunset in the Alps.")
# ... do other work ...
text, images = llm_job.get_result(), img_job.get_result()

Selective install. Official models ship with the package. Install only what your app needs via CLI or socaity.install("model_id").

Switch models without rewriting. Want to try another model? No need to rewrite your code-base just switch the call. Having a local model? Point at it at use it likewise from the same sdk.

EU-first platform. Socaity runs on European infrastructure (Scaleway PAR-1), Models run where you choose. Data stays in the EU. Workflows are traceable. Pricing is predictable.

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Compose models

No single model covers a real task. The SDK is built for composition.

import os
from socaity import speechcraft
from socaity.sdk.replicate.deepseek_ai import deepseek_v3
from socaity.sdk.replicate.black_forest_labs import flux_schnell

poem = deepseek_v3()(
    prompt="Three sentences on why an SDK beats raw HTTP."
).get_result()

speechcraft().text2voice(text="".join(poem), voice="hermine").get_result().save("poem.mp3")

flux_schnell()(
    prompt="A robot at sunset in the Alps, cinematic anime, 4k.",
    num_outputs=1,
).get_result()[0].save("poem.png")

https://github.com/user-attachments/assets/978ee377-3ceb-4a87-add5-daee15306231

Jobs vs. results

Calls return a job handle, not a blocked connection. Poll when ready, cancel when not, run hundreds in parallel.

job = deepseek_v3("What a time to be alive.")
# ... other work ...
result = job.get_result()

Price estimate. Before you submit, ask for predicted cost and runtime (Socaity-hosted services):

client = socaity.connect("black-forest-labs-flux-schnell")
estimate = client.estimate("/predictions", prompt="a lighthouse at sunset")
print(estimate.estimated_price_eur, estimate.estimated_inference_time_s)

Streaming. Schema endpoints (chat, TTS, video) accept stream=True. Iterate live tokens or bytes, or let get_result() assemble the full payload when you skip streaming.

job = deepseek_v3()(messages=[{"role": "user", "content": "Hello"}], stream=True)
for chunk in job.stream():
    print(chunk, end="", flush=True)

Under the hood, fastSDK orchestrates requests through meseex, a lightweight job runtime for async I/O, parallel execution, and streaming.

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Real-world use

Game developers building AI NPCs: generate dialogue with an LLM, synthesize speech, clone a voice, drive facial animation. Four models, one Python script.

Content creators automating video pipelines: generate a thumbnail with text-to-image, swap faces in footage, add a voice-over with text-to-speech.

SMEs replacing agency workflows: marketing copy, product images, and localized audio from one codebase, without a dedicated ML team.

More patterns on our docs or on socaity.ai.

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Model zoo

The catalog lives at socaity.ai. Install any listed model into your local SDK:

socaity -i model_name_or_id

Representative domains available today:

Domain	Examples
Text	Qwen, DeepSeek, LLama, GLM
Image	Flux Schnell, SAM 2, Photomaker
Audio	SpeechCraft (TTS, voice cloning, voice conversion)
Video	Hunyuan Video and growing

New models land frequently. The SDK syncs official services on install and checks for updates every 15 minutes.

Browse the full list, pricing, and API keys at socaity.ai.

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Authentication

Set your API key as an environment variable. This keeps secrets out of source control.

export SOCAITY_API_KEY=sk-...

You can pass api_key= directly in code for local experiments, but do not commit it.

from socaity import face2face
client = face2face(api_key=os.getenv("SOCAITY_API_KEY"))

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Hosted, local, or hybrid

Mode	What it means	Best when
Hosted	Models on socaity.ai	Fastest path, no GPU, always current
Local	APIPod or fastSDK-compatible service on your machine	Full control, offline, custom models
Hybrid	Mix socaity.ai with RunPod, Replicate, or self-hosted	Scale bursts, keep sensitive data local

Any fastSDK-compatible service (OpenAPI, APIPod, RunPod, Replicate) works with this package. Override the service address in the registry when you need a custom backend.

Publish an APIPod service to socaity.ai and it appears in the catalog. Public services can earn platform credits.

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Ecosystem

Three packages, one pipeline:

Package	Role
APIPod	Build and deploy AI services (server side)
fastSDK	Connect to any compatible API (client runtime, streaming, jobs)
socaity-schemas	Shared Pydantic models for AI payloads and service definitions
socaity SDK (this repo)	Curated model zoo + generated clients for socaity.ai

Build a service with APIPod. Consume it with fastSDK. Import it from socaity when it is in the catalog.

socaity.ai ties deployment, MaaS, and agentic workflows (SPAINE) into one EU-sovereign platform. The SDK is how developers access the model layer today.

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Documentation

Resource	What you get
socaity.ai	Model catalog, pricing, API keys, deployment
fastSDK README	Generic client: connect, generate stubs, CLI
APIPod README	Build and deploy your own AI services
docs/UseCases.md	Composition patterns by domain
TECHNICAL_README.md	Architecture: catalog sync, namespaces, streaming, schemas

Deep architecture docs for fastSDK and APIPod live in each repo's TECHNICAL_README.md. The README here stays focused on getting you to a first result.

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Status

Alpha. Syntax and APIs will change. Pin your version in production. We ship fast because the catalog and capabilities grows fast.

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Contribute

Issues and pull requests welcome.

git clone https://github.com/SocAIty/socaity.git
cd socaity
pip install -e ".[dev]"
pytest

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License

GPL-3.0. See LICENSE.txt.

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Made with ❤️ by SocAIty