DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Tiny, fast and accurate Turkish text-to-speech. 8.6M parameters, 0.92% WER on Freya-TR-Eval, first audio in ~4 ms and 1,300Γ real time on one GPU. Streams audio, batches many callers on one GPU, and runs offline on a GPU or CPU.
Gradient descent, but the parameters are agents β a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
Naive-N0.5-Flash is an open-weight 309B MoE model with 15.5B active parameters, built for coding and AI R&D.
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
Declarative parameters for robust Python classes and a rich API for reactive programming
Autoregressive video generation with decoupled context-writing and denoising parameters, enabling up to 24-hour generation from 5s training windows.
Seedance 2.0 API (seedance-2.0 / seedance-2.0-mini / seedance-2.0-fast): per-second pricing by resolution, text-to-video and image-to-video examples, parameters and limits.
Nano Banana (official) API (`gemini-2.5-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Grok Imagine Image 2.0 API (`grok-imagine-image-2.0`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana (official) API (`gemini-2.5-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Z-Image Turbo API (`z-image-turbo`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana 2 (official) API (`gemini-3.1-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana Pro (official) API (`gemini-3-pro-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
GPT Image 2 (official) API (`gpt-image-2-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
GPT Image 2 (official) API (`gpt-image-2-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana (official) API (`gemini-2.5-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana 2 (official) API (`gemini-3.1-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Grok Imagine Image 2.0 API (`grok-imagine-image-2.0`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana Pro (official) API (`gemini-3-pro-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Grok Imagine Image 2.0 API (`grok-imagine-image-2.0`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana Pro (official) API (`gemini-3-pro-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
FLUX 2 Max API (`flux-2-max`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Z-Image Turbo API (`z-image-turbo`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Z-Image Turbo API (`z-image-turbo`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Z-Image Turbo API (`z-image-turbo`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
FLUX 2 Max API (`flux-2-max`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana 2 (official) API (`gemini-3.1-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana (official) API (`gemini-2.5-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Nano Banana Pro (official) API (`gemini-3-pro-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
GPT Image 2 (official) API (`gpt-image-2-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
SHADOW 50M Instruct: a proof of concept. 44M ternary parameters, exact circuits inside the model, memory on disk, 19.8 MB, offline on a CPU.
Validates Goose recipe files for schema errors, missing parameters/defaults, invalid requirements, extension configuration issues, and template mismatches. Understands YAML block scalars and Jinja-style {% for %} / {% set %} locals to minimize false positives.