Anyscale's LLM Suite
Explore Anyscale’s suite of end-to-end LLM solutions and out-of-the-box templates. From embeddings to fine-tuning to deployment, Anyscale is built for LLMs.
Benefits
Better Quality at Lower Costs
Fine-tune and deploy better LLM models—without breaking the bank. Anyscale supports a variety of fine-tuning options (including distillation, classification fine-tuning, preference tuning, and more), so you can get better results with smaller models.
Seamless Migration
Seamlessly migrate from closed source models, including OpenAI. Anyscale’s API compatibility enables you to switch to your own models and open source alternatives with ease.
Any Model, Any Accelerator
Fine-tune and deploy any open-source model that’s supported on HuggingFace, including popular open-source models like LLaMA, Mistral, BERT, and more. Run any inference engine, including vLLM, TRT, TGI, and more.
Your Data, Your Cloud
Anyscale works on your cloud so you can run any open source LLM model while still retaining full control of your data. Track and control your models, experiments, and data.
The Complete LLM Suite
With Anyscale, you can fine-tune, deploy, optimize, and re-deploy LLMs all in one place.
LLM Fine-Tuning
A simple template to powerfully distribute fine-tuning for any AI model with best-in-class performance.
Future-Proof LLM Capabilities
We’ve optimized our engine so you don’t have to.
Build and Deploy in One Tool
Fine-tune and deploy LLMs in the same workspace, with the same software dependencies for both development and production.
Enhanced vLLM Engine
Anyscale’s proprietary vLLM optimizations can tune your engine performance to reduce batch and online inference costs by up to 20%.
Advanced Observability
We know how important visibility is, which is why we support integrations with Datadog and W&B, as well as JSON logging and persistent dashboards.
Best-in-Class Reliability
Deploy LLMs without worrying. Anyscale is production ready, with head node recovery, Multi-AZ support, and zero downtime upgrades.
Build and Deploy in One Tool
Fine-tune and deploy LLMs in the same workspace, with the same software dependencies for both development and production.
Enhanced vLLM Engine
Anyscale’s proprietary vLLM optimizations can tune your engine performance to reduce batch and online inference costs by up to 20%.
Advanced Observability
We know how important visibility is, which is why we support integrations with Datadog and W&B, as well as JSON logging and persistent dashboards.
Best-in-Class Reliability
Deploy LLMs without worrying. Anyscale is production ready, with head node recovery, Multi-AZ support, and zero downtime upgrades.
Out-of-the-Box Templates & App Accelerators
Jumpstart your development process with custom-made templates, only available on Anyscale.
End-to-End LLM Workflows
Execute end-to-end LLM workflows to develop and productionize LLMs at scale
Fine-Tune LLMs
Full-parameter or LoRA fine-tuning for Llama-3 and Mistral models.
Computing Text Embeddings
Compute text embeddings with Ray Data and HuggingFace models.
Deploy LLMs
Base models, LoRA adapters, and embedding models. Deploy with optimized RayLLM
Batch Inference with LLMs
Run LLM offline inference on large scale input data with Ray Data
Build an LLM Router
Use a router for High-Quality and Cost-Effective Responses.
"What we’re doing would be prohibitively expensive with other AI platforms. Anyscale enables us to quickly take advantage of open models like Llama-3, Mixtral, or whatever comes next, and in AI, there’s always a ‘next’. We’re ready for it with Anyscale."
Deepak Kumar
VP of AI and Data, Handshake
FAQs
Yes, Anyscale is built to be your AI/ML compute platform and it supports a variety of use cases, including the entire end-to-end LLM process.
Best-in-Class for All Things LLM
See why Open AI, Uber, and 10,000+ organizations chose to build with Ray and Anyscale. Get started with Anyscale today.