Cerebras Programs, a pioneer in high-performance AI compute, has launched a groundbreaking resolution that’s set to revolutionize AI inference. On August 27, 2024, the corporate introduced the launch of Cerebras Inference, the quickest AI inference service on the earth. With efficiency metrics that dwarf these of conventional GPU-based techniques, Cerebras Inference delivers 20 occasions the velocity at a fraction of the price, setting a brand new benchmark in AI computing.
Unprecedented Pace and Price Effectivity
Cerebras Inference is designed to ship distinctive efficiency throughout numerous AI fashions, notably within the quickly evolving phase of enormous language fashions (LLMs). For example, it processes 1,800 tokens per second for the Llama 3.1 8B mannequin and 450 tokens per second for the Llama 3.1 70B mannequin. This efficiency isn’t solely 20 occasions sooner than that of NVIDIA GPU-based options but in addition comes at a considerably decrease price. Cerebras presents this service beginning at simply 10 cents per million tokens for the Llama 3.1 8B mannequin and 60 cents per million tokens for the Llama 3.1 70B mannequin, representing a 100x enchancment in price-performance in comparison with present GPU-based choices.
Sustaining Accuracy Whereas Pushing the Boundaries of Pace
Some of the spectacular points of Cerebras Inference is its capability to keep up state-of-the-art accuracy whereas delivering unmatched velocity. In contrast to different approaches that sacrifice precision for velocity, Cerebras’ resolution stays inside the 16-bit area for the whole lot of the inference run. This ensures that the efficiency beneficial properties don’t come on the expense of the standard of AI mannequin outputs, a vital issue for builders centered on precision.
Micah Hill-Smith, Co-Founder and CEO of Synthetic Evaluation, highlighted the importance of this achievement: “Cerebras is delivering speeds an order of magnitude faster than GPU-based solutions for Meta’s Llama 3.1 8B and 70B AI models. We are measuring speeds above 1,800 output tokens per second on Llama 3.1 8B, and above 446 output tokens per second on Llama 3.1 70B – a new record in these benchmarks.”
The Rising Significance of AI Inference
AI inference is the fastest-growing phase of AI compute, accounting for roughly 40% of the entire AI {hardware} market. The appearance of high-speed AI inference, similar to that supplied by Cerebras, is akin to the introduction of broadband web—unlocking new alternatives and heralding a brand new period for AI functions. With Cerebras Inference, builders can now construct next-generation AI functions that require complicated, real-time efficiency, similar to AI brokers and clever techniques.
Andrew Ng, Founding father of DeepLearning.AI, underscored the significance of velocity in AI improvement: “DeepLearning.AI has multiple agentic workflows that require prompting an LLM repeatedly to get a result. Cerebras has built an impressively fast inference capability which will be very helpful to such workloads.”
Broad Business Assist and Strategic Partnerships
Cerebras has garnered robust assist from {industry} leaders and has shaped strategic partnerships to speed up the event of AI functions. Kim Branson, SVP of AI/ML at GlaxoSmithKline, an early Cerebras buyer, emphasised the transformative potential of this know-how: “Speed and scale change everything.”
Different firms, similar to LiveKit, Perplexity, and Meter, have additionally expressed enthusiasm for the affect that Cerebras Inference can have on their operations. These firms are leveraging the ability of Cerebras’ compute capabilities to create extra responsive, human-like AI experiences, enhance consumer interplay in search engines like google and yahoo, and improve community administration techniques.
Cerebras Inference: Tiers and Accessibility
Cerebras Inference is accessible throughout three competitively priced tiers: Free, Developer, and Enterprise. The Free Tier offers free API entry with beneficiant utilization limits, making it accessible to a broad vary of customers. The Developer Tier presents a versatile, serverless deployment choice, with Llama 3.1 fashions priced at 10 cents and 60 cents per million tokens. The Enterprise Tier caters to organizations with sustained workloads, providing fine-tuned fashions, customized service stage agreements, and devoted assist, with pricing obtainable upon request.
Powering Cerebras Inference: The Wafer Scale Engine 3 (WSE-3)
On the coronary heart of Cerebras Inference is the Cerebras CS-3 system, powered by the industry-leading Wafer Scale Engine 3 (WSE-3). This AI processor is unmatched in its dimension and velocity, providing 7,000 occasions extra reminiscence bandwidth than NVIDIA’s H100. The WSE-3’s huge scale permits it to deal with many concurrent customers, making certain blistering speeds with out compromising on efficiency. This structure permits Cerebras to sidestep the trade-offs that usually plague GPU-based techniques, offering best-in-class efficiency for AI workloads.
Seamless Integration and Developer-Pleasant API
Cerebras Inference is designed with builders in thoughts. It options an API that’s absolutely appropriate with the OpenAI Chat Completions API, permitting for straightforward migration with minimal code adjustments. This developer-friendly method ensures that integrating Cerebras Inference into present workflows is as seamless as attainable, enabling speedy deployment of high-performance AI functions.
Cerebras Programs: Driving Innovation Throughout Industries
Cerebras Programs is not only a frontrunner in AI computing but in addition a key participant throughout numerous industries, together with healthcare, power, authorities, scientific computing, and monetary providers. The corporate’s options have been instrumental in driving breakthroughs at establishments such because the Nationwide Laboratories, Aleph Alpha, The Mayo Clinic, and GlaxoSmithKline.
By offering unmatched velocity, scalability, and accuracy, Cerebras is enabling organizations throughout these sectors to sort out a number of the most difficult issues in AI and past. Whether or not it’s accelerating drug discovery in healthcare or enhancing computational capabilities in scientific analysis, Cerebras is on the forefront of driving innovation.
Conclusion: A New Period for AI Inference
Cerebras Programs is setting a brand new customary for AI inference with the launch of Cerebras Inference. By providing 20 occasions the velocity of conventional GPU-based techniques at a fraction of the price, Cerebras isn’t solely making AI extra accessible but in addition paving the best way for the following era of AI functions. With its cutting-edge know-how, strategic partnerships, and dedication to innovation, Cerebras is poised to guide the AI {industry} into a brand new period of unprecedented efficiency and scalability.
For extra info on Cerebras Programs and to attempt Cerebras Inference, go to www.cerebras.ai.
