DeciLM-7B: The Fastest and Most Accurate 7 Billion-Parameter LLM to Date ??

In an era where language models are becoming integral to how we interact with technology, Deci is excited to unveil DeciLM-7B, a groundbreaking development in the realm of language models. Licensed under Apache 2.0, DeciLM-7B emerges as the fastest and most proficient 7-billion parameter base LLM available today, redefining the benchmarks for speed and accuracy.

DeciLM-7B at a Glance ??

• Unmatched Accuracy

Achieving an average score of 61.55 on the Open LLM Leaderboard, DeciLM-7B outshines its competitors in the 7-billion parameter class, including the previous frontrunner, Mistral 7B. This accuracy improvement can potentially lead to more reliable and precise responses in various applications, from customer service bots to complex data analysis.

• Enhanced Throughput Performance

In a head-to-head PyTorch benchmark, DeciLM-7B demonstrates a notable performance enhancement, outpacing Mistral 7B with a 1.83 times higher throughput and surpassing Llama 2 7B by 2.39 times in handling sequences of 2048 tokens in both input and output.

• Accelerated Speed with Infery-LLM

The remarkable performance of DeciLM-7B can be further accelerated as a result of its synergistic relationship with Infery-LLM, the world’s fastest inference engine, designed to deliver high throughput, low latency and cost-effective inference on widely available GPUs. This powerful duo sets a new standard in throughput performance, achieving speeds 4.4 times greater than Mistral 7B with vLLM. This synergy isn't just a technical feat; it's a pivotal transformation for sectors that demand the capacity to serve numerous customers concurrently. The integration of DeciLM-7B with Infery-LLM creates an environment where high-speed, high-volume customer interactions become a reality. This is especially crucial in sectors like telecommunications, online retail, and cloud services, where the ability to respond to a massive influx of customer inquiries in real time can significantly enhance user experience and operational efficiency.

• Innovative Architecture

Developed with the assistance of our Neural Architecture Search-powered engine, AutoNAC, DeciLM-7B? employs Variable Grouped Query Attention, a breakthrough in achieving an optimal balance between accuracy and speed.

• Instruction-Tuned Variant

DeciLM-7B? was instruction-tuned using LoRA on the SlimOrca dataset. The resulting model, DeciLM-7B-instruct, achieves an average of 63.19 on the Open LLM Leaderboard.?

Businesses can leverage DeciLM-7B’s remarkable combination of efficiency and accuracy to create more effective, user-friendly AI tools at a lower cost, driving innovation across sectors. From enhancing high-volume customer service with real-time chatbots and personalized recommendations to facilitating workflow automation for text-heavy professional domains, DeciLM-7B? paves the way for smarter, more responsive, cost-effective, and scalable AI solutions.

Explore DeciLM-7B Now ??

Join us as we delve deeper into the capabilities and potential of DeciLM-7B and its instruction-tuned variant, DeciLM-7B-Instruct.

• Learn more in our technical blog
• Explore DeciLM-7B on Hugging Face

Interested in Infery-LLM’s capabilities and how our advanced SDK for LLM optimization can improve the performance of your LLMs? Talk with our experts!