Open source DeepSeek R1 runs at 200 tokens per second on Raspberry Pi

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Experimenters performed overnight tests confirming that OPEN SOURCE DeepSeek R1 runs at 200 tokens per second on a Raspberry Pi connected NOT TO THE INTERNET.

This is a distilled smaller model than the OPenAI O1 class model.

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Open source DeepSeek R1 runs at 200 tokens per second on Raspberry Pi

Even though it’s the smallest of the distilled models, this model remains to be superior to the GPT 4o and Claude Sonnet 3.5.

Models with 7B parameters crush older models in performance tests. The 14 billion parameter model could be very competitive with OpenAI o1 mini in lots of respects.

A very good laptop can handle distilled models with 7B and even 14B parameters from Deepseek.

OpenAI O1 mini

To achieve a throughput of 200 tokens per second within the o1-mini model, which is greater than twice the reported empirical throughput, would likely require:

Powerful GPUs: Multiple high-end GPUs, likely NVIDIA A100 or newer models, can be required to handle the increased computational load.
Significant memory: Given the massive context window of 128KB of tokens, a major amount of GPU memory can be required to keep up model state and efficiently process requests.
Fast CPU: You would want a high-frequency multi-core CPU to administer data flow and coordinate GPU operations.
High-bandwidth network: To handle the increased data throughput, a high-speed network interface can be mandatory.

Rate limits: OpenAI imposes rate limits on its models, which in practice may prevent reaching 200 tokens per second without special arrangements

Cost implications: Running the model at such high speeds would involve significant costs. The o1-mini model costs $3 per million input tokens and $12 per million output tokens.

Running the o1-mini model at 200 tokens per second would require enterprise-level infrastructure and certain special arrangements with OpenAI. It can also be possible that such fast processing will not be supported or advisable for this particular model.

Rome
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Rome: Visionary Founder of the GlobalCommand Ecosystem (GlobalCmd.com | GLCND.com | GlobalCmd A.I.) Rome is the innovative mind behind the GlobalCommand Ecosystem, a dynamic suite of platforms designed to revolutionize productivity for entrepreneurs, freelancers, small business owners, and forward-thinking individuals. Through his visionary leadership, Rome has developed tools and content that eliminate complexity, empower decision-making, and accelerate success. The Powerhouse of Productivity: GlobalCmd.com At the heart of Rome’s vision is GlobalCmd.com, an intuitive AI-powered platform designed to simplify decision-making and streamline workflows. Whether you’re solving complex business challenges, scaling a new idea, or optimizing daily operations, GlobalCmd.com transforms inputs into actionable, results-driven solutions. Rome’s approach is straightforward yet transformative: provide users with tools that deliver clarity, save time, and empower them to focus on growth and achievement. With GlobalCmd.com, users no longer have to navigate overwhelming tools or inefficient processes—Rome has redefined productivity for real-world needs. An Ecosystem Built for Excellence Rome’s vision extends far beyond productivity tools. The GlobalCommand Ecosystem includes platforms that address every step of the user’s journey: • GLCND.com: A professional blog and content hub offering expert insights and actionable advice across business, science, health, and more. GLCND.com inspires users to explore new ideas, sharpen their skills, and stay ahead in their fields. • GlobalCmd A.I.: The innovative AI engine powering GlobalCmd.com, designed to turn user inputs into tailored recommendations, predictive insights, and actionable strategies. Built on the cutting-edge RAD² Framework, this AI simplifies even the most complex decisions with precision and ease. The Why Behind GlobalCmd.com Rome understands the pressure and challenges of running a business, launching projects, and making impactful decisions in real time. His mission was to create a platform that eliminates unnecessary complexity and provides clear, practical solutions for users. Whether users are tackling new ventures, refining operations, or handling day-to-day decisions, Rome has designed the GlobalCommand Ecosystem to meet real-world needs with innovative, results-oriented tools. Empowering Success Through Simplicity Rome’s ultimate goal is to empower individuals with the right tools, insights, and strategies to take control of their work and achieve success. By combining the strengths of GlobalCmd.com, GLCND.com, and GlobalCmd A.I., Rome has created an ecosystem that transforms how people work, think, and grow. Start your journey to smarter decisions and greater success today. Visit GlobalCmd.com and take control of your future.

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