Chat (NVIDIA AI - llama3-70b)

POST https://integrate.api.nvidia.com/v1/chat/completions

Request Body

{"messages"=>[{"role"=>"user", "content"=>"Explain the importance of low latency LLMs"}], "model"=>"meta/llama3-70b", "temperature"=>0.5, "max_tokens"=>1024, "top_p"=>1, "stream"=>true, "stop"=>nil}

RESPONSES

status: OK

&quot;data: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640908,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:null}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640908,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;Low\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640908,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;-latency Large Language Models (LLMs) are crucial for various applications that require rapid processing and response times. The importance of low-latency LLMs can\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640908,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; be summarized as follows:\\n\\n1. **Real-time Interaction**: Low-latency LLMs enable real-time interaction with users, allowing for more natural and human-like\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640909,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; conversations. This is particularly important for applications like virtual assistants, chatbots, and voice assistants, where users expect immediate responses.\\n2. **Improved User Experience**:\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640909,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; Faster response times lead to a better user experience, as users don&#39;t have to wait for the model to process and respond to their queries. This is especially important\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640910,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; for applications that require quick decision-making, such as language translation or text summarization.\\n3. **Enhanced Productivity**: Low-latency LLMs can\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640910,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; significantly improve productivity in various industries, such as customer service, healthcare, and finance, where rapid response times are critical. For example, a doctor can quickly access\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640911,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; patient information and make informed decisions with the help of a low-latency LLM.\\n4. **Competitive Advantage**: In many applications, speed is a key\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640911,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; differentiator. Companies that can respond quickly to user queries or provide fast language processing capabilities can gain a competitive advantage over their rivals.\\n5. **Scalability\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640911,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;**: Low-latency LLMs can handle a large volume of requests and scale more efficiently, making them suitable for large-scale applications and high-traffic environments.\\n\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640912,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;6. **Edge Computing**: With the increasing adoption of edge computing, low-latency LLMs can be deployed closer to the user, reducing latency and improving\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640912,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; response times. This is particularly important for applications that require low latency, such as autonomous vehicles or smart homes.\\n7. **Safety-Critical Applications**: In safety\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640913,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;-critical applications like autonomous vehicles, medical diagnosis, or emergency response systems, low-latency LLMs can be a matter of life and death. Rapid response\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640913,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; times are essential to ensure prompt decision-making and action.\\n8. **Cost Savings**: By reducing latency, low-latency LLMs can help organizations save costs\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640914,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; associated with infrastructure, maintenance, and support. Faster processing times also enable more efficient use of resources, leading to cost savings.\\n9. **Improved Accuracy**: Low\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640914,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;-latency LLMs can also lead to improved accuracy, as they can process and analyze larger amounts of data in a shorter time frame. This is particularly important\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640914,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; for applications that require high accuracy, such as language translation or text summarization.\\n10. **Future-Proofing**: As the demand for AI-powered applications continues\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640915,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; to grow, low-latency LLMs will become increasingly important to meet the performance and scalability requirements of future applications.\\n\\nIn summary, low-latency LLM\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640915,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;s are essential for various applications that require rapid processing and response times. They can improve user experience, enhance productivity, provide a competitive advantage, and even be a\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640915,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; matter of life and death in safety-critical applications.\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;content\&quot;:[{\&quot;token\&quot;:null,\&quot;logprob\&quot;:0.0,\&quot;bytes\&quot;:null,\&quot;top_logprobs\&quot;:null}]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-ca30049c-e7d6-4507-be3e-66cfc9c799b4\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1713640915,\&quot;model\&quot;:\&quot;meta/llama3-70b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;\&quot;},\&quot;finish_reason\&quot;:\&quot;stop\&quot;,\&quot;logprobs\&quot;:null}]}\n\ndata: [DONE]\n\n&quot;