Chat (NVIDIA AI - llama2-70b)

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

Request Body

{"messages"=>[{"role"=>"user", "content"=>"Explain the importance of low latency LLMs"}], "model"=>"meta/llama2-70b", "temperature"=>0.5, "max_tokens"=>1024, "top_p"=>1, "stream"=>true, "stop"=>nil}

RESPONSES

status: OK

"data: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496874,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"\"},\"finish_reason\":null,\"logprobs\":null}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496874,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" \"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496875,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" Low latency large language models (LLMs) are neural networks designed to process natural language text in real-time, with minimal delay between input and output\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496875,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\". The importance of low latency LLMs lies in their ability to enable real-time interaction and decision-making in various applications, such as:\\n\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496875,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"\\n1. Conversational AI: Low latency LLMs are essential for building conversational AI systems that can respond quickly and naturally to user\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496876,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" input, mimicking human conversation. This is particularly important in applications like chatbots, virtual assistants, and customer service chat interfaces.\\n2\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496876,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\". Real-time text analysis: Low latency LLMs can analyze text data in real-time, allowing for instant sentiment analysis, topic modeling,\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496876,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" and entity extraction. This can be particularly useful in applications like social media monitoring, news analysis, and political polling.\\n3. Language translation: Low\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496877,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" latency LLMs can translate text in real-time, enabling instant communication across language barriers. This has numerous applications, including language translation for chat\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496877,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"bots, virtual assistants, and real-time subtitling for video content.\\n4. Real-time decision-making: Low latency L\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496877,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"LMs can quickly process and analyze text data, enabling real-time decision-making in various industries, such as finance, healthcare, and\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496878,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" logistics. For example, a low latency LLM can analyze financial news and social media sentiment to make instant investment decisions.\\n5. Im\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496878,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"proved user experience: Low latency LLMs can enhance the user experience in various applications, such as language learning platforms, writing assistants, and\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496879,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" content generation tools. By providing instant feedback and suggestions, these models can help users improve their language skills, write more effectively, and generate high-quality content.\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496879,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"\\n6. Enhanced accessibility: Low latency LLMs can benefit individuals with disabilities, such as those who rely on assistive technologies like\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496879,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" speech-to-text or text-to-speech systems. By providing real-time responses, these models can help individuals with disabilities communicate more effectively\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496880,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" and access information more efficiently.\\n7. Competitive advantage: In industries where speed and accuracy are critical, low latency LLMs can provide a\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496880,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" competitive advantage. For example, in financial trading, a low latency LLM can analyze news and social media sentiment in real-time, providing trad\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496880,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"ers with instant insights to make informed decisions.\\n8. Improved security: Low latency LLMs can help detect and respond to security\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496881,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" threats in real-time, such as fraudulent activity or cyber attacks. By analyzing text data quickly, these models can identify potential security\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496881,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" risks and alert authorities before any damage is done.\\n9. Enhanced collaboration: Low latency LLMs can facilitate real-time collaboration between\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496881,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" individuals and teams, enabling them to work together more effectively and efficiently. This can be particularly useful in industries like software development, where collaborative work is\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496882,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" critical.\\n10. Cost savings: Low latency LLMs can reduce costs by automating tasks that would otherwise require manual processing, such as\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496882,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" data analysis, sentiment analysis, and language translation. By automating these tasks, businesses can save time, resources, and money.\\n\\nIn summary,\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496882,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" low latency LLMs are essential for building real-time applications that require natural language processing capabilities. Their importance lies in their ability to enable real-time\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496883,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\" interaction\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496883,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\", decision-making, and collaboration, as well as their potential to provide a competitive advantage, improve accessibility, and reduce costs.\"},\"finish_reason\":null,\"logprobs\":{\"text_offset\":[],\"token_logprobs\":[0.0],\"tokens\":[],\"top_logprobs\":[]}}]}\n\ndata: {\"id\":\"chatcmpl-28cf5aea-dd37-4164-9fd7-e3ec20632da3\",\"object\":\"chat.completion.chunk\",\"created\":1711496883,\"model\":\"meta/llama2-70b\",\"choices\":[{\"index\":0,\"delta\":{\"role\":\"assistant\",\"content\":\"\"},\"finish_reason\":\"stop\",\"logprobs\":null}]}\n\ndata: [DONE]\n\n"