Chat (NVIDIA AI - gemma-7b)

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

Request Body

{"messages"=>[{"role"=>"user", "content"=>"Explain the importance of low latency LLMs"}], "model"=>"google/gemma-7b", "temperature"=>0.5, "max_tokens"=>1024, "top_p"=>1, "stream"=>true, "stop"=>nil}

RESPONSES

status: OK

&quot;data: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500251,\&quot;model\&quot;:\&quot;google/gemma-7b\&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-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500251,\&quot;model\&quot;:\&quot;google/gemma-7b\&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;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500252,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;Low Latency Language Large Language Models (LLMs)**\\n\\nLow latency LLMs are a type of language large language model (LLM) that have significantly reduced latency\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500252,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; compared to traditional LLMs. This means they can provide responses and complete tasks much faster, improving the overall performance and responsiveness of language-based systems.\\n\\n**\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500252,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;Importance of Low Latency LLMs:**\\n\\n**1. Real-Time Applications:**\\n- Low latency LLMs are essential for real-time applications, such as\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500252,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; language translation, text summarization, and code generation, where prompt responses are required within milliseconds.\\n\\n**2. Interactive Systems:**\\n- They enable interactive systems\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500253,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;, such as chatbots and virtual assistants, to interact with users more smoothly and respond to queries quickly.\\n\\n**3. Faster Learning and Inference:**\\n-\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500253,\&quot;model\&quot;:\&quot;google/gemma-7b\&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 process information and make decisions faster, accelerating learning and inference processes.\\n\\n**4. Improved User Experience:**\\n- By reducing latency,\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500253,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; low latency LLMs enhance the user experience, making it more intuitive and responsive.\\n\\n**5. Reduced Computational Costs:**\\n- Although low latency LLMs typically\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500253,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; require more computational resources than traditional LLMs, their faster processing can offset the increased costs.\\n\\n**6. Enhanced Performance in Resource-Constrained Devices:**\\n\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500254,\&quot;model\&quot;:\&quot;google/gemma-7b\&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 perform well on resource-constrained devices, such as mobile phones and laptops, improving their portability.\\n\\n**Examples:**\\n\\n- **\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500254,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot;Language Translation:** Low latency LLMs can translate text between languages in real time, enabling instant communication.\\n- **Text Summarization:** They can summarize text quickly\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500254,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; and accurately, reducing the time and effort required for reading.\\n- **Code Generation:** Low latency LLMs can generate code snippets in various programming languages, facilitating\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500254,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; development.\\n\\n**Conclusion:**\\n\\nLow latency LLMs are a significant advancement in the field of LLMs, offering faster response times and improved performance. They are\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500255,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; crucial\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500255,\&quot;model\&quot;:\&quot;google/gemma-7b\&quot;,\&quot;choices\&quot;:[{\&quot;index\&quot;:0,\&quot;delta\&quot;:{\&quot;role\&quot;:\&quot;assistant\&quot;,\&quot;content\&quot;:\&quot; for real-time, interactive, and resource-constrained applications, enhancing the overall responsiveness and efficiency of language-based systems.\&quot;},\&quot;finish_reason\&quot;:null,\&quot;logprobs\&quot;:{\&quot;text_offset\&quot;:[],\&quot;token_logprobs\&quot;:[0.0],\&quot;tokens\&quot;:[],\&quot;top_logprobs\&quot;:[]}}]}\n\ndata: {\&quot;id\&quot;:\&quot;chatcmpl-db08c5e6-b990-4a01-9606-0b5bd8087668\&quot;,\&quot;object\&quot;:\&quot;chat.completion.chunk\&quot;,\&quot;created\&quot;:1711500255,\&quot;model\&quot;:\&quot;google/gemma-7b\&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;