Drivers and Container Orchestration Tools

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class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-update-speak"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Update Speak</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-inject-agent-message"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Inject Agent Message</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-function-call-response"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Function Call Response</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/agent-keep-alive"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Agent Keep Alive</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-outputs"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Outputs: Server Events" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Outputs: Server Events</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-welcome-message"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Welcome</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-setting-applied-message"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Settings Applied</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-conversation-text"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Conversation Text</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-user-started-speaking"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">User Started Speaking</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-agent-thinking"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Agent Thinking</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-function-call-request"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Function Call Request</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-function-calling-message"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Function Calling Message</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-agent-started-speaking"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Agent Started Speaking</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-agent-audio-done"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Agent Audio Done</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-server-errors"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Agent Server Errors</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-llm-models"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">LLM Models</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-tts-models"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">TTS Models</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-media-inputs-outputs"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Media Inputs & Outputs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-audio-playback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Tips & Tricks" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Tips & Tricks</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-audio-playback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Voice Agent Audio & Playback</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/voice-agent-echo-cancellation"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Voice Agent Adaptive Echo Cancellation</span></span></a></li></ul></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">Speech To Text</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/pre-recorded-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Pre-Recorded Audio" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Pre-Recorded Audio</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/pre-recorded-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/stt-pre-recorded-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/stt-pre-recorded-starter-apps"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Starter Apps</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/automatically-generating-webvtt-and-srt-captions"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Tips and Tricks" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Tips and Tricks</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/automatically-generating-webvtt-and-srt-captions"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Automatically Generating WebVTT & SRT Captions</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/automatically-transcribing-and-summarizing-phone-calls"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Automatically Transcribe and Summarize Phone Calls</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/deepgram-whisper-cloud"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started with Deepgram Whisper Cloud</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/generating-and-saving-transcripts-from-the-terminal"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Generating and Saving Transcripts From the Terminal</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-callbacks-to-return-transcripts-to-your-server"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Callbacks to Return Transcripts to Your Server</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/payload-too-large"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">When Callback Is Not Received</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/multichannel-vs-diarization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">When To Use Multichannel and Diarization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/keywords-vs-search"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">When To Use Keywords and Search</span></span></a></li></ul></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/live-streaming-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Streaming Audio" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Streaming Audio</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/live-streaming-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/stt-streaming-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/getting-started-with-the-streaming-test-suite"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Live Streaming Starter Kit</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/stt-streaming-starter-apps"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Starter Apps</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/close-stream"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Control Messages" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Control Messages</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/close-stream"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Close Stream</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/finalize"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Finalize</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/audio-keep-alive"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Audio Keep Alive</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/speech-started"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Speech Detection" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Speech Detection</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/speech-started"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Speech Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/utterance-end"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Utterance End</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/endpointing"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Endpointing</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/interim-results"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Interim Results</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/understanding-end-of-speech-detection"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Tips and Tricks" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Tips and Tricks</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/understanding-end-of-speech-detection"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">End of Speech Detection While Live Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-interim-results"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Interim Results</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/understand-endpointing-interim-results"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Endpointing & Interim Results With Live Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/determining-your-audio-format-for-live-streaming-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Determining Your Audio Format for Live Streaming Audio</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/measuring-streaming-latency"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Measuring Streaming Latency</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/troubleshooting-websocket-data-and-net-errors-when-live-streaming-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">WebSocket DATA & NET Errors When Live Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/recovering-from-connection-errors-and-timeouts-when-live-streaming-audio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Recovering From Connection Errors & Timeouts When Live Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/lower-level-websockets"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Lower-Level Websockets with the Streaming API</span></span></a></li></ul></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/models-languages-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Models and Languages" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Models and Languages</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/models-languages-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Models & Languages Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/language"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Languages Support</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/language-detection"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Language Detection</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/multilingual-code-switching"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Multilingual Codeswitching</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/model"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Model Options</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/version"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Version</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/diarization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Formatting" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Formatting</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/diarization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Diarization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dictation"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Dictation</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/filler-words"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Filler Words</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/measurements"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Measurements</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/numerals"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Numerals</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/paragraphs"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Paragraphs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/profanity-filter"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Profanity Filtering</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/punctuation"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Punctuation</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/redaction"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Redaction</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/smart-format"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Smart Formatting</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/supported-entity-types"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Supported Entity Types</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/utterances"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Utterances</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/utterance-split"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Utterance Split</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/find-and-replace"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Custom Vocabulary" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Custom Vocabulary</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/find-and-replace"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Find and Replace</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/keyterm"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Keyterm Prompting</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/keywords"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Keywords</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/search"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Search</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/media-input-settings"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Media Input Settings" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Media Input Settings</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/channels"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Channels</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/encoding"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Encoding</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/multichannel"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Multichannel</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/sample-rate"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Sample Rate</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/callback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Results Processing" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Results Processing</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/callback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">STT Callback</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tagging"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Tagging</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/extra-metadata"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Extra Metadata</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/migrating-from-amazon-web-services-aws-transcribe-to-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Migrating" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Migrating</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/migrating-from-amazon-web-services-aws-transcribe-to-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Migrating From Amazon Web Services (AWS) Transcribe to Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/migrating-from-google-speech-to-text-stt-to-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Migrating From Google Speech-to-Text (STT) to Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/migrating-from-openai-whisper-to-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Migrating From OpenAI Whisper to Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/migrating-from-assembly-ai-speech-to-text-to-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Migrating from AssemblyAI Speech-to-Text to Deepgram</span></span></a></li></ul></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">TEXT TO SPEECH</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-rest"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Text-to-Speech REST" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text-to-Speech REST</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-callback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">TTS Callback</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/streaming-the-audio-output"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Audio Output Streaming</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-websocket"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Text-to-Speech Streaming" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text-to-Speech Streaming</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/streaming-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-streaming-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-ws-flush"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Control Messages" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Control Messages</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-ws-flush"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Flush</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-ws-clear"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Clear</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-ws-close"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Close</span></span></a></li></ul></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-starter-apps"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Starter Apps</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-models"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Voice Selection</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-media-output-settings"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Media Output Settings" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Media Output Settings</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-encoding"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Encoding</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-bit-rate"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Bit Rate</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-container"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Container</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/tts-sample-rate"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Sample Rate</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/handling-audio-issues-in-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Tips and Tricks" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Tips and Tricks</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/handling-audio-issues-in-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Handling Audio Issues in Text To Speech</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/send-llm-outputs-to-the-tts-web-socket"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Sending LLM Outputs to a WebSocket</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-chunking-for-tts-streaming-optimization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text Chunking for Streaming TTS Optimization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-chunking-for-tts-optimization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text Chunking for TTS REST Optimization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-to-speech-latency"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech Latency</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-to-speech-prompting"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech Prompting</span></span></a></li></ul></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">Intelligence</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/audio-intelligence"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Audio Intelligence" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Audio Intelligence</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/audio-intelligence"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/stt-intelligence-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/detect-entities"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Entity Detection</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/intent-recognition"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Intent Recognition</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/sentiment-analysis"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Sentiment Analysis</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/summarization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Summarization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/topic-detection"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Topic Detection</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/text-intelligence"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Text Intelligence" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text Intelligence</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-intelligence"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Getting Started</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-intelligence-feature-overview"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Feature Overview</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-intention-recognition"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Intent Recognition</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-sentiment-analysis"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Sentiment Analysis</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-summarization"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Summarization</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-topic-detection"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Topic Detection</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/text-intelligence-callback"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text Intelligence Callback</span></span></a></li></ul></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">Guides</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/make-your-first-api-request"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Fundamentals" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Fundamentals</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/make-your-first-api-request"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Make Your First API Request</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/authenticating"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Authenticating</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/model-metadata"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Model Metadata</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/managing-projects"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Managing Projects</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-multiple-projects"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Multiple Projects</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/working-with-roles"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Working With Roles & API Scopes</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/supported-audio-formats"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Supported Audio Formats</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/deployment-options"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Deployment Options</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/create-additional-api-keys"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Creating API Keys</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-the-sec-websocket-protocol"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using the Sec-WebSocket-Protocol</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-logs-usage"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Logs & Usage Data</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/the-deepgram-model-improvement-partnership-program"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Model Improvement Partnership Program</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/working-with-concurrency-rate-limits"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Working With Concurrency Rate Limits</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" rel="noopener" target="_blank" data-active="" href="https://developers.deepgram.com/reference/api-rate-limits"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">API Rate Limits</span></span><i aria-hidden="true" class="Sidebar-link-externalIcon1RcnjKm-3Ft8 icon-arrow-up-right"></i></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/build-voice-agent-with-twilio-deepgram-openai"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Use Case Examples" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Use Case Examples</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/build-voice-agent-with-twilio-deepgram-openai"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Build a Voice Agent with Twilio & OpenAI & Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/calculate-talk-time-analytics"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Calculate Talk Time Analytics</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/transcribe-meetings-in-realtime"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Transcribe Meetings in Realtime</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/transcribe-recorded-calls-with-twilio"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Transcribe Recorded Calls With Twilio</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/deepgram-with-amazon-connect"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Integrations" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Integrations</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/deepgram-with-amazon-connect"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Amazon Connect and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/using-aws-s3-presigned-urls-with-the-deepgram-api"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">AWS S3 Presigned URLs and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/genesys-with-deepgram"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Genesys and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/use-deepgram-with-dialogflow-cx"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Google Dialogflow CX and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/makecom-deepgram-integration"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Make.com and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/on-premise-twilio-integration"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Twilio and Deepgram STT</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/twilio-and-deepgram-tts"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Twilio and Deepgram TTS</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/twilio-and-deepgram-voice-agent"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Twilio and Deepgram Voice Agent</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/zapier-integration"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Zapier and Deepgram</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/integrate-deepgram-with-zoom"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Zoom and Deepgram</span></span></a></li></ul></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">SDKS</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/deepgram-sdks"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Deepgram SDKs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/sdk-feature-matrix"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">SDK Feature Matrix</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/using-custom-parameters-sdks"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Custom Add On Parameters with SDKs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/using-custom-headers-and-sdks"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Custom Headers with SDKs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/using-client-options-with-sdks"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using Client Options with SDKs</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/js-sdk"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for JavaScript SDK" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">JavaScript SDK</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/js-sdk-v2-to-v3-migration-guide"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">JavaScript SDK V2 to V3 Migration Guide</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/node-sdk-pre-recorded-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Pre-Recorded Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/node-sdk-streaming-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Live Streaming Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/js-sdk-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech REST</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/js-sdk-streaming-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech Streaming</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Python SDK" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Python SDK</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk-v2-to-v3-migration-guide"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Python SDK V2 to V3 Migration Guide</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/threaded-and-async-io-task-support"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Threaded and Async IO Task Support</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk-pre-recorded-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Pre-Recorded Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk-streaming-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Live Streaming Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text To Speech REST</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-sdk-streaming-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text To Speech Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/python-notebooks"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Python Notebooks</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for .NET SDK" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">.NET SDK</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk-v3-to-v4-migration-guide"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">.NET SDK V3 to V4 Migration Guide</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk-pre-recorded-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Pre-Recorded Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk-streaming-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Live Streaming Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech REST</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/dotnet-sdk-streaming-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text to Speech Streaming</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/go-sdk"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Go SDK" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Go SDK</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/go-sdk-v12-to-v136-migration-guide"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Go SDK v1.2 to v1.3 Interface Change</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/pre-recorded-audio-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Pre-Recorded Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/live-streaming-audio-transcription"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Live Streaming Audio Transcription</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/go-sdk-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text-to-Speech REST</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/go-sdk-streaming-text-to-speech"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Text-to-Speech Streaming</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" rel="noopener" target="_blank" data-active="" href="https://pkg.go.dev/github.com/deepgram/deepgram-go-sdk@main"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Go SDK Docs</span></span><i aria-hidden="true" class="Sidebar-link-externalIcon1RcnjKm-3Ft8 icon-arrow-up-right"></i></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" rel="noopener" target="_blank" data-active="" href="https://github.com/deepgram/deepgram-rust-sdk"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Rust SDK [community]</span></span><i aria-hidden="true" class="Sidebar-link-externalIcon1RcnjKm-3Ft8 icon-arrow-up-right"></i></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" rel="noopener" target="_blank" data-active="" href="https://pub.dev/packages/deepgram_speech_to_text"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Flutter SDK [community]</span></span><i aria-hidden="true" class="Sidebar-link-externalIcon1RcnjKm-3Ft8 icon-arrow-up-right"></i></a></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">Self-Hosted Deployments</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/self-hosted-introduction"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Introduction</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/self-hosted-deployment-environments"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Deployment Environments</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/dockerpodman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Docker/Podman" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Docker/Podman</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/aws-docker-podman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Platform Options" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Platform Options</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/aws-docker-podman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Amazon Web Services</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/gcp-docker-podman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Google Cloud Platform</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/oci-docker-podman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Oracle Cloud Infrastructure</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/azure-docker-podman"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span 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Registries</span></span></a></li></ul></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 Sidebar-link_parent3OBrzjAJRSfq text-wrap rm-Sidebar-link" target="_self" href="/docs/self-hosted-add-ons"><span class="Sidebar-link-textLuTE1ySm4Kqn"><button aria-expanded="false" aria-label="Show subpages for Self-Hosted Add Ons" class="Sidebar-link-buttonWrapper3hnFHNku8_BJ"><i class="Sidebar-link-expandIcon2yVH6SarI6NW icon-chevron-rightward"></i></button><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Self-Hosted Add Ons</span></span></a><ul class="subpages Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless subpage text-wrap rm-Sidebar-link" target="_self" href="/docs/license-proxy"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">License Proxy</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless 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href="/docs/using-sdks-with-self-hosted"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Using SDKs with Self-Hosted</span></span></a></li></ul></section><section class="Sidebar-listWrapper6Q9_yUrG906C rm-Sidebar-section"><h2 class="Sidebar-headingTRQyOa2pk0gh rm-Sidebar-heading">Security</h2><ul class="Sidebar-list3cZWQLaBf9k8 rm-Sidebar-list"><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/security-policy"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Security Policy</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/data-privacy-compliance"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Data Privacy Compliance</span></span></a></li><li class="Sidebar-item23D-2Kd61_k3"><a class="Sidebar-link2Dsha-r-GKh2 childless text-wrap rm-Sidebar-link" target="_self" href="/docs/information-security-privacy-statement"><span class="Sidebar-link-textLuTE1ySm4Kqn"><span class="Sidebar-link-text_label1gCT_uPnx7Gu">Information Security & Privacy Statement</span></span></a></li></ul></section></div></nav><article class="rm-Article " id="content"><header id="content-head"><div class="row clearfix"><div class="col-xs-9"><h1>Drivers and Container Orchestration Tools</h1><div class="excerpt"><div class="rm-Markdown markdown-body" data-testid="RDMD"><p>With Docker/Podman</p></div></div></div><div class="col-xs-3"><a class="suggestEdits" rel="nofollow" href="/edit/drivers-and-containerization-platforms"><i aria-hidden="true" class="icon icon-edit"></i> Suggest Edits</a></div></div></header><div class="grid-container-fluid" id="content-container"><section class="content-body grid-75"><div dehydrated="<p>Once you have provisioned a deployment environment with a Linux operating system installed, we need to configure it.</p> <p>While some cloud providers will automatically install NVIDIA drivers for use with NVIDIA GPUs, many do not, so we will walk through how to install NVIDIA drivers for the GPUs and expose them for our use. </p> <p>We will also step through installing a containerization platform. We highly recommend Docker, but you may also use Podman if you are using Red Hat Enterprise Linux (RHEL) version 8 or higher, or another similar distribution that does not ship or support Docker.</p> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>Other pages in Deepgram&#x27;s documentation may exclusively list example commands using <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>. If you are using a different containerization platform, such as <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>, you may need to adjust the commands accordingly.</p></blockquote> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="prerequisites"></div><div class="heading-text"><div id="section-prerequisites" class="heading-anchor_backwardsCompatibility"></div>Prerequisites</div><a aria-label="Skip link to Prerequisites" class="heading-anchor-icon fa fa-anchor" href="#prerequisites"></a></h2> <p>Make sure you have completed the steps in one of the following platform guides:</p> <ul> <li><a href="/docs/aws" target="" title="" class="doc-link" data-sidebar="aws">Amazon Web Services</a></li> <li><a href="/docs/gcp" target="" title="" class="doc-link" data-sidebar="gcp">Google Cloud Platform</a></li> <li><a href="/docs/oracle-cloud-infrastructure" target="" title="" class="doc-link" data-sidebar="oracle-cloud-infrastructure">Oracle Cloud Infrastructure</a></li> <li><a href="/docs/azure" target="" title="" class="doc-link" data-sidebar="azure">Microsoft Azure</a></li> <li><a href="/docs/bare-metal" target="" title="" class="doc-link" data-sidebar="bare-metal">Bare-Metal Servers</a></li> </ul> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="note-on-different-linux-distributions"></div><div class="heading-text"><div id="section-note-on-different-linux-distributions" class="heading-anchor_backwardsCompatibility"></div>Note on Different Linux Distributions</div><a aria-label="Skip link to Note on Different Linux Distributions" class="heading-anchor-icon fa fa-anchor" href="#note-on-different-linux-distributions"></a></h2> <p>Various Linux distributions have a default or preferred package manager for the installation and management of system packages. For example, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">apt</code> is associated with Ubuntu and <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">dnf</code> is associated with RHEL and Oracle Linux. </p> <p>This guide will contain instructions that should be adaptable for many Linux distributions, but are specific to one of our <a href="/docs/configure-your-private-cloud-environment#operating-system" target="" title="" class="doc-link" data-sidebar="configure-your-private-cloud-environment#operating-system">recommended distributions</a>. You will see comments above the commands and sections when there is a distribution-specific action. If there are no comments or headers above a set of instructions, it should work cross-platform. </p> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="update-system-package-manager"></div><div class="heading-text"><div id="section-update-system-package-manager" class="heading-anchor_backwardsCompatibility"></div>Update System Package Manager</div><a aria-label="Skip link to Update System Package Manager" class="heading-anchor-icon fa fa-anchor" href="#update-system-package-manager"></a></h2> <p>Update your server’s operating system package manager to get information on updated versions of packages and their dependencies, and upgrade these packages as needed.</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt update sudo apt upgrade -y # RHEL or Oracle Linux sudo dnf update -y </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-gnu-toolchain-components"></div><div class="heading-text"><div id="section-install-gnu-toolchain-components" class="heading-anchor_backwardsCompatibility"></div>Install GNU Toolchain Components</div><a aria-label="Skip link to Install GNU Toolchain Components" class="heading-anchor-icon fa fa-anchor" href="#install-gnu-toolchain-components"></a></h3> <p>Install the GNU Compiler Collection (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">gcc</code>) , GNU Make (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">make</code>), and GNU Web Get (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">wget</code>) tool:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install -y gcc make wget # RHEL or Oracle Linux sudo dnf install -y gcc make wget </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-nvidia-drivers"></div><div class="heading-text"><div id="section-install-nvidia-drivers" class="heading-anchor_backwardsCompatibility"></div>Install NVIDIA Drivers</div><a aria-label="Skip link to Install NVIDIA Drivers" class="heading-anchor-icon fa fa-anchor" href="#install-nvidia-drivers"></a></h2> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="remove-nouveau-drivers"></div><div class="heading-text"><div id="section-remove-nouveau-drivers" class="heading-anchor_backwardsCompatibility"></div>Remove Nouveau Drivers</div><a aria-label="Skip link to Remove Nouveau Drivers" class="heading-anchor-icon fa fa-anchor" href="#remove-nouveau-drivers"></a></h3> <p>The Nouveau kernel driver is incompatible with NVIDIA drivers, so you will need to disable it before installing any NVIDIA drivers.</p> <ol> <li> <p>In your terminal, create a new configuration file at <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">/etc/modprobe.d/blacklist-nouveau.conf</code> to blacklist the Nouveau drivers.</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">sudo sh -c &#x27;printf &quot;blacklist nouveau\noptions nouveau modeset=0\n&quot; &gt; /etc/modprobe.d/blacklist-nouveau.conf&#x27; </code></pre></div></div> </li> <li> <p>Regenerate the kernel with the new conf file added:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo update-initramfs -u # RHEL or Oracle Linux sudo dracut --force </code></pre></div></div> </li> <li> <p>Unload the Nouveau drivers:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">sudo rmmod nouveau </code></pre></div></div> </li> <li> <p>Verify that Nouveau has been removed:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">lsmod | grep nouveau </code></pre></div></div> <p>If you see no output, Nouveau was successfully removed.</p> </li> </ol> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-kernel-development-tools"></div><div class="heading-text"><div id="section-install-kernel-development-tools" class="heading-anchor_backwardsCompatibility"></div>Install Kernel Development Tools</div><a aria-label="Skip link to Install Kernel Development Tools" class="heading-anchor-icon fa fa-anchor" href="#install-kernel-development-tools"></a></h3> <p>Many Linux distributions require Linux kernel development tools to be installed to support installing the NVIDIA drivers. </p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt-get install -y linux-headers-`uname -r` # RHEL sudo dnf -y install kernel-devel-`uname -r` kernel-headers-`uname -r` sudo dnf -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-`rpm -q --queryformat &#x27;%{VERSION}&#x27; redhat-release | cut -d. -f1`.noarch.rpm sudo dnf -y install dkms # Oracle Linux sudo dnf -y install kernel-devel kernel-headers </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="download-and-install-the-official-drivers"></div><div class="heading-text"><div id="section-download-and-install-the-official-drivers" class="heading-anchor_backwardsCompatibility"></div>Download and install the official drivers</div><a aria-label="Skip link to Download and install the official drivers" class="heading-anchor-icon fa fa-anchor" href="#download-and-install-the-official-drivers"></a></h3> <blockquote class="callout callout_default" theme="💻"><h2 class="callout-heading empty"><span class="callout-icon">💻</span></h2><p>If you are using Google Cloud Platform and your VM instance has Secure Boot enabled, see the <a href="https://cloud.google.com/compute/docs/gpus/install-drivers-gpu#secure-boot" target="" title="">GCP documentation</a> for details on how to sign the NVIDIA kernel modules.</p><p>If you are using Azure and your Ubuntu VM instance has <a href="https://learn.microsoft.com/en-us/azure/virtual-machines/trusted-launch" target="" title="">Trusted Launch</a> enabled, which also enables Secure Boot, see the <a href="https://learn.microsoft.com/en-us/azure/virtual-machines/linux/n-series-driver-setup#ubuntu" target="" title="">Azure documentation</a> for how to add a Machine Owner Key that will sign a key for the driver installation. Otherwise, during VM creation, you may opt for Standard security instead of Trusted Launch, in order to install the drivers through our standard method as documented on this page.</p><p>If you are using Oracle Cloud Infrastructure and you are using a <a href="https://docs.oracle.com/en-us/iaas/Content/Compute/References/shielded-instances.htm" target="" title="">Shielded instance</a> , see the <a href="https://docs.oracle.com/en/operating-systems/oracle-linux/secure-boot/sboot-SigningKernelModulesforUseWithSecureBoot.html" target="" title="">Oracle documentation</a> for details on how to sign the NVIDIA kernel modules.</p></blockquote> <ol> <li> <p>We are going to identify the latest compatible driver for the GPU you are using and retrieve its download URL by going to the <a href="https://www.nvidia.com/download/index.aspx" target="" title="">NVIDIA Official Drivers</a>.</p> </li> <li> <p>Select the product category. For cloud instances, this will often be <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Data Center/Tesla</code>.</p> </li> <li> <p>Select the product series and product. You should know the exact GPU you are using if you provisioned it yourself in your own data-center. If you are using a cloud instance, you can lookup the VM instance type on your cloud console, and use your cloud provider&#x27;s documentation to find the corresponding GPU for that instance type.</p> <ol> <li>The product series will the first letter of the GPU name. For example, the T4 is part of the T-series, and the A10 is part of the A-series.</li> </ol> </li> <li> <p>Select your operating system. For most users, like those on Ubuntu, this will be <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Linux 64-bit</code>. If you are on RHEL or a compatible distribution like Oracle Linux, select the appropriate RHEL version instead.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>For Ubuntu, make sure to select <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Linux 64-bit</code>, which will eventually deliver a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">.run</code> file. Do not select an <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Ubuntu</code> option for the operating system, as this will deliver a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">.deb</code> file that frequently fails to properly install the drivers.</p></blockquote> </li> <li> <p>Finally, choose the Download Type (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Production Branch</code>), and choose a CUDA toolkit with version between <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">12.2&lt;=version&lt;=12.6</code>.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Selecting CUDA toolkit <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">latest</code> or <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">12.7</code> will provide a driver on major version <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">565</code>. This version has a known issue where the Deepgram Engine container will not be able to detect or use the GPU. Ensure you are using drivers with maximum version <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">560</code>.</p></blockquote> </li> <li> <p>Select <strong>Search</strong> and check that the correct driver is displayed, then select <strong>View</strong>.</p> </li> <li> <p>Right-click <strong>Download</strong>, then copy the link to save the download URL to your clipboard.</p> </li> <li> <p>Download the latest driver for your GPU on your deployment environment:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">wget LINK_TO_LATEST_NVIDIA_GPU_DRIVER </code></pre></div></div> <blockquote class="callout callout_default" theme="🖥️"><h2 class="callout-heading empty"><span class="callout-icon">🖥️</span></h2><p>Be sure to replace the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">LINK_TO_LATEST_NVIDIA_GPU_DRIVER</code> placeholder value with the URL to the latest driver for the GPU you are using.</p></blockquote> </li> <li> <p>Install the drivers:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu chmod +x ./{DOWNLOADED_FILE_NAME} sudo ./{DOWNLOADED_FILE_NAME} --silent # RHEL sudo rpm -i DOWNLOADED_FILE_NAME sudo dnf clean all sudo dnf -y module install nvidia-driver:latest-dkms # Oracle Linux sudo rpm -i DOWNLOADED_FILE_NAME sudo dnf install \ https://dl.fedoraproject.org/pub/epel/epel-release-latest-`grep -oP &#x27;(?&lt;=release )\d+&#x27; /etc/redhat-release`.noarch.rpm \ https://dl.fedoraproject.org/pub/epel/epel-next-release-latest-`grep -oP &#x27;(?&lt;=release )\d+&#x27; /etc/redhat-release`.noarch.rpm sudo dnf clean all sudo dnf -y module install nvidia-driver:latest-dkms </code></pre></div></div> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>With the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">--silent</code> install on Ubuntu and other non-RHEL distros, you will see warnings that are similar to the following (they can be ignored):</p><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">WARNING: Ignoring CC version mismatch: The kernel was built with gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0, GNU ld (GNU Binutils for Ubuntu) 2.34, but the current compiler version is cc (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0. WARNING: nvidia-installer was forced to guess the X library path &#x27;/usr/lib64&#x27; and X module path &#x27;/usr/lib64/xorg/modules&#x27;; these paths were not queryable from the system. If X fails to find the NVIDIA X driver module, please install the `pkg-config` utility and the X.Org SDK/development package for your distribution and reinstall the driver </code></pre></blockquote> </li> <li> <p>Test that the NVIDIA drivers are installed. The following command should produce output describing the available GPU:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">nvidia-smi </code></pre></div></div> </li> </ol> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-container-runtime"></div><div class="heading-text"><div id="section-install-container-runtime" class="heading-anchor_backwardsCompatibility"></div>Install Container Runtime</div><a aria-label="Skip link to Install Container Runtime" class="heading-anchor-icon fa fa-anchor" href="#install-container-runtime"></a></h2> <p>For ease of use, Deepgram provides its products in container images, so you must make sure that you have installed the latest version of Docker (or an alternative such as Podman) on all hosts. </p> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>RHEL and Oracle Linux do not distribute Docker, so you will need to use Podman for your container runtime.</p></blockquote> <ol> <li> <p>Install the container runtime. </p> <ol> <li>To install Docker, read <a href="https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository" target="" title="">Install Using the Repository</a> in Docker’s documentation. </li> <li>To install Podman, use your distribution&#x27;s native package list. For more details, read their <a href="https://podman.io/docs/installation" target="" title="">installation instructions</a>. <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install podman # RHEL or Oracle Linux sudo dnf install podman </code></pre></div></div> <ol> <li>If you are using Podman, other guides in the self-hosted documentation will contain commands using <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>. Change all of these to use <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>.</li> </ol> </li> </ol> </li> <li> <p>It&#x27;s possible to grant your user (e.g. <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ubuntu</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ec2-user</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ocp</code>) sufficient permissions to run container runtime commands without elevated privileges (without <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">sudo</code>). </p> <ol> <li> <p>For Docker, see <a href="https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user" target="" title="">Manage Docker as a Non-Root User</a> in Docker’s optional post-installation documentation.</p> </li> <li> <p>For Podman, the process to run commands without elevated privileges is somewhat more involved. See <a href="https://github.com/containers/podman/blob/main/docs/tutorials/rootless_tutorial.md" target="" title="">this tutorial</a> for basic setup and use of Podman in a rootless environment.</p> </li> </ol> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>If you do not follow step 2, you cannot run container runtime commands without elevated privileges. You must run any <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker-compose</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>, or <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman-compose</code> commands with <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">sudo</code>.</p></blockquote> </li> </ol> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-container-composition-tools"></div><div class="heading-text"><div id="section-install-container-composition-tools" class="heading-anchor_backwardsCompatibility"></div>Install Container Composition Tools</div><a aria-label="Skip link to Install Container Composition Tools" class="heading-anchor-icon fa fa-anchor" href="#install-container-composition-tools"></a></h3> <p>Container Composition tools allow users to define and manage multi-container applications using simple YAML configuration files that can be checked into source control. It enables the orchestration and coordination of services, automating the deployment, scaling, and management of containerized applications.</p> <h4 class="heading heading-4 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="docker"></div><div class="heading-text"><div id="section-docker" class="heading-anchor_backwardsCompatibility"></div>Docker</div><a aria-label="Skip link to Docker" class="heading-anchor-icon fa fa-anchor" href="#docker"></a></h4> <p>Docker Compose V2 is now included with Docker. The plugin for CLI use should be installed with the <a href="#install-container-runtime" target="" title="">Install Container Runtime</a> steps. If not, you can install it independently:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install -y docker-compose-plugin </code></pre></div></div> <p>Test the installation:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">docker compose version </code></pre></div></div> <p>You should expect the command output to return version 2.X.X.</p> <h4 class="heading heading-4 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="podman"></div><div class="heading-text"><div id="section-podman" class="heading-anchor_backwardsCompatibility"></div>Podman</div><a aria-label="Skip link to Podman" class="heading-anchor-icon fa fa-anchor" href="#podman"></a></h4> <p>The open source community maintains a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman-compose</code> tool that seeks to be compatible with Docker Compose. You can install this with their <a href="https://github.com/containers/podman-compose#installation" target="" title="">instructions on GitHub</a>, and test your installation:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">podman-compose version </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-the-nvidia-container-toolkit"></div><div class="heading-text"><div id="section-install-the-nvidia-container-toolkit" class="heading-anchor_backwardsCompatibility"></div>Install the NVIDIA Container Toolkit</div><a aria-label="Skip link to Install the NVIDIA Container Toolkit" class="heading-anchor-icon fa fa-anchor" href="#install-the-nvidia-container-toolkit"></a></h2> <p>CUDA is NVIDIA&#x27;s library for interacting with its GPU. CUDA support is made available to containers using the NVIDIA container runtime, which is provided by the NVIDIA container toolkit.</p> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="docker-1"></div><div class="heading-text"><div id="section-docker" class="heading-anchor_backwardsCompatibility"></div>Docker</div><a aria-label="Skip link to Docker" class="heading-anchor-icon fa fa-anchor" href="#docker-1"></a></h3> <p> <a href="https://github.com/NVIDIA/nvidia-docker" target="" title=""><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">nvidia-docker</code></a> exposes the NVIDIA container toolkit for the Docker runtime. Follow the <a href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#setting-up-nvidia-container-toolkit" target="" title="">Docker instructions from NVIDIA</a> to setup this runtime.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Make sure to complete the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step <a href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-docker" target="" title="">specific to Docker</a>.</p><p>For the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step, follow the standard instructions, <em>not</em> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Rootless mode</code> instructions.</p></blockquote> <p>After you&#x27;ve setup the NVIDIA Docker runtime, you can test it with the following command:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">docker run --runtime=nvidia --rm --gpus all ubuntu nvidia-smi </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="podman-1"></div><div class="heading-text"><div id="section-podman" class="heading-anchor_backwardsCompatibility"></div>Podman</div><a aria-label="Skip link to Podman" class="heading-anchor-icon fa fa-anchor" href="#podman-1"></a></h3> <p>Podman has implemented support for the Container Device Interface (CDI) standard in its container runtime, which allows for direct use of the NVIDIA container toolkit. Follow the <a href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#step-1-install-nvidia-container-toolkit" target="" title="">CDI Support instructions from NVIDIA</a> to install and configure the toolkit.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Make sure to complete the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step <a href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-podman" target="" title="">specific to Podman</a>.</p></blockquote> <p>After you&#x27;ve setup the NVIDIA container toolkit with CDI, you can test it with the following command:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"> podman run --rm --device nvidia.com/gpu=all ubuntu nvidia-smi </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="summary"></div><div class="heading-text"><div id="section-summary" class="heading-anchor_backwardsCompatibility"></div>Summary</div><a aria-label="Skip link to Summary" class="heading-anchor-icon fa fa-anchor" href="#summary"></a></h2> <p>This guide walked you through installing the NVIDIA drivers to interact with our GPU that will run inference, as well as the containerization platform that we will use to run Deepgram services. </p> <p>As a reminder, many of our guides assume use of Docker. If you are on Red Hat Enterprise Linux or have another reason to use Podman instead of Docker, keep in mind the commands and configuration may be slightly different.</p>" style="margin-left:31px" class="rm-Markdown markdown-body rm-Markdown markdown-body ng-non-bindable" data-testid="RDMD"><p>Once you have provisioned a deployment environment with a Linux operating system installed, we need to configure it.</p> <p>While some cloud providers will automatically install NVIDIA drivers for use with NVIDIA GPUs, many do not, so we will walk through how to install NVIDIA drivers for the GPUs and expose them for our use. </p> <p>We will also step through installing a containerization platform. We highly recommend Docker, but you may also use Podman if you are using Red Hat Enterprise Linux (RHEL) version 8 or higher, or another similar distribution that does not ship or support Docker.</p> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>Other pages in Deepgram's documentation may exclusively list example commands using <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>. If you are using a different containerization platform, such as <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>, you may need to adjust the commands accordingly.</p></blockquote> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="prerequisites"></div><div class="heading-text"><div id="section-prerequisites" class="heading-anchor_backwardsCompatibility"></div>Prerequisites</div><a aria-label="Skip link to Prerequisites" class="heading-anchor-icon fa fa-anchor" href="#prerequisites"></a></h2> <p>Make sure you have completed the steps in one of the following platform guides:</p> <ul> <li><a target="_self" href="/docs/aws">Amazon Web Services</a></li> <li><a target="_self" href="/docs/gcp">Google Cloud Platform</a></li> <li><a target="_self" href="/docs/oracle-cloud-infrastructure">Oracle Cloud Infrastructure</a></li> <li><a target="_self" href="/docs/azure">Microsoft Azure</a></li> <li><a target="_self" href="/docs/bare-metal">Bare-Metal Servers</a></li> </ul> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="note-on-different-linux-distributions"></div><div class="heading-text"><div id="section-note-on-different-linux-distributions" class="heading-anchor_backwardsCompatibility"></div>Note on Different Linux Distributions</div><a aria-label="Skip link to Note on Different Linux Distributions" class="heading-anchor-icon fa fa-anchor" href="#note-on-different-linux-distributions"></a></h2> <p>Various Linux distributions have a default or preferred package manager for the installation and management of system packages. For example, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">apt</code> is associated with Ubuntu and <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">dnf</code> is associated with RHEL and Oracle Linux. </p> <p>This guide will contain instructions that should be adaptable for many Linux distributions, but are specific to one of our <a target="_self" href="/docs/configure-your-private-cloud-environment#operating-system">recommended distributions</a>. You will see comments above the commands and sections when there is a distribution-specific action. If there are no comments or headers above a set of instructions, it should work cross-platform. </p> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="update-system-package-manager"></div><div class="heading-text"><div id="section-update-system-package-manager" class="heading-anchor_backwardsCompatibility"></div>Update System Package Manager</div><a aria-label="Skip link to Update System Package Manager" class="heading-anchor-icon fa fa-anchor" href="#update-system-package-manager"></a></h2> <p>Update your server’s operating system package manager to get information on updated versions of packages and their dependencies, and upgrade these packages as needed.</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt update sudo apt upgrade -y # RHEL or Oracle Linux sudo dnf update -y </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-gnu-toolchain-components"></div><div class="heading-text"><div id="section-install-gnu-toolchain-components" class="heading-anchor_backwardsCompatibility"></div>Install GNU Toolchain Components</div><a aria-label="Skip link to Install GNU Toolchain Components" class="heading-anchor-icon fa fa-anchor" href="#install-gnu-toolchain-components"></a></h3> <p>Install the GNU Compiler Collection (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">gcc</code>) , GNU Make (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">make</code>), and GNU Web Get (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">wget</code>) tool:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install -y gcc make wget # RHEL or Oracle Linux sudo dnf install -y gcc make wget </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-nvidia-drivers"></div><div class="heading-text"><div id="section-install-nvidia-drivers" class="heading-anchor_backwardsCompatibility"></div>Install NVIDIA Drivers</div><a aria-label="Skip link to Install NVIDIA Drivers" class="heading-anchor-icon fa fa-anchor" href="#install-nvidia-drivers"></a></h2> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="remove-nouveau-drivers"></div><div class="heading-text"><div id="section-remove-nouveau-drivers" class="heading-anchor_backwardsCompatibility"></div>Remove Nouveau Drivers</div><a aria-label="Skip link to Remove Nouveau Drivers" class="heading-anchor-icon fa fa-anchor" href="#remove-nouveau-drivers"></a></h3> <p>The Nouveau kernel driver is incompatible with NVIDIA drivers, so you will need to disable it before installing any NVIDIA drivers.</p> <ol> <li> <p>In your terminal, create a new configuration file at <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">/etc/modprobe.d/blacklist-nouveau.conf</code> to blacklist the Nouveau drivers.</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">sudo sh -c 'printf "blacklist nouveau\noptions nouveau modeset=0\n" > /etc/modprobe.d/blacklist-nouveau.conf' </code></pre></div></div> </li> <li> <p>Regenerate the kernel with the new conf file added:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo update-initramfs -u # RHEL or Oracle Linux sudo dracut --force </code></pre></div></div> </li> <li> <p>Unload the Nouveau drivers:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">sudo rmmod nouveau </code></pre></div></div> </li> <li> <p>Verify that Nouveau has been removed:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">lsmod | grep nouveau </code></pre></div></div> <p>If you see no output, Nouveau was successfully removed.</p> </li> </ol> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-kernel-development-tools"></div><div class="heading-text"><div id="section-install-kernel-development-tools" class="heading-anchor_backwardsCompatibility"></div>Install Kernel Development Tools</div><a aria-label="Skip link to Install Kernel Development Tools" class="heading-anchor-icon fa fa-anchor" href="#install-kernel-development-tools"></a></h3> <p>Many Linux distributions require Linux kernel development tools to be installed to support installing the NVIDIA drivers. </p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt-get install -y linux-headers-`uname -r` # RHEL sudo dnf -y install kernel-devel-`uname -r` kernel-headers-`uname -r` sudo dnf -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-`rpm -q --queryformat '%{VERSION}' redhat-release | cut -d. -f1`.noarch.rpm sudo dnf -y install dkms # Oracle Linux sudo dnf -y install kernel-devel kernel-headers </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="download-and-install-the-official-drivers"></div><div class="heading-text"><div id="section-download-and-install-the-official-drivers" class="heading-anchor_backwardsCompatibility"></div>Download and install the official drivers</div><a aria-label="Skip link to Download and install the official drivers" class="heading-anchor-icon fa fa-anchor" href="#download-and-install-the-official-drivers"></a></h3> <blockquote class="callout callout_default" theme="💻"><h2 class="callout-heading empty"><span class="callout-icon">💻</span></h2><p>If you are using Google Cloud Platform and your VM instance has Secure Boot enabled, see the <a target="_self" href="https://cloud.google.com/compute/docs/gpus/install-drivers-gpu#secure-boot">GCP documentation</a> for details on how to sign the NVIDIA kernel modules.</p><p>If you are using Azure and your Ubuntu VM instance has <a target="_self" href="https://learn.microsoft.com/en-us/azure/virtual-machines/trusted-launch">Trusted Launch</a> enabled, which also enables Secure Boot, see the <a target="_self" href="https://learn.microsoft.com/en-us/azure/virtual-machines/linux/n-series-driver-setup#ubuntu">Azure documentation</a> for how to add a Machine Owner Key that will sign a key for the driver installation. Otherwise, during VM creation, you may opt for Standard security instead of Trusted Launch, in order to install the drivers through our standard method as documented on this page.</p><p>If you are using Oracle Cloud Infrastructure and you are using a <a target="_self" href="https://docs.oracle.com/en-us/iaas/Content/Compute/References/shielded-instances.htm">Shielded instance</a> , see the <a target="_self" href="https://docs.oracle.com/en/operating-systems/oracle-linux/secure-boot/sboot-SigningKernelModulesforUseWithSecureBoot.html">Oracle documentation</a> for details on how to sign the NVIDIA kernel modules.</p></blockquote> <ol> <li> <p>We are going to identify the latest compatible driver for the GPU you are using and retrieve its download URL by going to the <a target="_self" href="https://www.nvidia.com/download/index.aspx">NVIDIA Official Drivers</a>.</p> </li> <li> <p>Select the product category. For cloud instances, this will often be <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Data Center/Tesla</code>.</p> </li> <li> <p>Select the product series and product. You should know the exact GPU you are using if you provisioned it yourself in your own data-center. If you are using a cloud instance, you can lookup the VM instance type on your cloud console, and use your cloud provider's documentation to find the corresponding GPU for that instance type.</p> <ol> <li>The product series will the first letter of the GPU name. For example, the T4 is part of the T-series, and the A10 is part of the A-series.</li> </ol> </li> <li> <p>Select your operating system. For most users, like those on Ubuntu, this will be <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Linux 64-bit</code>. If you are on RHEL or a compatible distribution like Oracle Linux, select the appropriate RHEL version instead.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>For Ubuntu, make sure to select <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Linux 64-bit</code>, which will eventually deliver a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">.run</code> file. Do not select an <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Ubuntu</code> option for the operating system, as this will deliver a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">.deb</code> file that frequently fails to properly install the drivers.</p></blockquote> </li> <li> <p>Finally, choose the Download Type (<button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Production Branch</code>), and choose a CUDA toolkit with version between <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">12.2<=version<=12.6</code>.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Selecting CUDA toolkit <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">latest</code> or <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">12.7</code> will provide a driver on major version <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">565</code>. This version has a known issue where the Deepgram Engine container will not be able to detect or use the GPU. Ensure you are using drivers with maximum version <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">560</code>.</p></blockquote> </li> <li> <p>Select <strong>Search</strong> and check that the correct driver is displayed, then select <strong>View</strong>.</p> </li> <li> <p>Right-click <strong>Download</strong>, then copy the link to save the download URL to your clipboard.</p> </li> <li> <p>Download the latest driver for your GPU on your deployment environment:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">wget LINK_TO_LATEST_NVIDIA_GPU_DRIVER </code></pre></div></div> <blockquote class="callout callout_default" theme="🖥️"><h2 class="callout-heading empty"><span class="callout-icon">🖥️</span></h2><p>Be sure to replace the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">LINK_TO_LATEST_NVIDIA_GPU_DRIVER</code> placeholder value with the URL to the latest driver for the GPU you are using.</p></blockquote> </li> <li> <p>Install the drivers:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu chmod +x ./{DOWNLOADED_FILE_NAME} sudo ./{DOWNLOADED_FILE_NAME} --silent # RHEL sudo rpm -i DOWNLOADED_FILE_NAME sudo dnf clean all sudo dnf -y module install nvidia-driver:latest-dkms # Oracle Linux sudo rpm -i DOWNLOADED_FILE_NAME sudo dnf install \ https://dl.fedoraproject.org/pub/epel/epel-release-latest-`grep -oP '(?<=release )\d+' /etc/redhat-release`.noarch.rpm \ https://dl.fedoraproject.org/pub/epel/epel-next-release-latest-`grep -oP '(?<=release )\d+' /etc/redhat-release`.noarch.rpm sudo dnf clean all sudo dnf -y module install nvidia-driver:latest-dkms </code></pre></div></div> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>With the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">--silent</code> install on Ubuntu and other non-RHEL distros, you will see warnings that are similar to the following (they can be ignored):</p><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">WARNING: Ignoring CC version mismatch: The kernel was built with gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0, GNU ld (GNU Binutils for Ubuntu) 2.34, but the current compiler version is cc (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0. WARNING: nvidia-installer was forced to guess the X library path '/usr/lib64' and X module path '/usr/lib64/xorg/modules'; these paths were not queryable from the system. If X fails to find the NVIDIA X driver module, please install the `pkg-config` utility and the X.Org SDK/development package for your distribution and reinstall the driver </code></pre></blockquote> </li> <li> <p>Test that the NVIDIA drivers are installed. The following command should produce output describing the available GPU:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">nvidia-smi </code></pre></div></div> </li> </ol> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-container-runtime"></div><div class="heading-text"><div id="section-install-container-runtime" class="heading-anchor_backwardsCompatibility"></div>Install Container Runtime</div><a aria-label="Skip link to Install Container Runtime" class="heading-anchor-icon fa fa-anchor" href="#install-container-runtime"></a></h2> <p>For ease of use, Deepgram provides its products in container images, so you must make sure that you have installed the latest version of Docker (or an alternative such as Podman) on all hosts. </p> <blockquote class="callout callout_info" theme="📘"><h2 class="callout-heading empty"><span class="callout-icon">📘</span></h2><p>RHEL and Oracle Linux do not distribute Docker, so you will need to use Podman for your container runtime.</p></blockquote> <ol> <li> <p>Install the container runtime. </p> <ol> <li>To install Docker, read <a target="_self" href="https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository">Install Using the Repository</a> in Docker’s documentation. </li> <li>To install Podman, use your distribution's native package list. For more details, read their <a target="_self" href="https://podman.io/docs/installation">installation instructions</a>. <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install podman # RHEL or Oracle Linux sudo dnf install podman </code></pre></div></div> <ol> <li>If you are using Podman, other guides in the self-hosted documentation will contain commands using <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>. Change all of these to use <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>.</li> </ol> </li> </ol> </li> <li> <p>It's possible to grant your user (e.g. <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ubuntu</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ec2-user</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">ocp</code>) sufficient permissions to run container runtime commands without elevated privileges (without <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">sudo</code>). </p> <ol> <li> <p>For Docker, see <a target="_self" href="https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user">Manage Docker as a Non-Root User</a> in Docker’s optional post-installation documentation.</p> </li> <li> <p>For Podman, the process to run commands without elevated privileges is somewhat more involved. See <a target="_self" href="https://github.com/containers/podman/blob/main/docs/tutorials/rootless_tutorial.md">this tutorial</a> for basic setup and use of Podman in a rootless environment.</p> </li> </ol> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>If you do not follow step 2, you cannot run container runtime commands without elevated privileges. You must run any <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">docker-compose</code>, <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman</code>, or <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman-compose</code> commands with <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">sudo</code>.</p></blockquote> </li> </ol> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-container-composition-tools"></div><div class="heading-text"><div id="section-install-container-composition-tools" class="heading-anchor_backwardsCompatibility"></div>Install Container Composition Tools</div><a aria-label="Skip link to Install Container Composition Tools" class="heading-anchor-icon fa fa-anchor" href="#install-container-composition-tools"></a></h3> <p>Container Composition tools allow users to define and manage multi-container applications using simple YAML configuration files that can be checked into source control. It enables the orchestration and coordination of services, automating the deployment, scaling, and management of containerized applications.</p> <h4 class="heading heading-4 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="docker"></div><div class="heading-text"><div id="section-docker" class="heading-anchor_backwardsCompatibility"></div>Docker</div><a aria-label="Skip link to Docker" class="heading-anchor-icon fa fa-anchor" href="#docker"></a></h4> <p>Docker Compose V2 is now included with Docker. The plugin for CLI use should be installed with the <a target="_self" href="#install-container-runtime">Install Container Runtime</a> steps. If not, you can install it independently:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"># Ubuntu sudo apt install -y docker-compose-plugin </code></pre></div></div> <p>Test the installation:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">docker compose version </code></pre></div></div> <p>You should expect the command output to return version 2.X.X.</p> <h4 class="heading heading-4 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="podman"></div><div class="heading-text"><div id="section-podman" class="heading-anchor_backwardsCompatibility"></div>Podman</div><a aria-label="Skip link to Podman" class="heading-anchor-icon fa fa-anchor" href="#podman"></a></h4> <p>The open source community maintains a <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">podman-compose</code> tool that seeks to be compatible with Docker Compose. You can install this with their <a target="_self" href="https://github.com/containers/podman-compose#installation">instructions on GitHub</a>, and test your installation:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">podman-compose version </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="install-the-nvidia-container-toolkit"></div><div class="heading-text"><div id="section-install-the-nvidia-container-toolkit" class="heading-anchor_backwardsCompatibility"></div>Install the NVIDIA Container Toolkit</div><a aria-label="Skip link to Install the NVIDIA Container Toolkit" class="heading-anchor-icon fa fa-anchor" href="#install-the-nvidia-container-toolkit"></a></h2> <p>CUDA is NVIDIA's library for interacting with its GPU. CUDA support is made available to containers using the NVIDIA container runtime, which is provided by the NVIDIA container toolkit.</p> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="docker-1"></div><div class="heading-text"><div id="section-docker" class="heading-anchor_backwardsCompatibility"></div>Docker</div><a aria-label="Skip link to Docker" class="heading-anchor-icon fa fa-anchor" href="#docker-1"></a></h3> <p> <a target="_self" href="https://github.com/NVIDIA/nvidia-docker"><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">nvidia-docker</code></a> exposes the NVIDIA container toolkit for the Docker runtime. Follow the <a target="_self" href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#setting-up-nvidia-container-toolkit">Docker instructions from NVIDIA</a> to setup this runtime.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Make sure to complete the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step <a target="_self" href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-docker">specific to Docker</a>.</p><p>For the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step, follow the standard instructions, <em>not</em> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Rootless mode</code> instructions.</p></blockquote> <p>After you've setup the NVIDIA Docker runtime, you can test it with the following command:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0">docker run --runtime=nvidia --rm --gpus all ubuntu nvidia-smi </code></pre></div></div> <h3 class="heading heading-3 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="podman-1"></div><div class="heading-text"><div id="section-podman" class="heading-anchor_backwardsCompatibility"></div>Podman</div><a aria-label="Skip link to Podman" class="heading-anchor-icon fa fa-anchor" href="#podman-1"></a></h3> <p>Podman has implemented support for the Container Device Interface (CDI) standard in its container runtime, which allows for direct use of the NVIDIA container toolkit. Follow the <a target="_self" href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#step-1-install-nvidia-container-toolkit">CDI Support instructions from NVIDIA</a> to install and configure the toolkit.</p> <blockquote class="callout callout_warn" theme="🚧"><h2 class="callout-heading empty"><span class="callout-icon">🚧</span></h2><p>Make sure to complete the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang- theme-light" data-lang="" name="" tabindex="0">Configuration</code> step <a target="_self" href="https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-podman">specific to Podman</a>.</p></blockquote> <p>After you've setup the NVIDIA container toolkit with CDI, you can test it with the following command:</p> <div class="CodeTabs CodeTabs_initial theme-light"><div class="CodeTabs-toolbar" role="tablist"><button aria-selected="true" class="CodeTabs_active" role="tab" type="button">Shell</button></div><div class="CodeTabs-inner" role="tabpanel"><pre><button aria-label="Copy Code" class="rdmd-code-copy fa"></button><code class="rdmd-code lang-shell theme-light" data-lang="shell" name="" tabindex="0"> podman run --rm --device nvidia.com/gpu=all ubuntu nvidia-smi </code></pre></div></div> <h2 class="heading heading-2 header-scroll" align=""><div class="heading-anchor anchor waypoint" id="summary"></div><div class="heading-text"><div id="section-summary" class="heading-anchor_backwardsCompatibility"></div>Summary</div><a aria-label="Skip link to Summary" class="heading-anchor-icon fa fa-anchor" href="#summary"></a></h2> <p>This guide walked you through installing the NVIDIA drivers to interact with our GPU that will run inference, as well as the containerization platform that we will use to run Deepgram services. </p> <p>As a reminder, many of our guides assume use of Docker. If you are on Red Hat Enterprise Linux or have another reason to use Podman instead of Docker, keep in mind the commands and configuration may be slightly different.</p></div><div class="UpdatedAt"><p class="DateLine "><i class="icon icon-watch"></i>Updated 2 months ago </p></div><hr class="NextStepsDivider"/><div class="WhatsNext-wrapper3DTnpcPqKoHg"><header class="APISectionHeader3LN_-QIR0m7x rm-APISectionHeader WhatsNext-headingQHN33r4trf_s"><div class="APISectionHeader-heading4MUMLbp4_nLs">What’s Next</div></header><div class="rm-Markdown markdown-body WhatsNext-description1zZyZLPCGmaa" data-testid="RDMD"><p>Now we head to Deepgram Console to generate needed credentials for our deployment.</p></div><ul><li><a class="WhatsNext-link" target="_self" href="/docs/on-prem-self-service-tutorial">Self Service Licensing & Credentials</a><span class="IconWrapper Icon-wrapper2z2wVIeGsiUy"><svg fill="none" viewBox="0 0 24 24" class="Icon Icon3_D2ysxFZ_ll Icon-svg2Lm7f6G9Ly5a icon" data-name="arrow-right" role="img" style="--icon-color:inherit;--icon-size:inherit;--icon-stroke-width:2px" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" d="M5 12h14M12 5l7 7-7 7" class="icon-stroke-width"></path></svg></span></li></ul></div></section><section class="content-toc grid-25"><nav><ul class="toc-list"><li><a class="tocHeader" href="#"><i class="icon icon-text-align-left"></i>Table of Contents</a></li><li class="toc-children"><ul> <li> <a href="#prerequisites">Prerequisites</a> </li> <li> <a href="#note-on-different-linux-distributions">Note on Different Linux Distributions</a> </li> <li> <a href="#update-system-package-manager">Update System Package Manager</a> <ul> <li><a href="#install-gnu-toolchain-components">Install GNU Toolchain Components</a></li> </ul> </li> <li> <a href="#install-nvidia-drivers">Install NVIDIA Drivers</a> <ul> <li><a href="#remove-nouveau-drivers">Remove Nouveau Drivers</a></li> <li><a href="#install-kernel-development-tools">Install Kernel Development Tools</a></li> <li><a href="#download-and-install-the-official-drivers">Download and install the official drivers</a></li> </ul> </li> <li> <a href="#install-container-runtime">Install Container Runtime</a> <ul> <li><a href="#install-container-composition-tools">Install Container Composition Tools</a></li> </ul> </li> <li> <a href="#install-the-nvidia-container-toolkit">Install the NVIDIA Container Toolkit</a> <ul> <li><a href="#docker-1">Docker</a></li> <li><a href="#podman-1">Podman</a></li> </ul> </li> <li> <a href="#summary">Summary</a> </li> </ul></li></ul></nav></section></div><div class="ModalWrapper" id="tutorialmodal-root"></div></article></div></main><footer aria-label="Status banner" class="AppFooter rm-Banners"></footer><div class="ModalWrapper" id="ChatGPT-modal"></div></div></div><div class="ng-non-bindable"><script id="ssr-props" 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More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9590"},{"name":"RAW_BODY","type":"string","enumValues":"","default":"","desc":"You can send RAW audio directly to this API endpoint.","required":false,"in":"body","ref":"","_id":"6439b5aad43ca60066067e05"},{"name":"Content-Type","type":"string","enumValues":"","default":"audio/*","desc":"","required":false,"in":"header","ref":"","_id":"658d6793cbad49001c37e4f4"},{"name":"callback_method","type":"string","enumValues":"","default":"","desc":"Enable a callback method. Use put or post. [Learn More](/docs/callback).","required":false,"in":"query","ref":"","_id":"65af16c7ad715e0023232ca4"},{"name":"Accept","type":"string","enumValues":"","default":"application/json","desc":"","required":false,"in":"header","ref":"","_id":"658d6793cbad49001c37e4f3"},{"name":"channels","type":"int","enumValues":"","default":"","desc":"Number of independent audio channels contained in submitted audio. Only read when a value is provided for encoding. <a href=\"/docs/channels\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d46668002e00485da5a8"},{"name":"custom_topic","type":"string","enumValues":"","default":"","desc":"A custom topic you want the model to detect within your input audio if present. Submit up to one hundred topics.","required":false,"in":"query","ref":"","_id":"65bd476419d0ff0071714adc"},{"name":"custom_topic_mode","type":"enum","enumValues":"extended, strict","default":"","desc":"When `strict`, the model will only return topics submitted using the `custom_topic` param. When `extended`, the model will return its own detected topics in addition to those submitted using the `custom_topic` param. Default: `extended`","required":false,"in":"query","ref":"","_id":"65bd476419d0ff0071714adb"},{"name":"diarize","type":"boolean","enumValues":"","default":"","desc":"Recognize speaker changes. Each word in the transcript will be assigned a speaker number starting at 0. Default: `false`. <a href=\"/docs/diarization\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9597"},{"name":"diarize_version","type":"string","enumValues":"","default":"","desc":"Version of the diarization feature to use. Only used when the diarization feature is enabled (<code>diarize=true</code> is passed to the API). <a href=\"/docs/diarization#enable-feature\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9596"},{"name":"dictation","type":"boolean","enumValues":"","default":"","desc":"Spoken dictation commands will be converted to their corresponding punctuation marks. e.g., comma to , Default: `false`","required":false,"in":"query","ref":"","_id":"64c192a3feb17800678de88e"},{"name":"detect_entities","type":"boolean","enumValues":"","default":"","desc":"Entity Detection identifies and extracts key entities from content in submitted audio. Default: `false`","required":false,"in":"query","ref":"","_id":"65af1613cbbb2200791b0c5e"},{"name":"detect_language","type":"boolean","enumValues":"","default":"","desc":"Detect the language of the provided audio. Default: `false`. <a href=\"/docs/language-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959c"},{"name":"detect_topics","type":"boolean","enumValues":"","default":"","desc":"Identify and extract key topics. Default: `false`. <a href=\"/docs/topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958c"},{"name":"encoding","type":"string","enumValues":"","default":"","desc":"Expected encoding of the submitted audio. If this parameter is set, `sample_rate` must also be specified. <a href=\"/docs/encoding\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d46668002e00485da59f"},{"name":"extra","type":"string","enumValues":"","default":"","desc":"To add an extra parameter in the query string and pass a key-value pair you would like to include in the response. <a href=\"/docs/extra-metadata\">Learn More</a>","required":false,"in":"query","ref":"","_id":"657a3be9e03263006441c635"},{"name":"filler_words","type":"boolean","enumValues":"","default":"","desc":"Whether to include words like \"uh\" and \"um\" in transcription output. Default: `false`. <a href=\"/docs/filler-words\">Learn More</a>","required":false,"in":"query","ref":"","_id":"64c95c351af7500066f87c44"},{"name":"intents","type":"boolean","enumValues":"","default":"","desc":"Recognizes speaker intent throughout an entire transcript. Returns a list of text segments and the intents found within each segment. <a href=\"/docs/intent-recognition\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd476419d0ff0071714ae0"},{"name":"keyterm","type":"string","enumValues":"","default":"","desc":"Instantly increase accuracy and recognition of up to 100 important terminology, product and company names, industry jargon, phrases and more. <a href=\"/docs/keyterm\">Learn More</a>","required":false,"in":"query","ref":"","_id":"67ae3598562c1e0049012d91"},{"name":"keywords","type":"string","enumValues":"","default":"","desc":"Uncommon proper nouns or other words to transcribe that are not a part of the model's vocabulary. Can send multiple instances in query string (for example, <code>keywords=snuffalupagus:10&keywords=systrom:5.5</code>). <a href=\"/docs/keywords\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958f"},{"name":"language","type":"enum","enumValues":"da, en, en-AU, en-GB, en-IN, en-NZ, en-US, es, es-419, fr, fr-CA, hi, hi-Latn, id, it, ja, ko, nl, pl, pt, pt-BR, pt-PT, ru, sv, tr, uk, zh-CN, zh-TW","default":"","desc":"The <a target='_blank\"' href=\"https://tools.ietf.org/html/bcp47\">BCP-47</a> language tag that hints at the primary spoken language. Default: `en`. <a href=\"/docs/language\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959d"},{"name":"measurements","type":"boolean","enumValues":"","default":"","desc":"Spoken measurements will be converted to their corresponding abbreviations. e.g., milligram to mg. Default: `false`","required":false,"in":"query","ref":"","_id":"64c192a3feb17800678de88f"},{"name":"model","type":"enum","enumValues":"nova-2-general, nova-2-meeting, nova-2-phonecall, nova-2-voicemail, nova-2-finance, nova-2-conversationalai, nova-2-video, nova-2-medical, nova-2-drivethru, nova-2-automotive, whisper, <custom_id>","default":"","desc":"AI model used to process submitted audio. Default: `base-general`. <a href=\"/docs/model\">Learn More</a>","required":false,"in":"query","ref":"","_id":"643863585841a9004b0f2ea4"},{"name":"multichannel","type":"boolean","enumValues":"","default":"","desc":"Transcribe each audio channel independently. Default: `false`. <a href=\"/docs/multichannel\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9595"},{"name":"numerals","type":"boolean","enumValues":"","default":"","desc":"Convert numbers from written format (e.g., one) to numerical format (e.g., 1). Default: `false`. <a href=\"/docs/numerals\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9593"},{"name":"paragraphs","type":"boolean","enumValues":"","default":"","desc":"Split audio into paragraphs. Default: `false`. <a href=\"/docs/paragraphs\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958e"},{"name":"profanity_filter","type":"boolean","enumValues":"","default":"","desc":"Remove profanity from the transcript. Default: `false`. <a href=\"/docs/profanity-filter\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959a"},{"name":"punctuate","type":"boolean","enumValues":"","default":"","desc":"Add punctuation and capitalization to the transcript. Default: `false`. <a href=\"/docs/punctuation\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959b"},{"name":"redact","type":"enum","enumValues":"pci, numbers, true, ssn, false","default":"","desc":"Redact sensitive information, replacing redacted content with asterisks (*). Can send multiple instances in query string (for example, <code>redact=pci&redact=numbers</code>). Default: `false`. <a href=\"/docs/redaction\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9599"},{"name":"replace","type":"string","enumValues":"","default":"","desc":"Terms or phrases to search for in the submitted audio and replace. Can send multiple instances in query string (for example, <code>replace=this:that&replace=thisalso:thatalso</code>). <a href=\"/docs/find-and-replace\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9591"},{"name":"sample_rate","type":"int","enumValues":"","default":"","desc":"Sample rate of submitted audio. Required (and only read) when a value is provided for encoding. <a href=\"/docs/sample-rate\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d46668002e00485da590"},{"name":"smart_format","type":"boolean","enumValues":"","default":"","desc":"Apply formatting to transcript output. When set to true, additional formatting will be applied to transcripts to improve readability. Default: `false`. <a href=\"/docs/smart-format\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6449695b75044f0043ecf07d"},{"name":"search","type":"string","enumValues":"","default":"","desc":"Terms or phrases to search for in the submitted audio. Can send multiple instances in query string (for example, <code>search=speech&search=Friday</code>). <a href=\"/docs/search\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9592"},{"name":"sentiment","type":"boolean","enumValues":"","default":"","desc":"Recognizes the sentiment of the entire transcript and detects a shift in sentiment throughout the transcript. Returns a list of text segments and the sentiment found within each segment. <a href=\"/docs/sentiment-analysis\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd476419d0ff0071714ade"},{"name":"summarize","type":"string","enumValues":"","default":"","desc":"Summarize content. Default: `v2`. <a href=\"/docs/summarization\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958d"},{"name":"tag","type":"string","enumValues":"","default":"","desc":"Tag to associate with the request. <a href=\"/docs/tagging\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9589"},{"name":"topics","type":"boolean","enumValues":"","default":"","desc":"Detects topics throughout an entire transcript. Returns a list of text segments and the topics found within each segment. <a href=\"/docs/topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd476419d0ff0071714add"},{"name":"utterances","type":"boolean","enumValues":"","default":"","desc":"Segment speech into meaningful units based on gaps in speech. Default: `false`. <a href=\"/docs/utterances\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958b"},{"name":"utt_split","type":"float","enumValues":"","default":"","desc":"Length of time in seconds used to split utterances. Default: `0.8`. <a href=\"/docs/utterance-split\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958a"},{"name":"version","type":"enum","enumValues":"latest, <version_id>","default":"","desc":"Version of the model to use. Default: `latest`. <a href=\"/docs/version\">Learn More</a>","required":false,"in":"query","ref":"","_id":"643863585841a9004b0f2ea3"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[{"code":"curl \\\n --request POST \\\n --header 'Authorization: Token YOUR_DEEPGRAM_API_KEY' \\\n --header 'Content-Type: audio/wav' \\\n --data-binary @youraudio.wav \\\n --url 'https://api.deepgram.com/v1/listen'","language":"curl"},{"code":"# Install the Deepgram Python SDK\n# pip install deepgram-sdk==3.*\n\nfrom deepgram import (\n DeepgramClient,\n PrerecordedOptions,\n FileSource,\n)\n\nAUDIO_FILE = \"YOUR_LOCAL_FILE.mp3\"\n\n\ndef main():\n try:\n deepgram = DeepgramClient(\"DEEPGRAM_API_KEY\")\n\n with open(AUDIO_FILE, \"rb\") as file:\n buffer_data = file.read()\n\n payload: FileSource = {\n \"buffer\": buffer_data,\n }\n\n options = PrerecordedOptions(\n model=\"nova-2\",\n smart_format=True,\n )\n\n response = deepgram.listen.rest.v(\"1\").transcribe_file(payload, options)\n\n print(response.to_json(indent=4))\n\n except Exception as e:\n print(f\"Exception: {e}\")\n\n\nif __name__ == \"__main__\":\n main()","language":"python","name":"SDK"},{"code":"// Install the Deepgram JS SDK\n// npm install @deepgram/sdk\n\nconst { createClient } = require(\"@deepgram/sdk\");\nconst fs = require(\"fs\");\n\nconst transcribeFile = async () => {\n const deepgram = createClient(\"DEEPGRAM_API_KEY\");\n const { result, error } = await deepgram.listen.prerecorded.transcribeFile(\n fs.readFileSync(\"YOUR_LOCAL_FILE.mp3\"),\n {\n model: \"nova-2\",\n smart_format: true,\n }\n );\n\n if (error) throw error;\n if (!error) console.dir(result, { depth: null });\n};\n\ntranscribeFile();","language":"javascript","name":"SDK"},{"code":"// Install the Deepgram Go SDK\n// go get github.com/deepgram/deepgram-go-sdk@<current version>\n\npackage main\n\nimport (\n\t\"context\"\n\t\"encoding/json\"\n\t\"fmt\"\n\t\"os\"\n\n\tprettyjson \"github.com/hokaccha/go-prettyjson\"\n\n\tapi \"github.com/deepgram/deepgram-go-sdk/pkg/api/listen/v1/rest\"\n\tinterfaces \"github.com/deepgram/deepgram-go-sdk/pkg/client/interfaces\"\n\tclient \"github.com/deepgram/deepgram-go-sdk/pkg/client/listen\"\n)\n\nconst (\n\tfilePath string = \"YOUR_AUDIO_FILE.mp3\"\n)\n\nfunc main() {\n\tclient.InitWithDefault()\n\n\tctx := context.Background()\n\n\toptions := interfaces.PreRecordedTranscriptionOptions{\n\t\tModel: \"nova-2\",\n\t\tSmartFormat: true,\n\t}\n\n\t// NOTE: you can set your API KEY in your bash profile by typing the following line in your shell:\n\t// export DEEPGRAM_API_KEY = \"YOUR_DEEPGRAM_API_KEY\"\n\tc := client.NewWithDefaults()\n\tdg := api.New(c)\n\n\tres, err := dg.FromFile(ctx, filePath, options)\n\tif err != nil {\n\t\tfmt.Printf(\"FromStream failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tdata, err := json.Marshal(res)\n\tif err != nil {\n\t\tfmt.Printf(\"json.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tprettyJson, err := prettyjson.Format(data)\n\tif err != nil {\n\t\tfmt.Printf(\"prettyjson.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\tfmt.Printf(\"\\n\\nResult:\\n%s\\n\\n\", prettyJson)\n}","language":"go","name":"SDK"},{"code":"// Install the Deepgram .NET SDK\n// dotnet add package Deepgram\n\nusing Deepgram.Models.Listen.v1.REST;\n\nLibrary.Initialize();\n\n// use the client factory with a API Key set with the \"DEEPGRAM_API_KEY\" environment variable\nvar deepgramClient = ClientFactory.CreateListenRESTClient();\n\n// check to see if the file exists\nif (!File.Exists(@\"Bueller-Life-moves-pretty-fast.wav\"))\n{\n Console.WriteLine(\"Error: File 'Bueller-Life-moves-pretty-fast.wav' not found.\");\n return;\n}\n\nvar audioData = File.ReadAllBytes(@\"Bueller-Life-moves-pretty-fast.wav\");\nvar response = await deepgramClient.TranscribeFile(\n audioData,\n new PreRecordedSchema()\n {\n Model = \"nova-2\",\n SmartFormat = true,\n });\n\nConsole.WriteLine($\"\\n\\n{response}\\n\\n\");\nConsole.WriteLine(\"Press any key to exit...\");\nConsole.ReadKey();\n\n// Teardown Library\nLibrary.Terminate();\n","language":"csharp","name":"SDK"},{"code":"import requests\n\n# Define the URL for the Deepgram API endpoint\nurl = \"https://api.deepgram.com/v1/listen\"\n\n# Define the headers for the HTTP request\nheaders = {\n \"Authorization\": \"Token DEEPGRAM_API_KEY\",\n \"Content-Type\": \"audio/*\"\n}\n\n# Get the audio file\nwith open(\"/path/to/youraudio.wav\", \"rb\") as audio_file:\n # Make the HTTP request\n response = requests.post(url, headers=headers, data=audio_file)\n\nprint(response.json())","language":"python","name":"Requests"},{"code":"import Foundation\n\n// Specify the URL for the Deepgram API endpoint\nlet url = URL(string: \"https://api.deepgram.com/v1/listen\")!\n\n// Specify the path to the audio file\nlet audioFilePath = \"/path/to/youraudio.wav\"\n\n// Read the audio file as binary data\nguard let audioData = FileManager.default.contents(atPath: audioFilePath) else {\n print(\"Error: Unable to read audio file\")\n exit(1)\n}\n\n// Create the URLRequest object\nvar request = URLRequest(url: url)\nrequest.httpMethod = \"POST\"\n\n// Set request headers\nrequest.setValue(\"Token DEEPGRAM_API_KEY\", forHTTPHeaderField: \"Authorization\") // Replace YOUR_DEEPGRAM_API_KEY with your actual API key\nrequest.setValue(\"audio/wav\", forHTTPHeaderField: \"Content-Type\")\n\n// Set request body with audio data\nrequest.httpBody = audioData\n\n// Create URLSession task to perform the request\nlet task = URLSession.shared.dataTask(with: request) { data, response, error in\n if let error = error {\n print(\"Error: \\(error)\")\n return\n }\n \n guard let httpResponse = response as? HTTPURLResponse, (200...299).contains(httpResponse.statusCode) else {\n print(\"Error: Invalid response\")\n return\n }\n \n if let data = data {\n if let responseBody = String(data: data, encoding: .utf8) {\n print(\"Response: \\(responseBody)\")\n } else {\n print(\"Error: Unable to parse response body\")\n }\n } else {\n print(\"Error: No response data\")\n }\n}\n\n// Start the URLSession task\ntask.resume()\n\n// Keep the program running until the URLSession task completes\nRunLoop.main.run()\n","language":"swift","name":null},{"code":" Code example coming soon","language":"r"},{"code":" Code example coming soon","language":"powershell"},{"code":" Code example coming soon","language":"clojure"},{"code":"import java.io.*;\nimport java.net.*;\n\npublic class Main {\n public static void main(String[] args) {\n try {\n // Specify the URL for the Deepgram API endpoint\n URL url = new URL(\"https://api.deepgram.com/v1/listen\");\n\n // Open a connection to the URL\n HttpURLConnection connection = (HttpURLConnection) url.openConnection();\n\n // Set the request method to POST\n connection.setRequestMethod(\"POST\");\n\n // Set request headers\n connection.setRequestProperty(\"Authorization\", \"Token DEEPGRAM_API_KEY\"); // Replace YOUR_DEEPGRAM_API_KEY\n // with your actual API key\n connection.setRequestProperty(\"Content-Type\", \"audio/wav\");\n\n // Enable output (sending data to the server)\n connection.setDoOutput(true);\n\n // Get the output stream of the connection\n OutputStream outputStream = connection.getOutputStream();\n\n // Read the audio file as binary data and write it to the output stream\n FileInputStream fileInputStream = new FileInputStream(\"youraudio.wav\"); // Replace \"youraudio.wav\" with the path\n // to your audio file\n byte[] buffer = new byte[1024];\n int bytesRead;\n while ((bytesRead = fileInputStream.read(buffer)) != -1) {\n outputStream.write(buffer, 0, bytesRead);\n }\n fileInputStream.close();\n\n // Close the output stream\n outputStream.close();\n\n // Get the response code from the server\n int responseCode = connection.getResponseCode();\n\n // Check if the request was successful (status code 200)\n if (responseCode == HttpURLConnection.HTTP_OK) {\n // Read and print the response from the server\n BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));\n String inputLine;\n StringBuffer response = new StringBuffer();\n while ((inputLine = in.readLine()) != null) {\n response.append(inputLine);\n }\n in.close();\n System.out.println(\"Response: \" + response.toString());\n } else {\n System.out.println(\"HTTP request failed with status code \" + responseCode);\n }\n\n // Disconnect the connection\n connection.disconnect();\n } catch (IOException e) {\n e.printStackTrace();\n }\n }\n}\n","language":"java","name":""},{"code":"<?php\n\n// API endpoint URL\n$url = \"https://api.deepgram.com/v1/listen\";\n\n// API key\n$apiKey = \"DEEPGRAM_API_KEY\";\n\n// Path to the audio file\n$audioFilePath = \"youraudio.wav\"; // Replace \"youraudio.wav\" with the path to your audio file\n\n// Initialize cURL session\n$ch = curl_init();\n\n// Set cURL options\ncurl_setopt($ch, CURLOPT_URL, $url);\ncurl_setopt($ch, CURLOPT_POST, true);\ncurl_setopt($ch, CURLOPT_POSTFIELDS, file_get_contents($audioFilePath));\ncurl_setopt($ch, CURLOPT_HTTPHEADER, array(\n 'Authorization: Token ' . $apiKey,\n 'Content-Type: audio/wav'\n));\ncurl_setopt($ch, CURLOPT_RETURNTRANSFER, true);\n\n// Execute cURL request\n$response = curl_exec($ch);\n\n// Check for errors\nif ($response === false) {\n echo 'cURL error: ' . curl_error($ch);\n} else {\n // Print the response\n echo $response;\n}\n\n// Close cURL session\ncurl_close($ch);\n\n?>\n","language":"php"},{"code":"require 'net/http'\n\n# Define the URL for the Deepgram API endpoint\nurl = URI.parse(\"https://api.deepgram.com/v1/listen\")\n\n# Define the path to the audio file\naudio_file_path = \"youraudio.wav\" # Replace \"youraudio.wav\" with the path to your audio file\n\n# Read the audio file as binary data\naudio_data = File.binread(audio_file_path)\n\n# Create a new Net::HTTP object\nhttp = Net::HTTP.new(url.host, url.port)\nhttp.use_ssl = true\n\n# Create a new HTTP request\nrequest = Net::HTTP::Post.new(url)\n\n# Set request headers\nrequest[\"Authorization\"] = \"Token DEEPGRAM_API_KEY\" # Replace YOUR_DEEPGRAM_API_KEY with your actual API key\nrequest[\"Content-Type\"] = \"audio/wav\"\n\n# Set request body with audio data\nrequest.body = audio_data\n\n# Send the request and get the response\nresponse = http.request(request)\n\n# Print the response body\nputs response.body\n","language":"ruby","name":"net/http"},{"code":"require 'httparty'\n\n# Define the URL for the Deepgram API endpoint\nurl = 'https://api.deepgram.com/v1/listen'\n\n# Define the path to the audio file\naudio_file_path = 'youraudio.wav' # Replace 'youraudio.wav' with the path to your audio file\n\n# Read the audio file as binary data\naudio_data = File.binread(audio_file_path)\n\n# Define the headers\nheaders = {\n 'Authorization' => 'Token DEEPGRAM_API_KEY', # Replace YOUR_DEEPGRAM_API_KEY with your actual API key\n 'Content-Type' => 'audio/wav'\n}\n\n# Make the HTTP POST request using HTTParty\nresponse = HTTParty.post(\n url,\n headers: headers,\n body: audio_data\n)\n\n# Print the response body\nputs response.body\n","language":"ruby","name":"httparty"},{"code":" Code example coming soon","language":"ocaml"},{"code":" Code example coming soon","language":"objectivec"},{"code":"Code example coming soon","language":"kotlin"},{"code":"#include <stdio.h>\n#include <stdlib.h>\n#include <string.h>\n#include <curl/curl.h>\n\nint main(void) {\n CURL *curl;\n CURLcode res;\n\n // Initialize libcurl\n curl = curl_easy_init();\n if(curl) {\n // Set the request headers\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\"); // Replace YOUR_DEEPGRAM_API_KEY with your actual API key\n headers = curl_slist_append(headers, \"Content-Type: audio/wav\");\n\n // Set the request URL\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/listen\");\n // Set the request headers\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n\n // Set the request data\n FILE *file = fopen(\"youraudio.wav\", \"rb\"); // Replace \"youraudio.wav\" with the path to your audio file\n if (!file) {\n fprintf(stderr, \"Error: Unable to open audio file\\n\");\n return 1;\n }\n fseek(file, 0, SEEK_END);\n long file_size = ftell(file);\n rewind(file);\n char *buffer = malloc(file_size);\n if (!buffer) {\n fprintf(stderr, \"Error: Memory allocation failed\\n\");\n fclose(file);\n return 1;\n }\n if (fread(buffer, 1, file_size, file) != file_size) {\n fprintf(stderr, \"Error: Failed to read audio file\\n\");\n fclose(file);\n free(buffer);\n return 1;\n }\n fclose(file);\n\n // Set the request data as binary\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, buffer);\n curl_easy_setopt(curl, CURLOPT_POSTFIELDSIZE, file_size);\n\n // Perform the request\n res = curl_easy_perform(curl);\n // Check for errors\n if(res != CURLE_OK)\n fprintf(stderr, \"curl_easy_perform() failed: %s\\n\",\n curl_easy_strerror(res));\n\n // Cleanup\n curl_slist_free_all(headers);\n curl_easy_cleanup(curl);\n free(buffer);\n }\n return 0;\n}\n","language":"c"},{"code":"#include <iostream>\n#include <curl/curl.h>\n#include <fstream>\n#include <string>\n\nint main() {\n // Initialize libcurl\n curl_global_init(CURL_GLOBAL_ALL);\n\n // Create a CURL handle\n CURL *curl = curl_easy_init();\n if (curl) {\n // Set the request URL\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/listen\");\n\n // Set the request headers\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\"); // Replace YOUR_DEEPGRAM_API_KEY with your actual API key\n headers = curl_slist_append(headers, \"Content-Type: audio/wav\");\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n\n // Read the audio file as binary data\n std::ifstream file(\"youraudio.wav\", std::ios::binary | std::ios::ate);\n if (!file.is_open()) {\n std::cerr << \"Failed to open audio file\" << std::endl;\n return 1;\n }\n std::streamsize file_size = file.tellg();\n file.seekg(0, std::ios::beg);\n std::string audio_data(file_size, '\\0');\n if (!file.read(&audio_data[0], file_size)) {\n std::cerr << \"Failed to read audio file\" << std::endl;\n return 1;\n }\n file.close();\n\n // Set the request data as binary\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, audio_data.c_str());\n curl_easy_setopt(curl, CURLOPT_POSTFIELDSIZE, audio_data.size());\n\n // Perform the request\n CURLcode res = curl_easy_perform(curl);\n\n // Check for errors\n if (res != CURLE_OK) {\n std::cerr << \"curl_easy_perform() failed: \" << curl_easy_strerror(res) << std::endl;\n }\n\n // Cleanup\n curl_easy_cleanup(curl);\n curl_slist_free_all(headers);\n } else {\n std::cerr << \"Failed to initialize libcurl\" << std::endl;\n }\n\n // Cleanup libcurl\n curl_global_cleanup();\n\n return 0;\n}\n","language":"cplusplus"},{"code":"import http.client\nimport json\n\n# Define the URL for the Deepgram API endpoint\nurl = \"api.deepgram.com\"\n\n# Define the path to the audio file\naudio_file_path = \"/path/to/youraudio.wav\" # Replace with the path to your audio file\n\n# Read the audio file as binary data\nwith open(audio_file_path, \"rb\") as audio_file:\n audio_data = audio_file.read()\n\n# Define request headers\nheaders = {\n \"Authorization\":\n \"Token DEEPGRAM_API_KEY\", # Replace with your Deepgram API key\n \"Content-Type\": \"audio/*\"\n}\n\n# Create a connection to the API endpoint\nconn = http.client.HTTPSConnection(url)\n\n# Define the request body\nbody = audio_data\n\n# Send the POST request\nconn.request(\"POST\", \"/v1/listen\", body, headers)\n\n# Get the response\nresponse = conn.getresponse()\n\n# Read and print the response data\nresponse_data = response.read()\nprint(json.loads(response_data))\n\n# Close the connection\nconn.close()\n","language":"python","name":"HTTP client"},{"code":"const axios = require(\"axios\");\nconst fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioFilePath = \"YOUR_AUDIO.wav\"; // Replace with the path to your audio file\n\n// Read the audio file as binary data\nconst audioData = fs.readFileSync(audioFilePath);\n\n// Define request headers\nconst headers = {\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"audio/wav\",\n};\n\n// Make the POST request using axios\naxios\n .post(url, audioData, { headers: headers })\n .then((response) => {\n console.log(response.data); // Handle response data\n })\n .catch((error) => {\n console.error(\"Error:\", error); // Handle errors\n });\n","language":"javascript","name":"axios"},{"code":"const https = require(\"https\");\nconst fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioFilePath = \"/path/to/youraudio.wav\"; // Replace with the path to your audio file\n\n// Read the audio file as binary data\nconst audioData = fs.readFileSync(audioFilePath);\n\n// Define request headers\nconst headers = {\n Accept: \"application/json\",\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"audio/wav\",\n};\n\n// Define request options\nconst options = {\n method: \"POST\",\n headers: headers,\n};\n\n// Create a HTTPS request\nconst req = https.request(url, options, (res) => {\n let responseBody = \"\";\n\n // Concatenate chunks of response data\n res.on(\"data\", (chunk) => {\n responseBody += chunk;\n });\n\n // When the response ends, parse and log the response body\n res.on(\"end\", () => {\n console.dir(JSON.parse(responseBody), { depth: null }); // Handle response data\n });\n});\n\n// Handle request errors\nreq.on(\"error\", (error) => {\n console.error(\"Error:\", error); // Handle errors\n});\n\n// Write the audio data to the request body\nreq.write(audioData);\n\n// End the request\nreq.end();\n","language":"javascript","name":"https"},{"code":"const fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioFilePath = \"/path/to/youraudio.wav\"; // Replace with the path to your audio file\n\n// Read the audio file as binary data\nfs.readFile(audioFilePath, (err, audioData) => {\n if (err) {\n console.error(\"Error reading audio file:\", err);\n return;\n }\n\n // Define request headers\n const headers = {\n Accept: \"application/json\",\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"audio/wav\",\n };\n\n // Define fetch options\n const options = {\n method: \"POST\",\n headers: headers,\n body: audioData,\n };\n\n // Make the POST request using fetch\n fetch(url, options)\n .then((response) => {\n if (!response.ok) {\n throw new Error(\"Failed to make request:\", response.statusText);\n }\n return response.json();\n })\n .then((data) => {\n console.dir(data, { depth: null }); // Handle response data\n })\n .catch((error) => {\n console.error(\"Error:\", error); // Handle errors\n });\n});\n","language":"javascript","name":"fetch"},{"code":"import fs from \"fs\";\nimport fetch from \"node-fetch\";\n\nconst url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioFilePath = \"/path/to/youraudio.wav\"; // Replace with the path to your audio file\n\n// Read the audio file as binary data\nfs.readFile(audioFilePath, (err, audioData) => {\n if (err) {\n console.error(\"Error reading audio file:\", err);\n return;\n }\n\n // Define request headers\n const headers = {\n Accept: \"application/json\",\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"audio/wav\",\n };\n\n // Make the POST request using node-fetch\n fetch(url, {\n method: \"POST\",\n headers: headers,\n body: audioData,\n })\n .then((response) => {\n if (!response.ok) {\n throw new Error(\"Failed to make request:\", response.statusText);\n }\n return response.json();\n })\n .then((data) => {\n console.dir(data, { depth: null }); // Handle response data\n })\n .catch((error) => {\n console.error(\"Error:\", error); // Handle errors\n });\n});\n","language":"javascript","name":"node-fetch"},{"code":"package main\n\nimport (\n\t\"bytes\"\n\t\"fmt\"\n\t\"io\"\n\t\"net/http\"\n\t\"os\"\n)\n\nfunc main() {\n\t// Specify the URL\n\turl := \"https://api.deepgram.com/v1/listen\"\n\n\t// Open the audio file\n\tfile, err := os.Open(\"youraudio.wav\")\n\tif err != nil {\n\t\tfmt.Println(\"Error opening file:\", err)\n\t\treturn\n\t}\n\tdefer file.Close()\n\n\t// Prepare the request body\n\tbody := &bytes.Buffer{}\n\t_, err = io.Copy(body, file)\n\tif err != nil {\n\t\tfmt.Println(\"Error reading file:\", err)\n\t\treturn\n\t}\n\n\t// Create a new HTTP request with the specified URL and body\n\treq, err := http.NewRequest(\"POST\", url, body)\n\tif err != nil {\n\t\tfmt.Println(\"Error creating request:\", err)\n\t\treturn\n\t}\n\n\t// Set the request headers\n\treq.Header.Set(\"Authorization\", \"Token DEEPGRAM_API_KEY\")\n\treq.Header.Set(\"Content-Type\", \"audio/wav\")\n\n\t// Send the request\n\tclient := &http.Client{}\n\tresp, err := client.Do(req)\n\tif err != nil {\n\t\tfmt.Println(\"Error sending request:\", err)\n\t\treturn\n\t}\n\tdefer resp.Body.Close()\n\n\t// Print the response status code\n\tfmt.Println(\"Response status code:\", resp.Status)\n\n\t// Read and print the response body\n\tvar responseBody bytes.Buffer\n\t_, err = io.Copy(&responseBody, resp.Body)\n\tif err != nil {\n\t\tfmt.Println(\"Error reading response body:\", err)\n\t\treturn\n\t}\n\tfmt.Println(\"Response body:\", responseBody.String())\n}\n","language":"go","name":"net/http"},{"code":"using System;\nusing System.IO;\nusing System.Net.Http;\nusing System.Threading.Tasks;\n\nclass Program\n{\n static async Task Main(string[] args)\n {\n // Path to the audio file\n string audioFilePath = \"youraudio.wav\"; // Replace with the path to your audio file\n\n // URL to which you want to send the request\n string url = \"https://api.deepgram.com/v1/listen\"; // Replace with your actual endpoint URL\n\n // API Key\n string apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\n\n // Create an instance of HttpClient\n using (HttpClient httpClient = new HttpClient())\n {\n try\n {\n // Read the audio file as binary data\n byte[] audioData = await File.ReadAllBytesAsync(audioFilePath);\n\n // Prepare the HTTP request content\n HttpContent content = new ByteArrayContent(audioData);\n\n // Set the content type header\n content.Headers.Add(\"Content-Type\", \"audio/wav\");\n\n // Add Authorization header\n httpClient.DefaultRequestHeaders.Add(\"Authorization\", \"Token \" + apiKey);\n\n // Send the POST request\n HttpResponseMessage response = await httpClient.PostAsync(url, content);\n\n // Check if the request was successful\n if (response.IsSuccessStatusCode)\n {\n // Read the response content (transcription)\n string transcription = await response.Content.ReadAsStringAsync();\n Console.WriteLine(\"Transcription:\");\n Console.WriteLine(transcription);\n }\n else\n {\n Console.WriteLine(\"Request failed with status code: \" + response.StatusCode);\n }\n }\n catch (Exception ex)\n {\n Console.WriteLine(\"Error: \" + ex.Message);\n }\n }\n 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file","icon":"","type":"endpoint","slug":"listen-file","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"pre-recorded","category":"6466697af06669003714b160","createdAt":"2023-03-29T20:52:05.558Z","parentDoc":null,"mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"658d68189e7767007739e434","api":{"method":"post","url":"/listen","auth":"required","params":[{"name":"callback","type":"string","enumValues":"","default":"","desc":"Callback URL to provide if you would like your submitted audio to be processed asynchronously. <a href=\"/docs/callback\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9590"},{"name":"url","type":"string","enumValues":"","default":"https://dpgr.am/spacewalk.wav","desc":"Public URL of a file to transcribe. For pre-signed URLs, please see [our guide](/docs/using-aws-s3-presigned-urls-with-the-deepgram-api).","required":false,"in":"body","ref":"","_id":"658d68cf9c7630003b657af1"},{"name":"Content-Type","type":"string","enumValues":"","default":"application/json","desc":"","required":false,"in":"header","ref":"","_id":"658d6793cbad49001c37e4f4"},{"name":"callback_method","type":"string","enumValues":"","default":"","desc":"Enable a callback method. Use put or post. [Learn More](/docs/callback).","required":false,"in":"query","ref":"","_id":"65af16ae161c9c00701e47a7"},{"name":"Accept","type":"string","enumValues":"","default":"application/json","desc":"","required":false,"in":"header","ref":"","_id":"658d6793cbad49001c37e4f3"},{"name":"channels","type":"int","enumValues":"","default":"","desc":"Number of independent audio channels contained in submitted audio. Only read when a value is provided for encoding. <a href=\"/docs/channels\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d58b710896000f0ab614"},{"name":"custom_intent","type":"string","enumValues":"","default":"","desc":"Optional. A custom intent you want the model to detect within your input audio if present. Submit up to 100.","required":false,"in":"query","ref":"","_id":"65c14e05328f8000421cdbe8"},{"name":"custom_topic","type":"string","enumValues":"","default":"","desc":"A custom topic you want the model to detect within your input audio if present. Submit up to one hundred topics.","required":false,"in":"query","ref":"","_id":"65bd427054196400211451c3"},{"name":"custom_intent_mode","type":"string","enumValues":"","default":"","desc":"When `strict`, the model will only return intents submitted using the `custom_intent` param. When `extended`, the model will return its own detected intents in addition to those submitted using the `custom_intent` param. Default: `extended`","required":false,"in":"query","ref":"","_id":"65c14e05328f8000421cdbe7"},{"name":"custom_topic_mode","type":"enum","enumValues":"extended, strict","default":"","desc":"When `strict`, the model will only return topics submitted using the `custom_topic` param. When `extended`, the model will return its own detected topics in addition to those submitted using the `custom_topic` param. Default: `extended`","required":false,"in":"query","ref":"","_id":"65bd47718f872a006900d405"},{"name":"detect_language","type":"boolean","enumValues":"","default":"","desc":"Detect the language of the provided audio. Default: `false`. <a href=\"/docs/language-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959c"},{"name":"detect_entities","type":"boolean","enumValues":"","default":"","desc":"Entity Detection identifies and extracts key entities from content in submitted audio. Default: `false`","required":false,"in":"query","ref":"","_id":"65af15c8794ed9005edd5bf1"},{"name":"detect_topics","type":"boolean","enumValues":"","default":"","desc":"Identify and extract key topics. Default: `false`. <a href=\"/docs/topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958c"},{"name":"diarize","type":"boolean","enumValues":"","default":"","desc":"Recognize speaker changes. Each word in the transcript will be assigned a speaker number starting at 0. Default: `false`. <a href=\"/docs/diarization\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9597"},{"name":"dictation","type":"boolean","enumValues":"","default":"","desc":"Spoken dictation commands will be converted to their corresponding punctuation marks. e.g., comma to , Default: `false`","required":false,"in":"query","ref":"","_id":"64c192a3feb17800678de88e"},{"name":"diarize_version","type":"string","enumValues":"","default":"","desc":"Version of the diarization feature to use. Only used when the diarization feature is enabled (<code>diarize=true</code> is passed to the API). <a href=\"/docs/diarization#enable-feature\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9596"},{"name":"encoding","type":"string","enumValues":"","default":"","desc":"Expected encoding of the submitted audio. If this parameter is set, `sample_rate` must also be specified. <a href=\"/docs/encoding\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d58b710896000f0ab609"},{"name":"extra","type":"string","enumValues":"","default":"","desc":"Add any extra key-value pairs to the query string to customize the response. <a href=\"/docs/extra-metadata\">Learn More</a>","required":false,"in":"query","ref":"","_id":"657a3be9e03263006441c635"},{"name":"filler_words","type":"boolean","enumValues":"","default":"","desc":"Whether to include words like \"uh\" and \"um\" in transcription output. Default: `false`. <a href=\"/docs/filler-words\">Learn More</a>","required":false,"in":"query","ref":"","_id":"64c95c351af7500066f87c44"},{"name":"intents","type":"boolean","enumValues":"","default":"","desc":"Recognizes speaker intent throughout an entire transcript. Returns a list of text segments and the intents found within each segment. <a href=\"/docs/intent-recognition\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65c14e05328f8000421cdbe9"},{"name":"keyterm","type":"string","enumValues":"","default":"","desc":"Instantly increase accuracy and recognition of up to 100 important terminology, product and company names, industry jargon, phrases and more. <a href=\"/docs/keyterm\">Learn More</a>","required":false,"in":"query","ref":"","_id":"67ae35c8c6c2020011eb4ca6"},{"name":"keywords","type":"string","enumValues":"","default":"","desc":"Uncommon proper nouns or other words to transcribe that are not a part of the model's vocabulary. Can send multiple instances in query string (for example, <code>keywords=snuffalupagus:10&keywords=systrom:5.5</code>). <a href=\"/docs/keywords\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958f"},{"name":"language","type":"enum","enumValues":"da, en, en-AU, en-GB, en-IN, en-NZ, en-US, es, es-419, fr, fr-CA, hi, hi-Latn, id, it, ja, ko, nl, pl, pt, pt-BR, pt-PT, ru, sv, tr, uk, zh-CN, zh-TW","default":"","desc":"The <a target='_blank\"' href=\"https://tools.ietf.org/html/bcp47\">BCP-47</a> language tag that hints at the primary spoken language. Default: `en`. <a href=\"/docs/language\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959d"},{"name":"measurements","type":"boolean","enumValues":"","default":"","desc":"Spoken measurements will be converted to their corresponding abbreviations. e.g., milligram to mg. Default: `false`","required":false,"in":"query","ref":"","_id":"64c192a3feb17800678de88f"},{"name":"model","type":"enum","enumValues":"nova-2-general, nova-2-meeting, nova-2-phonecall, nova-2-voicemail, nova-2-finance, nova-2-conversationalai, nova-2-video, nova-2-medical, nova-2-drivethru, nova-2-automotive, whisper, <custom_id>","default":"","desc":"AI model used to process submitted audio. Default: `base-general`. <a href=\"/docs/model\">Learn More</a>","required":false,"in":"query","ref":"","_id":"643863585841a9004b0f2ea4"},{"name":"multichannel","type":"boolean","enumValues":"","default":"","desc":"Transcribe each audio channel independently. Default: `false`. <a href=\"/docs/multichannel\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9595"},{"name":"numerals","type":"boolean","enumValues":"","default":"","desc":"Convert numbers from written format (e.g., one) to numerical format (e.g., 1). Default: `false`. <a href=\"/docs/numerals\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9593"},{"name":"paragraphs","type":"boolean","enumValues":"","default":"","desc":"Split audio into paragraphs. Default: `false`. <a href=\"/docs/paragraphs\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958e"},{"name":"profanity_filter","type":"boolean","enumValues":"","default":"","desc":"Remove profanity from the transcript. Default: `false`. <a href=\"/docs/profanity-filter\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959a"},{"name":"punctuate","type":"boolean","enumValues":"","default":"","desc":"Add punctuation and capitalization to the transcript. Default: `false`. <a href=\"/docs/punctuation\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c959b"},{"name":"redact","type":"enum","enumValues":"pci, numbers, true, ssn, false","default":"","desc":"Redact sensitive information, replacing redacted content with asterisks (*). Can send multiple instances in query string (for example, <code>redact=pci&redact=numbers</code>). Default: `false`. <a href=\"/docs/redaction\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9599"},{"name":"replace","type":"string","enumValues":"","default":"","desc":"Terms or phrases to search for in the submitted audio and replace. Can send multiple instances in query string (for example, <code>replace=this:that&replace=thisalso:thatalso</code>). <a href=\"/docs/find-and-replace\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9591"},{"name":"sample_rate","type":"int","enumValues":"","default":"","desc":"Sample rate of submitted audio. Required (and only read) when a value is provided for encoding. <a href=\"/docs/sample-rate\">Learn More</a>","required":false,"in":"query","ref":"","_id":"66c3d58b710896000f0ab5fa"},{"name":"search","type":"string","enumValues":"","default":"","desc":"Terms or phrases to search for in the submitted audio. Can send multiple instances in query string (for example, <code>search=speech&search=Friday</code>). <a href=\"/docs/search\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9592"},{"name":"sentiment","type":"boolean","enumValues":"","default":"","desc":"Recognizes the sentiment of the entire transcript and detects a shift in sentiment throughout the transcript. Returns a list of text segments and the sentiment found within each segment. <a href=\"/docs/sentiment-analysis\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd427054196400211451c6"},{"name":"smart_format","type":"boolean","enumValues":"","default":"","desc":"Apply formatting to transcript output. When set to true, additional formatting will be applied to transcripts to improve readability. Default: `false`. <a href=\"/docs/smart-format\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6449695b75044f0043ecf07d"},{"name":"summarize","type":"enum","enumValues":"v2","default":"","desc":"Summarize content. Default: `v2`. <a href=\"/docs/summarization\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958d"},{"name":"tag","type":"string","enumValues":"","default":"","desc":"Tag to associate with the request. <a href=\"/docs/tagging\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c9589"},{"name":"topics","type":"boolean","enumValues":"","default":"","desc":"Detects topics throughout an entire transcript. Returns a list of text segments and the topics found within each segment. <a href=\"/docs/topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd427054196400211451c4"},{"name":"utterances","type":"boolean","enumValues":"","default":"","desc":"Segment speech into meaningful units based on gaps in speech. Default: `false`. <a href=\"/docs/utterances\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958b"},{"name":"utt_split","type":"float","enumValues":"","default":"","desc":"Length of time in seconds used to split utterances. Default: `0.8`. <a href=\"/docs/utterance-split\">Learn More</a>","required":false,"in":"query","ref":"","_id":"6439b2a677652400216c958a"},{"name":"version","type":"enum","enumValues":"latest, <version_id>","default":"","desc":"Version of the model to use. Default: `latest`. <a href=\"/docs/version\">Learn More</a>","required":false,"in":"query","ref":"","_id":"643863585841a9004b0f2ea3"}],"apiSetting":"658d655ee44e4a00238ce370","examples":{"codes":[{"code":"curl --request POST \\\n --url https://api.deepgram.com/v1/listen \\\n --header 'Accept: application/json' \\\n --header 'Authorization: Token YOUR_API_KEY' \\\n --header 'Content-Type: application/json' \\\n --data '{\"url\": \"https://dpgr.am/spacewalk.wav\"}'","language":"curl"},{"code":"# Install the Deepgram Python SDK\n# pip install deepgram-sdk==3.*\n\nfrom deepgram import (\n DeepgramClient,\n PrerecordedOptions,\n)\n\nload_dotenv()\n\nAUDIO_URL = {\n \"url\": \"https://dpgr.am/spacewalk.wav\"\n}\n\n\ndef main():\n try:\n deepgram = DeepgramClient(\"DEEPGRAM_API_KEY\")\n options = PrerecordedOptions(\n model=\"nova-2\",\n smart_format=True,\n )\n response = deepgram.listen.rest.v(\"1\").transcribe_url(AUDIO_URL, options)\n return response\n\n except Exception as e:\n print(f\"Exception: {e}\")\n \n\nif __name__ == \"__main__\":\n main()\n","language":"python","name":"SDK"},{"code":"// Install the Deepgram JS SDK\n// npm install @deepgram/sdk\n\nconst { createClient } = require(\"@deepgram/sdk\");\n\nconst transcribeUrl = async () => {\n const deepgram = createClient(\"DEEPGRAM_API_KEY\");\n\n const { result, error } = await deepgram.listen.prerecorded.transcribeUrl(\n {\n url: \"https://dpgr.am/spacewalk.wav\",\n },\n {\n model: \"nova-2\",\n smart_format: true,\n }\n );\n\n if (error) throw error;\n if (!error) return result;\n};\n\ntranscribeUrl();","language":"javascript","name":"SDK"},{"code":"// Install the Deepgram Go SDK\n// go get github.com/deepgram/deepgram-go-sdk\n\npackage main\n\nimport (\n\t\"context\"\n\t\"encoding/json\"\n\t\"fmt\"\n\t\"os\"\n\n\tprettyjson \"github.com/hokaccha/go-prettyjson\"\n\n\tapi \"github.com/deepgram/deepgram-go-sdk/pkg/api/listen/v1/rest\"\n\tinterfaces \"github.com/deepgram/deepgram-go-sdk/pkg/client/interfaces\"\n\tclient \"github.com/deepgram/deepgram-go-sdk/pkg/client/listen\"\n)\n\nconst (\n\turl string = \"https://dpgr.am/spacewalk.wav\"\n)\n\nfunc main() {\n\tclient.InitWithDefault()\n\n\tctx := context.Background()\n\n\toptions := interfaces.PreRecordedTranscriptionOptions{\n\t\tModel: \"nova-2\",\n\t\tSmartFormat: true,\n\t}\n\t\n // NOTE: you can set your API KEY in your bash profile by typing the following line in your shell:\n\t// export DEEPGRAM_API_KEY = \"YOUR_DEEPGRAM_API_KEY\"\n\tc := client.NewWithDefaults()\n\tdg := api.New(c)\n\n\tres, err := dg.FromURL(ctx, url, options)\n\tif err != nil {\n\t\tfmt.Printf(\"FromURL failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tdata, err := json.Marshal(res)\n\tif err != nil {\n\t\tfmt.Printf(\"json.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tprettyJson, err := prettyjson.Format(data)\n\tif err != nil {\n\t\tfmt.Printf(\"prettyjson.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\tfmt.Printf(\"\\n\\nResult:\\n%s\\n\\n\", prettyJson)\n}\n","language":"go","name":"SDK"},{"code":"// Install the Deepgram .NET SDK\n// dotnet add package Deepgram\n\nusing Deepgram.Models.Listen.v1.REST;\n\n// Initialize Library with default logging\nLibrary.Initialize();\n\n// create a ListenRESTClient directly (without using the factory method) with a API Key\n// set using the \"DEEPGRAM_API_KEY\" environment variable\nvar deepgramClient = new ListenRESTClient();\n\nvar response = await deepgramClient.TranscribeUrl(\n new UrlSource(\"https://dpgr.am/bueller.wav\"),\n new PreRecordedSchema()\n {\n Model = \"nova-2\",\n SmartFormat=true,\n });\n\nConsole.WriteLine(response);\nConsole.ReadKey();\n\n// Teardown Library\nLibrary.Terminate();","language":"csharp","name":"SDK"},{"code":"import http.client\nimport json\n\n# Create the connection\nconn = http.client.HTTPSConnection(\"api.deepgram.com\")\n\n# Define the payload for the HTTP request\npayload = json.dumps({\"url\": \"https://dpgr.am/spacewalk.wav\"})\n\n# Define the headers for the HTTP request\nheaders = {\n 'Content-Type': 'application/json',\n 'Authorization': 'Token DEEPGRAM_API_KEY'\n}\n\n# Make the HTTP request\nconn.request(\"POST\", \"/v1/listen\", payload, headers)\n\n# Get the response from the HTTP request\nres = conn.getresponse()\ndata = res.read()\n\nprint(data.decode(\"utf-8\"))","language":"python","name":"HTTP client"},{"code":"import requests\n\n# Define the URL for the Deepgram API endpoint\nurl = \"https://api.deepgram.com/v1/listen\"\n\n# Define the headers for the HTTP request\nheaders = {\n \"Accept\": \"application/json\",\n \"Authorization\": \"Token DEEPGRAM_API_KEY\",\n \"Content-Type\": \"application/json\"\n}\n# Define the data for the HTTP request\ndata = {\"url\": \"https://dpgr.am/spacewalk.wav\"}\n\n# Make the HTTP request\nresponse = requests.post(url, headers=headers, json=data)\n\nprint(response.json())","language":"python","name":"Requests"},{"code":"const url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioUrl = \"https://dpgr.am/spacewalk.wav\";\n\n// Define the request data object\nconst data = {\n url: audioUrl,\n};\n\n// Define the request headers object\nconst headers = {\n Accept: \"application/json\",\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n};\n\n// Make the POST request using fetch API\nfetch(url, {\n method: \"POST\",\n headers: headers, // Pass the headers object\n body: JSON.stringify(data), // Convert data object to JSON string\n})\n .then((response) => response.json()) // Parse the JSON response\n .then((data) => {\n console.dir(data.results, { depth: null }); // Log response data\n })\n .catch((error) => {\n console.error(\"Error:\", error); // Handle errors\n });\n","language":"javascript","name":"fetch"},{"code":"const axios = require(\"axios\");\n\nconst url = \"https://api.deepgram.com/v1/listen\";\nconst apiKey = \"DEEPGRAM_API_KEY\"; // Replace with your actual API key\nconst audioUrl = \"https://dpgr.am/spacewalk.wav\";\n\n// Define request data\nconst requestData = {\n url: audioUrl,\n};\n\n// Define request headers\nconst headers = {\n Accept: \"application/json\",\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n};\n\n// Make the POST request using axios\naxios\n .post(url, requestData, { headers: headers })\n .then((response) => {\n console.dir(response.data.results, { depth: null }); // Handle response data\n })\n .catch((error) => {\n console.error(\"Error:\", error); // Handle errors\n });\n","language":"javascript","name":"axios"},{"code":"package main\n\nimport (\n\t\"fmt\"\n\t\"io\"\n\t\"net/http\"\n\t\"strings\"\n)\n\nfunc main() {\n\n\turl := \"https://api.deepgram.com/v1/listen\"\n\tmethod := \"POST\"\n\n\tpayload := strings.NewReader(`{\"url\":\"https://dpgr.am/spacewalk.wav\"}`)\n\n\tclient := &http.Client{}\n\treq, err := http.NewRequest(method, url, payload)\n\n\tif err != nil {\n\t\tfmt.Println(err)\n\t\treturn\n\t}\n\treq.Header.Add(\"Content-Type\", \"application/json\")\n\treq.Header.Add(\"Authorization\", \"Token DEEPGRAM_API_KEY\")\n\n\tres, err := client.Do(req)\n\tif err != nil {\n\t\tfmt.Println(err)\n\t\treturn\n\t}\n\tdefer res.Body.Close()\n\n\tbody, err := io.ReadAll(res.Body)\n\tif err != nil {\n\t\tfmt.Println(err)\n\t\treturn\n\t}\n\tfmt.Println(string(body))\n}\n","language":"go","name":"net/http"},{"code":"using System;\nusing System.Net.Http;\nusing System.Threading.Tasks;\n\nclass Program\n{\n static async Task Main(string[] args)\n {\n string apiKey = \"DEEPGRAM_API_KEY\";\n string url = \"https://api.deepgram.com/v1/listen\";\n string audioUrl = \"https://dpgr.am/spacewalk.wav\";\n\n using (HttpClient client = new HttpClient())\n {\n client.DefaultRequestHeaders.Add(\"Accept\", \"application/json\");\n client.DefaultRequestHeaders.Add(\"Authorization\", \"Token \" + apiKey);\n \n var requestBody = new { url = audioUrl };\n var json = Newtonsoft.Json.JsonConvert.SerializeObject(requestBody);\n var content = new StringContent(json, System.Text.Encoding.UTF8, \"application/json\");\n\n HttpResponseMessage response = await client.PostAsync(url, content);\n\n if (response.IsSuccessStatusCode)\n {\n string responseContent = await response.Content.ReadAsStringAsync();\n Console.WriteLine(responseContent);\n }\n else\n {\n Console.WriteLine($\"Error: {response.StatusCode}\");\n }\n }\n }\n}\n","language":"csharp","name":"HTTPCLIENT"},{"code":"require 'uri'\nrequire 'net/http'\nrequire 'json'\n\n# Parse the URI for the Deepgram API endpoint\nuri = URI.parse('https://api.deepgram.com/v1/listen')\n\n# Create a new HTTP POST request\nrequest = Net::HTTP::Post.new(uri)\n\n# Set the headers\nrequest.content_type = 'application/json'\nrequest['Accept'] = 'application/json'\nrequest['Authorization'] = 'Token DEEPGRAM_API_KEY'\n\n# Set the request body with a JSON payload containing the UR\nrequest.body = JSON.dump({\n 'url' => 'https://dpgr.am/spacewalk.wav'\n })\n# Send the HTTP request and store the response\nresponse = Net::HTTP.start(uri.hostname, uri.port, use_ssl: true) do |http|\n http.request(request)\nend\n\n# Output the response body\nputs response.body\n","language":"ruby","name":"net/http"},{"code":"#include <stdio.h>\n#include <stdlib.h>\n#include <string.h>\n#include <curl/curl.h>\n\nint main(void) {\n CURL *curl;\n CURLcode res;\n\n // Initialize libcurl\n curl = curl_easy_init();\n if(curl) {\n // Set the request headers\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Accept: application/json\");\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\");\n headers = curl_slist_append(headers, \"Content-Type: application/json\");\n\n // Set the request URL\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/listen\");\n // Set the request headers\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n\n // Set the request data\n const char *json_data = \"{\\\"url\\\": \\\"https://dpgr.am/spacewalk.wav\\\"}\";\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, json_data);\n\n // Perform the request\n res = curl_easy_perform(curl);\n // Check for errors\n if(res != CURLE_OK)\n fprintf(stderr, \"curl_easy_perform() failed: %s\\n\",\n curl_easy_strerror(res));\n\n // Cleanup\n curl_slist_free_all(headers);\n curl_easy_cleanup(curl);\n }\n return 0;\n}\n","language":"c","name":"libcurl"},{"code":"import okhttp3.*;\n\nimport java.io.IOException;\n\npublic class Main {\n public static void main(String[] args) throws IOException {\n // Replace \"YOUR_API_KEY\" with your actual API key\n String apiKey = \"DEEPGRAM_API_KEY\";\n String url = \"https://api.deepgram.com/v1/listen\";\n String audioUrl = \"https://dpgr.am/spacewalk.wav\";\n\n // Create OkHttpClient instance\n OkHttpClient client = new OkHttpClient();\n\n // Create JSON request body\n MediaType mediaType = MediaType.parse(\"application/json\");\n String json = \"{\\\"url\\\": \\\"\" + audioUrl + \"\\\"}\";\n RequestBody body = RequestBody.create(json, mediaType);\n\n // Create HTTP request\n Request request = new Request.Builder()\n .url(url)\n .post(body)\n .addHeader(\"Accept\", \"application/json\")\n .addHeader(\"Authorization\", \"Token \" + apiKey)\n .addHeader(\"Content-Type\", \"application/json\")\n .build();\n\n // Execute the request and get the response\n Response response = client.newCall(request).execute();\n\n // Print the response body\n if (response.isSuccessful()) {\n System.out.println(response.body().string());\n } else {\n System.out.println(\"Request failed: \" + response.code() + \" - \" + response.message());\n }\n\n // Close the response\n response.close();\n }\n}\n","language":"java","name":"okhttp3"},{"code":"import Foundation\n\n// Define the URL for the Deepgram API endpoint\nlet url = URL(string: \"https://api.deepgram.com/v1/listen\")!\n\n// Define the request body\nlet requestBody = [\"url\": \"https://dpgr.am/spacewalk.wav\"]\nguard let httpBody = try? JSONSerialization.data(withJSONObject: requestBody) else {\n print(\"Error: Unable to serialize request body\")\n exit(1)\n}\n\n// Define the request headers\nvar request = URLRequest(url: url)\nrequest.httpMethod = \"POST\"\nrequest.setValue(\"application/json\", forHTTPHeaderField: \"Content-Type\")\nrequest.setValue(\"application/json\", forHTTPHeaderField: \"Accept\")\nrequest.setValue(\"Token DEEPGRAM_API_KEY\", forHTTPHeaderField: \"Authorization\") // Replace YOUR_DEEPGRAM_API_KEY with your actual API key\nrequest.httpBody = httpBody\n\n// Perform the HTTP request\nlet task = URLSession.shared.dataTask(with: request) { data, response, error in\n guard let data = data, let httpResponse = response as? HTTPURLResponse, error == nil else {\n print(\"Error: \\(error?.localizedDescription ?? \"Unknown error\")\")\n return\n }\n\n // Check if the HTTP request was successful (status code 200)\n guard httpResponse.statusCode == 200 else {\n print(\"HTTP request failed with status code \\(httpResponse.statusCode)\")\n return\n }\n\n // Parse and print the response body\n if let responseBody = String(data: data, encoding: .utf8) {\n print(\"Response: \\(responseBody)\")\n } else {\n print(\"Error: Unable to parse response body\")\n }\n}\n\ntask.resume()\n\n// Keep the program running until the HTTP request completes\nRunLoop.main.run()\n","language":"swift","name":"URLSession"},{"code":"<?php\n\n// API endpoint URL\n$url = \"https://api.deepgram.com/v1/listen\";\n\n// API key\n$apiKey = \"DEEPGRAM_API_KEY\";\n\n// Audio file URL\n$audioUrl = \"https://dpgr.am/spacewalk.wav\";\n\n// Request body data\n$data = array(\n \"url\" => $audioUrl\n);\n\n// Convert data to JSON format\n$jsonData = json_encode($data);\n\n// cURL initialization\n$ch = curl_init();\n\n// Set cURL options\ncurl_setopt($ch, CURLOPT_URL, $url);\ncurl_setopt($ch, CURLOPT_POST, true);\ncurl_setopt($ch, CURLOPT_POSTFIELDS, $jsonData);\ncurl_setopt($ch, CURLOPT_RETURNTRANSFER, true);\ncurl_setopt($ch, CURLOPT_HTTPHEADER, array(\n 'Accept: application/json',\n 'Authorization: Token ' . $apiKey,\n 'Content-Type: application/json'\n));\n\n// Execute cURL request\n$response = curl_exec($ch);\n\n// Check for errors\nif ($response === false) {\n echo 'cURL error: ' . curl_error($ch);\n} else {\n // Print the response\n echo $response;\n}\n\n// Close cURL session\ncurl_close($ch);\n\n?>\n","language":"php","name":"cURL"},{"code":"#include <iostream>\n#include <curl/curl.h>\n\nint main() {\n // Initialize libcurl\n curl_global_init(CURL_GLOBAL_ALL);\n \n // Create a CURL handle\n CURL *curl = curl_easy_init();\n if (curl) {\n // Set the request URL\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/listen\");\n \n // Set the request headers\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Accept: application/json\");\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\");\n headers = curl_slist_append(headers, \"Content-Type: application/json\");\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n \n // Set the request data\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, \"{\\\"url\\\": \\\"https://dpgr.am/spacewalk.wav\\\"}\");\n \n // Perform the request\n CURLcode res = curl_easy_perform(curl);\n \n // Check for errors\n if (res != CURLE_OK) {\n std::cerr << \"curl_easy_perform() failed: \" << curl_easy_strerror(res) << std::endl;\n }\n \n // Cleanup\n curl_easy_cleanup(curl);\n curl_slist_free_all(headers);\n } else {\n std::cerr << \"Failed to initialize libcurl\" << std::endl;\n }\n \n // Cleanup libcurl\n curl_global_cleanup();\n \n return 0;\n}\n","language":"cplusplus","name":"libcurl"},{"code":" Code example coming soon","language":"clojure","name":"Coming Soon"},{"code":" Code example coming soon","language":"objectivec","name":"Coming Soon"},{"code":" Code example coming soon","language":"ocaml","name":"Coming Soon"},{"code":" Code example coming soon","language":"powershell","name":"Coming Soon"},{"code":" Code example coming soon","language":"r","name":"Coming Soon"},{"code":" Code example coming soon","language":"kotlin","name":"Coming Soon"},{"code":"require 'httparty'\n\n# Define the URL for the Deepgram API endpoint\nurl = 'https://api.deepgram.com/v1/listen'\n\n# Define headers\nheaders = {\n 'Accept' => 'application/json',\n 'Authorization' => 'Token DEEPGRAM_API_KEY',\n 'Content-Type' => 'application/json'\n}\n\n# Define the request body in JSON format\nbody = {\n url: 'https://dpgr.am/spacewalk.wav'\n}.to_json\n\n# Make a POST request to the Deepgram API endpoint using HTTParty\nresponse = HTTParty.post(url, headers: headers, body: body)\n\n# Output the response\nputs response.body","language":"ruby","name":"httparty"}]},"results":{"codes":[{"code":"{\"metadata\":{\"transaction_key\":\"deprecated\",\"request_id\":\"4399e2a5-2b29-4e1e-9456-79043cc88d0a\",\"sha256\":\"362c1aae4da8c8952bd29fdd5eda25f7c3e92b040b5c31f741a0e0df7c061608\",\"created\":\"2023-05-30T14:17:36.953Z\",\"duration\":169.802,\"channels\":1,\"models\":[\"96a295ec-6336-43d5-b1cb-1e48b5e6d9a4\"],\"model_info\":{\"96a295ec-6336-43d5-b1cb-1e48b5e6d9a4\":{\"name\":\"general\",\"version\":\"2023-02-22.3\",\"arch\":\"base\"}}},\"results\":{\"channels\":[{\"alternatives\":[{\"transcript\":\"and jessica christina we are so proud you you're gonna do great today we'll be waiting for you here in a couple hours when you get home i'm gonna hand you over to stephanie now have a great great eva drew thank you so much and our pleasure working with you this morning and i'm working on getting that easy hatch open and i can 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audio","icon":"","type":"basic","slug":"listen-live","order":2,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"listen-live-v2","parentDoc":null,"category":"6466697af06669003714b160","createdAt":"2024-02-05T14:16:18.715Z","mdx":{},"isBodyEmpty":false,"children":[]}]},{"_id":"656e38a26a272200770e4a42","title":"TEXT TO SPEECH aPI","slug":"speech-to-text","order":4,"reference":true,"project":"6422d7bd2e03b5004c6e088a","version":"6422d7bd2e03b5004c6e088f","createdAt":"2023-12-04T20:37:54.252Z","__v":0,"pages":[{"_id":"65d7a928f5c2680019c50762","api":{"method":"post","url":"/speak","auth":"never","results":{"codes":[{"code":"HTTP/1.1 200 OK\n< content-type: audio/mpeg\n< dg-model-name: aura-asteria-en\n< dg-model-uuid: e4979ab0-8475-4901-9d66-0a562a4949bb\n< dg-char-count: 32\n< access-control-allow-credentials: true\n< vary: origin\n< vary: access-control-request-method\n< vary: access-control-request-headers\n< dg-request-id: bf6fc5c7-8f84-479f-b70a-602cf5bf18f3\n< transfer-encoding: chunked\n< date: Thu, 29 Feb 2024 19:20:48 GMT","language":"http","status":200,"name":"Response Headers"},{"code":"{\n \"err_code\": \"INSUFFICIENT_PERMISSIONS\",\n \"err_msg\": \"Project does not have access to the requested model.\",\n \"request_id\": \"ef95ffc5-77c5-4420-a026-e25b577fe074\"\n}","language":"json","status":403,"name":null},{"code":"{\n \"err_code\": \"PAYLOAD_ERROR\",\n \"err_msg\": \"Failed to deserialize JSON payload. Please specify exactly one of `text` or `url` in the JSON body.\",\n \"request_id\": \"6a4a05ed-fd00-48ef-9f5a-a2ee6f2dfa9c\"\n}","language":"json","name":"Bad Request","status":400},{"code":"{\n \"err_code\": \"Payload Too Large\",\n \"err_msg\": \"Input text exceeds maximum character limit of 2000.\",\n \"request_id\": \"[unique_request_id]\"\n}","language":"json","name":"Input Text Exceeded Character Limit","status":413},{"code":"{\n \"err_code\": \"UNSUPPORTED_MEDIA_TYPE\",\n \"err_msg\": \" Content-Type header is not supported. Content-Type must be either `text/plain` or `application/json`.\",\n \"request_id\": \"[unique_request_id]\"\n}","language":"json","name":"Unsupported Content Type in Request","status":415}]},"params":[{"name":"bit_rate","type":"string","enumValues":"","default":"","desc":"Specifies the bitrate of the audio output. <a href=\"/docs/tts-bit-rate\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65d7ad5db0d84900631e6154"},{"name":"callback","type":"string","enumValues":"","default":"","desc":"Callback URL to provide if you would like your submitted text to be processed asynchronously. <a href=\"/docs/tts-callback\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65d7ad5db0d84900631e6153"},{"name":"container","type":"string","enumValues":"","default":"","desc":"Specifies the file format wrapper for the output audio. <a href=\"/docs/tts-container\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65d7ad5db0d84900631e6152"},{"name":"encoding","type":"string","enumValues":"","default":"","desc":"Allows you to specify the expected encoding of your audio output. <a href=\"/docs/tts-encoding\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65d7ad5db0d84900631e6151"},{"name":"model","type":"enum","enumValues":"aura-asteria-en, aura-hera-en, aura-luna-en, aura-stella-en, aura-athena-en, aura-zeus-en, aura-orion-en, aura-arcas-en, aura-perseus-en, aura-angus-en, aura-orpheus-en, aura-helios-en","default":"aura-asteria-en","desc":"AI model used to synthesize text into speech. Default: `aura-asteria-en`. <a href=\"/docs/tts-models\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65e119da94cbf5027efd66a4"},{"name":"sample_rate","type":"string","enumValues":"","default":"","desc":"Specifies the sample rate for the output audio. <a href=\"/docs/tts-sample-rate\">Learn More</a>.","required":false,"in":"query","ref":"","_id":"65d7ad5db0d84900631e6150"},{"name":"text","type":"string","enumValues":"","default":"Hello, how can I help you today?","desc":"Send text as a string or text/plain.","required":false,"in":"body","ref":"","_id":"65d7ad5db0d84900631e614f"},{"name":"Content-Type","type":"string","enumValues":"","default":"application/json","desc":"","required":false,"in":"header","ref":"","_id":"65d7ad5db0d84900631e614e"},{"name":"Accept","type":"array_string","enumValues":"","default":"audio/mpeg,audio/wav","desc":"","required":false,"in":"header","ref":"","_id":"6750adb7730e9c003e386e17"}],"examples":{"codes":[{"code":"const fetch = require('node-fetch'); \n\nconst url = 'https://api.deepgram.com/v1/speak?model=aura-asteria-en'; \nconst options = { \n method: 'POST', \n headers: {'Content-Type': 'application/json'}, \n body: JSON.stringify({text: 'Hello, how can I help you today?'}) \n}; \n \n fetch(url, options)\n .then(res => res.json())\n .then(json => console.log(json))\n .catch(err => console.error('error:' + err));\n","language":"node","name":null},{"code":"using System;\nusing System.Net.Http;\nusing System.Text;\nusing System.Threading.Tasks;\nusing System.IO;\n\nclass Program\n{\n static async Task Main(string[] args)\n {\n // Define your JSON object\n string json = \"{\\\"text\\\": \\\"Hello, how can I help you today?\\\"}\";\n\n // URL to which you want to send the request\n string url = \"https://api.deepgram.com/v1/speak\"; // Replace with your actual endpoint URL\n\n // API Key\n string apiKey = \"YOUR_DEEPGRAM_API_KEY\"; // Replace with your actual API key\n\n // Create an instance of HttpClient\n using (HttpClient httpClient = new HttpClient())\n {\n try\n {\n // Prepare the HTTP request content\n HttpContent content = new StringContent(json, Encoding.UTF8, \"application/json\");\n\n // Add Authorization header\n httpClient.DefaultRequestHeaders.Add(\"Authorization\", \"token \" + apiKey);\n\n // Send the POST request\n HttpResponseMessage response = await httpClient.PostAsync(url, content);\n\n // Check if the request was successful\n if (response.IsSuccessStatusCode)\n {\n // Read and save the response as binary data\n using (Stream audioStream = await response.Content.ReadAsStreamAsync())\n {\n // Specify where you want to save the audio file\n string filePath = \"your_output_file.mp3\";\n using (FileStream fileStream = File.Create(filePath))\n {\n using (BinaryWriter writer = new BinaryWriter(fileStream))\n {\n // Copy the binary data from the response stream to the file stream\n byte[] buffer = new byte[8192];\n int bytesRead;\n while ((bytesRead = await audioStream.ReadAsync(buffer, 0, buffer.Length)) > 0)\n {\n writer.Write(buffer, 0, bytesRead);\n }\n }\n }\n Console.WriteLine(\"Audio file saved successfully.\");\n }\n }\n else\n {\n Console.WriteLine(\"Request failed with status code: \" + response.StatusCode);\n }\n }\n catch (Exception ex)\n {\n Console.WriteLine(\"Error: \" + ex.Message);\n }\n }\n }\n}","language":"csharp","name":"HTTPCLIENT"},{"code":"from deepgram import (\n DeepgramClient,\n SpeakOptions,\n)\n\nSPEAK_OPTIONS = {\"text\": \"Hello, how can I help you today?\"}\nfilename = \"your_output_file.mp3\"\n\n\ndef main():\n try:\n deepgram = DeepgramClient(\"DEEPGRAM_API_KEY\")\n\n options = SpeakOptions(\n model=\"aura-asteria-en\",\n )\n\n response = deepgram.speak.v(\"1\").save(filename, SPEAK_OPTIONS, options)\n print(response.to_json(indent=4))\n\n except Exception as e:\n print(f\"Exception: {e}\")","language":"python","name":"SDK"},{"code":"import requests\n\nurl = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\"\nheaders = {\n \"Authorization\": \"Token DEEPGRAM_API_KEY\",\n \"Content-Type\": \"application/json\"\n}\npayload = {\n \"text\": \"Hello, how can I help you today?\"\n}\n\nresponse = requests.post(url, headers=headers, json=payload)\n\nif response.status_code == 200:\n with open(\"your_output_file.mp3\", \"wb\") as f:\n f.write(response.content)\n print(\"File saved successfully.\")\nelse:\n print(f\"Error: {response.status_code} - {response.text}\")\n","language":"python","name":"Requests"},{"code":"import http.client\nimport json\n\nurl = \"api.deepgram.com\"\nrequest_body = json.dumps({\"text\": \"Hello, how can I help you today?\"})\nheaders = {\n \"Authorization\": \"Token DEEPGRAM_API_KEY\", # Replace with your Deepgram API key\n \"Content-Type\": \"application/json\"\n}\n\nconn = http.client.HTTPSConnection(url)\n\nconn.request(\"POST\", \"/v1/speak?model=aura-asteria-en\", request_body, headers)\n\nresponse = conn.getresponse()\n\noutput_file_path = \"your_output_file.mp3\"\nwith open(output_file_path, \"wb\") as output_file:\n output_file.write(response.read())\n\nconn.close()\n\nprint(\"File saved successfully at:\", output_file_path)\n","language":"python","name":"HTTP Client"},{"code":"const { createClient } = require(\"@deepgram/sdk\");\nconst fs = require(\"fs\");\n\nconst deepgram = createClient(process.env.DEEPGRAM_API_KEY);\n\nconst text = \"Hello, how can I help you today?\";\n\nconst getAudio = async () => {\n const response = await deepgram.speak.request(\n { text },\n {\n model: \"aura-asteria-en\",\n encoding: \"linear16\",\n container: \"wav\",\n }\n );\n\n const stream = await response.getStream();\n const headers = await response.getHeaders();\n if (stream) {\n const buffer = await getAudioBuffer(stream);\n fs.writeFile(\"output.wav\", buffer, (err) => {\n if (err) {\n console.error(\"Error writing audio to file:\", err);\n } else {\n console.log(\"Audio file written to output.wav\");\n }\n });\n } else {\n console.error(\"Error generating audio:\", stream);\n }\n\n if (headers) {\n console.log(\"Headers:\", headers);\n }\n};\n\n// helper function to convert stream to audio buffer\nconst getAudioBuffer = async (response) => {\n const reader = response.getReader();\n const chunks = [];\n\n while (true) {\n const { done, value } = await reader.read();\n if (done) break;\n\n chunks.push(value);\n }\n\n const dataArray = chunks.reduce(\n (acc, chunk) => Uint8Array.from([...acc, ...chunk]),\n new Uint8Array(0)\n );\n\n return Buffer.from(dataArray.buffer);\n};\n\ngetAudio();","language":"javascript","name":"SDK"},{"code":"const https = require(\"https\");\nconst fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\nconst apiKey = \"DEEPGRAM_API_KEY\";\nconst data = JSON.stringify({\n text: \"Hello, how can I help you today?\",\n});\n\nconst options = {\n method: \"POST\",\n headers: {\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n },\n};\n\nconst req = https.request(url, options, (res) => {\n if (res.statusCode !== 200) {\n console.error(`HTTP error! Status: ${res.statusCode}`);\n return;\n }\n\n const dest = fs.createWriteStream(\"output.mp3\");\n res.pipe(dest);\n dest.on(\"finish\", () => {\n console.log(\"File saved successfully.\");\n });\n});\n\nreq.on(\"error\", (error) => {\n console.error(\"Error:\", error);\n});\n\nreq.write(data);\nreq.end();\n","language":"javascript","name":"https"},{"code":"package main\n\nimport (\n\t\"context\"\n\t\"encoding/json\"\n\t\"fmt\"\n\t\"os\"\n\n\tprettyjson \"github.com/hokaccha/go-prettyjson\"\n\n\tspeak \"github.com/deepgram/deepgram-go-sdk/pkg/api/speak/v1\"\n\tinterfaces \"github.com/deepgram/deepgram-go-sdk/pkg/client/interfaces\"\n\tclient \"github.com/deepgram/deepgram-go-sdk/pkg/client/speak\"\n)\n\nconst (\n\ttextToSpeech string = \"Hello, how can I help you today?\"\n\tfilePath string = \"./output.wav\"\n)\n\nfunc main() {\n\tclient.InitWithDefault()\n\n\tctx := context.Background()\n\n\toptions := interfaces.SpeakOptions{\n\t\tModel: \"aura-asteria-en\",\n\t\tEncoding: \"linear16\",\n\t\tContainer: \"wav\",\n\t}\n\n\t// NOTE: you can set your API KEY in your bash profile by typing the following line in your shell:\n\t// export DEEPGRAM_API_KEY = \"YOUR_DEEPGRAM_API_KEY\"\n\tc := client.NewWithDefaults()\n\tdg := speak.New(c)\n\n\tres, err := dg.ToSave(ctx, filePath, textToSpeech, options)\n\tif err != nil {\n\t\tfmt.Printf(\"FromStream failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tdata, err := json.Marshal(res)\n\tif err != nil {\n\t\tfmt.Printf(\"json.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\n\tprettyJson, err := prettyjson.Format(data)\n\tif err != nil {\n\t\tfmt.Printf(\"prettyjson.Marshal failed. Err: %v\\n\", err)\n\t\tos.Exit(1)\n\t}\n\tfmt.Printf(\"\\n\\nResult:\\n%s\\n\\n\", prettyJson)\n}\n","language":"go","name":"SDK"},{"code":"package main\n\nimport (\n\t\"fmt\"\n\t\"io\"\n\t\"net/http\"\n\t\"os\"\n\t\"strings\"\n)\n\nfunc main() {\n\turl := \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\"\n\tapiKey := \"DEEPGRAM_API_KEY\"\n\tpayload := strings.NewReader(`{\"text\": \"Hello, how can I help you today?\"}`)\n\n\tclient := &http.Client{}\n\treq, err := http.NewRequest(\"POST\", url, payload)\n\tif err != nil {\n\t\tfmt.Println(\"Error creating request:\", err)\n\t\treturn\n\t}\n\n\treq.Header.Set(\"Authorization\", \"Token \"+apiKey)\n\treq.Header.Set(\"Content-Type\", \"application/json\")\n\n\tresp, err := client.Do(req)\n\tif err != nil {\n\t\tfmt.Println(\"Error making request:\", err)\n\t\treturn\n\t}\n\tdefer resp.Body.Close()\n\n\tif resp.StatusCode != http.StatusOK {\n\t\tfmt.Printf(\"HTTP error! Status: %d\\n\", resp.StatusCode)\n\t\treturn\n\t}\n\n\toutputFile, err := os.Create(\"your_output_file.mp3\")\n\tif err != nil {\n\t\tfmt.Println(\"Error creating output file:\", err)\n\t\treturn\n\t}\n\tdefer outputFile.Close()\n\n\t_, err = io.Copy(outputFile, resp.Body)\n\tif err != nil {\n\t\tfmt.Println(\"Error copying response body:\", err)\n\t\treturn\n\t}\n\n\tfmt.Println(\"File saved successfully.\")\n}\n","language":"go","name":"net/http"},{"code":"const axios = require(\"axios\");\nconst fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\nconst apiKey = \"DEEPGRAM_API_KEY\";\nconst data = {\n text: \"Hello, how can I help you today?\",\n};\n\nconst config = {\n headers: {\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n },\n responseType: \"stream\", // Ensure the response is treated as a stream\n};\n\naxios\n .post(url, data, config)\n .then((response) => {\n if (response.status !== 200) {\n console.error(`HTTP error! Status: ${response.status}`);\n return;\n }\n\n const dest = fs.createWriteStream(\"output.mp3\");\n response.data.pipe(dest);\n dest.on(\"finish\", () => {\n console.log(\"File saved successfully.\");\n });\n })\n .catch((error) => {\n console.error(\"Error:\", error.message);\n });\n","language":"javascript","name":"axios"},{"code":"const fs = require(\"fs\");\n\nconst url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\nconst apiKey = \"DEEPGRAM_API_KEY\";\nconst outputFilePath = \"output_file.mp3\";\n\nconst body = JSON.stringify({\n text: \"Hello, how can I help you today?\",\n});\n\nconst headers = {\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n};\n\nconst options = {\n method: \"POST\",\n headers: headers,\n body: body,\n};\n\nfetch(url, options)\n .then((response) => {\n if (!response.ok) {\n throw new Error(\"Failed to make request:\", response.statusText);\n }\n return response.blob();\n })\n .then((blob) => {\n const reader = blob.stream().getReader();\n\n const fileStream = fs.createWriteStream(outputFilePath);\n reader.read().then(function processText({ done, value }) {\n if (done) {\n console.log(\"File downloaded successfully.\");\n return;\n }\n fileStream.write(Buffer.from(value));\n return reader.read().then(processText);\n });\n })\n .catch((error) => {\n console.error(\"Error:\", error);\n });\n","language":"javascript","name":"fetch"},{"code":"import fs from \"fs\";\nimport fetch from \"node-fetch\";\n\nconst url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\nconst apiKey = \"DEEPGRAM_API_KEY\";\nconst outputFilePath = \"output_file.mp3\";\n\nconst body = JSON.stringify({\n text: \"Hello, how can I help you today?\",\n});\n\nconst headers = {\n Authorization: `Token ${apiKey}`,\n \"Content-Type\": \"application/json\",\n};\n\nconst options = {\n method: \"POST\",\n headers: headers,\n body: body,\n};\n\nfetch(url, options)\n .then((response) => {\n if (!response.ok) {\n throw new Error(\"Failed to make request:\", response.statusText);\n }\n return response.buffer();\n })\n .then((data) => {\n fs.writeFileSync(outputFilePath, data);\n console.log(\"File downloaded successfully.\");\n })\n .catch((error) => {\n console.error(\"Error:\", error);\n });\n","language":"javascript","name":"node-fetch"},{"code":"#include <stdio.h>\n#include <stdlib.h>\n#include <string.h>\n#include <curl/curl.h>\n\nint main(void) {\n CURL *curl;\n CURLcode res;\n\n curl = curl_easy_init();\n if(curl) {\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\");\n headers = curl_slist_append(headers, \"Content-Type: application/json\");\n\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\");\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n\n const char *data = \"{\\\"text\\\": \\\"Hello, how can I help you today?\\\"}\"; // JSON data\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, data);\n\n FILE *file = fopen(\"your_output_file.mp3\", \"wb\");\n if (!file) {\n fprintf(stderr, \"Error: Unable to open output file\\n\");\n return 1;\n }\n curl_easy_setopt(curl, CURLOPT_WRITEDATA, file);\n\n res = curl_easy_perform(curl);\n if(res != CURLE_OK)\n fprintf(stderr, \"curl_easy_perform() failed: %s\\n\", curl_easy_strerror(res));\n\n curl_slist_free_all(headers);\n curl_easy_cleanup(curl);\n fclose(file);\n }\n return 0;\n}\n","language":"c"},{"code":"#include <iostream>\n#include <curl/curl.h>\n\nint main() {\n CURL *curl;\n CURLcode res;\n\n curl = curl_easy_init();\n if(curl) {\n curl_easy_setopt(curl, CURLOPT_URL, \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\");\n\n struct curl_slist *headers = NULL;\n headers = curl_slist_append(headers, \"Authorization: Token DEEPGRAM_API_KEY\"); // Replace YOUR_DEEPGRAM_API_KEY with your actual API key\n headers = curl_slist_append(headers, \"Content-Type: application/json\");\n curl_easy_setopt(curl, CURLOPT_HTTPHEADER, headers);\n\n curl_easy_setopt(curl, CURLOPT_POSTFIELDS, \"{\\\"text\\\": \\\"Hello, how can I help you today?\\\"}\");\n \n FILE *fp = fopen(\"your_output_file.mp3\", \"wb\");\n if (fp == NULL) {\n std::cerr << \"Failed to create output file.\" << std::endl;\n return 1;\n }\n\n curl_easy_setopt(curl, CURLOPT_WRITEDATA, fp);\n \n res = curl_easy_perform(curl);\n\n curl_slist_free_all(headers);\n curl_easy_cleanup(curl);\n fclose(fp);\n\n if(res != CURLE_OK)\n std::cerr << \"curl_easy_perform() failed: \" << curl_easy_strerror(res) << std::endl;\n }\n return 0;\n}\n","language":"cplusplus"},{"code":"Code example coming soon","language":"clojure"},{"code":"import okhttp3.*;\n\nimport java.io.FileOutputStream;\nimport java.io.IOException;\n\npublic class Main {\n public static void main(String[] args) throws IOException {\n String apiKey = \"DEEPGRAM_API_KEY\"; // Replace DEEPGRAM_API_KEY with your actual API key\n String url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\n String text = \"{\\\"text\\\": \\\"Hello, how can I help you today?\\\"}\";\n String outputFile = \"your_output_file.mp3\";\n\n OkHttpClient client = new OkHttpClient();\n\n RequestBody requestBody = RequestBody.create(MediaType.parse(\"application/json\"), text);\n Request request = new Request.Builder()\n .url(url)\n .header(\"Authorization\", \"Token \" + apiKey)\n .post(requestBody)\n .build();\n\n try (Response response = client.newCall(request).execute()) {\n if (!response.isSuccessful()) {\n throw new IOException(\"Unexpected response code: \" + response);\n }\n\n try (FileOutputStream fos = new FileOutputStream(outputFile)) {\n fos.write(response.body().bytes());\n System.out.println(\"Audio file saved: \" + outputFile);\n }\n }\n }\n}\n\n","language":"java","name":"okhttp3"},{"code":"\nimport java.io.FileOutputStream;\nimport java.io.IOException;\nimport java.net.URI;\nimport java.net.http.HttpClient;\nimport java.net.http.HttpRequest;\nimport java.net.http.HttpResponse;\nimport java.nio.file.Files;\nimport java.nio.file.Path;\nimport java.nio.file.Paths;\n\npublic class Main {\n public static void main(String[] args) throws IOException, InterruptedException {\n String apiKey = \"DEEPGRAM_API_KEY\"; // Replace DEEPGRAM_API_KEY with your actual API key\n String url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\n String text = \"{\\\"text\\\": \\\"Hello, how can I help you today?\\\"}\";\n String outputFile = \"your_output_file.mp3\";\n\n HttpClient httpClient = HttpClient.newHttpClient();\n \n HttpRequest request = HttpRequest.newBuilder()\n .uri(URI.create(url))\n .header(\"Authorization\", \"Token \" + apiKey)\n .header(\"Content-Type\", \"application/json\")\n .POST(HttpRequest.BodyPublishers.ofString(text))\n .build();\n\n HttpResponse<byte[]> response = httpClient.send(request, HttpResponse.BodyHandlers.ofByteArray());\n\n if (response.statusCode() == 200) {\n byte[] audioData = response.body();\n Path outputPath = Paths.get(outputFile);\n Files.write(outputPath, audioData);\n System.out.println(\"Audio file saved: \" + outputPath);\n } else {\n System.err.println(\"Error: \" + response.statusCode() + \" - \" + response.body());\n }\n }\n}\n","language":"java","name":"HTTPClient"},{"code":"Code example coming soon","language":"kotlin"},{"code":"Code example coming soon","language":"objectivec"},{"code":"Code example coming soon","language":"ocaml"},{"code":"<?php\n\n$url = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\";\n$api_key = \"DEEPGRAM_API_KEY\";\n$data = array(\n 'text' => \"Hello, how can I help you today?\"\n);\n\n$ch = curl_init();\n\ncurl_setopt($ch, CURLOPT_URL, $url);\ncurl_setopt($ch, CURLOPT_POST, true);\ncurl_setopt($ch, CURLOPT_POSTFIELDS, json_encode($data));\ncurl_setopt($ch, CURLOPT_RETURNTRANSFER, true);\ncurl_setopt($ch, CURLOPT_HTTPHEADER, array(\n 'Authorization: Token ' . $api_key,\n 'Content-Type: application/json'\n));\n\n$response = curl_exec($ch);\n\nif(curl_errno($ch)) {\n echo 'Error: ' . curl_error($ch);\n}\n\ncurl_close($ch);\n\nfile_put_contents('your_output_file.mp3', $response);\n\n?>\n","language":"php"},{"code":"Code example coming soon","language":"powershell"},{"code":"Code example coming soon","language":"r"},{"code":"require 'net/http'\nrequire 'uri'\n\nuri = URI.parse(\"https://api.deepgram.com/v1/speak?model=aura-asteria-en\")\nhttp = Net::HTTP.new(uri.host, uri.port)\nhttp.use_ssl = true\n\nrequest = Net::HTTP::Post.new(uri.request_uri)\nrequest['Authorization'] = 'Token DEEPGRAM_API_KEY' # Replace with your Deepgram API key\nrequest['Content-Type'] = 'application/json'\nrequest.body = '{\"text\": \"Hello, how can I help you today?\"}'\n\nresponse = http.request(request)\n\nif response.code == '200'\n File.open('your_output_file.mp3', 'wb') do |file|\n file.write(response.body)\n end\n puts 'File saved successfully.'\nelse\n puts \"Error: #{response.code} #{response.message}\"\nend\n","language":"ruby","name":"net/http"},{"code":"require 'httparty'\n\nurl = \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\"\nheaders = {\n \"Authorization\" => \"Token DEEPGRAM_API_KEY\", # Replace with your Deepgram API key\n \"Content-Type\" => \"application/json\"\n}\nbody = {\n \"text\" => \"Hello, how can I help you today?\"\n}\n\nresponse = HTTParty.post(url, headers: headers, body: body.to_json)\n\nif response.code == 200\n File.open('your_output_file.mp3', 'wb') do |file|\n file.write(response.body)\n end\n puts 'File saved successfully.'\nelse\n puts \"Error: #{response.code} #{response.message}\"\nend\n","language":"ruby","name":"httparty"},{"code":"import Foundation\n\n// Specify the URL for the Deepgram API endpoint\nlet url = URL(string: \"https://api.deepgram.com/v1/speak?model=aura-asteria-en\")!\n\n// Replace DEEPGRAM_API_KEY with your actual API key\nlet apiKey = \"DEEPGRAM_API_KEY\"\n\n// Text to be converted to speech\nlet textToSpeak = \"Hello, how can I help you today?\"\n\n// Create the URLRequest object\nvar request = URLRequest(url: url)\nrequest.httpMethod = \"POST\"\n\n// Set request headers\nrequest.setValue(\"Token \\(apiKey)\", forHTTPHeaderField: \"Authorization\")\nrequest.setValue(\"application/json\", forHTTPHeaderField: \"Content-Type\")\n\n// Create request body with text data\nlet textData = [\"text\": textToSpeak]\nlet jsonData = try! JSONSerialization.data(withJSONObject: textData)\nrequest.httpBody = jsonData\n\n// Create URLSession task to perform the request\nlet task = URLSession.shared.dataTask(with: request) { data, response, error in\n if let error = error {\n print(\"Error: \\(error)\")\n return\n }\n \n guard let httpResponse = response as? HTTPURLResponse, (200...299).contains(httpResponse.statusCode) else {\n print(\"Error: Invalid response\")\n return\n }\n \n if let audioData = data {\n do {\n // Specify the path to save the output MP3 file\n let outputPath = \"your_output_file.mp3\"\n try audioData.write(to: URL(fileURLWithPath: outputPath))\n print(\"MP3 file saved at: \\(outputPath)\")\n } catch {\n print(\"Error saving MP3 file: \\(error)\")\n }\n } else {\n print(\"Error: No response data\")\n }\n}\n\n// Start the URLSession task\ntask.resume()\n\n// Keep the program running until the URLSession task completes\nRunLoop.main.run()\n","language":"swift"}]},"apiSetting":"6424a4f5e2b5be000ad8feae"},"title":"Transform Text-to-Speech - REST","icon":"","type":"endpoint","slug":"text-to-speech-api","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"tts-api","category":"656e38a26a272200770e4a42","createdAt":"2024-02-22T20:06:00.743Z","parentDoc":null,"mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"66c5075203ad35004a8a55dd","api":{"method":"get","url":"","auth":"required","results":{"codes":[{"name":"","code":"{}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400}]},"params":[],"examples":{"codes":[]}},"title":"Transform Text-to-Speech - Streaming","icon":"","type":"basic","slug":"transform-text-to-speech-websocket","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","category":"656e38a26a272200770e4a42","createdAt":"2024-08-20T21:14:58.543Z","parentDoc":null,"mdx":{},"isBodyEmpty":false,"children":[]}]},{"_id":"65bd1459a8f9cd0063a614a1","title":"Text Intelligence API","slug":"text-to-text-api","order":5,"reference":true,"project":"6422d7bd2e03b5004c6e088a","version":"6422d7bd2e03b5004c6e088f","createdAt":"2024-02-02T16:12:09.956Z","__v":0,"pages":[{"_id":"65bd24d930dcf50023f5eefd","api":{"method":"post","url":"/read","auth":"required","results":{"codes":[{"name":"","code":"{\n \"metadata\": {\n \"request_id\": \"9a110df0-17bb-40ec-94c2-3cb7f862a045\",\n \"created\": \"2024-02-02T19:00:43.271Z\",\n \"language\": \"en\",\n \"summary_info\": {\n \"model_uuid\": \"67875a7f-c9c4-48a0-aa55-5bdb8a91c34a\",\n \"input_tokens\": 1855,\n \"output_tokens\": 123\n },\n \"sentiment_info\": {\n \"model_uuid\": \"ba5b22e4-b39a-4550-a4bc-d8655f5092bc\",\n \"input_tokens\": 2043,\n \"output_tokens\": 2047\n },\n \"topics_info\": {\n \"model_uuid\": \"ba5b22e4-b39a-4550-a4bc-d8655f5092bc\",\n \"input_tokens\": 2043,\n \"output_tokens\": 225\n },\n \"intents_info\": {\n \"model_uuid\": \"ba5b22e4-b39a-4550-a4bc-d8655f5092bc\",\n \"input_tokens\": 2043,\n \"output_tokens\": 65\n }\n },\n \"results\": {\n \"summary\": {\n \"text\": \"The potential for voice-based interfaces in conversational AI applications is discussed, with a focus on voice-premises and wearable devices. The success of voice-first experiences and tools, including DeepgramQuad, has led to rapid development of these technologies. The speakers emphasize the benefits of voice quality, including the ability to swap between voices, the naturalness of the flow of conversations, and the importance of tailoring voice to specific applications. They also discuss the potential for AI to be a panacea for speech recognition and text-to-speech capabilities, with a focus on speed, quality, and cost-efficiency.\"\n },\n \"topics\": {\n \"segments\": [\n {\n \"text\": \"Meet Deepgram Aura: real-time text-to-speech for real-time AI agents ---------- It’s been a year since large language models (LLMs) seemingly went mainstream overnight (Happy Birthday, ChatGPT!!!), and the world has witnessed both rapid development of these technologies and immense interest in their potential.\",\n \"start_word\": 1,\n \"end_word\": 43,\n \"topics\": [\n {\n \"topic\": \"Real-time text-to-speech\",\n \"confidence_score\": 0.02132084\n }\n ]\n },\n {\n \"text\": \"We believe that we have reached an inflection point where voice-based interfaces will be the primary means to accessing LLMs and the experiences they unlock.\",\n \"start_word\": 43,\n \"end_word\": 67,\n \"topics\": [\n {\n \"topic\": \"Llms experiences\",\n \"confidence_score\": 0.017349197\n },\n {\n \"topic\": \"Voice-based interfaces\",\n \"confidence_score\": 0.79457426\n }\n ]\n },\n {\n \"text\": \"Thanks to ChatGPT and the advent of the LLM era, the conversational AI tech stack has advanced sufficiently to support productive (not frustrating) voice-powered AI assistants and agents that can interact with humans in a natural manner.\",\n \"start_word\": 158,\n \"end_word\": 194,\n \"topics\": [\n {\n \"topic\": \"Voice-powered ai agents\",\n \"confidence_score\": 0.0036265212\n }\n ]\n },\n {\n \"text\": \"That’s why we’re excited to introduce our own text-to-speech (TTS) API, Deepgram Aura, built for real-time, conversational voice AI agents.\",\n \"start_word\": 270,\n \"end_word\": 289,\n \"topics\": [\n {\n \"topic\": \"Conversational ai\",\n \"confidence_score\": 0.26679963\n }\n ]\n },\n {\n \"text\": \"We are thrilled about the progress our initial group of developers has made using Aura, so much so that we are extending limited access to a select few partners who will be free to begin integrating with Aura immediately.\",\n \"start_word\": 333,\n \"end_word\": 371,\n \"topics\": [\n {\n \"topic\": \"Aura integration\",\n \"confidence_score\": 0.2293859\n }\n ]\n },\n {\n \"text\": \"High Production is all about crafting the perfect voice. It's used in projects where every tone and inflection matters, like in video games or audiobooks, to really bring a scene or story to life.\",\n \"start_word\": 434,\n \"end_word\": 467,\n \"topics\": [\n {\n \"topic\": \"High throughput\",\n \"confidence_score\": 0.4301796\n }\n ]\n },\n {\n \"text\": \"High Production is all about crafting the perfect voice. It's used in projects where every tone and inflection matters, like in video games or audiobooks, to really bring a scene or story to life. Here, voice quality is king, with creators investing hours to fine-tune every detail for a powerful emotional impact.\",\n \"start_word\": 434,\n \"end_word\": 485,\n \"topics\": [\n {\n \"topic\": \"Voice ai technology\",\n \"confidence_score\": 0.5011565\n }\n ]\n },\n {\n \"text\": \"These tasks are relevant to just about everyone on the planet, and they require fast, efficient text-to-speech conversion for an AI agent to fulfill them.\",\n \"start_word\": 569,\n \"end_word\": 593,\n \"topics\": [\n {\n \"topic\": \"Text-to-speech conversion\",\n \"confidence_score\": 0.56403285\n },\n {\n \"topic\": \"Importance of text-to-speech\",\n \"confidence_score\": 0.0008262385\n }\n ]\n },\n {\n \"text\": \"While voice quality is still important to keep users engaged, quality here is more about the naturalness of the flow of conversation and less about sounding like Morgan Freeman.\",\n \"start_word\": 594,\n \"end_word\": 622,\n \"topics\": [\n {\n \"topic\": \"Conversation quality\",\n \"confidence_score\": 0.0012676471\n }\n ]\n },\n {\n \"text\": \"While voice quality is still important to keep users engaged, quality here is more about the naturalness of the flow of conversation and less about sounding like Morgan Freeman. But the primary focus for most customers in this category is on improving customer outcomes, meaning speed and efficiency are must-haves for ensuring these everyday exchanges are smooth and reliable at high volume.\",\n \"start_word\": 594,\n \"end_word\": 655,\n \"topics\": [\n {\n \"topic\": \"Quality assurance\",\n \"confidence_score\": 0.08728356\n },\n {\n \"topic\": \"User engagement\",\n \"confidence_score\": 0.011892504\n }\n ]\n },\n {\n \"text\": \"And our customers would be more than satisfied with the conversation quality.\\\" Jordan Dearsley, Co-founder at Vapi Although high production use cases seem to be well-served with UI-centric production tools, high throughput, real-time use cases still mostly rely on APIs provided by the major cloud providers.\",\n \"start_word\": 672,\n \"end_word\": 717,\n \"topics\": [\n {\n \"topic\": \"Conversation quality\",\n \"confidence_score\": 0.9803023\n }\n ]\n },\n {\n \"text\": \"Furthermore, we are dedicated to tailoring these voices to their specific applications, ensuring they remain composed and articulate, particularly in enunciating account numbers and business names with precision.\",\n \"start_word\": 818,\n \"end_word\": 845,\n \"topics\": [\n {\n \"topic\": \"Ai-based voice recognition\",\n \"confidence_score\": 0.003596105\n }\n ]\n },\n {\n \"text\": \"The quality and overall performance will continue to improve with additional model training and refinement. We encourage you to give them a listen and note the naturalness of their cadence, rhythm, and tone in the flow of conversation with another human.\",\n \"start_word\": 953,\n \"end_word\": 993,\n \"topics\": [\n {\n \"topic\": \"Aura performance\",\n \"confidence_score\": 0.0024802522\n }\n ]\n },\n {\n \"text\": \"Along the way, we’ve transcribed trillions of spoken words into highly accurate transcriptions.\",\n \"start_word\": 1018,\n \"end_word\": 1030,\n \"topics\": [\n {\n \"topic\": \"Api-based transcriptions\",\n \"confidence_score\": 0.004975504\n }\n ]\n },\n {\n \"text\": \"Our model research team has developed novel transformer architectures equipped to deal with the nuances of conversational audio–across different languages, accents, and dialects, while handling disfluencies and the changing rhythms, tones, cadences, and inflections that occur in natural, back-and-forth conversations.\",\n \"start_word\": 1032,\n \"end_word\": 1071,\n \"topics\": [\n {\n \"topic\": \"Languages\",\n \"confidence_score\": 0.0004280001\n }\n ]\n },\n {\n \"text\": \"So what can you expect from Aura? Delivering the same market-leading value and performance as Nova-2 does for STT. Aura is built to be the panacea for speed, quality, and efficiency–the fastest of the high-quality options, and the best quality of the fast ones.\",\n \"start_word\": 1223,\n \"end_word\": 1266,\n \"topics\": [\n {\n \"topic\": \"Aura\",\n \"confidence_score\": 0.3260436\n },\n {\n \"topic\": \"Aura\",\n \"confidence_score\": 0.032662213\n }\n ]\n },\n {\n \"text\": \"Delivering the same market-leading value and performance as Nova-2 does for STT. Aura is built to be the panacea for speed, quality, and efficiency–the fastest of the high-quality options, and the best quality of the fast ones.\",\n \"start_word\": 1230,\n \"end_word\": 1266,\n \"topics\": [\n {\n \"topic\": \"Performance\",\n \"confidence_score\": 0.0063725146\n }\n ]\n },\n {\n \"text\": \"\\\"Deepgram is a valued partner, providing our customers with high throughput speech-to-text that delivers unrivaled performance without tradeoffs between quality, speed, and cost.\",\n \"start_word\": 1284,\n \"end_word\": 1306,\n \"topics\": [\n {\n \"topic\": \"Speech-to-text\",\n \"confidence_score\": 0.20689109\n }\n ]\n }\n ]\n },\n \"intents\": {\n \"segments\": [\n {\n \"text\": \"That’s why we’re excited to introduce our own text-to-speech (TTS) API, Deepgram Aura, built for real-time, conversational voice AI agents.\",\n \"start_word\": 270,\n \"end_word\": 289,\n \"intents\": [\n {\n \"intent\": \"Introduce deepgram ura\",\n \"confidence_score\": 0.72176206\n },\n {\n \"intent\": \"Provide voice-based agents\",\n \"confidence_score\": 0.0034496784\n }\n ]\n },\n {\n \"text\": \"Here, voice quality is king, with creators investing hours to fine-tune every detail for a powerful emotional impact.\",\n \"start_word\": 468,\n \"end_word\": 485,\n \"intents\": [\n {\n \"intent\": \"Demonstrate quality\",\n \"confidence_score\": 0.000025880421\n }\n ]\n },\n {\n \"text\": \"The quality and overall performance will continue to improve with additional model training and refinement. We encourage you to give them a listen and note the naturalness of their cadence, rhythm, and tone in the flow of conversation with another human.\",\n \"start_word\": 953,\n \"end_word\": 993,\n \"intents\": [\n {\n \"intent\": \"Enhance voice performance\",\n \"confidence_score\": 0.0164178\n }\n ]\n },\n {\n \"text\": \"And all the while, we’ve purposefully built our models under limited constraints to optimize their speed and efficiency.\",\n \"start_word\": 1071,\n \"end_word\": 1088,\n \"intents\": [\n {\n \"intent\": \"Optimize audio performance\",\n \"confidence_score\": 0.28505138\n }\n ]\n }\n ]\n },\n \"sentiments\": {\n \"segments\": [\n {\n \"text\": \"Meet Deepgram Aura: real-time text-to-speech for real-time AI agents ---------- It’s been a year since large language models (LLMs) seemingly went mainstream overnight (Happy Birthday, ChatGPT!!!), and the world has witnessed both rapid development of these technologies and immense interest in their potential.\",\n \"start_word\": 0,\n \"end_word\": 42,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.18202751874923703\n },\n {\n \"text\": \"We believe that we have reached an inflection point where voice-based interfaces will be the primary means to accessing LLMs and the experiences they unlock. Here are a few recent signals in support of our thesis: - Good old fashioned voice notes are enjoying a healthy resurgence.\",\n \"start_word\": 43,\n \"end_word\": 89,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.38409921526908875\n },\n {\n \"text\": \"- According to a recent survey, a majority of respondents stated phone calls are still their preferred communication channel for resolving customer service issues. - An emerging boom in wearable devices equipped with continuous listening and speech AI technology is gaining steam. - OpenAI recently enabled voice interactions in ChatGPT. - A wave of interest in voice-first experiences and tools is sweeping across brands, investors, and tech companies.\",\n \"start_word\": 90,\n \"end_word\": 157,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.2346823811531067\n },\n {\n \"text\": \"Thanks to ChatGPT and the advent of the LLM era, the conversational AI tech stack has advanced sufficiently to support productive (not frustrating) voice-powered AI assistants and agents that can interact with humans in a natural manner.\",\n \"start_word\": 158,\n \"end_word\": 194,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4896208047866822\n },\n {\n \"text\": \"We have already observed this from our most innovative customers who are actively turning to these technologies to build a diverse range of AI agents for voice ordering systems, interview bots, personal AI assistants, automated drive-thru tellers, and autonomous sales and customer service agents.\",\n \"start_word\": 195,\n \"end_word\": 238,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.26346486806869507\n },\n {\n \"text\": \"While these AI agents hold immense potential, many customers have expressed their dissatisfaction with the current crop of voice AI vendors, citing roadblocks related to speed, cost, reliability, and conversational quality.\",\n \"start_word\": 239,\n \"end_word\": 269,\n \"sentiment\": \"negative\",\n \"sentiment_score\": -0.4057016372680664\n },\n {\n \"text\": \"That’s why we’re excited to introduce our own text-to-speech (TTS) API, Deepgram Aura, built for real-time, conversational voice AI agents. Whether used on its own or in conjunction with our industry-leading Nova-2 speech-to-text API, we’ll soon provide developers with a complete speech AI platform, giving them the essential building blocks they need to build high throughput, real-time AI agents of the future.\",\n \"start_word\": 270,\n \"end_word\": 331,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4036688804626465\n },\n {\n \"text\": \"We are thrilled about the progress our initial group of developers has made using Aura, so much so that we are extending limited access to a select few partners who will be free to begin integrating with Aura immediately. With their feedback, we’ll continue to enhance our suite of voices and API features, as well as ensure a smooth launch of their production-grade applications.\",\n \"start_word\": 332,\n \"end_word\": 395,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.6666476130485535\n },\n {\n \"text\": \"What Customers Want ---------- I feel the need, the need for speed What we’ve heard from many of our customers and partners is that voice AI technology today caters to two main areas: high production or high throughput. High Production is all about crafting the perfect voice.\",\n \"start_word\": 396,\n \"end_word\": 442,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.10989074409008026\n },\n {\n \"text\": \"It's used in projects where every tone and inflection matters, like in video games or audiobooks, to really bring a scene or story to life. Here, voice quality is king, with creators investing hours to fine-tune every detail for a powerful emotional impact. The primary benefit is the ability to swap out a high-paid voice actor with AI where you have more dynamic control over what’s being said while also achieving some cost savings. But these use cases are more specialized and represent just a sliver of the overall voice AI opportunity.\",\n \"start_word\": 443,\n \"end_word\": 534,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4490419030189514\n },\n {\n \"text\": \"On the flip side, High Throughput is about handling many quick, one-off interactions for real-time conversations at scale. Think fast food ordering, booking appointments, or inquiring about the latest deals at a car dealership. These tasks are relevant to just about everyone on the planet, and they require fast, efficient text-to-speech conversion for an AI agent to fulfill them. While voice quality is still important to keep users engaged, quality here is more about the naturalness of the flow of conversation and less about sounding like Morgan Freeman.\",\n \"start_word\": 535,\n \"end_word\": 622,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.2202893942594528\n },\n {\n \"text\": \"But the primary focus for most customers in this category is on improving customer outcomes, meaning speed and efficiency are must-haves for ensuring these everyday exchanges are smooth and reliable at high volume. \\\"Deepgram showed me less than 200ms latency today. That's the fastest text-to-speech I’ve ever seen.\",\n \"start_word\": 623,\n \"end_word\": 670,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4590202569961548\n },\n {\n \"text\": \"And our customers would be more than satisfied with the conversation quality.\\\" Jordan Dearsley, Co-founder at Vapi Although high production use cases seem to be well-served with UI-centric production tools, high throughput, real-time use cases still mostly rely on APIs provided by the major cloud providers.\",\n \"start_word\": 671,\n \"end_word\": 716,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.01252671144902706\n },\n {\n \"text\": \"And our customers have been telling us that they’ve been falling short, with insufficient quality for a good user experience, too much latency to make real-time use cases work, and costs too expensive to operate at scale.\",\n \"start_word\": 717,\n \"end_word\": 753,\n \"sentiment\": \"negative\",\n \"sentiment_score\": -0.49942296743392944\n },\n {\n \"text\": \"More human than human ---------- With Aura, we’ll give realistic voices to AI agents. Our goal is to craft text-to-speech capabilities that mirror natural human conversations, including timely responses, the incorporation of natural speech fillers like 'um' and 'uh' during contemplation, and the modulation of tone and emotion according to the conversational context. We aim to incorporate laughter and other speech nuances as well. Furthermore, we are dedicated to tailoring these voices to their specific applications, ensuring they remain composed and articulate, particularly in enunciating account numbers and business names with precision. \\\"I don’t really consider Azure and the other guys anymore because the voices sound so robotic.\\\" Jordan Dearsley, Co-founder at Vapi In blind evaluation trials conducted for benchmarking, early versions of Aura have consistently been rated as sounding more human than prominent alternatives, even outranking human speakers for various audio clips more often than not on average.\",\n \"start_word\": 754,\n \"end_word\": 902,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.10511736571788788\n },\n {\n \"text\": \"We were pleasantly surprised by these results (stay tuned for a future post containing comprehensive benchmarks for speed and quality soon!), so much so that we’re accelerating our development timeline and publicly announcing today’s waitlist expansion.\",\n \"start_word\": 903,\n \"end_word\": 938,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4318973124027252\n },\n {\n \"text\": \"Here are some sample clips generated by one of the earliest iterations of Aura.\",\n \"start_word\": 939,\n \"end_word\": 952,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.1747044026851654\n },\n {\n \"text\": \"The quality and overall performance will continue to improve with additional model training and refinement.\",\n \"start_word\": 953,\n \"end_word\": 967,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.3693663775920868\n },\n {\n \"text\": \"We encourage you to give them a listen and note the naturalness of their cadence, rhythm, and tone in the flow of conversation with another human. Our Approach ---------- For nearly a decade, we’ve worked tirelessly to advance the art of the possible in speech recognition and spoken language understanding. Along the way, we’ve transcribed trillions of spoken words into highly accurate transcriptions.\",\n \"start_word\": 968,\n \"end_word\": 1030,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.2442323863506317\n },\n {\n \"text\": \"Our model research team has developed novel transformer architectures equipped to deal with the nuances of conversational audio–across different languages, accents, and dialects, while handling disfluencies and the changing rhythms, tones, cadences, and inflections that occur in natural, back-and-forth conversations. And all the while, we’ve purposefully built our models under limited constraints to optimize their speed and efficiency. With support for dozens of languages and custom model training, our technical team has trained and deployed thousands of speech AI models (more than anybody else) which we operate and manage for our customers each day using our own computing infrastructure. We also have our own in-house data labeling and data ops team with years of experience building bespoke workflows to record, store, and transfer vast amounts of audio in order to label it and continuously grow our bank of high-quality data (millions of hours and counting) used in our model training. These combined experiences have made us experts in processing and modeling speech audio, especially in support of streaming use cases with our real-time STT models. Our customers have been asking if we could apply the same approach for TTS, and we can. So what can you expect from Aura?\",\n \"start_word\": 1031,\n \"end_word\": 1229,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.18155942857265472\n },\n {\n \"text\": \"Delivering the same market-leading value and performance as Nova-2 does for STT. Aura is built to be the panacea for speed, quality, and efficiency–the fastest of the high-quality options, and the best quality of the fast ones. And that’s really what end users need and what our customers have been asking us to build. \\\"Deepgram is a valued partner, providing our customers with high throughput speech-to-text that delivers unrivaled performance without tradeoffs between quality, speed, and cost.\",\n \"start_word\": 1230,\n \"end_word\": 1306,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.4960947036743164\n },\n {\n \"text\": \"We're excited to see Deepgram extend their speech AI platform and bring this approach to the text-to-speech market.\\\" - Richard Dumas, VP AI Product Strategy at Five9 What's Next ---------- As we’ve discussed, scaled voice agents are a high throughput use case, and we believe their success will ultimately depend on a unified approach to audio, one that strikes the right balance between natural voice quality, responsiveness, and cost-efficiency. And with Aura, we’re just getting started.\",\n \"start_word\": 1307,\n \"end_word\": 1382,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.2990237772464752\n },\n {\n \"text\": \"We’re looking forward to continuing to work with customers like Asurion and partners like Five9 across speech-to-text AND text-to-speech as we help them define the future of AI agents, and we invite you to join us on this journey.\",\n \"start_word\": 1383,\n \"end_word\": 1421,\n \"sentiment\": \"positive\",\n \"sentiment_score\": 0.5466783046722412\n },\n {\n \"text\": \"We expect to release generally early next year, but if you’re working on any real-time AI agent use cases, join our waitlist today to jumpstart your development in production as we continue to refine our model and API features with your direct feedback.\",\n \"start_word\": 1422,\n \"end_word\": 1464,\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.32348108291625977\n }\n ],\n \"average\": {\n \"sentiment\": \"neutral\",\n \"sentiment_score\": 0.2622680365893686\n }\n }\n }\n}","language":"json","status":200},{"name":"","code":"{\n \"err_code\": \"INVALID_QUERY_PARAMETER\",\n \"err_msg\": \"Failed to deserialize query parameters: missing field `language`\",\n \"request_id\": \"93e5876e-422b-4254-a128-18691012864f\"\n}","language":"json","status":400}]},"params":[{"name":"text","type":"string","enumValues":"","default":"","desc":"Basic text request (when sending the text as a string or text/plain)","required":false,"in":"body","ref":"","_id":"65bd3d9dd37b09005b80e609"},{"name":"Content-Type","type":"string","enumValues":"","default":"application/json","desc":"","required":false,"in":"header","ref":"","_id":"65bd3d9dd37b09005b80e607"},{"name":"callback","type":"string","enumValues":"","default":"","desc":"Callback URL to provide if you would like your submitted audio to be processed asynchronously. <a href=\"/docs/text-intelligence-callback\">Learn More</a>","required":false,"in":"query","ref":"","_id":"677c5fb0fa5037bd9b6cac39"},{"name":"callback_method","type":"string","enumValues":"","default":"","desc":"Enable a callback method. Use put or post. <a href=\"/docs/text-intelligence-callback\">Learn More</a>","required":false,"in":"query","ref":"","_id":"677c5fb0fa5037bd9b6cac38"},{"name":"url","type":"string","enumValues":"","default":"","desc":"Basic URL request (when sending the text as a hosted URL)","required":false,"in":"body","ref":"","_id":"65bd3d9dd37b09005b80e608"},{"name":"custom_topic","type":"string","enumValues":"","default":"","desc":"A custom topic you want the model to detect within your input audio if present. Submit up to one hundred topics. <a href=\"/docs/text-topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd44cea9f372003ee74adc"},{"name":"custom_topic_mode","type":"enum","enumValues":"extended, strict","default":"","desc":"When `strict`, the model will only return topics submitted using the `custom_topic` param. When `extended`, the model will return its own detected topics in addition to those submitted using the `custom_topic` param. Default: `extended` <a href=\"/docs/text-topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd44cea9f372003ee74adb"},{"name":"intents","type":"boolean","enumValues":"","default":"","desc":"Recognizes speaker intent throughout an entire input text. Returns a list of text segments and the intents found within each segment. <a href=\"/docs/text-intention-recognition\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd24d930dcf50023f5eefe"},{"name":"language","type":"string","enumValues":"en","default":"en","desc":"Required: `en`. The language of your input text. (Only English language is supported at this time)","required":false,"in":"query","ref":"","_id":"65bd3d9dd37b09005b80e606"},{"name":"sentiment","type":"boolean","enumValues":"","default":"","desc":"Recognizes the sentiment of the entire input text and detects a shift in sentiment throughout. 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Returns a list of text segments and the topics found within each segment. <a href=\"/docs/text-topic-detection\">Learn More</a>","required":false,"in":"query","ref":"","_id":"65bd3d9dd37b09005b80e60a"}],"examples":{"codes":[]},"apiSetting":"6424a4f5e2b5be000ad8feae"},"title":"Analyze Text","icon":"","type":"endpoint","slug":"analyze-text","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":null,"category":"65bd1459a8f9cd0063a614a1","createdAt":"2024-02-02T17:22:33.149Z","mdx":{},"isBodyEmpty":true,"children":[]}]},{"_id":"671694a7bd44f5004ced168a","title":"MANAGEMENT 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Project\"}]}","language":"json","status":200},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403}]}},"title":"Get Projects","icon":"","type":"endpoint","slug":"get-projects","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ed29218e0270057be387a","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T17:26:05.408Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"643ef280af85a3001154eebb","api":{"method":"get","url":"/projects/{project_id}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve information. (UUID)","required":false,"in":"path","ref":"","_id":"643ef2b96a6788000b111408"},{"name":"limit","type":"int","enumValues":"","default":"","desc":"Number of results to return per page. Default 10. Range [1,100]","required":false,"in":"query","ref":"","_id":"6595f5188d4a70004c0f377d"},{"name":"start","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"Start date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM","required":false,"in":"query","ref":"","_id":"6595f5188d4a70004c0f377c"},{"name":"end","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"End date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM.","required":false,"in":"query","ref":"","_id":"6595f5188d4a70004c0f377b"},{"name":"page","type":"int","enumValues":"","default":"","desc":"Navigate and return the results to retrieve specific portions of information of the response.","required":false,"in":"query","ref":"","_id":"6595f5188d4a70004c0f377a"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n \"project_id\": \"uuid\",\n \"name\": \"string\",\n}","language":"json","status":200},{"name":"","code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404},{"code":"UUID parsing failed: invalid length: expected length 32 for simple format, found X","language":"text","status":404},{"code":"","language":"json","status":400}]}},"title":"Get Project","icon":"","type":"endpoint","slug":"get-project","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ed29218e0270057be387a","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:41:52.052Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"643ef2fd4885e600663bea7b","api":{"method":"patch","url":"/projects/{project_id}","auth":"required","results":{"codes":[{"name":"","code":"{\n \"message\": \"Successfully updated project info.\"\n}","language":"json","status":200},{"name":"","code":"{\n \"category\": \"INSUFFICIENT_PERMISSIONS\",\n \"message\": \"Your account does not have the required scope to perform that action for this project.\",\n \"details\": \"Check that your account has the 'project:write:settings' scope for this project.\",\n \"request_id\": \"003d93f1-648c-46cc-82c4-00eed1a7d4e2\"\n}","language":"json","status":403},{"code":"{\n \"category\": \"INVALID_JSON\",\n \"message\": \"Invalid JSON submitted.\",\n \"details\": \"Json deserialize error: EOF while parsing a value at line 1 column 0\",\n \"request_id\": \"8bd53f38-9db5-48a1-a24c-921e81a5ecd4\"\n}","language":"json","status":400},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404},{"code":"UUID parsing failed: invalid length: expected length 32 for simple format, found X","language":"text","status":404}]},"params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project that you want to update. 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(UUID)","required":false,"in":"path","ref":"","_id":"643ef4587e4e0e001171ccdd"},{"name":"scope","type":"string","enumValues":"","default":"","desc":"Scope for the specified member and project.","required":false,"in":"body","ref":"","_id":"643ef4587e4e0e001171ccdc"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"message\": \"string\"\n}","language":"json","status":200},{"name":"","code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404}]}},"title":"Update Scope","icon":"","type":"endpoint","slug":"update-scope","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"644a79f3040080000d1206db","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:48:04.235Z","mdx":{},"isBodyEmpty":false,"children":[]}]},{"_id":"643ef4900c6a15005e17cdd3","api":{"method":"get","url":"","auth":"required","params":[]},"title":"Invitations","icon":"","type":"basic","slug":"invitations","order":5,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:50:40.183Z","parentDoc":null,"isBodyEmpty":true,"children":[{"_id":"644e282e11625d000be7aabb","api":{"method":"get","url":"/projects/{project_id}/invites","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to list invites. (UUID)","required":false,"in":"path","ref":"","_id":"643d88c804c93610ed782451"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n \"invites\": [\n {\n \"email\": \"string\",\n \"scope\": \"string\"\n }\n ]\n}","language":"json","status":200},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404},{"code":"User does not have sufficient permissions.","language":"text","status":401}]}},"title":"Get Invites","icon":"","type":"endpoint","slug":"list-invites","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"get-members-copy","parentDoc":"643ef4900c6a15005e17cdd3","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-30T08:34:54.446Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"644e29f24e619b0060119c14","api":{"method":"post","url":"/projects/{project_id}/invites","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to send an invite for. (UUID)","required":false,"in":"path","ref":"","_id":"643d88c804c93610ed782451"},{"name":"email","type":"string","enumValues":"","default":"","desc":"Email to invite to the project","required":true,"in":"body","ref":"","_id":"644e2da8f1a906073b07a9e9"},{"name":"scope","type":"string","enumValues":"","default":"","desc":"Scope to give the user","required":true,"in":"body","ref":"","_id":"644e2da8f1a906073b07a9e8"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[{"code":"curl -X POST \"https://api.deepgram.com/v1/projects/{project_id}/invites\" \\\n-H \"Authorization: Token {your_api_key}\" \\\n-H \"Content-Type: application/json\" \\\n-d '{\n \"email\": \"newuser@example.com\",\n \"scope\": \"member\"\n}'","language":"curl"},{"code":"from deepgram import DeepgramClient, InviteOptions\n\n# Create a Deepgram client using the API key\ndeepgram = DeepgramClient()\n\n# Replace with your actual project ID\nproject_id = \"your_project_id\"\n\n# Configure invite options\noptions = InviteOptions(email=\"newuser@example.com\", scope=\"member\")\n\n# Send the invite\ntry:\n response = deepgram.manage.v(\"1\").send_invite_options(project_id, options)\n print(f\"SendInvite() - Msg: {response.message}\")\nexcept Exception as e:\n print(f\"Exception while sending invite: {e}\")\n","language":"python","name":"SDK"},{"code":"import requests\n\n# Replace these with your actual project ID and API key\nproject_id = \"your_project_id\"\napi_key = \"your_api_key\"\n\n# API endpoint\nurl = f\"https://api.deepgram.com/v1/projects/{project_id}/invites\"\n\n# Request headers\nheaders = {\n \"Authorization\": f\"Token {api_key}\",\n \"Content-Type\": \"application/json\"\n}\n\n# Request payload\ndata = {\n \"email\": \"newuser@example.com\", # Replace with the invitee's email\n \"scope\": \"member\" # Replace with the desired scope: 'member', 'admin', or 'owner'\n}\n\n# Make the POST request\nresponse = requests.post(url, headers=headers, json=data)\n\n# Handle the response\nif response.status_code == 200 or response.status_code == 201:\n print(\"Invitation sent successfully!\")\n print(response.json()) # Optional: Print the response JSON for verification\nelse:\n print(\"Failed to send invitation.\")\n print(f\"Status Code: {response.status_code}\")\n print(f\"Response: {response.text}\")\n","language":"python","name":"Requests"}]},"results":{"codes":[{"name":"","code":"{\n \"message\": \"Sent an invite!\"\n}","language":"json","status":200},{"code":"{\n \"err_code\": \"PROJECT_NOT_FOUND\",\n \"err_msg\": \"Project not found.\"\n}","language":"json","status":404},{"code":"User does not have sufficient permissions.","language":"text","status":401},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"Invalid request: scope must be either 'member', 'admin' or 'owner'.","language":"text","status":400}]}},"title":"Send Invite","icon":"","type":"endpoint","slug":"send-invites","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"list-invites-copy","parentDoc":"643ef4900c6a15005e17cdd3","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-30T08:42:26.554Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"644e2ff8b714090057f197f8","api":{"method":"delete","url":"/projects/{project_id}/invites/{email}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project from which you want to remove the authenticated account. (UUID)","required":false,"in":"path","ref":"","_id":"643ef50ae5926a0057a397b4"},{"name":"email","type":"string","enumValues":"","default":"","desc":"Email of the invite you want to delete","required":false,"in":"path","ref":"","_id":"644e304209776f004394fee6"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n \"message\": \"Successfully deleted the invite.\"\n}","language":"json","status":200},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"err_code\": \"PROJECT_NOT_FOUND\",\n \"err_msg\": \"Project not found.\"\n}","language":"text","status":404},{"code":"User does not have sufficient permissions.","language":"text","status":401},{"code":"Invalid request: scope must be either 'member', 'admin' or 'owner'.","language":"text","status":400,"name":null}]}},"title":"Delete Invite","icon":"","type":"endpoint","slug":"delete-invite","order":2,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"leave-project-copy","parentDoc":"643ef4900c6a15005e17cdd3","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-30T09:08:08.310Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"643ef4af712fe3000bb596e1","api":{"method":"delete","url":"/projects/{project_id}/leave","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project from which you want to remove the authenticated account. (UUID)","required":false,"in":"path","ref":"","_id":"643ef50ae5926a0057a397b4"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n \t\"message\": \"Successfully removed account from project.\"\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"err_code\": \"PROJECT_NOT_FOUND\",\n \"err_msg\": \"Project not found.\"\n}","language":"text","status":404},{"code":"User does not have sufficient permissions.","language":"text","status":401}]}},"title":"Leave Project","icon":"","type":"endpoint","slug":"leave-project","order":3,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef4900c6a15005e17cdd3","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:51:11.201Z","mdx":{},"isBodyEmpty":false,"children":[]}]},{"_id":"643ef5186a6788000b1141e9","api":{"method":"get","url":"","auth":"required","params":[]},"title":"Usage","icon":"","type":"basic","slug":"usage","order":6,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:52:56.612Z","parentDoc":null,"isBodyEmpty":true,"children":[{"_id":"643ef535901c06006fcf21c1","api":{"method":"get","url":"/projects/{project_id}/requests","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve requests. (UUID)","required":false,"in":"path","ref":"","_id":"643ef5c669e66300420e6e1f"},{"name":"start","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"Start date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM.","required":false,"in":"query","ref":"","_id":"643ef5c669e66300420e6e1e"},{"name":"end","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"End date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM.","required":false,"in":"query","ref":"","_id":"643ef5c669e66300420e6e1d"},{"name":"limit","type":"int","enumValues":"","default":"","desc":"Number of results to return per page. Default 10. Range [1,100].","required":false,"in":"query","ref":"","_id":"643ef5c669e66300420e6e1c"},{"name":"page","type":"int","enumValues":"","default":"","desc":"Navigate and return the results to retrieve specific portions of information of the response.","required":false,"in":"query","ref":"","_id":"6595f574dd9cd9002ac2c0c5"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"page\": 0,\n\t\"limit\": 0,\n\t\"requests\": [\n\t\t{\n\t\t\t\"request_id\": \"uuid\",\n \"project_uuid\": \"uuid\",\n\t\t\t\"created\": \"YYYY-MM-DDThh:mm:ss.sTZD\",\n\t\t\t\"path\": \"string\",\n\t\t\t\"api_key_id\": \"uuid\",\n\t\t\t\"response\": {\n\t\t\t\t\"details\": {\n\t\t\t\t\t\"usd\": 0,\n\t\t\t\t\t\"duration\": 0,\n\t\t\t\t\t\"total_audio\": 0,\n\t\t\t\t\t\"channels\": 0,\n\t\t\t\t\t\"streams\": 0,\n\t\t\t\t\t\"models\": [\"string\"],\n\t\t\t\t\t\"method\": \"string\",\n\t\t\t\t\t\"tags\": [\"string\"],\n\t\t\t\t\t\"features\": [\"string\"],\n\t\t\t\t\t\"config\": {\n\t\t\t\t\t\t\"alternatives\": 0,\n\t\t\t\t\t\t\"diarize\": true,\n\t\t\t\t\t\t\"keywords\": [\"string\"],\n\t\t\t\t\t\t\"language\": \"string\",\n\t\t\t\t\t\t\"model\": \"string\",\n\t\t\t\t\t\t\"multichannel\": true,\n\t\t\t\t\t\t\"ner\": true,\n\t\t\t\t\t\t\"numerals\": true,\n\t\t\t\t\t\t\"profanity_filter\": false,\n\t\t\t\t\t\t\"punctuate\": true,\n\t\t\t\t\t\t\"redact\": [\"string\"],\n\t\t\t\t\t\t\"search\": [\"string\"],\n\t\t\t\t\t\t\"utterances\": true\n\t\t\t\t\t}\n\t\t\t\t},\n\t\t\t\t\"code\": 0,\n\t\t\t\t\"completed\": \"YYYY-MM-DDThh:mm:ss.sTZD\",\n \"deployment\": \"hosted\"\n\t\t\t},\n\t\t\t\"callback\": {\n\t\t\t\t\"attempts\": 0,\n\t\t\t\t\"code\": 0,\n\t\t\t\t\"completed\": \"YYYY-MM-DDThh:mm:ss.sTZD\"\n\t\t\t}\n\t\t}\n\t]\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"","language":"text","status":401},{"code":"","language":"text","status":404}]}},"title":"Get All Requests","icon":"","type":"endpoint","slug":"get-all-requests","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef5186a6788000b1141e9","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:53:25.321Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"643ef5e6021f8e0012e46ad5","api":{"method":"get","url":"/projects/{project_id}/requests/{request_id}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve the specified request. (UUID)","required":false,"in":"path","ref":"","_id":"643ef62f85750c001f4e9b67"},{"name":"request_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the request that you want to retrieve. (UUID)","required":false,"in":"path","ref":"","_id":"643ef62f85750c001f4e9b66"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"request_id\": \"uuid\",\n\t\"created\": \"YYYY-MM-DDThh:mm:ss.sTZD\",\n \"project_uuid\":\"uuid\",\n\t\"path\": \"string\",\n\t\"api_key_id\": \"uuid\",\n\t\"response\": {\n\t\t\"details\": {\n\t\t\t\"usd\": 0,\n\t\t\t\"duration\": 0,\n\t\t\t\"total_audio\": 0,\n\t\t\t\"channels\": 0,\n\t\t\t\"streams\": 0,\n\t\t\t\"models\": [\"string\"],\n\t\t\t\"method\": \"string\",\n\t\t\t\"tags\": [\"string\"],\n\t\t\t\"features\": [\"string\"],\n\t\t\t\"config\": {\n\t\t\t\t\"alternatives\": 0,\n\t\t\t\t\"callback\": \"string\",\n\t\t\t\t\"diarize\": true,\n\t\t\t\t\"keywords\": [\"string\"],\n\t\t\t\t\"language\": \"string\",\n\t\t\t\t\"model\": \"string\",\n\t\t\t\t\"multichannel\": true,\n\t\t\t\t\"ner\": true,\n\t\t\t\t\"numerals\": true,\n\t\t\t\t\"profanity_filter\": true,\n\t\t\t\t\"punctuate\": true,\n\t\t\t\t\"redact\": [\"string\"],\n\t\t\t\t\"search\": [\"string\"],\n\t\t\t\t\"utterances\": true\n\t\t\t}\n\t\t},\n\t\t\"code\": 0,\n\t\t\"completed\": \"YYYY-MM-DDThh:mm:ss.sTZD\",\n \"deployment\": \"hosted\"\n\t},\n\t\"callback\": {\n\t\t\"attempts\": 0,\n\t\t\"code\": 0,\n\t\t\"completed\": \"YYYY-MM-DDThh:mm:ss.sTZD\"\n\t}\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"","language":"text","status":401},{"code":"","language":"text","status":404}]}},"title":"Get Request","icon":"","type":"endpoint","slug":"get-request","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef5186a6788000b1141e9","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T19:56:22.257Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"64531e758565dd01eb6ac80c","api":{"method":"get","url":"/projects/{project_id}/usage","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve the specified request. (UUID)","required":false,"in":"path","ref":"","_id":"64531f09c0326e04fc4f4db9"},{"name":"start","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"Start date of the requested date range. Format accepted is YYYY-MM-DD.","required":false,"in":"query","ref":"","_id":"6453212bd98df2027712aeaa"},{"name":"end","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"End date of the requested date range. Format accepted is YYYY-MM-DD.","required":false,"in":"query","ref":"","_id":"6799096d3c5192003c87a8bd"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n \"start\": \"2024-10-16\",\n \"end\": \"2024-10-23\",\n \"resolution\": {\n \"units\": \"day\",\n \"amount\": 1\n },\n \"results\": [\n {\n \"start\": \"2024-10-16\",\n \"end\": \"2024-10-16\",\n \"hours\": 1097.4274322222223,\n \"total_hours\": 1099.3888366666667,\n \"requests\": 425109,\n \"tokens\": {\n \"in\": 24770,\n \"out\": 7521\n },\n \"tts\": {\n \"characters\": 9004185,\n \"requests\": 231261\n }\n }\n ]\n}","language":"json","status":200},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"","language":"text","status":400},{"code":"","language":"text","status":401},{"code":"","language":"text","status":404}]}},"title":"Summarize Usage","icon":"","type":"endpoint","slug":"summarize-usage","order":2,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef5186a6788000b1141e9","category":"671694a7bd44f5004ced168a","createdAt":"2023-05-04T02:54:45.543Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"643ef7b8e5926a0057a3af29","api":{"method":"get","url":"/projects/{project_id}/usage/fields","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve fields. (UUID)","required":false,"in":"path","ref":"","_id":"643ef8339030f10025ce8974"},{"name":"start","type":"string","enumValues":"","default":"","desc":"Start date of the requested date range. Format is YYYY-MM-DD. If a full timestamp is given, it will be truncated to a day. Dates are UTC. Defaults to the date of your first request.","required":false,"in":"query","ref":"","_id":"643ef8339030f10025ce8973"},{"name":"end","type":"string","enumValues":"","default":"","desc":"End date of the requested date range. Format is YYYY-MM-DD. If a full timestamp is given, it will be truncated to a day. Dates are UTC. Defaults to the current date.","required":false,"in":"query","ref":"","_id":"643ef8339030f10025ce8972"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"tags\": [\"string\"],\n\t\"models\": [\n\t\t{\n\t\t\t\"name\": \"string\",\n\t\t\t\"language\": \"string\",\n\t\t\t\"version\": \"string\",\n\t\t\t\"model_id\": \"string\"\n\t\t}\n\t],\n\t\"processing_methods\": [\"string\"],\n\t\"languages\": [\"string\"],\n\t\"features\": [\"string\"]\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403}]}},"title":"Get Fields","icon":"","type":"endpoint","slug":"get-fields","order":3,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef5186a6788000b1141e9","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T20:04:08.063Z","isBodyEmpty":false,"children":[]},{"_id":"6792b2b545296e00666a8b43","mdx":{},"api":{"method":"get","url":"/projects/{project_id}/usage/breakdown","auth":"required","results":{"codes":[{"name":"","code":"{}{\n \"start\": \"2025-01-16\",\n \"end\": \"2025-01-23\",\n \"resolution\": {\n \"units\": \"day\",\n \"amount\": 1\n },\n \"results\": [\n {\n \"hours\": 1619.7242069444444,\n \"total_hours\": 1621.7395791666668,\n \"agent_hours\": 41.33564388888889,\n \"tokens_in\": 0,\n \"tokens_out\": 0,\n \"tts_characters\": 9158866,\n \"requests\": 373381,\n \"grouping\": {\n \"start\": \"2025-01-16\",\n \"end\": \"2025-01-16\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 1819.4560327777779,\n \"total_hours\": 1821.5165002777778,\n \"agent_hours\": 35.10133388888889,\n \"tokens_in\": 2705,\n \"tokens_out\": 142,\n \"tts_characters\": 8911981,\n \"requests\": 432788,\n \"grouping\": {\n \"start\": \"2025-01-17\",\n \"end\": \"2025-01-17\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 1302.7668530555557,\n \"total_hours\": 1304.7312530555555,\n \"agent_hours\": 24.5487075,\n \"tokens_in\": 0,\n \"tokens_out\": 0,\n \"tts_characters\": 8867162,\n \"requests\": 345727,\n \"grouping\": {\n \"start\": \"2025-01-18\",\n \"end\": \"2025-01-18\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 1223.7696991666667,\n \"total_hours\": 1225.7340991666667,\n \"agent_hours\": 57.734856111111114,\n \"tokens_in\": 0,\n \"tokens_out\": 0,\n \"tts_characters\": 8655926,\n \"requests\": 337956,\n \"grouping\": {\n \"start\": \"2025-01-19\",\n \"end\": \"2025-01-19\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 1236.4856308333333,\n \"total_hours\": 1238.4500308333334,\n \"agent_hours\": 29.120622222222224,\n \"tokens_in\": 0,\n \"tokens_out\": 0,\n \"tts_characters\": 8972306,\n \"requests\": 343156,\n \"grouping\": {\n \"start\": \"2025-01-20\",\n \"end\": \"2025-01-20\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 2382.0012841666667,\n \"total_hours\": 2384.209854722222,\n \"agent_hours\": 28.790693055555554,\n \"tokens_in\": 22186,\n \"tokens_out\": 9438,\n \"tts_characters\": 9055248,\n \"requests\": 438162,\n \"grouping\": {\n \"start\": \"2025-01-21\",\n \"end\": \"2025-01-21\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 4594.085904444444,\n \"total_hours\": 4596.369143888889,\n \"agent_hours\": 33.67363638888889,\n \"tokens_in\": 215558,\n \"tokens_out\": 57661,\n \"tts_characters\": 8876798,\n \"requests\": 416687,\n \"grouping\": {\n \"start\": \"2025-01-22\",\n \"end\": \"2025-01-22\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n },\n {\n \"hours\": 1074.131025,\n \"total_hours\": 1076.0013816666667,\n \"agent_hours\": 26.668825277777778,\n \"tokens_in\": 17808,\n \"tokens_out\": 4208,\n \"tts_characters\": 7420148,\n \"requests\": 285824,\n \"grouping\": {\n \"start\": \"2025-01-23\",\n \"end\": \"2025-01-23\",\n \"accessor\": null,\n \"endpoint\": null,\n \"feature_set\": null,\n \"models\": null,\n \"method\": null,\n \"tags\": null,\n \"deployment\": null\n }\n }\n ]\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"","language":"text","status":401},{"code":"","language":"text","status":404}]},"params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve requests. (UUID)","required":false,"in":"path","ref":"","_id":"6792b70f438dd10030e5502a"},{"name":"start","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"Start date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM.","required":false,"in":"query","ref":"","_id":"6792b70f438dd10030e55029"},{"name":"end","type":"yyyy-mm-dd","enumValues":"","default":"","desc":"End date of the requested date range. Formats accepted are YYYY-MM-DD, YYYY-MM-DDTHH:MM:SS, or YYYY-MM-DDTHH:MM:SS+HH:MM.","required":false,"in":"query","ref":"","_id":"6792b70f438dd10030e55028"}],"examples":{"codes":[]},"apiSetting":"6424a4f5e2b5be000ad8feae"},"title":"Usage Breakdown","icon":"","type":"endpoint","slug":"usage-breakdown","order":4,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef5186a6788000b1141e9","category":"671694a7bd44f5004ced168a","createdAt":"2025-01-23T21:20:53.842Z","isBodyEmpty":false,"children":[]}]},{"_id":"643ef84f7ad4450037fcc52a","api":{"method":"get","url":"","auth":"required","params":[]},"title":"Billing","icon":"","type":"basic","slug":"billing","order":7,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T20:06:39.794Z","parentDoc":null,"isBodyEmpty":true,"children":[{"_id":"643ef86a91ca3f00505623ca","api":{"method":"get","url":"/projects/{project_id}/balances","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Generates a list of outstanding balances for the specified project. To see balances, the authenticated account must be a project owner or administrator. (UUID)","required":false,"in":"path","ref":"","_id":"643ef89a0d62cf0065f28c8d"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"balances\": [\n\t\t{\n\t\t\t\"balance_id\": \"uuid\",\n\t\t\t\"amount\": 0,\n\t\t\t\"units\": \"string\",\n\t\t\t\"purchase_order_id\": \"string\"\n\t\t}\n\t]\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"276f0b07-7b5d-417f-bfbb-71ef6509c793\"\n}","language":"json","status":404,"name":null}]}},"title":"Get Balances","icon":"","type":"endpoint","slug":"get-all-balances","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef84f7ad4450037fcc52a","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T20:07:06.325Z","isBodyEmpty":false,"children":[]},{"_id":"643ef8c1640add01e6dac311","api":{"method":"get","url":"/projects/{project_id}/balances/{balance_id}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve the specified balance. (UUID)","required":false,"in":"path","ref":"","_id":"643ef8fe94ebbf002744064b"},{"name":"balance_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the balance that you want to retrieve. (UUID)","required":false,"in":"path","ref":"","_id":"643ef8fe94ebbf002744064a"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[]},"results":{"codes":[{"name":"","code":"{\n\t\"balance_id\": \"uuid\",\n\t\"amount\": 0,\n\t\"units\": \"string\",\n\t\"purchase_order_id\": \"string\"\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"d1244c73-61a9-4c2f-9dfb-1cdf20ea621e\"\n}","language":"json","status":404}]}},"title":"Get Balance","icon":"","type":"endpoint","slug":"get-balance","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"643ef84f7ad4450037fcc52a","category":"671694a7bd44f5004ced168a","createdAt":"2023-04-18T20:08:33.608Z","isBodyEmpty":false,"children":[]}]},{"_id":"6733c5e1ee584b001f460d71","mdx":{},"api":{"method":"get","url":"","auth":"required","results":{"codes":[{"name":"","code":"{}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400}]},"params":[],"examples":{"codes":[]}},"title":"Purchases","icon":"","type":"basic","slug":"purchases","order":8,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","category":"671694a7bd44f5004ced168a","createdAt":"2024-11-12T21:17:21.094Z","parentDoc":null,"isBodyEmpty":true,"children":[{"_id":"6733c5efee584b001f4610ff","mdx":{},"api":{"method":"get","url":"/projects/{project_id}/purchases","auth":"required","results":{"codes":[{"name":"","code":"{\n \"page\": 0,\n \"limit\": 10,\n \"orders\": [\n {\n \"order_id\": \"025e19ba-b6d9-4a04-9f99-4fe715aca5f1\",\n \"expiration\": \"2026-03-04T00:00:00Z\",\n \"created\": \"2023-02-21T21:13:40.014373Z\",\n \"amount\": 150.0,\n \"units\": \"usd\",\n \"order_type\": \"promotional\"\n }\n ]\n}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400},{"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404}]},"params":[{"name":"project_id","type":"string","enumValues":"","default":"","desc":"Unique identifier of the project for which you want to retrieve information. (UUID)","required":false,"in":"path","ref":"","_id":"6733c790d2021e006579f2c3"},{"name":"limit","type":"int","enumValues":"","default":"","desc":"Number of results to return per page. Default 10. Range [1,100]","required":false,"in":"query","ref":"","_id":"6733c790d2021e006579f2c2"},{"name":"page","type":"int","enumValues":"","default":"","desc":"Navigate and return the results to retrieve specific portions of information of the response.","required":false,"in":"query","ref":"","_id":"6733c790d2021e006579f2bf"}],"examples":{"codes":[]},"apiSetting":"6424a4f5e2b5be000ad8feae"},"title":"Get Purchases","icon":"","type":"endpoint","slug":"get-purchases","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":"6733c5e1ee584b001f460d71","category":"671694a7bd44f5004ced168a","createdAt":"2024-11-12T21:17:35.059Z","isBodyEmpty":true,"children":[]}]}]},{"_id":"649fe034e9e70e0037d16c72","title":"SELF-HOSTED API","slug":"on-prem-api","order":7,"reference":true,"project":"6422d7bd2e03b5004c6e088a","version":"6422d7bd2e03b5004c6e088f","createdAt":"2023-07-01T08:13:40.178Z","__v":0,"pages":[{"_id":"649c91f4a708161851f9a980","api":{"method":"get","url":"","auth":"required","params":[]},"title":"Credentials","icon":"","type":"basic","slug":"keys-copy","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"","parentDoc":null,"category":"649fe034e9e70e0037d16c72","createdAt":"2023-06-28T20:03:00.139Z","isBodyEmpty":true,"children":[{"_id":"649c9223aaf01f000ae5f0b7","api":{"method":"get","url":"/projects/{project_id}/self-hosted/distribution/credentials","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"PROJECT_ID","desc":"Unique identifier of the project for which you want to get keys. (UUID)","required":false,"in":"path","ref":"","_id":"643db055808a90000a69f1bf"},{"name":"Authorization","type":"string","enumValues":"","default":"Token SECRET","desc":"The secret from an API key as a `Token`.","required":false,"in":"header","ref":"","_id":"649cbbdb3af7030172a3132d"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[{"code":"curl -X GET \\ 315ms  Wed Jun 28 17:12:47 2023\n -H 'Authorization: Token 4b08cefa12b80a6d16cb10c82fd8045e8f915087' \\\n https://api.deepgram.com/v1/projects/9f870faf-07a9-41b1-aa0d-de5030cb9bdc/self-hosted/distribution/credentials","language":"text","name":"curl"}]},"results":{"codes":[{"name":"","code":"{\n \"distribution_credentials\": [\n {\n \"member\": {\n \"member_id\": \"3376abcd-8e5e-49d3-92d4-876d3a4f0363\",\n \"email\": \"email\"\n },\n \"distribution_credentials\": {\n \"distribution_credentials_id\": \"8b36cfd0-472f-4a21-833f-2d6343c3a2f3\",\n \"provider\": \"quay\",\n \"comment\": \"My Self-Hosted Distribution Credentials\",\n \"scopes\": [\n \"self-hosted:product:api\",\n \"self-hosted:product:engine\"\n ],\n \"created\": \"2023-06-28T15:36:59.609841Z\"\n }\n },\n {\n \"member\": {\n \"member_id\": \"c7b9b131-73f3-11d9-8665-0b00d2e44b83\",\n \"email\": \"email\"\n },\n \"distribution_credentials\": {\n \"distribution_credentials_id\": \"82c32c10-53b2-4d23-993f-864b3d44502a\",\n \"provider\": \"quay\",\n \"comment\": \"My other self-hosted Distribution Credentials\",\n \"scopes\": [\n \"self-hosted:product:api\",\n \"self-hosted:product:engine\"\n ],\n \"created\": \"2023-06-28T15:36:59.609841Z\"\n }\n }\n ]\n}","language":"json","status":200},{"name":null,"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404}]}},"title":"Get Credentials","icon":"","type":"endpoint","slug":"list-credentials","order":0,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"list-keys-copy","parentDoc":"649c91f4a708161851f9a980","category":"649fe034e9e70e0037d16c72","createdAt":"2023-06-28T20:03:47.186Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"649ca3253999670185a7b4c9","api":{"method":"get","url":"/projects/{project_id}/self-hosted/distribution/credentials/{distribution_credentials_id}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"PROJECT_ID","desc":"Unique identifier of the project for which you want to get keys. (UUID)","required":false,"in":"path","ref":"","_id":"643db055808a90000a69f1bf"},{"name":"distribution_credentials_id","type":"string","enumValues":"","default":"DISTRIBUTION_CREDENTIALS_ID","desc":"Unique identifier of the distribution credentials for which you want to examine. (UUID)","required":false,"in":"path","ref":"","_id":"649ca71422e37f0117b189b6"},{"name":"Authorization","type":"string","enumValues":"","default":"Token SECRET","desc":"The secret from an API key as a `Token`.","required":false,"in":"header","ref":"","_id":"649cbb9ff134e0134381373f"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[{"code":"curl -X GET \\ 315ms  Wed Jun 28 17:12:47 2023\n -H 'Authorization: Token 4b08cefa12b80a6d16cb10c82fd8045e8f915087' \\\n https://api.deepgram.com/v1/projects/9f870faf-07a9-41b1-aa0d-de5030cb9bdc/self-hosted/distribution/credentials","language":"text","name":"curl"}]},"results":{"codes":[{"name":"","code":"{\n \"member\": {\n \"member_id\": \"c7b9b131-73f3-11d9-8665-0b00d2e44b83\",\n \"email\": \"email\"\n },\n \"distribution_credentials\": {\n \"distribution_credentials_id\": \"82c32c10-53b2-4d23-993f-864b3d44502a\",\n \"provider\": \"quay\",\n \"comment\": \"My Self-Hosted Distribution Credentials\",\n \"scopes\": [\n \"self-hosted:product:api\",\n \"self-hosted:product:engine\"\n ],\n \"created\": \"2023-06-28T15:36:59.609841Z\"\n }\n}","language":"json","status":200},{"name":null,"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404}]}},"title":"Get Credential","icon":"","type":"endpoint","slug":"get-credentials","order":1,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"list-credentials-copy","parentDoc":"649c91f4a708161851f9a980","category":"649fe034e9e70e0037d16c72","createdAt":"2023-06-28T21:16:21.216Z","mdx":{},"isBodyEmpty":false,"children":[]},{"_id":"649ca7dd141d56001475924f","api":{"method":"post","url":"/projects/{project_id}/self-hosted/distribution/credentials","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"PROJECT_ID","desc":"Unique identifier of the project for which you want to get keys. (UUID)","required":false,"in":"path","ref":"","_id":"643db055808a90000a69f1bf"},{"name":"comment","type":"string","enumValues":"","default":"My self-hosted distribution credentials","desc":"A friendly name for the distribution credentials.","required":false,"in":"body","ref":"","_id":"649caae11b98b7027d893eef"},{"name":"scopes","type":"array_string","enumValues":"","default":"self-hosted:products","desc":"The product scopes granted to the credentials as an Array of Strings.","required":false,"in":"body","ref":"","_id":"649caae11b98b7027d893eee"},{"name":"Authorization","type":"string","enumValues":"","default":"Token SECRET","desc":"The secret from an API key as a `Token`.","required":false,"in":"header","ref":"","_id":"649caae11b98b7027d893eed"},{"name":"Content-Type","type":"string","enumValues":"","default":"application/json","desc":"The format of the HTTP body","required":false,"in":"header","ref":"","_id":"649caae11b98b7027d893eec"},{"name":"provider","type":"string","enumValues":"","default":"quay","desc":"The provider for the distribution credentials. Only valid value is \"quay\".","required":false,"in":"body","ref":"","_id":"649caae11b98b7027d893eeb"}],"apiSetting":"6424a4f5e2b5be000ad8feae","examples":{"codes":[{"code":"curl -X POST \\ 300ms  Wed Jun 28 16:01:19 2023\n -H 'Authorization: Token aa4909ae0078f880a1e5846ed42e28adf8b31780' \\\n -H 'Content-Type: application/json' \\\n --url https://api.deepgram.com/v1/projects/9f870faf-07a9-41b1-aa0d-de5030cb9bdc/self-hosted/distribution/credentials -\\\n --data '{\"comment\": \"My self-hosted distribution credentials\", \"scopes\":[\"self-hosted:products\"], \"provider\": \"quay\"}'","language":"text","name":"curl"}]},"results":{"codes":[{"name":"","code":"{\n \"member\": {\n \"member_id\": \"c7b9b131-73f3-11d9-8665-0b00d2e44b83\",\n \"email\": \"email\"\n },\n \"distribution_credentials\": {\n \"distribution_credentials_id\": \"82c32c10-53b2-4d23-993f-864b3d44502a\",\n \"provider\": \"quay\",\n \"comment\": \"My Self-Hosted Distribution Credentials\",\n \"scopes\": [\n \"self-hosted:product:api\",\n \"self-hosted:product:engine\"\n ],\n \"created\": \"2023-06-28T15:36:59.609841Z\"\n }\n}","language":"json","status":200},{"name":null,"code":"{\"category\":\"UNAUTHORIZED\",\"message\":\"Authentication failed.\",\"details\":\"Check that you are using the correct credentials.\",\"request_id\":\"29fcbd9f-1294-40b2-9d30-35eaad478e29\"}","language":"json","status":403},{"code":"{\n \"category\": \"NOT_FOUND\",\n \"message\": \"A project with the submitted ID cannot be found.\",\n \"details\": \"Check that you have submitted the intended project ID and that the project has not been deleted.\",\n \"request_id\": \"748f0880-8584-4003-b5aa-08168c5dd14e\"\n}","language":"json","status":404}]}},"title":"Create Credentials","icon":"","type":"endpoint","slug":"create-credentials","order":2,"isReference":true,"deprecated":false,"hidden":false,"sync_unique":"","link_url":"","link_external":false,"previousSlug":"get-credentials-copy","parentDoc":"649c91f4a708161851f9a980","category":"649fe034e9e70e0037d16c72","createdAt":"2023-06-28T21:36:29.662Z","isBodyEmpty":false,"children":[]},{"_id":"649cb73a457ecc00177aafb0","api":{"method":"delete","url":"/projects/{project_id}/self-hosted/distribution/credentials/{distribution_credentials_id}","auth":"required","params":[{"name":"project_id","type":"string","enumValues":"","default":"PROJECT_ID","desc":"Unique identifier of the project for which you want to get keys. (UUID)","required":false,"in":"path","ref":"","_id":"643db055808a90000a69f1bf"},{"name":"distribution_credentials_id","type":"string","enumValues":"","default":"DISTRIBUTION_CREDENTIALS_ID","desc":"Unique identifier of the distribution credentials for which you want to examine. 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We highly recommend Docker, but you may also use Podman if you are using Red Hat Enterprise Linux (RHEL) version 8 or higher, or another similar distribution that does not ship or support Docker.\n\n> 📘 \n> \n> Other pages in Deepgram's documentation may exclusively list example commands using `docker`. If you are using a different containerization platform, such as `podman`, you may need to adjust the commands accordingly.\n\n## Prerequisites\n\nMake sure you have completed the steps in one of the following platform guides:\n\n- [Amazon Web Services](doc:aws)\n- [Google Cloud Platform](doc:gcp)\n- [Oracle Cloud Infrastructure](doc:oracle-cloud-infrastructure)\n- [Microsoft Azure](doc:azure)\n- [Bare-Metal Servers](doc:bare-metal)\n\n## Note on Different Linux Distributions\n\nVarious Linux distributions have a default or preferred package manager for the installation and management of system packages. For example, `apt` is associated with Ubuntu and `dnf` is associated with RHEL and Oracle Linux. \n\nThis guide will contain instructions that should be adaptable for many Linux distributions, but are specific to one of our [recommended distributions](doc:configure-your-private-cloud-environment#operating-system). You will see comments above the commands and sections when there is a distribution-specific action. If there are no comments or headers above a set of instructions, it should work cross-platform. \n\n## Update System Package Manager\n\nUpdate your server’s operating system package manager to get information on updated versions of packages and their dependencies, and upgrade these packages as needed.\n\n```shell\n# Ubuntu\nsudo apt update\nsudo apt upgrade -y\n# RHEL or Oracle Linux\nsudo dnf update -y\n```\n\n### Install GNU Toolchain Components\n\nInstall the GNU Compiler Collection (`gcc`) , GNU Make (`make`), and GNU Web Get (`wget`) tool:\n\n```shell\n# Ubuntu\nsudo apt install -y gcc make wget\n# RHEL or Oracle Linux\nsudo dnf install -y gcc make wget\n```\n\n## Install NVIDIA Drivers\n\n### Remove Nouveau Drivers\n\nThe Nouveau kernel driver is incompatible with NVIDIA drivers, so you will need to disable it before installing any NVIDIA drivers.\n\n1. In your terminal, create a new configuration file at `/etc/modprobe.d/blacklist-nouveau.conf` to blacklist the Nouveau drivers.\n\n ```shell\n sudo sh -c 'printf \"blacklist nouveau\\noptions nouveau modeset=0\\n\" > /etc/modprobe.d/blacklist-nouveau.conf'\n ```\n\n2. Regenerate the kernel with the new conf file added:\n\n ```shell\n # Ubuntu\n sudo update-initramfs -u\n # RHEL or Oracle Linux\n sudo dracut --force\n ```\n\n3. Unload the Nouveau drivers:\n\n ```shell\n sudo rmmod nouveau\n ```\n\n4. Verify that Nouveau has been removed:\n\n ```shell\n lsmod | grep nouveau\n ```\n\n If you see no output, Nouveau was successfully removed.\n\n### Install Kernel Development Tools\n\nMany Linux distributions require Linux kernel development tools to be installed to support installing the NVIDIA drivers. \n\n```shell\n# Ubuntu\nsudo apt-get install -y linux-headers-`uname -r`\n# RHEL\nsudo dnf -y install kernel-devel-`uname -r` kernel-headers-`uname -r`\nsudo dnf -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-`rpm -q --queryformat '%{VERSION}' redhat-release | cut -d. -f1`.noarch.rpm\nsudo dnf -y install dkms\n# Oracle Linux\nsudo dnf -y install kernel-devel kernel-headers\n```\n\n### Download and install the official drivers\n\n> 💻 \n> \n> If you are using Google Cloud Platform and your VM instance has Secure Boot enabled, see the [GCP documentation](https://cloud.google.com/compute/docs/gpus/install-drivers-gpu#secure-boot) for details on how to sign the NVIDIA kernel modules.\n> \n> If you are using Azure and your Ubuntu VM instance has [Trusted Launch](https://learn.microsoft.com/en-us/azure/virtual-machines/trusted-launch) enabled, which also enables Secure Boot, see the [Azure documentation](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/n-series-driver-setup#ubuntu) for how to add a Machine Owner Key that will sign a key for the driver installation. Otherwise, during VM creation, you may opt for Standard security instead of Trusted Launch, in order to install the drivers through our standard method as documented on this page.\n> \n> If you are using Oracle Cloud Infrastructure and you are using a [Shielded instance](https://docs.oracle.com/en-us/iaas/Content/Compute/References/shielded-instances.htm) , see the [Oracle documentation](https://docs.oracle.com/en/operating-systems/oracle-linux/secure-boot/sboot-SigningKernelModulesforUseWithSecureBoot.html) for details on how to sign the NVIDIA kernel modules.\n\n1. We are going to identify the latest compatible driver for the GPU you are using and retrieve its download URL by going to the [NVIDIA Official Drivers](https://www.nvidia.com/download/index.aspx).\n\n2. Select the product category. For cloud instances, this will often be `Data Center/Tesla`.\n\n3. Select the product series and product. You should know the exact GPU you are using if you provisioned it yourself in your own data-center. If you are using a cloud instance, you can lookup the VM instance type on your cloud console, and use your cloud provider's documentation to find the corresponding GPU for that instance type.\n 1. The product series will the first letter of the GPU name. For example, the T4 is part of the T-series, and the A10 is part of the A-series.\n\n4. Select your operating system. For most users, like those on Ubuntu, this will be `Linux 64-bit`. If you are on RHEL or a compatible distribution like Oracle Linux, select the appropriate RHEL version instead.\n\n > 🚧 \n > \n > For Ubuntu, make sure to select `Linux 64-bit`, which will eventually deliver a `.run` file. Do not select an `Ubuntu` option for the operating system, as this will deliver a `.deb` file that frequently fails to properly install the drivers.\n\n5. Finally, choose the Download Type (`Production Branch`), and choose a CUDA toolkit with version between `12.2<=version<=12.6`.\n\n > 🚧 \n > \n > Selecting CUDA toolkit `latest` or `12.7` will provide a driver on major version `565`. This version has a known issue where the Deepgram Engine container will not be able to detect or use the GPU. Ensure you are using drivers with maximum version `560`.\n\n\n6. Select **Search** and check that the correct driver is displayed, then select **View**.\n\n7. Right-click **Download**, then copy the link to save the download URL to your clipboard.\n\n8. Download the latest driver for your GPU on your deployment environment:\n\n ```shell\n wget LINK_TO_LATEST_NVIDIA_GPU_DRIVER\n ```\n\n > 🖥️ \n > \n > Be sure to replace the `LINK_TO_LATEST_NVIDIA_GPU_DRIVER` placeholder value with the URL to the latest driver for the GPU you are using.\n\n9. Install the drivers:\n\n ```shell\n # Ubuntu\n chmod +x ./{DOWNLOADED_FILE_NAME}\n sudo ./{DOWNLOADED_FILE_NAME} --silent\n # RHEL\n sudo rpm -i DOWNLOADED_FILE_NAME\n sudo dnf clean all\n sudo dnf -y module install nvidia-driver:latest-dkms\n # Oracle Linux\n sudo rpm -i DOWNLOADED_FILE_NAME\n sudo dnf install \\\n https://dl.fedoraproject.org/pub/epel/epel-release-latest-`grep -oP '(?<=release )\\d+' /etc/redhat-release`.noarch.rpm \\\n https://dl.fedoraproject.org/pub/epel/epel-next-release-latest-`grep -oP '(?<=release )\\d+' /etc/redhat-release`.noarch.rpm\n sudo dnf clean all\n sudo dnf -y module install nvidia-driver:latest-dkms\n ```\n\n > 📘 \n > \n > With the `--silent` install on Ubuntu and other non-RHEL distros, you will see warnings that are similar to the following (they can be ignored):\n > \n > ```\n > WARNING: Ignoring CC version mismatch:\n > \n > The kernel was built with gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0, GNU ld (GNU Binutils for Ubuntu) 2.34, but the current compiler version is cc (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0.\n > \n > WARNING: nvidia-installer was forced to guess the X library path '/usr/lib64' and X module path '/usr/lib64/xorg/modules'; these paths were not queryable from the system. If X fails to find the NVIDIA X driver module, please install the `pkg-config` utility and the X.Org SDK/development package for your distribution and reinstall the driver\n > ```\n\n10. Test that the NVIDIA drivers are installed. The following command should produce output describing the available GPU:\n ```shell\n nvidia-smi\n ```\n\n## Install Container Runtime\n\nFor ease of use, Deepgram provides its products in container images, so you must make sure that you have installed the latest version of Docker (or an alternative such as Podman) on all hosts. \n\n> 📘 \n> \n> RHEL and Oracle Linux do not distribute Docker, so you will need to use Podman for your container runtime.\n\n1. Install the container runtime. \n\n 1. To install Docker, read [Install Using the Repository](https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository) in Docker’s documentation. \n 2. To install Podman, use your distribution's native package list. For more details, read their [installation instructions](https://podman.io/docs/installation).\n ```shell\n # Ubuntu\n sudo apt install podman\n # RHEL or Oracle Linux\n sudo dnf install podman\n ```\n 1. If you are using Podman, other guides in the self-hosted documentation will contain commands using `docker`. Change all of these to use `podman`.\n\n2. It's possible to grant your user (e.g. `ubuntu`, `ec2-user`, `ocp`) sufficient permissions to run container runtime commands without elevated privileges (without `sudo`). \n\n 1. For Docker, see [Manage Docker as a Non-Root User](https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user) in Docker’s optional post-installation documentation.\n\n 2. For Podman, the process to run commands without elevated privileges is somewhat more involved. See [this tutorial](https://github.com/containers/podman/blob/main/docs/tutorials/rootless_tutorial.md) for basic setup and use of Podman in a rootless environment.\n\n > 🚧 \n > \n > If you do not follow step 2, you cannot run container runtime commands without elevated privileges. You must run any `docker`, `docker-compose`, `podman`, or `podman-compose` commands with `sudo`.\n\n### Install Container Composition Tools\n\nContainer Composition tools allow users to define and manage multi-container applications using simple YAML configuration files that can be checked into source control. It enables the orchestration and coordination of services, automating the deployment, scaling, and management of containerized applications.\n\n#### Docker\n\nDocker Compose V2 is now included with Docker. The plugin for CLI use should be installed with the [Install Container Runtime](#install-container-runtime) steps. If not, you can install it independently:\n\n```shell\n# Ubuntu\nsudo apt install -y docker-compose-plugin\n```\n\nTest the installation:\n\n```shell\ndocker compose version\n```\n\nYou should expect the command output to return version 2.X.X.\n\n#### Podman\n\nThe open source community maintains a `podman-compose` tool that seeks to be compatible with Docker Compose. You can install this with their [instructions on GitHub](https://github.com/containers/podman-compose#installation), and test your installation:\n\n```shell\npodman-compose version\n```\n\n## Install the NVIDIA Container Toolkit\n\nCUDA is NVIDIA's library for interacting with its GPU. CUDA support is made available to containers using the NVIDIA container runtime, which is provided by the NVIDIA container toolkit.\n\n### Docker\n\n [`nvidia-docker`](https://github.com/NVIDIA/nvidia-docker) exposes the NVIDIA container toolkit for the Docker runtime. Follow the [Docker instructions from NVIDIA](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#setting-up-nvidia-container-toolkit) to setup this runtime.\n\n> 🚧 \n> \n> Make sure to complete the `Installation` specific to your distribution **_and_** the `Configuration` step [specific to Docker](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-docker).\n> \n> For the `Configuration` step, follow the standard instructions, _not_ the `Rootless mode` instructions.\n\nAfter you've setup the NVIDIA Docker runtime, you can test it with the following command:\n\n```shell\ndocker run --runtime=nvidia --rm --gpus all ubuntu nvidia-smi\n```\n\n### Podman\n\nPodman has implemented support for the Container Device Interface (CDI) standard in its container runtime, which allows for direct use of the NVIDIA container toolkit. Follow the [CDI Support instructions from NVIDIA](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#step-1-install-nvidia-container-toolkit) to install and configure the toolkit.\n\n> 🚧 \n> \n> Make sure to complete the `Installation` specific to your distribution **_and_** the `Configuration` step [specific to Podman](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-podman).\n\nAfter you've setup the NVIDIA container toolkit with CDI, you can test it with the following command:\n\n```shell\n podman run --rm --device nvidia.com/gpu=all ubuntu nvidia-smi\n```\n\n## Summary\n\nThis guide walked you through installing the NVIDIA drivers to interact with our GPU that will run inference, as well as the containerization platform that we will use to run Deepgram services. \n\nAs a reminder, many of our guides assume use of Docker. If you are on Red Hat Enterprise Linux or have another reason to use Podman instead of Docker, keep in mind the commands and configuration may be slightly different.","dehydrated":{"toc":"<nav><ul class=\"toc-list\"><li><a class=\"tocHeader\" href=\"#\"><i class=\"icon icon-text-align-left\"></i>Table of Contents</a></li><li class=\"toc-children\"><ul>\n<li>\n<a href=\"#prerequisites\">Prerequisites</a>\n</li>\n<li>\n<a href=\"#note-on-different-linux-distributions\">Note on Different Linux Distributions</a>\n</li>\n<li>\n<a href=\"#update-system-package-manager\">Update System Package Manager</a>\n<ul>\n<li><a href=\"#install-gnu-toolchain-components\">Install GNU Toolchain Components</a></li>\n</ul>\n</li>\n<li>\n<a href=\"#install-nvidia-drivers\">Install NVIDIA Drivers</a>\n<ul>\n<li><a href=\"#remove-nouveau-drivers\">Remove Nouveau Drivers</a></li>\n<li><a href=\"#install-kernel-development-tools\">Install Kernel Development Tools</a></li>\n<li><a href=\"#download-and-install-the-official-drivers\">Download and install the official drivers</a></li>\n</ul>\n</li>\n<li>\n<a href=\"#install-container-runtime\">Install Container Runtime</a>\n<ul>\n<li><a href=\"#install-container-composition-tools\">Install Container Composition Tools</a></li>\n</ul>\n</li>\n<li>\n<a href=\"#install-the-nvidia-container-toolkit\">Install the NVIDIA Container Toolkit</a>\n<ul>\n<li><a href=\"#docker-1\">Docker</a></li>\n<li><a href=\"#podman-1\">Podman</a></li>\n</ul>\n</li>\n<li>\n<a href=\"#summary\">Summary</a>\n</li>\n</ul></li></ul></nav>","body":"<p>Once you have provisioned a deployment environment with a Linux operating system installed, we need to configure it.</p>\n<p>While some cloud providers will automatically install NVIDIA drivers for use with NVIDIA GPUs, many do not, so we will walk through how to install NVIDIA drivers for the GPUs and expose them for our use. </p>\n<p>We will also step through installing a containerization platform. We highly recommend Docker, but you may also use Podman if you are using Red Hat Enterprise Linux (RHEL) version 8 or higher, or another similar distribution that does not ship or support Docker.</p>\n<blockquote class=\"callout callout_info\" theme=\"📘\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">📘</span></h2><p>Other pages in Deepgram&#x27;s documentation may exclusively list example commands using <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">docker</code>. If you are using a different containerization platform, such as <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">podman</code>, you may need to adjust the commands accordingly.</p></blockquote>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"prerequisites\"></div><div class=\"heading-text\"><div id=\"section-prerequisites\" class=\"heading-anchor_backwardsCompatibility\"></div>Prerequisites</div><a aria-label=\"Skip link to Prerequisites\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#prerequisites\"></a></h2>\n<p>Make sure you have completed the steps in one of the following platform guides:</p>\n<ul>\n<li><a href=\"/docs/aws\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"aws\">Amazon Web Services</a></li>\n<li><a href=\"/docs/gcp\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"gcp\">Google Cloud Platform</a></li>\n<li><a href=\"/docs/oracle-cloud-infrastructure\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"oracle-cloud-infrastructure\">Oracle Cloud Infrastructure</a></li>\n<li><a href=\"/docs/azure\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"azure\">Microsoft Azure</a></li>\n<li><a href=\"/docs/bare-metal\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"bare-metal\">Bare-Metal Servers</a></li>\n</ul>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"note-on-different-linux-distributions\"></div><div class=\"heading-text\"><div id=\"section-note-on-different-linux-distributions\" class=\"heading-anchor_backwardsCompatibility\"></div>Note on Different Linux Distributions</div><a aria-label=\"Skip link to Note on Different Linux Distributions\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#note-on-different-linux-distributions\"></a></h2>\n<p>Various Linux distributions have a default or preferred package manager for the installation and management of system packages. For example, <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">apt</code> is associated with Ubuntu and <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">dnf</code> is associated with RHEL and Oracle Linux. </p>\n<p>This guide will contain instructions that should be adaptable for many Linux distributions, but are specific to one of our <a href=\"/docs/configure-your-private-cloud-environment#operating-system\" target=\"\" title=\"\" class=\"doc-link\" data-sidebar=\"configure-your-private-cloud-environment#operating-system\">recommended distributions</a>. You will see comments above the commands and sections when there is a distribution-specific action. If there are no comments or headers above a set of instructions, it should work cross-platform. </p>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"update-system-package-manager\"></div><div class=\"heading-text\"><div id=\"section-update-system-package-manager\" class=\"heading-anchor_backwardsCompatibility\"></div>Update System Package Manager</div><a aria-label=\"Skip link to Update System Package Manager\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#update-system-package-manager\"></a></h2>\n<p>Update your server’s operating system package manager to get information on updated versions of packages and their dependencies, and upgrade these packages as needed.</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo apt update\nsudo apt upgrade -y\n# RHEL or Oracle Linux\nsudo dnf update -y\n</code></pre></div></div>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-gnu-toolchain-components\"></div><div class=\"heading-text\"><div id=\"section-install-gnu-toolchain-components\" class=\"heading-anchor_backwardsCompatibility\"></div>Install GNU Toolchain Components</div><a aria-label=\"Skip link to Install GNU Toolchain Components\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-gnu-toolchain-components\"></a></h3>\n<p>Install the GNU Compiler Collection (<button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">gcc</code>) , GNU Make (<button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">make</code>), and GNU Web Get (<button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">wget</code>) tool:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo apt install -y gcc make wget\n# RHEL or Oracle Linux\nsudo dnf install -y gcc make wget\n</code></pre></div></div>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-nvidia-drivers\"></div><div class=\"heading-text\"><div id=\"section-install-nvidia-drivers\" class=\"heading-anchor_backwardsCompatibility\"></div>Install NVIDIA Drivers</div><a aria-label=\"Skip link to Install NVIDIA Drivers\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-nvidia-drivers\"></a></h2>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"remove-nouveau-drivers\"></div><div class=\"heading-text\"><div id=\"section-remove-nouveau-drivers\" class=\"heading-anchor_backwardsCompatibility\"></div>Remove Nouveau Drivers</div><a aria-label=\"Skip link to Remove Nouveau Drivers\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#remove-nouveau-drivers\"></a></h3>\n<p>The Nouveau kernel driver is incompatible with NVIDIA drivers, so you will need to disable it before installing any NVIDIA drivers.</p>\n<ol>\n<li>\n<p>In your terminal, create a new configuration file at <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">/etc/modprobe.d/blacklist-nouveau.conf</code> to blacklist the Nouveau drivers.</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">sudo sh -c &#x27;printf &quot;blacklist nouveau\\noptions nouveau modeset=0\\n&quot; &gt; /etc/modprobe.d/blacklist-nouveau.conf&#x27;\n</code></pre></div></div>\n</li>\n<li>\n<p>Regenerate the kernel with the new conf file added:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo update-initramfs -u\n# RHEL or Oracle Linux\nsudo dracut --force\n</code></pre></div></div>\n</li>\n<li>\n<p>Unload the Nouveau drivers:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">sudo rmmod nouveau\n</code></pre></div></div>\n</li>\n<li>\n<p>Verify that Nouveau has been removed:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">lsmod | grep nouveau\n</code></pre></div></div>\n<p>If you see no output, Nouveau was successfully removed.</p>\n</li>\n</ol>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-kernel-development-tools\"></div><div class=\"heading-text\"><div id=\"section-install-kernel-development-tools\" class=\"heading-anchor_backwardsCompatibility\"></div>Install Kernel Development Tools</div><a aria-label=\"Skip link to Install Kernel Development Tools\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-kernel-development-tools\"></a></h3>\n<p>Many Linux distributions require Linux kernel development tools to be installed to support installing the NVIDIA drivers. </p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo apt-get install -y linux-headers-`uname -r`\n# RHEL\nsudo dnf -y install kernel-devel-`uname -r` kernel-headers-`uname -r`\nsudo dnf -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-`rpm -q --queryformat &#x27;%{VERSION}&#x27; redhat-release | cut -d. -f1`.noarch.rpm\nsudo dnf -y install dkms\n# Oracle Linux\nsudo dnf -y install kernel-devel kernel-headers\n</code></pre></div></div>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"download-and-install-the-official-drivers\"></div><div class=\"heading-text\"><div id=\"section-download-and-install-the-official-drivers\" class=\"heading-anchor_backwardsCompatibility\"></div>Download and install the official drivers</div><a aria-label=\"Skip link to Download and install the official drivers\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#download-and-install-the-official-drivers\"></a></h3>\n<blockquote class=\"callout callout_default\" theme=\"💻\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">💻</span></h2><p>If you are using Google Cloud Platform and your VM instance has Secure Boot enabled, see the <a href=\"https://cloud.google.com/compute/docs/gpus/install-drivers-gpu#secure-boot\" target=\"\" title=\"\">GCP documentation</a> for details on how to sign the NVIDIA kernel modules.</p><p>If you are using Azure and your Ubuntu VM instance has <a href=\"https://learn.microsoft.com/en-us/azure/virtual-machines/trusted-launch\" target=\"\" title=\"\">Trusted Launch</a> enabled, which also enables Secure Boot, see the <a href=\"https://learn.microsoft.com/en-us/azure/virtual-machines/linux/n-series-driver-setup#ubuntu\" target=\"\" title=\"\">Azure documentation</a> for how to add a Machine Owner Key that will sign a key for the driver installation. Otherwise, during VM creation, you may opt for Standard security instead of Trusted Launch, in order to install the drivers through our standard method as documented on this page.</p><p>If you are using Oracle Cloud Infrastructure and you are using a <a href=\"https://docs.oracle.com/en-us/iaas/Content/Compute/References/shielded-instances.htm\" target=\"\" title=\"\">Shielded instance</a> , see the <a href=\"https://docs.oracle.com/en/operating-systems/oracle-linux/secure-boot/sboot-SigningKernelModulesforUseWithSecureBoot.html\" target=\"\" title=\"\">Oracle documentation</a> for details on how to sign the NVIDIA kernel modules.</p></blockquote>\n<ol>\n<li>\n<p>We are going to identify the latest compatible driver for the GPU you are using and retrieve its download URL by going to the <a href=\"https://www.nvidia.com/download/index.aspx\" target=\"\" title=\"\">NVIDIA Official Drivers</a>.</p>\n</li>\n<li>\n<p>Select the product category. For cloud instances, this will often be <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Data Center/Tesla</code>.</p>\n</li>\n<li>\n<p>Select the product series and product. You should know the exact GPU you are using if you provisioned it yourself in your own data-center. If you are using a cloud instance, you can lookup the VM instance type on your cloud console, and use your cloud provider&#x27;s documentation to find the corresponding GPU for that instance type.</p>\n<ol>\n<li>The product series will the first letter of the GPU name. For example, the T4 is part of the T-series, and the A10 is part of the A-series.</li>\n</ol>\n</li>\n<li>\n<p>Select your operating system. For most users, like those on Ubuntu, this will be <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Linux 64-bit</code>. If you are on RHEL or a compatible distribution like Oracle Linux, select the appropriate RHEL version instead.</p>\n<blockquote class=\"callout callout_warn\" theme=\"🚧\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🚧</span></h2><p>For Ubuntu, make sure to select <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Linux 64-bit</code>, which will eventually deliver a <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">.run</code> file. Do not select an <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Ubuntu</code> option for the operating system, as this will deliver a <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">.deb</code> file that frequently fails to properly install the drivers.</p></blockquote>\n</li>\n<li>\n<p>Finally, choose the Download Type (<button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Production Branch</code>), and choose a CUDA toolkit with version between <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">12.2&lt;=version&lt;=12.6</code>.</p>\n<blockquote class=\"callout callout_warn\" theme=\"🚧\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🚧</span></h2><p>Selecting CUDA toolkit <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">latest</code> or <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">12.7</code> will provide a driver on major version <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">565</code>. This version has a known issue where the Deepgram Engine container will not be able to detect or use the GPU. Ensure you are using drivers with maximum version <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">560</code>.</p></blockquote>\n</li>\n<li>\n<p>Select <strong>Search</strong> and check that the correct driver is displayed, then select <strong>View</strong>.</p>\n</li>\n<li>\n<p>Right-click <strong>Download</strong>, then copy the link to save the download URL to your clipboard.</p>\n</li>\n<li>\n<p>Download the latest driver for your GPU on your deployment environment:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">wget LINK_TO_LATEST_NVIDIA_GPU_DRIVER\n</code></pre></div></div>\n<blockquote class=\"callout callout_default\" theme=\"🖥️\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🖥️</span></h2><p>Be sure to replace the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">LINK_TO_LATEST_NVIDIA_GPU_DRIVER</code> placeholder value with the URL to the latest driver for the GPU you are using.</p></blockquote>\n</li>\n<li>\n<p>Install the drivers:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nchmod +x ./{DOWNLOADED_FILE_NAME}\nsudo ./{DOWNLOADED_FILE_NAME} --silent\n# RHEL\nsudo rpm -i DOWNLOADED_FILE_NAME\nsudo dnf clean all\nsudo dnf -y module install nvidia-driver:latest-dkms\n# Oracle Linux\nsudo rpm -i DOWNLOADED_FILE_NAME\nsudo dnf install \\\n https://dl.fedoraproject.org/pub/epel/epel-release-latest-`grep -oP &#x27;(?&lt;=release )\\d+&#x27; /etc/redhat-release`.noarch.rpm \\\n https://dl.fedoraproject.org/pub/epel/epel-next-release-latest-`grep -oP &#x27;(?&lt;=release )\\d+&#x27; /etc/redhat-release`.noarch.rpm\nsudo dnf clean all\nsudo dnf -y module install nvidia-driver:latest-dkms\n</code></pre></div></div>\n<blockquote class=\"callout callout_info\" theme=\"📘\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">📘</span></h2><p>With the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">--silent</code> install on Ubuntu and other non-RHEL distros, you will see warnings that are similar to the following (they can be ignored):</p><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">WARNING: Ignoring CC version mismatch:\n\nThe kernel was built with gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0, GNU ld (GNU Binutils for Ubuntu) 2.34, but the current compiler version is cc (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0.\n\nWARNING: nvidia-installer was forced to guess the X library path &#x27;/usr/lib64&#x27; and X module path &#x27;/usr/lib64/xorg/modules&#x27;; these paths were not queryable from the system. If X fails to find the NVIDIA X driver module, please install the `pkg-config` utility and the X.Org SDK/development package for your distribution and reinstall the driver\n</code></pre></blockquote>\n</li>\n<li>\n<p>Test that the NVIDIA drivers are installed. The following command should produce output describing the available GPU:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">nvidia-smi\n</code></pre></div></div>\n</li>\n</ol>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-container-runtime\"></div><div class=\"heading-text\"><div id=\"section-install-container-runtime\" class=\"heading-anchor_backwardsCompatibility\"></div>Install Container Runtime</div><a aria-label=\"Skip link to Install Container Runtime\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-container-runtime\"></a></h2>\n<p>For ease of use, Deepgram provides its products in container images, so you must make sure that you have installed the latest version of Docker (or an alternative such as Podman) on all hosts. </p>\n<blockquote class=\"callout callout_info\" theme=\"📘\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">📘</span></h2><p>RHEL and Oracle Linux do not distribute Docker, so you will need to use Podman for your container runtime.</p></blockquote>\n<ol>\n<li>\n<p>Install the container runtime. </p>\n<ol>\n<li>To install Docker, read <a href=\"https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository\" target=\"\" title=\"\">Install Using the Repository</a> in Docker’s documentation. </li>\n<li>To install Podman, use your distribution&#x27;s native package list. For more details, read their <a href=\"https://podman.io/docs/installation\" target=\"\" title=\"\">installation instructions</a>.\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo apt install podman\n# RHEL or Oracle Linux\nsudo dnf install podman\n</code></pre></div></div>\n<ol>\n<li>If you are using Podman, other guides in the self-hosted documentation will contain commands using <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">docker</code>. Change all of these to use <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">podman</code>.</li>\n</ol>\n</li>\n</ol>\n</li>\n<li>\n<p>It&#x27;s possible to grant your user (e.g. <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">ubuntu</code>, <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">ec2-user</code>, <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">ocp</code>) sufficient permissions to run container runtime commands without elevated privileges (without <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">sudo</code>). </p>\n<ol>\n<li>\n<p>For Docker, see <a href=\"https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user\" target=\"\" title=\"\">Manage Docker as a Non-Root User</a> in Docker’s optional post-installation documentation.</p>\n</li>\n<li>\n<p>For Podman, the process to run commands without elevated privileges is somewhat more involved. See <a href=\"https://github.com/containers/podman/blob/main/docs/tutorials/rootless_tutorial.md\" target=\"\" title=\"\">this tutorial</a> for basic setup and use of Podman in a rootless environment.</p>\n</li>\n</ol>\n<blockquote class=\"callout callout_warn\" theme=\"🚧\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🚧</span></h2><p>If you do not follow step 2, you cannot run container runtime commands without elevated privileges. You must run any <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">docker</code>, <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">docker-compose</code>, <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">podman</code>, or <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">podman-compose</code> commands with <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">sudo</code>.</p></blockquote>\n</li>\n</ol>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-container-composition-tools\"></div><div class=\"heading-text\"><div id=\"section-install-container-composition-tools\" class=\"heading-anchor_backwardsCompatibility\"></div>Install Container Composition Tools</div><a aria-label=\"Skip link to Install Container Composition Tools\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-container-composition-tools\"></a></h3>\n<p>Container Composition tools allow users to define and manage multi-container applications using simple YAML configuration files that can be checked into source control. It enables the orchestration and coordination of services, automating the deployment, scaling, and management of containerized applications.</p>\n<h4 class=\"heading heading-4 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"docker\"></div><div class=\"heading-text\"><div id=\"section-docker\" class=\"heading-anchor_backwardsCompatibility\"></div>Docker</div><a aria-label=\"Skip link to Docker\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#docker\"></a></h4>\n<p>Docker Compose V2 is now included with Docker. The plugin for CLI use should be installed with the <a href=\"#install-container-runtime\" target=\"\" title=\"\">Install Container Runtime</a> steps. If not, you can install it independently:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"># Ubuntu\nsudo apt install -y docker-compose-plugin\n</code></pre></div></div>\n<p>Test the installation:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">docker compose version\n</code></pre></div></div>\n<p>You should expect the command output to return version 2.X.X.</p>\n<h4 class=\"heading heading-4 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"podman\"></div><div class=\"heading-text\"><div id=\"section-podman\" class=\"heading-anchor_backwardsCompatibility\"></div>Podman</div><a aria-label=\"Skip link to Podman\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#podman\"></a></h4>\n<p>The open source community maintains a <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">podman-compose</code> tool that seeks to be compatible with Docker Compose. You can install this with their <a href=\"https://github.com/containers/podman-compose#installation\" target=\"\" title=\"\">instructions on GitHub</a>, and test your installation:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">podman-compose version\n</code></pre></div></div>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"install-the-nvidia-container-toolkit\"></div><div class=\"heading-text\"><div id=\"section-install-the-nvidia-container-toolkit\" class=\"heading-anchor_backwardsCompatibility\"></div>Install the NVIDIA Container Toolkit</div><a aria-label=\"Skip link to Install the NVIDIA Container Toolkit\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#install-the-nvidia-container-toolkit\"></a></h2>\n<p>CUDA is NVIDIA&#x27;s library for interacting with its GPU. CUDA support is made available to containers using the NVIDIA container runtime, which is provided by the NVIDIA container toolkit.</p>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"docker-1\"></div><div class=\"heading-text\"><div id=\"section-docker\" class=\"heading-anchor_backwardsCompatibility\"></div>Docker</div><a aria-label=\"Skip link to Docker\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#docker-1\"></a></h3>\n<p> <a href=\"https://github.com/NVIDIA/nvidia-docker\" target=\"\" title=\"\"><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">nvidia-docker</code></a> exposes the NVIDIA container toolkit for the Docker runtime. Follow the <a href=\"https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#setting-up-nvidia-container-toolkit\" target=\"\" title=\"\">Docker instructions from NVIDIA</a> to setup this runtime.</p>\n<blockquote class=\"callout callout_warn\" theme=\"🚧\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🚧</span></h2><p>Make sure to complete the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Configuration</code> step <a href=\"https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-docker\" target=\"\" title=\"\">specific to Docker</a>.</p><p>For the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Configuration</code> step, follow the standard instructions, <em>not</em> the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Rootless mode</code> instructions.</p></blockquote>\n<p>After you&#x27;ve setup the NVIDIA Docker runtime, you can test it with the following command:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\">docker run --runtime=nvidia --rm --gpus all ubuntu nvidia-smi\n</code></pre></div></div>\n<h3 class=\"heading heading-3 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"podman-1\"></div><div class=\"heading-text\"><div id=\"section-podman\" class=\"heading-anchor_backwardsCompatibility\"></div>Podman</div><a aria-label=\"Skip link to Podman\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#podman-1\"></a></h3>\n<p>Podman has implemented support for the Container Device Interface (CDI) standard in its container runtime, which allows for direct use of the NVIDIA container toolkit. Follow the <a href=\"https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#step-1-install-nvidia-container-toolkit\" target=\"\" title=\"\">CDI Support instructions from NVIDIA</a> to install and configure the toolkit.</p>\n<blockquote class=\"callout callout_warn\" theme=\"🚧\"><h2 class=\"callout-heading empty\"><span class=\"callout-icon\">🚧</span></h2><p>Make sure to complete the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Installation</code> specific to your distribution <strong><em>and</em></strong> the <button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang- theme-light\" data-lang=\"\" name=\"\" tabindex=\"0\">Configuration</code> step <a href=\"https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-podman\" target=\"\" title=\"\">specific to Podman</a>.</p></blockquote>\n<p>After you&#x27;ve setup the NVIDIA container toolkit with CDI, you can test it with the following command:</p>\n<div class=\"CodeTabs CodeTabs_initial theme-light\"><div class=\"CodeTabs-toolbar\" role=\"tablist\"><button aria-selected=\"true\" class=\"CodeTabs_active\" role=\"tab\" type=\"button\">Shell</button></div><div class=\"CodeTabs-inner\" role=\"tabpanel\"><pre><button aria-label=\"Copy Code\" class=\"rdmd-code-copy fa\"></button><code class=\"rdmd-code lang-shell theme-light\" data-lang=\"shell\" name=\"\" tabindex=\"0\"> podman run --rm --device nvidia.com/gpu=all ubuntu nvidia-smi\n</code></pre></div></div>\n<h2 class=\"heading heading-2 header-scroll\" align=\"\"><div class=\"heading-anchor anchor waypoint\" id=\"summary\"></div><div class=\"heading-text\"><div id=\"section-summary\" class=\"heading-anchor_backwardsCompatibility\"></div>Summary</div><a aria-label=\"Skip link to Summary\" class=\"heading-anchor-icon fa fa-anchor\" href=\"#summary\"></a></h2>\n<p>This guide walked you through installing the NVIDIA drivers to interact with our GPU that will run inference, as well as the containerization platform that we will use to run Deepgram services. </p>\n<p>As a reminder, many of our guides assume use of Docker. If you are on Red Hat Enterprise Linux or have another reason to use Podman instead of Docker, keep in mind the commands and configuration may be slightly different.</p>"},"opts":{"alwaysThrow":false,"compatibilityMode":false,"copyButtons":true,"correctnewlines":false,"markdownOptions":{"fences":true,"commonmark":true,"gfm":true,"ruleSpaces":false,"listItemIndent":"1","spacedTable":true,"paddedTable":true},"normalize":true,"lazyImages":true,"reusableContent":{"tags":{}},"safeMode":false,"settings":{"position":true},"theme":"light","customBlocks":{},"resourceID":"64b865f923df9700488807ca","resourceType":"page","baseUrl":"/","terms":[{"_id":"6442e552b7accb00668db780","term":"Ogg Opus","definition":"Opus packets encapsulated within Ogg containers, per the original\n Opus specification."},{"_id":"6442e55fc207e2001187d068","term":"Opus","definition":"Lossy audio coding algorithm designed to efficiently code speech\n and general audio in a single format, while remaining low-latency enough for\n real-time interactive communication and low-complexity enough for low-end\n embedded processors. Opus replaces both Vorbis and Speex for new applications,\n and several blind listening tests have ranked it higher quality than any other\n standard audio format at any given bitrate until transparency is reached,\n including MP3, AAC, and HE-AAC. Opus packets may be wrapped in a network\n packet that supplies the packet length. Optionally, a self-delimited packet\n format that adds one or two additional bytes per packet to encode the packet\n length may be used."},{"_id":"6442e58d5d7f9800426dfc8d","term":"Training","definition":"Process through which a machine learning algorithm is fed many\n examples of data and human input to help it identify and replicate a decision\n an expert would make when provided with that same information."},{"_id":"6442e5b0c207e2001187d8ec","term":"Word Error Rate (WER)","definition":"Common metric used to evaluate the effectiveness of automatic\n speech recognition systems (ASRs) and compare the accuracy of the transcripts\n they produce. The more technical, industry-specific, “accented”, and noisy\n your speech data is, the more likely that both ASRs (and humans) will yield a\n high WER."},{"_id":"64552c5bcb2b570034f32764","term":"Community SDK","definition":"An SDK that is not officially maintained by Deepgram, and is maintained by community members instead. The community doesn't necessarily exclude Deepgram team members."},{"_id":"6459336f62d6fe0061e0323e","term":"remote file","definition":"a file that is hosted on a remote server, not one that is on your local machine"},{"_id":"645933a8c1c86b013b4043ce","term":"local file","definition":"a file that is on your local machine, not one that is hosted on a remote server"},{"_id":"645936c0ddc14f00154465cc","term":"transcript","definition":"written text which is the result of converting speech from an audio file into text"},{"_id":"64593adb470f0c000a32f5f4","term":"transcribe","definition":"convert speech from an audio file into written text"},{"_id":"64593da09b499700125d75e7","term":"API","definition":"stands for \"application programming interface\". An API allows two separate IT entities to collaborate using a set of predefined rules for making a request and sending a response between the two entities' servers."},{"_id":"64593eef1b190c0031d1785d","term":"SDK","definition":"stands for \"software development kit\". SDKs are tools that make it easier for developers to work with an API using a specific programming language. Deepgram has several officially supported SDKs such as the node.js and the python SDKs."},{"_id":"6459421a6dc5be000d33c52d","term":"containerized","definition":"audio stream that contains a header which specifies information about the audio."},{"_id":"645942a0556bf00063fb2c30","term":"raw","definition":"unlike containerized audio formats, raw audio does not contain a header to specify information about the audio."},{"_id":"645948ec8775f20042ddf8ac","term":"VLC","definition":"VLC is a free and open source cross-platform multimedia player and framework that plays most multimedia files as well as DVDs, Audio CDs, VCDs, and various streaming protocols. (https://www.videolan.org/vlc/)"},{"_id":"645949e97bee1100346d71fb","term":"ffmpeg","definition":"a command-line tool that can be used to record, convert, and stream audio and video."},{"_id":"64594c43de5c8f01ca70ed1d","term":"transcription","definition":"Process through which speech in an audio file is converted into written text."},{"_id":"64594eef67091b012b936fca","term":"SRT","definition":"SubRip Text (SRT) is a subtitle format which consists of a sequence of text segments associated with a time-interval. They are plain text files with no metadata, so the files are very small."},{"_id":"64594f1eb198d1003c7aa236","term":"VTT","definition":"WebVTT is a subtitle format which consists of a sequence of text segments associated with a time-interval, called a cue. WebVTT was created to work with HTML5, which means the cues can easily be styled with CSS."},{"_id":"64596093f5b18f0725048a99","term":"WebVTT","definition":"a subtitle format which consists of a sequence of text segments associated with a time-interval, called a cue. WebVTT was created to work with HTML5, which means the cues can easily be styled with CSS."},{"_id":"6459646f9c4fac05afbd0ddc","term":"tier","definition":"the level of model you would like to use in your request. For example, Deepgram's phonecall model has three tiers: base, enhanced, nova."},{"_id":"645a5e1070f56e2b3d395b1c","term":"streaming","definition":"audio that is delivered through an open channel in a continuous manner, where the audio data is processed bit by bit."},{"_id":"645a5e408f14742bafe7e4a1","term":"pre-recorded","definition":"refers to self-contained audio files such as WAV or MP3 files."},{"_id":"645a62412f762427053123a6","term":"project","definition":"Deepgram accounts can contain one or more projects, which are distinct environments with a set of users, a set of API keys, and separate billing and monitoring."},{"_id":"645a6347a834032e09cd828b","term":"projects","definition":"Deepgram accounts can contain one or more projects, which are distinct environments with a set of users, a set of API keys, and separate billing and monitoring."},{"_id":"645a90e6892dc303f3da3178","term":"Adaptive Multi-Rate","definition":"a lossy audio coding algorithm optimized for speech coding that dynamically adjusts speech bit rate and channel coding to adapt to various network conditions."},{"_id":"645a9325db7c29039d0786cd","term":"Free Lossless Audio Codec","definition":"an open, royalty-free, and efficient audio coding algorithm that can compress audio data to 50-70% of its original size while maintaining its quality, allowing for fast streaming and decoding, and enabling exact recovery of the original data at any time."},{"_id":"645a941b4fb341039ab3df7f","term":"Mu-law","definition":"a lossy audio coding algorithm that reduces the dynamic range of an audio signal by removing data from upper and lower frequencies, compresses audio data to 50% of its original size, and is commonly used as a telecommunication standard in North America and Japan."},{"_id":"645aa6b7def3610ad7f18a44","term":"dataset","definition":"collection of resources that provide a large, representative sample of data that can be transcribed, labeled, and then used to train a model."},{"_id":"645aa83aa3972c0a3a3a7092","term":"Voice Activity Detection (VAD)","definition":"a speech processing technology used to distinguish between speech and non-speech segments of an audio signal. VAD can be used in applications such as speech recognition, voice over IP (VoIP) communication, and audio coding."},{"_id":"645aa902f35aa90ad1f96e17","term":"Lossless","definition":"Class of compression algorithms that allow original data to be perfectly reconstructed from compressed data. Lossless compression is used in cases where deviations from the original data would be unfavorable."},{"_id":"645aa93b1b26f909f49dfd97","term":"Lossy","definition":"Class of compression algorithms that irreversibly degrade data quality to reduce size for storage, handling, and transmission. Well-designed lossy compression technology can significantly reduce file sizes before degradation is noticed by the end-user."},{"_id":"645aaa494bb50c07a38040f9","term":"signed PCM WAV","definition":"a digital audio format that represents analog sound waves by sampling them at regular intervals and encoding the sampled values as binary data, where the signed value indicates whether the sample is positive or negative."},{"_id":"645aab43a30de608fe5d8b6e","term":"encoding","definition":"the different algorithms used to compress digital audio data into a smaller size for efficient storage and transmission, while maintaining the perceptual quality of the original audio signal."},{"_id":"645d5b659f2f6b0623f5e225","term":"model","definition":"an algorithm that is trained to convert spoken language into written text by analyzing large datasets of spoken language and corresponding transcriptions."},{"_id":"645d5b74687a92003052ae6e","term":"resources","definition":"audio file and its associated data, such as a transcription. Resources can be collected into datasets, and a single resource can belong to\n multiple datasets."},{"_id":"64650280ac261d00f6162a01","term":"BCP-47","definition":"BCP-47 describes a syntax, called a \"language-range\", for specifying items in a user's list of language preferences: Read more https://tools.ietf.org/html/bcp47"},{"_id":"646cf5b192603a21458a20cd","term":"Real-Time Messaging Protocol","definition":"Protocol used to stream audio, video, and data over the internet. While RTMP was originally developed by Macromedia to stream between a Flash player and server, it continues to be used as an open-source protocol and is accepted by many streaming providers, such as Zoom."},{"_id":"64e65b60e50a1100654ac5cf","term":"Deprecated","definition":"In software development, \"deprecated\" refers to a feature, function, or practice that is no longer supported or recommended, but still allowed for backward compatibility or other reasons. Deprecated elements are typically marked as such in the software's documentation, and users are advised to avoid using them in new development or to migrate away from them as soon as possible."},{"_id":"65bd5c3b557eb9005625f02d","term":"SDKs","definition":"stands for \"software development kit\". SDKs are tools that make it easier for developers to work with an API using a specific programming language. Deepgram has several officially supported SDKs such as the Javascript and the Python SDKs."},{"_id":"65c13b0c328f8000421c9980","term":"DSLM","definition":"A Domain-Specific Language Model (DSLM) is a specialized machine learning model designed for a particular domain or task. In contrast to Large Language Models (LLMs), DSLMs are characterized by a narrower scope, with a focus on high accuracy and low latency within a specific context, typically having fewer parameters tailored to the targeted domain."},{"_id":"65c145d74498110031aa2078","term":"TSLM","definition":"A Task-Specific Language Model (TSLM) is a specialized machine learning model fine-tuned for specific tasks. Unlike more broadly applicable Large Language Models (LLMs), TSLMs excel with high accuracy and low latency in their designated areas, boasting a compact architecture optimized for task-specific performance."},{"_id":"66182534818d8400186969da","term":"speex","definition":"Speex is an open-source audio compression format designed for speech applications. Offering variable bit rate modes and support for narrowband and wideband audio, it excels in efficiency and versatility. Its low-latency capabilities make it ideal for real-time communication, while features like noise suppression enhance speech clarity. In summary, Speex provides an effective balance between compression efficiency and audio quality for speech-centric tasks."},{"_id":"661826a16f266c001198833d","term":"G729","definition":"G.729 is a codec designed for low-bandwidth communication, offering efficient speech compression for applications like VoIP. It achieves high compression ratios while maintaining acceptable speech quality, making it ideal for conserving network bandwidth in digital telephony systems."}],"variables":{"user":{},"defaults":[]}},"terms":[{"_id":"6442e552b7accb00668db780","term":"Ogg Opus","definition":"Opus packets encapsulated within Ogg containers, per the original\n Opus specification."},{"_id":"6442e55fc207e2001187d068","term":"Opus","definition":"Lossy audio coding algorithm designed to efficiently code speech\n and general audio in a single format, while remaining low-latency enough for\n real-time interactive communication and low-complexity enough for low-end\n embedded processors. Opus replaces both Vorbis and Speex for new applications,\n and several blind listening tests have ranked it higher quality than any other\n standard audio format at any given bitrate until transparency is reached,\n including MP3, AAC, and HE-AAC. Opus packets may be wrapped in a network\n packet that supplies the packet length. Optionally, a self-delimited packet\n format that adds one or two additional bytes per packet to encode the packet\n length may be used."},{"_id":"6442e58d5d7f9800426dfc8d","term":"Training","definition":"Process through which a machine learning algorithm is fed many\n examples of data and human input to help it identify and replicate a decision\n an expert would make when provided with that same information."},{"_id":"6442e5b0c207e2001187d8ec","term":"Word Error Rate (WER)","definition":"Common metric used to evaluate the effectiveness of automatic\n speech recognition systems (ASRs) and compare the accuracy of the transcripts\n they produce. The more technical, industry-specific, “accented”, and noisy\n your speech data is, the more likely that both ASRs (and humans) will yield a\n high WER."},{"_id":"64552c5bcb2b570034f32764","term":"Community SDK","definition":"An SDK that is not officially maintained by Deepgram, and is maintained by community members instead. The community doesn't necessarily exclude Deepgram team members."},{"_id":"6459336f62d6fe0061e0323e","term":"remote file","definition":"a file that is hosted on a remote server, not one that is on your local machine"},{"_id":"645933a8c1c86b013b4043ce","term":"local file","definition":"a file that is on your local machine, not one that is hosted on a remote server"},{"_id":"645936c0ddc14f00154465cc","term":"transcript","definition":"written text which is the result of converting speech from an audio file into text"},{"_id":"64593adb470f0c000a32f5f4","term":"transcribe","definition":"convert speech from an audio file into written text"},{"_id":"64593da09b499700125d75e7","term":"API","definition":"stands for \"application programming interface\". An API allows two separate IT entities to collaborate using a set of predefined rules for making a request and sending a response between the two entities' servers."},{"_id":"64593eef1b190c0031d1785d","term":"SDK","definition":"stands for \"software development kit\". SDKs are tools that make it easier for developers to work with an API using a specific programming language. Deepgram has several officially supported SDKs such as the node.js and the python SDKs."},{"_id":"6459421a6dc5be000d33c52d","term":"containerized","definition":"audio stream that contains a header which specifies information about the audio."},{"_id":"645942a0556bf00063fb2c30","term":"raw","definition":"unlike containerized audio formats, raw audio does not contain a header to specify information about the audio."},{"_id":"645948ec8775f20042ddf8ac","term":"VLC","definition":"VLC is a free and open source cross-platform multimedia player and framework that plays most multimedia files as well as DVDs, Audio CDs, VCDs, and various streaming protocols. (https://www.videolan.org/vlc/)"},{"_id":"645949e97bee1100346d71fb","term":"ffmpeg","definition":"a command-line tool that can be used to record, convert, and stream audio and video."},{"_id":"64594c43de5c8f01ca70ed1d","term":"transcription","definition":"Process through which speech in an audio file is converted into written text."},{"_id":"64594eef67091b012b936fca","term":"SRT","definition":"SubRip Text (SRT) is a subtitle format which consists of a sequence of text segments associated with a time-interval. They are plain text files with no metadata, so the files are very small."},{"_id":"64594f1eb198d1003c7aa236","term":"VTT","definition":"WebVTT is a subtitle format which consists of a sequence of text segments associated with a time-interval, called a cue. WebVTT was created to work with HTML5, which means the cues can easily be styled with CSS."},{"_id":"64596093f5b18f0725048a99","term":"WebVTT","definition":"a subtitle format which consists of a sequence of text segments associated with a time-interval, called a cue. WebVTT was created to work with HTML5, which means the cues can easily be styled with CSS."},{"_id":"6459646f9c4fac05afbd0ddc","term":"tier","definition":"the level of model you would like to use in your request. For example, Deepgram's phonecall model has three tiers: base, enhanced, nova."},{"_id":"645a5e1070f56e2b3d395b1c","term":"streaming","definition":"audio that is delivered through an open channel in a continuous manner, where the audio data is processed bit by bit."},{"_id":"645a5e408f14742bafe7e4a1","term":"pre-recorded","definition":"refers to self-contained audio files such as WAV or MP3 files."},{"_id":"645a62412f762427053123a6","term":"project","definition":"Deepgram accounts can contain one or more projects, which are distinct environments with a set of users, a set of API keys, and separate billing and monitoring."},{"_id":"645a6347a834032e09cd828b","term":"projects","definition":"Deepgram accounts can contain one or more projects, which are distinct environments with a set of users, a set of API keys, and separate billing and monitoring."},{"_id":"645a90e6892dc303f3da3178","term":"Adaptive Multi-Rate","definition":"a lossy audio coding algorithm optimized for speech coding that dynamically adjusts speech bit rate and channel coding to adapt to various network conditions."},{"_id":"645a9325db7c29039d0786cd","term":"Free Lossless Audio Codec","definition":"an open, royalty-free, and efficient audio coding algorithm that can compress audio data to 50-70% of its original size while maintaining its quality, allowing for fast streaming and decoding, and enabling exact recovery of the original data at any time."},{"_id":"645a941b4fb341039ab3df7f","term":"Mu-law","definition":"a lossy audio coding algorithm that reduces the dynamic range of an audio signal by removing data from upper and lower frequencies, compresses audio data to 50% of its original size, and is commonly used as a telecommunication standard in North America and Japan."},{"_id":"645aa6b7def3610ad7f18a44","term":"dataset","definition":"collection of resources that provide a large, representative sample of data that can be transcribed, labeled, and then used to train a model."},{"_id":"645aa83aa3972c0a3a3a7092","term":"Voice Activity Detection (VAD)","definition":"a speech processing technology used to distinguish between speech and non-speech segments of an audio signal. VAD can be used in applications such as speech recognition, voice over IP (VoIP) communication, and audio coding."},{"_id":"645aa902f35aa90ad1f96e17","term":"Lossless","definition":"Class of compression algorithms that allow original data to be perfectly reconstructed from compressed data. Lossless compression is used in cases where deviations from the original data would be unfavorable."},{"_id":"645aa93b1b26f909f49dfd97","term":"Lossy","definition":"Class of compression algorithms that irreversibly degrade data quality to reduce size for storage, handling, and transmission. Well-designed lossy compression technology can significantly reduce file sizes before degradation is noticed by the end-user."},{"_id":"645aaa494bb50c07a38040f9","term":"signed PCM WAV","definition":"a digital audio format that represents analog sound waves by sampling them at regular intervals and encoding the sampled values as binary data, where the signed value indicates whether the sample is positive or negative."},{"_id":"645aab43a30de608fe5d8b6e","term":"encoding","definition":"the different algorithms used to compress digital audio data into a smaller size for efficient storage and transmission, while maintaining the perceptual quality of the original audio signal."},{"_id":"645d5b659f2f6b0623f5e225","term":"model","definition":"an algorithm that is trained to convert spoken language into written text by analyzing large datasets of spoken language and corresponding transcriptions."},{"_id":"645d5b74687a92003052ae6e","term":"resources","definition":"audio file and its associated data, such as a transcription. Resources can be collected into datasets, and a single resource can belong to\n multiple datasets."},{"_id":"64650280ac261d00f6162a01","term":"BCP-47","definition":"BCP-47 describes a syntax, called a \"language-range\", for specifying items in a user's list of language preferences: Read more https://tools.ietf.org/html/bcp47"},{"_id":"646cf5b192603a21458a20cd","term":"Real-Time Messaging Protocol","definition":"Protocol used to stream audio, video, and data over the internet. While RTMP was originally developed by Macromedia to stream between a Flash player and server, it continues to be used as an open-source protocol and is accepted by many streaming providers, such as Zoom."},{"_id":"64e65b60e50a1100654ac5cf","term":"Deprecated","definition":"In software development, \"deprecated\" refers to a feature, function, or practice that is no longer supported or recommended, but still allowed for backward compatibility or other reasons. Deprecated elements are typically marked as such in the software's documentation, and users are advised to avoid using them in new development or to migrate away from them as soon as possible."},{"_id":"65bd5c3b557eb9005625f02d","term":"SDKs","definition":"stands for \"software development kit\". SDKs are tools that make it easier for developers to work with an API using a specific programming language. Deepgram has several officially supported SDKs such as the Javascript and the Python SDKs."},{"_id":"65c13b0c328f8000421c9980","term":"DSLM","definition":"A Domain-Specific Language Model (DSLM) is a specialized machine learning model designed for a particular domain or task. In contrast to Large Language Models (LLMs), DSLMs are characterized by a narrower scope, with a focus on high accuracy and low latency within a specific context, typically having fewer parameters tailored to the targeted domain."},{"_id":"65c145d74498110031aa2078","term":"TSLM","definition":"A Task-Specific Language Model (TSLM) is a specialized machine learning model fine-tuned for specific tasks. Unlike more broadly applicable Large Language Models (LLMs), TSLMs excel with high accuracy and low latency in their designated areas, boasting a compact architecture optimized for task-specific performance."},{"_id":"66182534818d8400186969da","term":"speex","definition":"Speex is an open-source audio compression format designed for speech applications. Offering variable bit rate modes and support for narrowband and wideband audio, it excels in efficiency and versatility. Its low-latency capabilities make it ideal for real-time communication, while features like noise suppression enhance speech clarity. In summary, Speex provides an effective balance between compression efficiency and audio quality for speech-centric tasks."},{"_id":"661826a16f266c001198833d","term":"G729","definition":"G.729 is a codec designed for low-bandwidth communication, offering efficient speech compression for applications like VoIP. It achieves high compression ratios while maintaining acceptable speech quality, making it ideal for conserving network bandwidth in digital telephony systems."}],"variables":{"user":{},"defaults":[]},"mdx":false},"doc":{"metadata":{"image":[],"title":"","description":"","keywords":"","robots":"index"},"mdx":{"altBody":"","status":"rdmd"},"api":{"method":"get","url":"","auth":"required","results":{"codes":[{"name":"","code":"{}","language":"json","status":200},{"name":"","code":"{}","language":"json","status":400}]},"params":[],"examples":{"codes":[]}},"next":{"description":"Now we head to Deepgram Console to generate needed credentials for our deployment.","pages":[{"name":"Self Service Licensing & Credentials","slug":"on-prem-self-service-tutorial","type":"doc","category":"On-premise deployments"}]},"algolia":{"recordCount":17,"publishPending":false,"translationFailure":false,"updatedAt":"2024-12-04T17:15:31.865Z"},"title":"Drivers and Container Orchestration Tools","icon":"","updates":["65d8ca0ffac9be006146e7fb","660c700e607421001f1895a8","660c7153ef5799002bb5211d","6643c67908c8ef0077e77e28"],"type":"basic","slug":"drivers-and-containerization-platforms","excerpt":"With Docker/Podman","body":"Once you have provisioned a deployment environment with a Linux operating system installed, we need to configure it.\n\nWhile some cloud providers will automatically install NVIDIA drivers for use with NVIDIA GPUs, many do not, so we will walk through how to install NVIDIA drivers for the GPUs and expose them for our use. \n\nWe will also step through installing a containerization platform. We highly recommend Docker, but you may also use Podman if you are using Red Hat Enterprise Linux (RHEL) version 8 or higher, or another similar distribution that does not ship or support Docker.\n\n> 📘 \n> \n> Other pages in Deepgram's documentation may exclusively list example commands using `docker`. If you are using a different containerization platform, such as `podman`, you may need to adjust the commands accordingly.\n\n## Prerequisites\n\nMake sure you have completed the steps in one of the following platform guides:\n\n- [Amazon Web Services](doc:aws)\n- [Google Cloud Platform](doc:gcp)\n- [Oracle Cloud Infrastructure](doc:oracle-cloud-infrastructure)\n- [Microsoft Azure](doc:azure)\n- [Bare-Metal Servers](doc:bare-metal)\n\n## Note on Different Linux Distributions\n\nVarious Linux distributions have a default or preferred package manager for the installation and management of system packages. For example, `apt` is associated with Ubuntu and `dnf` is associated with RHEL and Oracle Linux. \n\nThis guide will contain instructions that should be adaptable for many Linux distributions, but are specific to one of our [recommended distributions](doc:configure-your-private-cloud-environment#operating-system). You will see comments above the commands and sections when there is a distribution-specific action. If there are no comments or headers above a set of instructions, it should work cross-platform. \n\n## Update System Package Manager\n\nUpdate your server’s operating system package manager to get information on updated versions of packages and their dependencies, and upgrade these packages as needed.\n\n```shell\n# Ubuntu\nsudo apt update\nsudo apt upgrade -y\n# RHEL or Oracle Linux\nsudo dnf update -y\n```\n\n### Install GNU Toolchain Components\n\nInstall the GNU Compiler Collection (`gcc`) , GNU Make (`make`), and GNU Web Get (`wget`) tool:\n\n```shell\n# Ubuntu\nsudo apt install -y gcc make wget\n# RHEL or Oracle Linux\nsudo dnf install -y gcc make wget\n```\n\n## Install NVIDIA Drivers\n\n### Remove Nouveau Drivers\n\nThe Nouveau kernel driver is incompatible with NVIDIA drivers, so you will need to disable it before installing any NVIDIA drivers.\n\n1. In your terminal, create a new configuration file at `/etc/modprobe.d/blacklist-nouveau.conf` to blacklist the Nouveau drivers.\n\n ```shell\n sudo sh -c 'printf \"blacklist nouveau\\noptions nouveau modeset=0\\n\" > /etc/modprobe.d/blacklist-nouveau.conf'\n ```\n\n2. Regenerate the kernel with the new conf file added:\n\n ```shell\n # Ubuntu\n sudo update-initramfs -u\n # RHEL or Oracle Linux\n sudo dracut --force\n ```\n\n3. Unload the Nouveau drivers:\n\n ```shell\n sudo rmmod nouveau\n ```\n\n4. Verify that Nouveau has been removed:\n\n ```shell\n lsmod | grep nouveau\n ```\n\n If you see no output, Nouveau was successfully removed.\n\n### Install Kernel Development Tools\n\nMany Linux distributions require Linux kernel development tools to be installed to support installing the NVIDIA drivers. \n\n```shell\n# Ubuntu\nsudo apt-get install -y linux-headers-`uname -r`\n# RHEL\nsudo dnf -y install kernel-devel-`uname -r` kernel-headers-`uname -r`\nsudo dnf -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-`rpm -q --queryformat '%{VERSION}' redhat-release | cut -d. -f1`.noarch.rpm\nsudo dnf -y install dkms\n# Oracle Linux\nsudo dnf -y install kernel-devel kernel-headers\n```\n\n### Download and install the official drivers\n\n> 💻 \n> \n> If you are using Google Cloud Platform and your VM instance has Secure Boot enabled, see the [GCP documentation](https://cloud.google.com/compute/docs/gpus/install-drivers-gpu#secure-boot) for details on how to sign the NVIDIA kernel modules.\n> \n> If you are using Azure and your Ubuntu VM instance has [Trusted Launch](https://learn.microsoft.com/en-us/azure/virtual-machines/trusted-launch) enabled, which also enables Secure Boot, see the [Azure documentation](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/n-series-driver-setup#ubuntu) for how to add a Machine Owner Key that will sign a key for the driver installation. Otherwise, during VM creation, you may opt for Standard security instead of Trusted Launch, in order to install the drivers through our standard method as documented on this page.\n> \n> If you are using Oracle Cloud Infrastructure and you are using a [Shielded instance](https://docs.oracle.com/en-us/iaas/Content/Compute/References/shielded-instances.htm) , see the [Oracle documentation](https://docs.oracle.com/en/operating-systems/oracle-linux/secure-boot/sboot-SigningKernelModulesforUseWithSecureBoot.html) for details on how to sign the NVIDIA kernel modules.\n\n1. We are going to identify the latest compatible driver for the GPU you are using and retrieve its download URL by going to the [NVIDIA Official Drivers](https://www.nvidia.com/download/index.aspx).\n\n2. Select the product category. For cloud instances, this will often be `Data Center/Tesla`.\n\n3. Select the product series and product. You should know the exact GPU you are using if you provisioned it yourself in your own data-center. If you are using a cloud instance, you can lookup the VM instance type on your cloud console, and use your cloud provider's documentation to find the corresponding GPU for that instance type.\n 1. The product series will the first letter of the GPU name. For example, the T4 is part of the T-series, and the A10 is part of the A-series.\n\n4. Select your operating system. For most users, like those on Ubuntu, this will be `Linux 64-bit`. If you are on RHEL or a compatible distribution like Oracle Linux, select the appropriate RHEL version instead.\n\n > 🚧 \n > \n > For Ubuntu, make sure to select `Linux 64-bit`, which will eventually deliver a `.run` file. Do not select an `Ubuntu` option for the operating system, as this will deliver a `.deb` file that frequently fails to properly install the drivers.\n\n5. Finally, choose the Download Type (`Production Branch`), and choose a CUDA toolkit with version between `12.2<=version<=12.6`.\n\n > 🚧 \n > \n > Selecting CUDA toolkit `latest` or `12.7` will provide a driver on major version `565`. This version has a known issue where the Deepgram Engine container will not be able to detect or use the GPU. Ensure you are using drivers with maximum version `560`.\n\n\n6. Select **Search** and check that the correct driver is displayed, then select **View**.\n\n7. Right-click **Download**, then copy the link to save the download URL to your clipboard.\n\n8. Download the latest driver for your GPU on your deployment environment:\n\n ```shell\n wget LINK_TO_LATEST_NVIDIA_GPU_DRIVER\n ```\n\n > 🖥️ \n > \n > Be sure to replace the `LINK_TO_LATEST_NVIDIA_GPU_DRIVER` placeholder value with the URL to the latest driver for the GPU you are using.\n\n9. Install the drivers:\n\n ```shell\n # Ubuntu\n chmod +x ./{DOWNLOADED_FILE_NAME}\n sudo ./{DOWNLOADED_FILE_NAME} --silent\n # RHEL\n sudo rpm -i DOWNLOADED_FILE_NAME\n sudo dnf clean all\n sudo dnf -y module install nvidia-driver:latest-dkms\n # Oracle Linux\n sudo rpm -i DOWNLOADED_FILE_NAME\n sudo dnf install \\\n https://dl.fedoraproject.org/pub/epel/epel-release-latest-`grep -oP '(?<=release )\\d+' /etc/redhat-release`.noarch.rpm \\\n https://dl.fedoraproject.org/pub/epel/epel-next-release-latest-`grep -oP '(?<=release )\\d+' /etc/redhat-release`.noarch.rpm\n sudo dnf clean all\n sudo dnf -y module install nvidia-driver:latest-dkms\n ```\n\n > 📘 \n > \n > With the `--silent` install on Ubuntu and other non-RHEL distros, you will see warnings that are similar to the following (they can be ignored):\n > \n > ```\n > WARNING: Ignoring CC version mismatch:\n > \n > The kernel was built with gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0, GNU ld (GNU Binutils for Ubuntu) 2.34, but the current compiler version is cc (Ubuntu 9.4.0-1ubuntu1~20.04) 9.4.0.\n > \n > WARNING: nvidia-installer was forced to guess the X library path '/usr/lib64' and X module path '/usr/lib64/xorg/modules'; these paths were not queryable from the system. If X fails to find the NVIDIA X driver module, please install the `pkg-config` utility and the X.Org SDK/development package for your distribution and reinstall the driver\n > ```\n\n10. Test that the NVIDIA drivers are installed. The following command should produce output describing the available GPU:\n ```shell\n nvidia-smi\n ```\n\n## Install Container Runtime\n\nFor ease of use, Deepgram provides its products in container images, so you must make sure that you have installed the latest version of Docker (or an alternative such as Podman) on all hosts. \n\n> 📘 \n> \n> RHEL and Oracle Linux do not distribute Docker, so you will need to use Podman for your container runtime.\n\n1. Install the container runtime. \n\n 1. To install Docker, read [Install Using the Repository](https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository) in Docker’s documentation. \n 2. To install Podman, use your distribution's native package list. For more details, read their [installation instructions](https://podman.io/docs/installation).\n ```shell\n # Ubuntu\n sudo apt install podman\n # RHEL or Oracle Linux\n sudo dnf install podman\n ```\n 1. If you are using Podman, other guides in the self-hosted documentation will contain commands using `docker`. Change all of these to use `podman`.\n\n2. It's possible to grant your user (e.g. `ubuntu`, `ec2-user`, `ocp`) sufficient permissions to run container runtime commands without elevated privileges (without `sudo`). \n\n 1. For Docker, see [Manage Docker as a Non-Root User](https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user) in Docker’s optional post-installation documentation.\n\n 2. For Podman, the process to run commands without elevated privileges is somewhat more involved. See [this tutorial](https://github.com/containers/podman/blob/main/docs/tutorials/rootless_tutorial.md) for basic setup and use of Podman in a rootless environment.\n\n > 🚧 \n > \n > If you do not follow step 2, you cannot run container runtime commands without elevated privileges. You must run any `docker`, `docker-compose`, `podman`, or `podman-compose` commands with `sudo`.\n\n### Install Container Composition Tools\n\nContainer Composition tools allow users to define and manage multi-container applications using simple YAML configuration files that can be checked into source control. It enables the orchestration and coordination of services, automating the deployment, scaling, and management of containerized applications.\n\n#### Docker\n\nDocker Compose V2 is now included with Docker. The plugin for CLI use should be installed with the [Install Container Runtime](#install-container-runtime) steps. If not, you can install it independently:\n\n```shell\n# Ubuntu\nsudo apt install -y docker-compose-plugin\n```\n\nTest the installation:\n\n```shell\ndocker compose version\n```\n\nYou should expect the command output to return version 2.X.X.\n\n#### Podman\n\nThe open source community maintains a `podman-compose` tool that seeks to be compatible with Docker Compose. You can install this with their [instructions on GitHub](https://github.com/containers/podman-compose#installation), and test your installation:\n\n```shell\npodman-compose version\n```\n\n## Install the NVIDIA Container Toolkit\n\nCUDA is NVIDIA's library for interacting with its GPU. CUDA support is made available to containers using the NVIDIA container runtime, which is provided by the NVIDIA container toolkit.\n\n### Docker\n\n [`nvidia-docker`](https://github.com/NVIDIA/nvidia-docker) exposes the NVIDIA container toolkit for the Docker runtime. Follow the [Docker instructions from NVIDIA](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#setting-up-nvidia-container-toolkit) to setup this runtime.\n\n> 🚧 \n> \n> Make sure to complete the `Installation` specific to your distribution **_and_** the `Configuration` step [specific to Docker](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-docker).\n> \n> For the `Configuration` step, follow the standard instructions, _not_ the `Rootless mode` instructions.\n\nAfter you've setup the NVIDIA Docker runtime, you can test it with the following command:\n\n```shell\ndocker run --runtime=nvidia --rm --gpus all ubuntu nvidia-smi\n```\n\n### Podman\n\nPodman has implemented support for the Container Device Interface (CDI) standard in its container runtime, which allows for direct use of the NVIDIA container toolkit. Follow the [CDI Support instructions from NVIDIA](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#step-1-install-nvidia-container-toolkit) to install and configure the toolkit.\n\n> 🚧 \n> \n> Make sure to complete the `Installation` specific to your distribution **_and_** the `Configuration` step [specific to Podman](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html#configuring-podman).\n\nAfter you've setup the NVIDIA container toolkit with CDI, you can test it with the following command:\n\n```shell\n podman run --rm --device nvidia.com/gpu=all ubuntu nvidia-smi\n```\n\n## Summary\n\nThis guide walked you through installing the NVIDIA drivers to interact with our GPU that will run inference, as well as the containerization platform that we will use to run Deepgram services. \n\nAs a reminder, many of our guides assume use of Docker. 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