{
  "id": 497562,
  "title": "About infer time",
  "url": "/competitions/birdclef-2024/discussion/497562",
  "author_name": "",
  "post_date": "2024-04-25T03:09:58.536148800Z",
  "votes": 4,
  "comment_count": 2,
  "views": 0,
  "content": "<p>I want to confirm that an audio must be inferred 48 times? This will increase the inference speed to 48 times. My submission will time out. Is there a better way to help me?</p>",
  "messages": [
    {
      "id": "2774014",
      "postDate": "04/25/2024 03:09:58",
      "content": "<p>I want to confirm that an audio must be inferred 48 times? This will increase the inference speed to 48 times. My submission will time out. Is there a better way to help me?</p>",
      "rawMarkdown": "I want to confirm that an audio must be inferred 48 times? This will increase the inference speed to 48 times. My submission will time out. Is there a better way to help me?",
      "votes": null
    },
    {
      "id": "2775230",
      "postDate": "04/25/2024 14:53:51",
      "content": "<p>All the audio samples in <code>test_soundscapes</code> are 4 minutes long. You have to make predictions for every 5 seconds of each audio sample, which is indeed 48x inference for each sample. </p>\n<p>For this competition, there is a restriction that submission.csv must be created in 2h and only on CPU.</p>\n<p>Luckily, there are some tricks to speed up inference using multithreading: <a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/494665\" target=\"_blank\">OpenVino</a> and <a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/493478\" target=\"_blank\">ONYX</a>.</p>\n<p>Happy to help!</p>",
      "rawMarkdown": "All the audio samples in `test_soundscapes` are 4 minutes long. You have to make predictions for every 5 seconds of each audio sample, which is indeed 48x inference for each sample. \n\nFor this competition, there is a restriction that submission.csv must be created in 2h and only on CPU.\n\nLuckily, there are some tricks to speed up inference using multithreading: [OpenVino](https://www.kaggle.com/competitions/birdclef-2024/discussion/494665) and [ONYX](https://www.kaggle.com/competitions/birdclef-2024/discussion/493478).\n\nHappy to help!",
      "votes": null
    },
    {
      "id": "2776350",
      "postDate": "04/26/2024 06:18:03",
      "content": "<p>OK. Thank you very much！</p>",
      "rawMarkdown": "OK. Thank you very much！",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2775230,
      "author_name": "hugodeheer",
      "author_url": "",
      "post_date": "04/25/2024 14:53:51",
      "content": "<p>All the audio samples in <code>test_soundscapes</code> are 4 minutes long. You have to make predictions for every 5 seconds of each audio sample, which is indeed 48x inference for each sample. </p>\n<p>For this competition, there is a restriction that submission.csv must be created in 2h and only on CPU.</p>\n<p>Luckily, there are some tricks to speed up inference using multithreading: <a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/494665\" target=\"_blank\">OpenVino</a> and <a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/493478\" target=\"_blank\">ONYX</a>.</p>\n<p>Happy to help!</p>",
      "votes": null,
      "replies": [
        {
          "id": 2776350,
          "author_name": "deepshark",
          "author_url": "",
          "post_date": "04/26/2024 06:18:03",
          "content": "<p>OK. Thank you very much！</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "2774014": "I want to confirm that an audio must be inferred 48 times? This will increase the inference speed to 48 times. My submission will time out. Is there a better way to help me?",
    "2775230": "All the audio samples in `test_soundscapes` are 4 minutes long. You have to make predictions for every 5 seconds of each audio sample, which is indeed 48x inference for each sample. \n\nFor this competition, there is a restriction that submission.csv must be created in 2h and only on CPU.\n\nLuckily, there are some tricks to speed up inference using multithreading: [OpenVino](https://www.kaggle.com/competitions/birdclef-2024/discussion/494665) and [ONYX](https://www.kaggle.com/competitions/birdclef-2024/discussion/493478).\n\nHappy to help!",
    "2776350": "OK. Thank you very much！"
  },
  "source": "meta"
}