{
  "id": 254312,
  "title": "RAM out of memory",
  "url": "/competitions/siim-covid19-detection/discussion/254312",
  "author_name": "",
  "post_date": "2021-07-21T07:13:12.147885100Z",
  "votes": null,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Hi guys! I am really frustrated by the fact that my Notebook always run out of memory. It appears 16GB of RAM is no enough. I have tried different batch sizes, and only batch size of one works. How should I deal with this problem? Any suggestions? Many thanks in advance.</p>",
  "messages": [
    {
      "id": "1395386",
      "postDate": "07/21/2021 07:13:12",
      "content": "<p>Hi guys! I am really frustrated by the fact that my Notebook always run out of memory. It appears 16GB of RAM is no enough. I have tried different batch sizes, and only batch size of one works. How should I deal with this problem? Any suggestions? Many thanks in advance.</p>",
      "rawMarkdown": "Hi guys! I am really frustrated by the fact that my Notebook always run out of memory. It appears 16GB of RAM is no enough. I have tried different batch sizes, and only batch size of one works. How should I deal with this problem? Any suggestions? Many thanks in advance.",
      "votes": null
    },
    {
      "id": "1395722",
      "postDate": "07/21/2021 13:49:36",
      "content": "<p>Resize your images to be smaller maybe?</p>",
      "rawMarkdown": "Resize your images to be smaller maybe?",
      "votes": null
    },
    {
      "id": "1396037",
      "postDate": "07/21/2021 17:45:05",
      "content": "<p>Yes that's an option. But there will be a trade-off between performance and space complexity </p>",
      "rawMarkdown": "Yes that's an option. But there will be a trade-off between performance and space complexity",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1395722,
      "author_name": "davidbroberts",
      "author_url": "",
      "post_date": "07/21/2021 13:49:36",
      "content": "<p>Resize your images to be smaller maybe?</p>",
      "votes": null,
      "replies": [
        {
          "id": 1396037,
          "author_name": "feanor007",
          "author_url": "",
          "post_date": "07/21/2021 17:45:05",
          "content": "<p>Yes that's an option. But there will be a trade-off between performance and space complexity </p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1395386": "Hi guys! I am really frustrated by the fact that my Notebook always run out of memory. It appears 16GB of RAM is no enough. I have tried different batch sizes, and only batch size of one works. How should I deal with this problem? Any suggestions? Many thanks in advance.",
    "1395722": "Resize your images to be smaller maybe?",
    "1396037": "Yes that's an option. But there will be a trade-off between performance and space complexity"
  },
  "source": "meta"
}