mlfoundations / open_flamingo

An open-source framework for training large multimodal models.
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[BUG] Possible Errors in the MMC4 download_images.py and Open Flamingo convert_mmc4_to_wds.py Files #198

Closed roboswell closed 1 year ago

roboswell commented 1 year ago

@anas-awadalla Regarding this posted issue, I have downloaded some of the MMC4 raw images using your recommended script here. However, the script to convert mmc4 to WebDataset format (here) seems to require tar files - not image files. Do we simply need to place each individual image inside a single .tar file? Or is there a script for this process to make sure we do it correctly if not a straightforward process?

In addition, the contents of the convert_mmc4_to_wds.py script confuses me because the argument "--image_shards" requires {0..23098} tar files while the argument "--doc_shards" also requires {0..23098} jsonl.zip files. Does this mean there will literally be 1 image per jzonl file? Since each individual jsonl contains many web page documents within it, shouldn't there also be many image files per jsonl file?

When I try to use the convert_mmc4_to_wds.py script, I get errors such as the following:

writing /container_dir/example_output_wds/000000000.tar 0 0.0 GB 0 Traceback (most recent call last): File "/container_dir/convert_mmc4_to_wds.py", line 72, in main() File "/container_dir/convert_mmc4_to_wds.py", line 39, in main image_tar = tarfile.open(image_shards[idx]) File "/opt/conda/lib/python3.7/tarfile.py", line 1575, in open return func(name, "r", fileobj, **kwargs) File "/opt/conda/lib/python3.7/tarfile.py", line 1639, in gzopen fileobj = GzipFile(name, mode + "b", compresslevel, fileobj) File "/opt/conda/lib/python3.7/gzip.py", line 168, in init fileobj = self.myfileobj = builtins.open(filename, mode or 'rb') IsADirectoryError: [Errno 21] Is a directory: '/container_dir/input_img_files'

Do either or both of the above scripts contain errors needing to be changed?

Thank you

i-gao commented 1 year ago

Hi there! We've uploaded a new script that takes in the image dir here: https://github.com/mlfoundations/open_flamingo/blob/attention_fix/open_flamingo/scripts/convert_mmc4_to_wds.py

I'll remove the old script now. Thanks for the catch!

ElegantLin commented 1 year ago

Hi, thanks for your update. I generate MMC4 dataset using the following steps:

  1. I download the jsonl.zip using fewer_faces_corev3.sh. The output of this step is {SHARD}_v3.jsonl.zip like 0_v3.jsonl.zip
  2. I download the images using download_images.py. I pass the shard url to run this script. The output of this step is folders with images like /path/to/images/0/.
  3. I generate the tar file using your latest script above. It should be noted that some of the images are missing, so I only keep the json where all the images from one json exist.

I train the model using the parameter given in README. However, I encounter issue when the data is loaded in https://github.com/mlfoundations/open_flamingo/blob/main/open_flamingo/train/train_utils.py#L85. The error is WARNING:root:Handling webdataset error (Error('Invalid base64-encoded string: number of data characters (13677) cannot be 1 more than a multiple of 4')). Ignoring..

I am new to webdataset format. I suspect it is because the base64 encoding is incorrect. I try to only include one json file in the tar to make a minimal system. However, this issue still exists and the data cannot be loaded. Attached is the one of the generated JSON files.

{
    "url": "http://www.mainlineplumbingandheating.com/traegerpelletgrills.html",
    "text_list": [
        "has arrived.",
        "Come in to the showroom and check it out.",
        "The Timberline\u2019s WiFIRE\u00ae controller.",
        "It lets you to kick up the smoke, set timers and change or hold set temperatures from 165\u00b0F to 500\u00b0F within +/- 5\u00b0F** all from your phone via the Traeger App.",
        "\u200bTraeger is the most versatile cooking appliance you can own.",
        "Each of their distinctive grills allows you to bbq, grill, smoke, and bake using 100% hardwood barbecue pellets.",
        "\u200bTraeger grills turn ordinary meals into extraordinary opportunities to gather.",
        "Your world deserves more flavour.",
        "We carry all the supplies and accessories to go with your Traeger grill, whether it's hardwood pellet fuel, or all the bbq tools you can imagine.",
        "Click Here for some amazing recipes you can create with your Traiger Pellet BBQ."
    ],
    "image_info": [
        {
            "image_name": "bb7b2842cb1c.jpg",
            "raw_url": "http://www.mainlineplumbingandheating.com/uploads/8/6/5/8/86580790/traegar-proseries22_1.jpg",
            "matched_text_index": 4,
            "matched_sim": 0.2923053205013275,
            "face_detections": null,
            "image_base64": 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'"
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        {
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            "raw_url": "http://www.mainlineplumbingandheating.com/uploads/8/6/5/8/86580790/traeger-proseries34_orig.jpg",
            "matched_text_index": 6,
            "matched_sim": 0.31920719146728516,
            "face_detections": null,
            "image_base64": 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            "raw_url": "http://www.mainlineplumbingandheating.com/uploads/8/6/5/8/86580790/traeger-bronson20_orig.jpg",
            "matched_text_index": 8,
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            "face_detections": null,
            "image_base64": 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            "image_name": "7a379d9b6f28.png",
            "raw_url": "http://www.mainlineplumbingandheating.com/uploads/8/6/5/8/86580790/select-pro_1_orig.png",
            "matched_text_index": 5,
            "matched_sim": 0.2695031762123108,
            "face_detections": null,
            "image_base64": 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        }
    ],
    "similarity_matrix": [
        [
            0.13493575155735016,
            0.1750224530696869,
            0.21987147629261017,
            0.24691659212112427,
            0.2923053205013275,
            0.28220808506011963,
            0.286119282245636,
            0.1200152337551117,
            0.27049851417541504,
            0.24525928497314453
        ],
        [
            0.1396426260471344,
            0.18547752499580383,
            0.21753716468811035,
            0.2726099193096161,
            0.3238483667373657,
            0.2847883701324463,
            0.31920719146728516,
            0.11708658933639526,
            0.2899427115917206,
            0.27748143672943115
        ],
        [
            0.1311953067779541,
            0.1773449331521988,
            0.21904639899730682,
            0.24305281043052673,
            0.30294981598854065,
            0.28831207752227783,
            0.30226653814315796,
            0.11595527827739716,
            0.28823280334472656,
            0.26316606998443604
        ],
        [
            0.1381845474243164,
            0.18804511427879333,
            0.22974780201911926,
            0.2081006020307541,
            0.25469422340393066,
            0.2695031762123108,
            0.2606890797615051,
            0.1261337548494339,
            0.23950578272342682,
            0.22960549592971802
        ]
    ],
    "could_have_url_duplicate": 0
}

Thanks for your help!

i-gao commented 1 year ago

Thanks for the catch! Yes, there was an issue with how the script was encoding the base64 strings. I've pushed a patch to the main branch here. Let me know if this fixes the issue.

ElegantLin commented 1 year ago

Thanks for your timely update. Let me try it, and I will update with you!

ElegantLin commented 1 year ago

This works. Thanks!