metadata
language:
- en
license: cc-by-4.0
size_categories:
- 100M<n<1B
task_categories:
- image-to-text
- visual-question-answering
dataset_info:
- config_name: CC-MAIN-2013-20
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 19908676196
num_examples: 3878063
download_size: 9303464923
dataset_size: 19908676196
- config_name: CC-MAIN-2013-48
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 15282078925
num_examples: 3091537
download_size: 6965036866
dataset_size: 15282078925
- config_name: CC-MAIN-2014-10
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7227087609
num_examples: 1390034
download_size: 3259239561
dataset_size: 7227087609
- config_name: CC-MAIN-2014-15
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 10106913108
num_examples: 1968361
download_size: 4567738362
dataset_size: 10106913108
- config_name: CC-MAIN-2014-23
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7997621043
num_examples: 1455331
download_size: 3468852905
dataset_size: 7997621043
- config_name: CC-MAIN-2014-35
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 6228103779
num_examples: 1219200
download_size: 2849584613
dataset_size: 6228103779
- config_name: CC-MAIN-2014-41
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 8321822952
num_examples: 1573955
download_size: 3775989970
dataset_size: 8321822952
- config_name: CC-MAIN-2014-42
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7732679416
num_examples: 1511931
download_size: 3505766162
dataset_size: 7732679416
- config_name: CC-MAIN-2014-49
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 4473311810
num_examples: 837735
download_size: 1982728919
dataset_size: 4473311810
- config_name: CC-MAIN-2014-52
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7292722888
num_examples: 1304730
download_size: 2957626766
dataset_size: 7292722888
- config_name: CC-MAIN-2015-06
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 5775826679
num_examples: 1061940
download_size: 2462379667
dataset_size: 5775826679
- config_name: CC-MAIN-2015-11
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 6263650452
num_examples: 1129411
download_size: 2528026633
dataset_size: 6263650452
- config_name: CC-MAIN-2015-14
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 4524425019
num_examples: 885221
download_size: 1939222111
dataset_size: 4524425019
- config_name: CC-MAIN-2015-18
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 6195227565
num_examples: 1104115
download_size: 2634204322
dataset_size: 6195227565
- config_name: CC-MAIN-2015-22
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7008276790
num_examples: 1290530
download_size: 2913627974
dataset_size: 7008276790
- config_name: CC-MAIN-2015-27
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 4320140953
num_examples: 784496
download_size: 1828575226
dataset_size: 4320140953
- config_name: CC-MAIN-2015-32
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 4952806590
num_examples: 875601
download_size: 2065207099
dataset_size: 4952806590
- config_name: CC-MAIN-2015-35
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 6053257306
num_examples: 1086470
download_size: 2632032769
dataset_size: 6053257306
- config_name: CC-MAIN-2015-40
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 5206096790
num_examples: 924036
download_size: 2203603087
dataset_size: 5206096790
- config_name: CC-MAIN-2015-48
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 8343050753
num_examples: 1537468
download_size: 3489600630
dataset_size: 8343050753
- config_name: CC-MAIN-2016-07
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 9329220105
num_examples: 1738650
download_size: 4005599785
dataset_size: 9329220105
- config_name: CC-MAIN-2016-18
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 3897220786
num_examples: 747570
download_size: 1675500816
dataset_size: 3897220786
- config_name: CC-MAIN-2016-22
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 4623903344
num_examples: 857060
download_size: 2000624854
dataset_size: 4623903344
- config_name: CC-MAIN-2016-26
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 3414418701
num_examples: 627995
download_size: 1403890884
dataset_size: 3414418701
- config_name: CC-MAIN-2016-30
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 7244342539
num_examples: 1183776
download_size: 2913394840
dataset_size: 7244342539
- config_name: CC-MAIN-2016-36
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 5402565529
num_examples: 915878
download_size: 2248454753
dataset_size: 5402565529
- config_name: CC-MAIN-2016-40
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 5938544915
num_examples: 1113534
download_size: 2530904625
dataset_size: 5938544915
- config_name: CC-MAIN-2016-44
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 15819536321
num_examples: 3528637
download_size: 6516546200
dataset_size: 15819536321
- config_name: CC-MAIN-2016-50
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 10822695594
num_examples: 2215939
download_size: 4439728574
dataset_size: 10822695594
- config_name: CC-MAIN-2017-04
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 11949732148
num_examples: 2441316
download_size: 5045763620
dataset_size: 11949732148
- config_name: CC-MAIN-2017-09
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 12473370126
num_examples: 2561539
download_size: 5398993614
dataset_size: 12473370126
- config_name: CC-MAIN-2017-13
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 12209904783
num_examples: 2458486
download_size: 5422393873
dataset_size: 12209904783
- config_name: CC-MAIN-2017-17
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 13763109013
num_examples: 2615558
download_size: 6025106556
dataset_size: 13763109013
- config_name: CC-MAIN-2017-22
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 14456991831
num_examples: 2775332
download_size: 6258001465
dataset_size: 14456991831
- config_name: CC-MAIN-2017-26
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 15036103558
num_examples: 2973499
download_size: 6813218532
dataset_size: 15036103558
- config_name: CC-MAIN-2017-30
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 18833639414
num_examples: 3870197
download_size: 8464443468
dataset_size: 18833639414
- config_name: CC-MAIN-2017-34
features:
- name: general_metadata
struct:
- name: domain
sequence: string
- name: fluency_prob
dtype: float64
- name: id
dtype: string
- name: non_advertisement_prob
dtype: float64
- name: politics_prob
dtype: float64
- name: porn_prob
dtype: float64
- name: toxic_prob
dtype: float64
- name: url
dtype: string
- name: images
sequence: string
- name: texts
sequence: string
- name: metadata
list:
- name: aesthetic_prob
dtype: float64
- name: bytes
dtype: int64
- name: d_hash
dtype: string
- name: d_hash_dup_count
dtype: int64
- name: height
dtype: int64
- name: img_url_sha
dtype: string
- name: p_hash
dtype: string
- name: p_hash_dup_count
dtype: int64
- name: unsafe_prob
dtype: float64
- name: width
dtype: int64
splits:
- name: train
num_bytes: 25828116836
num_examples: 4848154
download_size: 11599137919
dataset_size: 25828116836
configs:
- config_name: CC-MAIN-2013-20
data_files:
- split: train
path: CC-MAIN-2013-20/train-*
- config_name: CC-MAIN-2013-48
data_files:
- split: train
path: CC-MAIN-2013-48/train-*
- config_name: CC-MAIN-2014-10
data_files:
- split: train
path: CC-MAIN-2014-10/train-*
- config_name: CC-MAIN-2014-15
data_files:
- split: train
path: CC-MAIN-2014-15/train-*
- config_name: CC-MAIN-2014-23
data_files:
- split: train
path: CC-MAIN-2014-23/train-*
- config_name: CC-MAIN-2014-35
data_files:
- split: train
path: CC-MAIN-2014-35/train-*
- config_name: CC-MAIN-2014-41
data_files:
- split: train
path: CC-MAIN-2014-41/train-*
- config_name: CC-MAIN-2014-42
data_files:
- split: train
path: CC-MAIN-2014-42/train-*
- config_name: CC-MAIN-2014-49
data_files:
- split: train
path: CC-MAIN-2014-49/train-*
- config_name: CC-MAIN-2014-52
data_files:
- split: train
path: CC-MAIN-2014-52/train-*
- config_name: CC-MAIN-2015-06
data_files:
- split: train
path: CC-MAIN-2015-06/train-*
- config_name: CC-MAIN-2015-11
data_files:
- split: train
path: CC-MAIN-2015-11/train-*
- config_name: CC-MAIN-2015-14
data_files:
- split: train
path: CC-MAIN-2015-14/train-*
- config_name: CC-MAIN-2015-18
data_files:
- split: train
path: CC-MAIN-2015-18/train-*
- config_name: CC-MAIN-2015-22
data_files:
- split: train
path: CC-MAIN-2015-22/train-*
- config_name: CC-MAIN-2015-27
data_files:
- split: train
path: CC-MAIN-2015-27/train-*
- config_name: CC-MAIN-2015-32
data_files:
- split: train
path: CC-MAIN-2015-32/train-*
- config_name: CC-MAIN-2015-35
data_files:
- split: train
path: CC-MAIN-2015-35/train-*
- config_name: CC-MAIN-2015-40
data_files:
- split: train
path: CC-MAIN-2015-40/train-*
- config_name: CC-MAIN-2015-48
data_files:
- split: train
path: CC-MAIN-2015-48/train-*
- config_name: CC-MAIN-2016-07
data_files:
- split: train
path: CC-MAIN-2016-07/train-*
- config_name: CC-MAIN-2016-18
data_files:
- split: train
path: CC-MAIN-2016-18/train-*
- config_name: CC-MAIN-2016-22
data_files:
- split: train
path: CC-MAIN-2016-22/train-*
- config_name: CC-MAIN-2016-26
data_files:
- split: train
path: CC-MAIN-2016-26/train-*
- config_name: CC-MAIN-2016-30
data_files:
- split: train
path: CC-MAIN-2016-30/train-*
- config_name: CC-MAIN-2016-36
data_files:
- split: train
path: CC-MAIN-2016-36/train-*
- config_name: CC-MAIN-2016-40
data_files:
- split: train
path: CC-MAIN-2016-40/train-*
- config_name: CC-MAIN-2016-44
data_files:
- split: train
path: CC-MAIN-2016-44/train-*
- config_name: CC-MAIN-2016-50
data_files:
- split: train
path: CC-MAIN-2016-50/train-*
- config_name: CC-MAIN-2017-04
data_files:
- split: train
path: CC-MAIN-2017-04/train-*
- config_name: CC-MAIN-2017-09
data_files:
- split: train
path: CC-MAIN-2017-09/train-*
- config_name: CC-MAIN-2017-13
data_files:
- split: train
path: CC-MAIN-2017-13/train-*
- config_name: CC-MAIN-2017-17
data_files:
- split: train
path: CC-MAIN-2017-17/train-*
- config_name: CC-MAIN-2017-22
data_files:
- split: train
path: CC-MAIN-2017-22/train-*
- config_name: CC-MAIN-2017-26
data_files:
- split: train
path: CC-MAIN-2017-26/train-*
- config_name: CC-MAIN-2017-30
data_files:
- split: train
path: CC-MAIN-2017-30/train-*
- config_name: CC-MAIN-2017-34
data_files:
- split: train
path: CC-MAIN-2017-34/train-*
We are uploading the dataset files ~
OmniCorpus-CC
This is the repository of OmniCorpus-CC, which contains 988 million image-text interleaved documents collected from Common Crawl.
- Repository: https://github.com/OpenGVLab/OmniCorpus
- Paper: https://arxiv.org/abs/2406.08418
OmniCorpus dataset is a large-scale image-text interleaved dataset, which pushes the boundaries of scale and diversity by encompassing 8.6 billion images interleaved with 1,696 text tokens from diverse sources, significantly surpassing previous datasets. This dataset demonstrates several advantages over its counterparts:
- Larger data scale: Our dataset is 1.7 times larger in images and 12.5 times larger in texts compared to the previously largest multimodal dataset, LAION-5B, while maintaining excellent data quality.
- Richer data diversity: Drawing from a broader range of data sources, our dataset is more diverse than other image-text interleaved datasets. It includes bilingual multimodal data in both Chinese and English, and encompasses text-centric and vision-centric documents extracted from common websites and video platforms.
- More flexible format: The streaming data format of our dataset offers exceptional flexibility, allowing adaptation to various data structures, including pure text corpora, image-text pairs, and interleaved data formats.
The OmniCorpus contains three sections:
- OmniCorpus-CC: processed from dumps in Common Crawl from 2013 to Nov./Dec. 2023.
- OmniCorpus-CW: sourced from Chinese internet resources, will be availiable in OpenDataLab platform.
- OmniCorpus-YT: samples Youtube video frames as images and collects subtitles as texts.
Code for pre-training, evaluating, main body extracting, and filtering have been released in the official repository. A pre-trained model is availiable here. We are processing and uploading the rest data sections as soon as possible.
Update (2024-10-16):
We are uploading the natural arrangement version of the OmniCorpus-CC documents.
Coming soon:
- Documents with Similarities: Documents with split at the sentence level, resulting in minor differences of text content.
Data Pipeline
Our data pipeline consists of five key stages: main body extraction, preliminary text filtering, document deduplication, image downloading & filtering, and detailed text filtering. Each stage efficiently reduces the dataset to retain only high-quality data. Please refer to our paper for more details about the data pipeline.
Usages
The image-text interleaved documents are recommanded for the following usages:
- Pre-training multimodal large language model (MLLM): Recent MLLMs (such as Flamingo series, EMU series, IDEFICS series, MM1, Cambrian-1, and xGen-MM) have shown that image-text interleaved data aids multimodal in-context learning and maintains the capabilities of large language models during multimodal fine-tuning.
- Long text-image retrieval: We provide image-text similarities calculated with CLIP, which can convert the documents to image-text retrieval dataset with longer text. A retrieval model pre-trained on such data can retrieval images based on longer text, which can be used for multimodal RAG, converting pure text to multimodal sample, etc.
- Source for futher dataset research: Our data is large-scale, which can serve as the source for researches for data curation strategies. We provide many useful attributes as metadata for each document, which can enrich the filtering strategy and reduce the cost.
- ......
Data Format
Following common practices, the data is organized into Parquet file format.
You might encounter errors when using pandas.read_parquet (because the data structure contains nested elements). We recommend using fastparquet to load the parquet files.
import fastparquet
df = fastparquet.ParquetFile(parquet_file_path).to_pandas()
# You can also use iter_batches
parquet_file = pq.ParquetFile(filepath)
for batch in parquet_file.iter_batches():
df = batch.to_pandas()
You can convert the i-th document and convert it into a dictionary.
doc_dict = df.iloc[i].to_dict()
The document format is as follow:
{
'images': [
<str: image_1_url>,
None,
<str: image_2_url>,
None,
],
'texts': [
None,
<str: text_paragraph_1_content>
None,
<str: text_paragraph_2_content>,
]
'metadata': [
<dict: image_1_metadata>,
None,
<dict: image_2_metadata>,
None
],
'general_metadata': {
"url": <str: document url>,
"id": <str: document id>,
"domain": <list[str]: domains extracted from document url>,
"fluency_prob": <float: the probability of fluency>,
"non_advertisement_prob": <float: the probability of non-advertisement>,
"porn_prob": <float: the probability of porn content>,
"politics_prob": <float: the probability of politics content>,
"toxic_prob": <float: the probability of toxic content>,
}
}
Each image metadata is as follow:
{
"img_url_sha": <str: sha code of image url>,
"width": <int: image width>,
"height": <int: image height>,
"bytes": <int: byte number of the image file>,
"d_hash": <str: d_hash code of the image, used for image deduplication>,
"p_hash": <str: p_hash code of the image, used for image deduplication>,
"d_hash_dup_count": <int: duplicated times detected by d_hash code>,
"p_hash_dup_count": <int: duplicated times detected by p_hash code>,
"aesthetic prob": <float: aesthetic probility>,
"unsafe prob": <float: NSFW probility>,
}
License
OmniCorpus is released under a CC-BY-4.0 license, with the primary intent of supporting research activities.
Citation
@article{li2024omnicorpus,
title={OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text},
author={Li, Qingyun and Chen, Zhe and Wang, Weiyun and Wang, Wenhai and Ye, Shenglong and Jin, Zhenjiang and others},
journal={arXiv preprint arXiv:2406.08418},
year={2024}
}