diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..28df5f900b358436f0267334b3e3e9af33f917ba
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,55 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..9c3cdbf81b6510a69312f258e91a5ca5fbbceaab
--- /dev/null
+++ b/README.md
@@ -0,0 +1,737 @@
+---
+license: mit
+dataset_info:
+- config_name: challenge_all_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: challenge
+    num_bytes: 261636425.25
+    num_examples: 1590
+  download_size: 261271928
+  dataset_size: 261636425.25
+- config_name: challenge_all_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  splits:
+  - name: challenge
+    num_bytes: 50797705
+    num_examples: 713449
+  download_size: 19869828
+  dataset_size: 50797705
+- config_name: challenge_balanced_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: challenge
+    num_bytes: 261636425.25
+    num_examples: 1590
+  download_size: 261333538
+  dataset_size: 261636425.25
+- config_name: challenge_balanced_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  splits:
+  - name: challenge
+    num_bytes: 3523973
+    num_examples: 50726
+  download_size: 1787024
+  dataset_size: 3523973
+- config_name: submission_all_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: submission
+    num_bytes: 2314978438.875
+    num_examples: 15545
+  download_size: 2309217874
+  dataset_size: 2314978438.875
+- config_name: submission_all_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
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+  - name: question
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  splits:
+  - name: submission
+    num_bytes: 298875520
+    num_examples: 4237524
+  download_size: 121458425
+  dataset_size: 298875520
+- config_name: test_all_images
+  features:
+  - name: id
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+  - name: image
+    dtype: image
+  splits:
+  - name: test
+    num_bytes: 492571840.875
+    num_examples: 2993
+  download_size: 491611526
+  dataset_size: 492571840.875
+- config_name: test_all_instructions
+  features:
+  - name: id
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+  - name: imageId
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+  - name: question
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+  - name: isBalanced
+    dtype: bool
+  splits:
+  - name: test
+    num_bytes: 95588974
+    num_examples: 1340048
+  download_size: 39561711
+  dataset_size: 95588974
+- config_name: test_balanced_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: test
+    num_bytes: 491210370.625
+    num_examples: 2987
+  download_size: 490293506
+  dataset_size: 491210370.625
+- config_name: test_balanced_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  splits:
+  - name: test
+    num_bytes: 6622775
+    num_examples: 95336
+  download_size: 3401070
+  dataset_size: 6622775
+- config_name: testdev_all_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: testdev
+    num_bytes: 65779269.0
+    num_examples: 398
+  download_size: 65670255
+  dataset_size: 65779269.0
+- config_name: testdev_all_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
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+    - name: global
+      dtype: string
+    - name: local
+      dtype: string
+  - name: entailed
+    dtype: string
+  - name: equivalent
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+  - name: types
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+    - name: semantic
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+    - name: detailed
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+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
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+        dtype: string
+      - name: value
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+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
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+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: testdev
+    num_bytes: 86970760
+    num_examples: 172174
+  download_size: 23385535
+  dataset_size: 86970760
+- config_name: testdev_balanced_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: testdev
+    num_bytes: 65779269.0
+    num_examples: 398
+  download_size: 65647745
+  dataset_size: 65779269.0
+- config_name: testdev_balanced_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
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+    - name: global
+      dtype: string
+    - name: local
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+  - name: entailed
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+    struct:
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+    - name: semantic
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+    - name: detailed
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+  - name: annotations
+    sequence:
+    - name: question
+      struct:
+      - name: objectId
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+      - name: value
+        dtype: string
+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
+      dtype: string
+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: testdev
+    num_bytes: 6113469
+    num_examples: 12578
+  download_size: 2090335
+  dataset_size: 6113469
+- config_name: train_all_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: train
+    num_bytes: 10509758457.0
+    num_examples: 74256
+  download_size: 10480239090
+  dataset_size: 10509758457.0
+- config_name: train_all_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
+    struct:
+    - name: global
+      dtype: string
+    - name: local
+      dtype: string
+  - name: entailed
+    dtype: string
+  - name: equivalent
+    dtype: string
+  - name: types
+    struct:
+    - name: structural
+      dtype: string
+    - name: semantic
+      dtype: string
+    - name: detailed
+      dtype: string
+  - name: annotations
+    sequence:
+    - name: question
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
+      dtype: string
+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 6891129609
+    num_examples: 14305356
+  download_size: 1874173198
+  dataset_size: 6891129609
+- config_name: train_balanced_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: train
+    num_bytes: 10200292415.5
+    num_examples: 72140
+  download_size: 10171627271
+  dataset_size: 10200292415.5
+- config_name: train_balanced_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
+    struct:
+    - name: global
+      dtype: string
+    - name: local
+      dtype: string
+  - name: entailed
+    dtype: string
+  - name: equivalent
+    dtype: string
+  - name: types
+    struct:
+    - name: structural
+      dtype: string
+    - name: semantic
+      dtype: string
+    - name: detailed
+      dtype: string
+  - name: annotations
+    sequence:
+    - name: question
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
+      dtype: string
+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 460429581
+    num_examples: 943000
+  download_size: 183979778
+  dataset_size: 460429581
+- config_name: val_all_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: val
+    num_bytes: 1494990904.5
+    num_examples: 10564
+  download_size: 1490744689
+  dataset_size: 1494990904.5
+- config_name: val_all_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
+    struct:
+    - name: global
+      dtype: string
+    - name: local
+      dtype: string
+  - name: entailed
+    dtype: string
+  - name: equivalent
+    dtype: string
+  - name: types
+    struct:
+    - name: structural
+      dtype: string
+    - name: semantic
+      dtype: string
+    - name: detailed
+      dtype: string
+  - name: annotations
+    sequence:
+    - name: question
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
+      dtype: string
+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: val
+    num_bytes: 967338322
+    num_examples: 2011853
+  download_size: 266476025
+  dataset_size: 967338322
+- config_name: val_balanced_images
+  features:
+  - name: id
+    dtype: string
+  - name: image
+    dtype: image
+  splits:
+  - name: val
+    num_bytes: 1447074448.75
+    num_examples: 10234
+  download_size: 1443033919
+  dataset_size: 1447074448.75
+- config_name: val_balanced_instructions
+  features:
+  - name: id
+    dtype: string
+  - name: imageId
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: fullAnswer
+    dtype: string
+  - name: isBalanced
+    dtype: bool
+  - name: groups
+    struct:
+    - name: global
+      dtype: string
+    - name: local
+      dtype: string
+  - name: entailed
+    dtype: string
+  - name: equivalent
+    dtype: string
+  - name: types
+    struct:
+    - name: structural
+      dtype: string
+    - name: semantic
+      dtype: string
+    - name: detailed
+      dtype: string
+  - name: annotations
+    sequence:
+    - name: question
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: answer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+    - name: fullAnswer
+      struct:
+      - name: objectId
+        dtype: string
+      - name: value
+        dtype: string
+  - name: semantic
+    list:
+    - name: operation
+      dtype: string
+    - name: argument
+      dtype: string
+    - name: dependencies
+      sequence: int32
+  - name: semanticStr
+    dtype: string
+  splits:
+  - name: val
+    num_bytes: 64498952
+    num_examples: 132062
+  download_size: 25794272
+  dataset_size: 64498952
+configs:
+- config_name: challenge_all_images
+  data_files:
+  - split: challenge
+    path: challenge_all_images/challenge-*
+- config_name: challenge_all_instructions
+  data_files:
+  - split: challenge
+    path: challenge_all_instructions/challenge-*
+- config_name: challenge_balanced_images
+  data_files:
+  - split: challenge
+    path: challenge_balanced_images/challenge-*
+- config_name: challenge_balanced_instructions
+  data_files:
+  - split: challenge
+    path: challenge_balanced_instructions/challenge-*
+- config_name: submission_all_images
+  data_files:
+  - split: submission
+    path: submission_all_images/submission-*
+- config_name: submission_all_instructions
+  data_files:
+  - split: submission
+    path: submission_all_instructions/submission-*
+- config_name: test_all_images
+  data_files:
+  - split: test
+    path: test_all_images/test-*
+- config_name: test_all_instructions
+  data_files:
+  - split: test
+    path: test_all_instructions/test-*
+- config_name: test_balanced_images
+  data_files:
+  - split: test
+    path: test_balanced_images/test-*
+- config_name: test_balanced_instructions
+  data_files:
+  - split: test
+    path: test_balanced_instructions/test-*
+- config_name: testdev_all_images
+  data_files:
+  - split: testdev
+    path: testdev_all_images/testdev-*
+- config_name: testdev_all_instructions
+  data_files:
+  - split: testdev
+    path: testdev_all_instructions/testdev-*
+- config_name: testdev_balanced_images
+  data_files:
+  - split: testdev
+    path: testdev_balanced_images/testdev-*
+- config_name: testdev_balanced_instructions
+  data_files:
+  - split: testdev
+    path: testdev_balanced_instructions/testdev-*
+- config_name: train_all_images
+  data_files:
+  - split: train
+    path: train_all_images/train-*
+- config_name: train_all_instructions
+  data_files:
+  - split: train
+    path: train_all_instructions/train-*
+- config_name: train_balanced_images
+  data_files:
+  - split: train
+    path: train_balanced_images/train-*
+- config_name: train_balanced_instructions
+  data_files:
+  - split: train
+    path: train_balanced_instructions/train-*
+- config_name: val_all_images
+  data_files:
+  - split: val
+    path: val_all_images/val-*
+- config_name: val_all_instructions
+  data_files:
+  - split: val
+    path: val_all_instructions/val-*
+- config_name: val_balanced_images
+  data_files:
+  - split: val
+    path: val_balanced_images/val-*
+- config_name: val_balanced_instructions
+  data_files:
+  - split: val
+    path: val_balanced_instructions/val-*
+---
+
+<p align="center" width="100%">
+<img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png"  width="100%" height="80%">
+</p>
+
+# Large-scale Multi-modality Models Evaluation Suite
+
+> Accelerating the development of large-scale multi-modality models (LMMs) with `lmms-eval`
+
+🏠 [Homepage](https://lmms-lab.github.io/) | 📚 [Documentation](docs/README.md) | 🤗 [Huggingface Datasets](https://huggingface.co/lmms-lab)
+
+# This Dataset
+
+This is a formatted version of [GQA](hhttps://cs.stanford.edu/people/dorarad/gqa/about.html). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models.
+
+```
+@inproceedings{hudson2019gqa,
+  title={Gqa: A new dataset for real-world visual reasoning and compositional question answering},
+  author={Hudson, Drew A and Manning, Christopher D},
+  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
+  pages={6700--6709},
+  year={2019}
+}
+```
\ No newline at end of file
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new file mode 100644
index 0000000000000000000000000000000000000000..5b0df115f770906f23e783d4f3bf69b35d3da2f5
--- /dev/null
+++ b/challenge_all_images/challenge-00000-of-00001.parquet
@@ -0,0 +1,3 @@
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+size 261271928
diff --git a/challenge_all_instructions/challenge-00000-of-00001.parquet b/challenge_all_instructions/challenge-00000-of-00001.parquet
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