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--- |
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license: apache-2.0 |
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task_categories: |
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- image-segmentation |
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- depth-estimation |
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- image-to-image |
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- image-feature-extraction |
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- image-text-to-text |
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language: |
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- en |
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tags: |
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- vlm |
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- multimodal |
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- visual-reasoning |
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- chain-of-thought |
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dataset_info: |
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- config_name: part1 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 446733439.675 |
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num_examples: 44475 |
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download_size: 17934592717 |
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dataset_size: 446733439.675 |
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- config_name: part10 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 17744642822.628 |
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num_examples: 44474 |
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download_size: 17769519559 |
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dataset_size: 17744642822.628 |
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- config_name: part11 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 17749640543.646 |
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num_examples: 44474 |
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download_size: 40708430498 |
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dataset_size: 17749640543.646 |
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- config_name: part12 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 16126888186.176 |
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num_examples: 44474 |
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download_size: 13512012899 |
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dataset_size: 16126888186.176 |
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- config_name: part13 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 12426535004.444 |
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num_examples: 44474 |
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download_size: 17473903640 |
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dataset_size: 12426535004.444 |
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- config_name: part14 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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num_bytes: 18713928974.662 |
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num_examples: 44474 |
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download_size: 15650533270 |
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dataset_size: 18713928974.662 |
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- config_name: part15 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 5895768695.898 |
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num_examples: 44474 |
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download_size: 4400917224 |
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dataset_size: 5895768695.898 |
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- config_name: part16 |
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features: |
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- name: id |
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- name: conversations |
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list: |
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dtype: string |
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dtype: string |
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splits: |
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num_bytes: 6486479074.432 |
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num_examples: 44474 |
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download_size: 6271251512 |
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dataset_size: 6486479074.432 |
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- config_name: part17 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 6971738527.692 |
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num_examples: 44474 |
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download_size: 6469686725 |
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dataset_size: 6971738527.692 |
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- config_name: part18 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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dtype: image |
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splits: |
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num_bytes: 7515615259.548 |
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num_examples: 44474 |
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download_size: 7563582116 |
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dataset_size: 7515615259.548 |
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- config_name: part19 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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dtype: string |
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splits: |
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num_bytes: 7607522167.776 |
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num_examples: 44474 |
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download_size: 7377834021 |
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dataset_size: 7607522167.776 |
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- config_name: part2 |
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features: |
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num_examples: 44475 |
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download_size: 33245002109 |
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dataset_size: 33365826763.55 |
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- config_name: part20 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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dtype: string |
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splits: |
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num_bytes: 7179023719.416 |
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num_examples: 44474 |
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download_size: 6145041547 |
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dataset_size: 7179023719.416 |
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- config_name: part3 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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dtype: string |
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dtype: string |
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splits: |
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num_bytes: 24289174922.225 |
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num_examples: 44475 |
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download_size: 15536031938 |
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dataset_size: 24289174922.225 |
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- config_name: part4 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 6699346145.65 |
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num_examples: 44475 |
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download_size: 6646535744 |
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dataset_size: 6699346145.65 |
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- config_name: part5 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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splits: |
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num_bytes: 6651458829.325 |
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num_examples: 44475 |
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download_size: 4896128944 |
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dataset_size: 6651458829.325 |
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- config_name: part6 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 18039837306.175 |
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num_examples: 44475 |
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download_size: 17786918533 |
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dataset_size: 18039837306.175 |
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- config_name: part7 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 17852309246.925 |
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num_examples: 44475 |
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download_size: 17774641127 |
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dataset_size: 17852309246.925 |
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- config_name: part8 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 17873005196.425 |
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num_examples: 44475 |
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download_size: 16131787376 |
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dataset_size: 17873005196.425 |
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- config_name: part9 |
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features: |
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- name: id |
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dtype: string |
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- name: conversations |
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list: |
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- name: from |
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dtype: string |
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- name: value |
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dtype: string |
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- name: image_relpath |
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dtype: string |
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- name: image |
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dtype: image |
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splits: |
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- name: train |
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num_bytes: 34314021153.775 |
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num_examples: 44475 |
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download_size: 41828939793 |
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dataset_size: 34314021153.775 |
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configs: |
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- config_name: part1 |
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data_files: |
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- split: train |
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path: part1/train-* |
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- config_name: part10 |
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data_files: |
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- split: train |
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path: part10/train-* |
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- config_name: part11 |
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data_files: |
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- split: train |
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path: part11/train-* |
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- config_name: part12 |
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data_files: |
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- split: train |
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path: part12/train-* |
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- config_name: part13 |
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data_files: |
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- split: train |
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path: part13/train-* |
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- config_name: part14 |
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data_files: |
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- split: train |
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path: part14/train-* |
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- config_name: part15 |
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data_files: |
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- split: train |
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path: part15/train-* |
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- config_name: part16 |
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data_files: |
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- split: train |
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path: part16/train-* |
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- config_name: part17 |
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data_files: |
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- split: train |
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path: part17/train-* |
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- config_name: part18 |
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data_files: |
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- split: train |
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path: part18/train-* |
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- config_name: part19 |
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data_files: |
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- split: train |
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path: part19/train-* |
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- config_name: part2 |
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data_files: |
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- split: train |
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path: part2/train-* |
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- config_name: part20 |
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data_files: |
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- split: train |
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path: part20/train-* |
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- config_name: part3 |
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data_files: |
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- split: train |
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path: part3/train-* |
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- config_name: part4 |
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data_files: |
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- split: train |
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path: part4/train-* |
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- config_name: part5 |
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data_files: |
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- split: train |
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path: part5/train-* |
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- config_name: part6 |
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data_files: |
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- split: train |
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path: part6/train-* |
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- config_name: part7 |
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data_files: |
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- split: train |
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path: part7/train-* |
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- config_name: part8 |
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data_files: |
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- split: train |
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path: part8/train-* |
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- config_name: part9 |
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data_files: |
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- split: train |
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path: part9/train-* |
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--- |
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# CoVT Dataset |
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This repository contains the training data for **Chain-of-Visual-Thought (CoVT)**, a framework proposed in the paper "[Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens](https://huggingface.co/papers/2511.19418)". |
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CoVT enables Vision-Language Models (VLMs) to reason not only in words but also through **continuous visual tokens**—compact latent representations that encode rich perceptual cues. This framework addresses the limitations of current VLMs in capturing dense visual information across spatial dimensions, which is essential for perceptual understanding, spatial reasoning, and geometric awareness. |
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- **Paper:** [https://huggingface.co/papers/2511.19418](https://huggingface.co/papers/2511.19418) |
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- **Project Page:** https://wakalsprojectpage.github.io/comt-website |
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- **Code:** https://github.com/Wakals/CoMT |
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## Dataset Composition |
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The CoVT dataset is designed to provide dense supervision signals for training VLMs. It utilizes some subsets of LLaVA-OneVision and merges the filtered TallyQA dataset and ADE20K-Depth from Aurora. |
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During training, a VLM equipped with CoVT autoregressively predicts these visual tokens to reconstruct dense supervision signals such as depth, segmentation, edges, and DINO features. |
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## Sample Usage |
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To load a specific part of the CoVT dataset, you can use the Hugging Face `datasets` library: |
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```python |
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from datasets import load_dataset |
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# Load a specific configuration (e.g., 'part1') |
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dataset = load_dataset("Wakals/CoVT-Dataset", "part1") |
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# Access the training split |
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train_data = dataset["train"] |
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# Print the first example |
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print(train_data[0]) |
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# Example of accessing image and conversations from a sample |
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# first_example = train_data[0] |
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# image_obj = first_example["image"] # This will be a PIL Image object |
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# print(f"Image format: {image_obj.format}, size: {image_obj.size}") |
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# print(f"Conversations: {first_example['conversations']}") |
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``` |
