diff --git "a/sources/taskonomy/sources.json" "b/sources/taskonomy/sources.json" new file mode 100644--- /dev/null +++ "b/sources/taskonomy/sources.json" @@ -0,0 +1,3532 @@ +{ + "schema_version": 1, + "source_dataset": "Taskonomy", + "modality": "i2i", + "usage": "train", + "task_count": 12, + "total_rows": 600000, + "images_included": false, + "validation_included": false, + "created_at": "2026-09-28T16:36:26.207799+00:00", + "license_url": "https://github.com/StanfordVL/taskonomy/blob/master/data/LICENSE", + "download_terms_url": "https://github.com/EPFL-VILAB/omnidata/blob/main/LICENSE", + "download_instructions_url": "https://github.com/StanfordVL/taskonomy/tree/master/data#downloading-the-dataset-new-oct-2021", + "source_pool": { + "component": "taskonomy", + "subset": "tiny", + "split": "all" + }, + "archive_indices": [ + { + "url": "https://datasets.epfl.ch/taskonomy/links.txt", + "sha256": "18b6851420f0dca3f9661ac5954f3adc8a31463903937815717d890bc2c3f24b" + }, + { + "url": "https://datasets.epfl.ch/taskonomy/md5sum.txt", + "sha256": "52356d47970794226ed642ce3f28aafd2e2811fa076c0de8ddcdabd8483d4644" + } + ], + "archive_checksum_note": "MD5 values are from the official index, for checking future downloads; historical archive checksums were not recorded.", + "selection_format": { + "encoding": "gzip-compressed UTF-8 JSONL", + "fields": { + "id": "building/point_N_view_M" + }, + "paths_relative_to": "Hugging Face dataset repository root", + "order": "One line per occurrence. Preserve order and repeated IDs; do not sort, deduplicate, or resample.", + "ordered_id_sha256": "SHA256 of each ID followed by LF, concatenated in line order and encoded as UTF-8.", + "scope": "The lists fix sample membership, multiplicity, and manifest order. Per-step batching and model RNG still depend on the training configuration.", + "selection_note": "Use these frozen lists rather than regenerating from a seed: the original manifest generator iterated an unordered set." + }, + "extracted_path_template": "{domain}/taskonomy/{building}/{point_view}_domain_{domain}.png", + "transforms": { + "rgb": "Decode to RGB; composite transparency over white if present.", + "rgb_to_gray": "Pillow convert('RGB').convert('L').convert('RGB') on the original RGB image.", + "gray": "Pillow convert('L'); replicate the uint8 grayscale array into three RGB channels.", + "depth16": "Decode as float32. Select pixels <65535; if fewer than 16, use all pixels. Take 2nd/98th percentiles with linear interpolation. If hi<=lo, set hi=lo+1. clip((a-lo)/(hi-lo),0,1)*255, cast to uint8, replicate into RGB.", + "minmax16": "Decode as float32. Use full-image min/max: (a-lo)/(hi-lo)*255 if hi>lo, otherwise zeros. Cast to uint8 and replicate into RGB.", + "resize": "No resize during source preparation; all selected input/output images are 512x512. Training uses bicubic interpolation for Taskonomy targets.", + "decode_recoveries": "Listed damaged files use the original training decoder with LOAD_TRUNCATED_IMAGES=True. Do not silently skip selected samples." + }, + "pixel_checksum_format": "For each prepared image, SHA256 of Pillow RGB.tobytes() at 512x512. ordered_input_rgb_sha256 and ordered_output_rgb_sha256 hash the lowercase hex digests, each followed by LF, in selection order. These are decoded-pixel checks, not original PNG file checksums.", + "tasks": [ + { + "task_id": "i2i:colorization", + "task_name": "Colorization", + "r": "Reconstruction", + "modality": "i2i", + "usage": "train", + "selection_file": "sources/taskonomy/selections/colorization.jsonl.gz", + "rows": 50000, + "unique_ids": 50000, + "repeated_rows": 0, + "compressed_bytes": 222799, + "compressed_sha256": "6d499dac81e197cd7091d60ad26b8d4bc9541dec27c84a20262418757ac99e2e", + "ordered_id_sha256": "5af9bb96565f200ea442b9aec758e15b047702288eedd728127b7b0985778d0b", + "editing_prompt": "Colorize the grayscale image with natural, realistic colors.", + "input_domain": "rgb", + "target_domain": "rgb", + "input_transform": "rgb_to_gray", + "target_transform": "rgb", + "buildings": [ + "allensville", + "beechwood", + "benevolence", + "coffeen", + "collierville", + "corozal", + "cosmos", + "hiteman", + "ihlen", + "klickitat", + "lakeville", + "leonardo", + "lindenwood", + "markleeville", + "marstons", + "mcdade", + "merom", + "mifflinburg", + "muleshoe", + "newfields", + "noxapater", + "onaga", + "pinesdale", + "pomaria", + "ranchester", + "shelbyville", + "stockman", + "tolstoy", + "uvalda", + "wainscott", + "wiconisco" + ], + "archives": [ + "allensville_rgb.tar", + "beechwood_rgb.tar", + "benevolence_rgb.tar", + "coffeen_rgb.tar", + "collierville_rgb.tar", + "corozal_rgb.tar", + "cosmos_rgb.tar", + "hiteman_rgb.tar", + "ihlen_rgb.tar", + "klickitat_rgb.tar", + "lakeville_rgb.tar", + "leonardo_rgb.tar", + "lindenwood_rgb.tar", + "markleeville_rgb.tar", + "marstons_rgb.tar", + "mcdade_rgb.tar", + "merom_rgb.tar", + "mifflinburg_rgb.tar", + "muleshoe_rgb.tar", + "newfields_rgb.tar", + "noxapater_rgb.tar", + "onaga_rgb.tar", + "pinesdale_rgb.tar", + "pomaria_rgb.tar", + "ranchester_rgb.tar", + "shelbyville_rgb.tar", + "stockman_rgb.tar", + "tolstoy_rgb.tar", + "uvalda_rgb.tar", + "wainscott_rgb.tar", + "wiconisco_rgb.tar" + ], + "selection_provenance": "Saved 50,000-row training 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"collierville", + "corozal", + "cosmos", + "darden", + "hanson", + "hiteman", + "ihlen", + "klickitat", + "lakeville", + "leonardo", + "lindenwood", + "markleeville", + "marstons", + "mcdade", + "merom", + "mifflinburg", + "muleshoe", + "newfields", + "noxapater", + "onaga", + "pinesdale", + "pomaria", + "ranchester", + "shelbyville", + "stockman", + "tolstoy", + "uvalda", + "wainscott", + "wiconisco" + ], + "archives": [ + "allensville_depth_zbuffer.tar", + "allensville_rgb.tar", + "beechwood_depth_zbuffer.tar", + "beechwood_rgb.tar", + "benevolence_depth_zbuffer.tar", + "benevolence_rgb.tar", + "coffeen_depth_zbuffer.tar", + "coffeen_rgb.tar", + "collierville_depth_zbuffer.tar", + "collierville_rgb.tar", + "corozal_depth_zbuffer.tar", + "corozal_rgb.tar", + "cosmos_depth_zbuffer.tar", + "cosmos_rgb.tar", + "darden_depth_zbuffer.tar", + "darden_rgb.tar", + "hanson_depth_zbuffer.tar", + "hanson_rgb.tar", + "hiteman_depth_zbuffer.tar", + "hiteman_rgb.tar", + "ihlen_depth_zbuffer.tar", + 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"stockman_rgb.tar", + "tolstoy_depth_zbuffer.tar", + "tolstoy_rgb.tar", + "uvalda_depth_zbuffer.tar", + "uvalda_rgb.tar", + "wainscott_depth_zbuffer.tar", + "wainscott_rgb.tar", + "wiconisco_depth_zbuffer.tar", + "wiconisco_rgb.tar" + ], + "selection_provenance": "Membership captured from a new cluster training run on 2026-09-28, with data seed 42 and four ranks. The historical 50,000-row manifest was overwritten by a 100,000-row pool; this list records the new run, not a reconstruction of the historical subset.", + "ordered_input_rgb_sha256": "49b200b90dafcf13d951915c79da3f3747890b04ab7c70c35c8b780c55d090c8", + "ordered_output_rgb_sha256": "8cb5d2e4111be217cd990a0170f4c9d5af79ef3a80df1fb4740842ba73be3adc", + "decode_recoveries": [ + { + "row_index": 18609, + "id": "corozal/point_1182_view_3", + "role": "input", + "source_file_sha256": "e564f7d8577e3b0fa49d7561823417f03a039c6a557518c928887dc6d4d39895", + "decoded_rgb_sha256": "d39598c330cc725ea25e813a4e78d715d6a44e4b8e9044e06bee49d25da0dfed", + "decoder": "Pillow with ImageFile.LOAD_TRUNCATED_IMAGES=True" + } + ] + }, + { + "task_id": "i2i:euclidean_depth", + "task_name": "Euclidean depth", + "r": "Reconstruction", + "modality": "i2i", + "usage": "train", + "selection_file": "sources/taskonomy/selections/euclidean_depth.jsonl.gz", + "rows": 50000, + "unique_ids": 50000, + "repeated_rows": 0, + "compressed_bytes": 223163, + "compressed_sha256": "f10097c0d721146ea07b2e03146d2f2aedb3ce8285b6dd4729bdbaa3a0ff19a3", + "ordered_id_sha256": "e06f7f84b1a4874eb819c874385bf2a84515d9dce32ab8552d29a2718b12e2d4", + "editing_prompt": "Estimate the Euclidean-distance depth map of this image.", + "input_domain": "rgb", + "target_domain": "depth_euclidean", + "input_transform": "rgb", + "target_transform": "depth16", + "buildings": [ + "allensville", + "beechwood", + "benevolence", + "coffeen", + "collierville", + "corozal", + "cosmos", + "darden", + "forkland", + "hiteman", + "ihlen", + "klickitat", + "lakeville", + "leonardo", + "lindenwood", + "markleeville", + "marstons", + "mcdade", + "merom", + "mifflinburg", + "muleshoe", + "newfields", + "noxapater", + "onaga", + "pinesdale", + "pomaria", + "ranchester", + "shelbyville", + "stockman", + "tolstoy", + "uvalda", + "wainscott", + "wiconisco" + ], + "archives": [ + "allensville_depth_euclidean.tar", + "allensville_rgb.tar", + "beechwood_depth_euclidean.tar", + "beechwood_rgb.tar", + "benevolence_depth_euclidean.tar", + "benevolence_rgb.tar", + "coffeen_depth_euclidean.tar", + "coffeen_rgb.tar", + "collierville_depth_euclidean.tar", + "collierville_rgb.tar", + "corozal_depth_euclidean.tar", + "corozal_rgb.tar", + "cosmos_depth_euclidean.tar", + "cosmos_rgb.tar", + "darden_depth_euclidean.tar", + "darden_rgb.tar", + "forkland_depth_euclidean.tar", + "forkland_rgb.tar", + "hiteman_depth_euclidean.tar", + "hiteman_rgb.tar", + "ihlen_depth_euclidean.tar", + "ihlen_rgb.tar", + "klickitat_depth_euclidean.tar", + "klickitat_rgb.tar", + "lakeville_depth_euclidean.tar", + "lakeville_rgb.tar", + "leonardo_depth_euclidean.tar", + "leonardo_rgb.tar", + "lindenwood_depth_euclidean.tar", + "lindenwood_rgb.tar", + "markleeville_depth_euclidean.tar", + "markleeville_rgb.tar", + "marstons_depth_euclidean.tar", + "marstons_rgb.tar", + "mcdade_depth_euclidean.tar", + "mcdade_rgb.tar", + "merom_depth_euclidean.tar", + "merom_rgb.tar", + "mifflinburg_depth_euclidean.tar", + "mifflinburg_rgb.tar", + "muleshoe_depth_euclidean.tar", + "muleshoe_rgb.tar", + "newfields_depth_euclidean.tar", + "newfields_rgb.tar", + "noxapater_depth_euclidean.tar", + "noxapater_rgb.tar", + "onaga_depth_euclidean.tar", + "onaga_rgb.tar", + "pinesdale_depth_euclidean.tar", + "pinesdale_rgb.tar", + "pomaria_depth_euclidean.tar", + "pomaria_rgb.tar", + "ranchester_depth_euclidean.tar", + "ranchester_rgb.tar", + "shelbyville_depth_euclidean.tar", + "shelbyville_rgb.tar", + "stockman_depth_euclidean.tar", + "stockman_rgb.tar", + "tolstoy_depth_euclidean.tar", + "tolstoy_rgb.tar", + "uvalda_depth_euclidean.tar", + "uvalda_rgb.tar", + "wainscott_depth_euclidean.tar", + "wainscott_rgb.tar", + "wiconisco_depth_euclidean.tar", + "wiconisco_rgb.tar" + ], + "selection_provenance": "Membership captured from a new cluster training run on 2026-09-28, with data seed 42 and four ranks. 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