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series
list
source_id
uint8
0
5
meta
stringlengths
1
43
[ 274.783447265625, 274.90045166015625, 274.91754150390625, 274.12139892578125, 274.5473937988281, 275.5570983886719, 275.71295166015625, 275.28533935546875, 276.14312744140625, 276.3157043457031, 276.1376953125, 274.19781494140625, 273.15606689453125, 272.7030334472656, 273.1049499511719,...
0
2010_41_118
[ 143984.21875, 144024.703125, 144170.4375, 144321.59375, 144405.78125, 144656.84375, 144941.421875, 145168.671875, 145296.109375, 145436.828125, 145660.078125, 145748.234375, 145746.609375, 145707.84375, 145698.015625, 145598.671875, 145445.546875, 145457.78125, 145564.375, 1454...
0
1885_6_114
[ 3.8244869709014893, 0.9745235443115234, -0.9907248020172119, -0.9531480669975281, -4.273167133331299, -4.30747127532959, -1.13913094997406, -6.265279769897461, -5.326293468475342, -4.127340793609619, -4.070441722869873, -5.979519844055176, -4.642346382141113, -3.1580872535705566, -2.7346...
0
1980_17_110
[ 264.8717956542969, 264.9515686035156, 264.736328125, 263.9478759765625, 263.0191650390625, 262.28875732421875, 261.9477844238281, 261.640625, 261.14239501953125, 260.9658508300781, 260.786865234375, 260.740966796875, 260.847412109375, 261.1448669433594, 261.4035949707031, 261.377014160...
0
1998_8_101
[ 226.15078735351562, 226.0225067138672, 226.07073974609375, 226.0888214111328, 225.97901916503906, 225.96142578125, 225.994384765625, 225.9855499267578, 225.9084014892578, 225.84695434570312, 225.8111114501953, 225.638916015625, 225.36801147460938, 225.15396118164062, 225.07852172851562, ...
0
2005_4_19
[ 0.0000017108253587139188, 0.0000019562287434382597, 0.0000022096314751252066, 0.000002193710088249645, 0.0000021602493234240683, 0.000002143529854947701, 0.0000021762009509984637, 0.000002224603349532117, 0.000002234632802355918, 0.0000022033486857253592, 0.00000217402407542977, 0.000002137576...
0
1850_6_43
[ 74.78547668457031, 83.8117446899414, 84.72947692871094, 76.25316619873047, 63.36991500854492, 66.13057708740234, 87.72337341308594, 103.03883361816406, 100.11669158935547, 100.17904663085938, 94.68684387207031, 33.38676071166992, 41.895626068115234, 99.0208740234375, 84.79546356201172, ...
0
1997_11_113
[ 277.56036376953125, 277.5025329589844, 277.4216003417969, 277.2412109375, 277.0307312011719, 276.91510009765625, 276.8133850097656, 276.71624755859375, 276.5889892578125, 276.50341796875, 276.49188232421875, 276.54510498046875, 276.6769104003906, 276.8919982910156, 276.78326416015625, ...
0
2010_26_30
[ 56, 67, 36, 41, 57, 57, 59, 46, 43, 44, 49, 79, 47, 66, 64, 71, 54, 50, 173, 86, 60, 51, 17, 49, 29, 54, 47, 38, 60, 46, 69, 56, 54, 48, 52, 56, 52, 57, 75, 82, 50, 36, 61, 56, 65, 65, 34, 66, 52, 64, 70, 89, 88,...
2
wiki_daily
[ 0.0011217969004064798, 0.0011244756169617176, 0.001181637984700501, 0.0010638058884069324, 0.0009290733141824603, 0.0007903184159658849, 0.0005351864965632558, 0.0003050497907679528, 0.0002883398556150496, 0.0003465124755166471, 0.000681428937241435, 0.0009288275032304227, 0.0009004496387206...
0
2005_32_21
[ 191843.03125, 192310.28125, 192624.5625, 192782.515625, 192615.765625, 192405.578125, 192271.78125, 192144.28125, 192045.96875, 191881.8125, 191810.171875, 191833.046875, 191743.1875, 191696.046875, 191454.53125, 191157.296875, 190683.59375, 190003.203125, 189442.703125, 189013...
0
1995_9_21
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Check out the documentation for more information.

base_mixed_v1

Pre-shuffled, pre-mixed training bundle for the Base tier (201.3M params) of the contrastive forecasting model family.

  • Total rows: 106,100,279
  • Number of shards: 10,624 (9,985 in base_mixed_v1/, 639 in base_mixed_v1/overflow/)
  • Bundle size: ~397 GB

Per-source row counts

  • 0 gift: 99,333,452 (93.6%)
  • 1 wiki_hourly: 3,715,121 (3.5%)
  • 2 wiki_daily: 1,990,244 (1.9%)
  • 3 wiki_stl_residual: 530,731 (0.5%)
  • 4 wiki_stl_seasonal: 371,512 (0.4%)
  • 5 wiki_stl_trend: 159,219 (0.2%)
  • 6 synthetic: 0 (0%)

Note: synthetic is absent from this build (empty stage 1 dir). The mix is 93.6% GIFT / 6.4% Wikimedia, all real data.

Schema

Column Type Notes
series list[1025] Fixed-length window
source_id uint8 0=gift, 1..5=wiki sub-sources, 6=synthetic
meta string Source-specific metadata

Layout

Shards are split across two directories due to HF 10K-per-directory limit:

  • through (9,985 files)
  • through (639 files)

Both directories contain the same schema. Glob both when loading:

Shuffling

Globally shuffled via 32-bucket two-pass shuffle. Every output shard is a statistically uniform random sample of the entire input.

Generated by rnd/scripts/training_data_prep (PRs #194-#208).

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