BCI public tracks (AD65, OpenBMI, Longitudinal) prepared release

README.md

@@ -0,0 +1,39 @@
+---
+license: cc0-1.0
+tags:
+- eeg
+- bci
+- brain-computer-interface
+pretty_name: AI4Sci BCI decoding — public tracks (AD65, OpenBMI, Longitudinal)
+---
+# AI4Sci brain-computer-interface decoding: public tracks
+
+Prepared data for three of the five tracks of the `brain-computer-interface-decoding` task in
+[T0-RSI/ai4sci-tasks](https://github.com/T0-RSI/ai4sci-tasks) and
+[sunnweiwei/science-speedrun](https://github.com/sunnweiwei/science-speedrun). Each was built by
+the task's `environment/data/materialize.py` from pinned public sources:
+
+| track | source | classes | shape (channels, seconds, 200 Hz) | train / val / test windows |
+| --- | --- | --- | --- | --- |
+| `ad65` | [OpenNeuro ds004504](https://openneuro.org/datasets/ds004504) derivatives (CC0) | 3: Alzheimer's, frontotemporal dementia, control | 19 × 10 × 200 | 3,774 / 1,343 / 1,376 |
+| `openbmi` | [GigaDB 100542](https://gigadb.org/dataset/100542) motor-imagery sessions (CC0) | 2: left, right | 62 × 4 × 200 | 12,800 / 4,400 / 4,400 |
+| `longitudinal` | [OpenNeuro ds007176](https://openneuro.org/datasets/ds007176) (CC0) | 2: eyes closed, open | 58 × 2 × 200 | 28,523 / 8,418 / 10,028 |
+
+Subjects are split with seed 3407 (test 20%, then validation 25% of the rest; AD65 stratified by
+diagnosis); every session stays with its subject. Arrays are float32 microvolts in NumPy shards.
+
+```text
+runtime/development/<track>/{train,val}/   manifest.json (id, label, subject, session, path, index), shards
+runtime/private/<track>/public/            test inputs: manifest without labels, shards in random order
+runtime/private/<track>/truth.jsonl        test labels, subjects and sessions (verifier only)
+records/<track>/                           subject splits, preprocessing statistics, build receipt
+release-manifest.json                      size and SHA-256 of every file
+```
+
+The FACED and TUEV tracks are not redistributable and come from a separate controlled-access
+release. The task's `environment/data/materialize.sh release ROOT` installs all five tracks and
+verifies every file against `release-manifest.json`. Only `runtime/development` may be mounted
+into an agent's workspace; `runtime/private` is for the verifier.
+
+Citations: Miltiadous et al. (2023), *Data* 8(6), 95 (ds004504); Lee et al. (2019),
+*GigaScience* 8(5), giz002 (OpenBMI); OpenNeuro ds007176.

records/ad65/receipt.json

@@ -0,0 +1,35 @@
+{
+  "status": "complete",
+  "track": "ad65",
+  "splits": {
+    "train": {
+      "samples": 3774,
+      "subjects": 52,
+      "labels": {
+        "0": 1684,
+        "2": 1292,
+        "1": 798
+      }
+    },
+    "val": {
+      "samples": 1343,
+      "subjects": 18,
+      "labels": {
+        "0": 464,
+        "2": 486,
+        "1": 393
+      }
+    },
+    "test": {
+      "samples": 1376,
+      "subjects": 18,
+      "labels": {
+        "0": 559,
+        "2": 460,
+        "1": 357
+      }
+    }
+  },
+  "seed": 3407,
+  "source": "/src/ad65"
+}

records/ad65/subjects.json

@@ -0,0 +1,96 @@
+{
+  "train": [
+    "sub-001",
+    "sub-004",
+    "sub-006",
+    "sub-007",
+    "sub-009",
+    "sub-010",
+    "sub-012",
+    "sub-014",
+    "sub-017",
+    "sub-018",
+    "sub-019",
+    "sub-022",
+    "sub-023",
+    "sub-024",
+    "sub-026",
+    "sub-027",
+    "sub-028",
+    "sub-030",
+    "sub-031",
+    "sub-032",
+    "sub-034",
+    "sub-036",
+    "sub-037",
+    "sub-038",
+    "sub-039",
+    "sub-040",
+    "sub-043",
+    "sub-047",
+    "sub-048",
+    "sub-049",
+    "sub-051",
+    "sub-053",
+    "sub-054",
+    "sub-055",
+    "sub-056",
+    "sub-058",
+    "sub-059",
+    "sub-064",
+    "sub-065",
+    "sub-066",
+    "sub-068",
+    "sub-069",
+    "sub-070",
+    "sub-071",
+    "sub-072",
+    "sub-073",
+    "sub-077",
+    "sub-079",
+    "sub-080",
+    "sub-084",
+    "sub-086",
+    "sub-088"
+  ],
+  "val": [
+    "sub-003",
+    "sub-016",
+    "sub-021",
+    "sub-025",
+    "sub-029",
+    "sub-033",
+    "sub-035",
+    "sub-042",
+    "sub-044",
+    "sub-057",
+    "sub-060",
+    "sub-062",
+    "sub-063",
+    "sub-067",
+    "sub-074",
+    "sub-076",
+    "sub-081",
+    "sub-082"
+  ],
+  "test": [
+    "sub-002",
+    "sub-005",
+    "sub-008",
+    "sub-011",
+    "sub-013",
+    "sub-015",
+    "sub-020",
+    "sub-041",
+    "sub-045",
+    "sub-046",
+    "sub-050",
+    "sub-052",
+    "sub-061",
+    "sub-075",
+    "sub-078",
+    "sub-083",
+    "sub-085",
+    "sub-087"
+  ]
+}

records/longitudinal/receipt.json

@@ -0,0 +1,32 @@
+{
+  "status": "complete",
+  "track": "longitudinal",
+  "splits": {
+    "train": {
+      "samples": 28523,
+      "subjects": 27,
+      "labels": {
+        "0": 14244,
+        "1": 14279
+      }
+    },
+    "val": {
+      "samples": 8418,
+      "subjects": 9,
+      "labels": {
+        "0": 4260,
+        "1": 4158
+      }
+    },
+    "test": {
+      "samples": 10028,
+      "subjects": 9,
+      "labels": {
+        "1": 5037,
+        "0": 4991
+      }
+    }
+  },
+  "seed": 3407,
+  "source": "/src/longitudinal"
+}

records/longitudinal/subjects.json

@@ -0,0 +1,53 @@
+{
+  "train": [
+    "sub-CTR005",
+    "sub-CTR006",
+    "sub-CTR007",
+    "sub-CTR008",
+    "sub-CTR009",
+    "sub-CTR010",
+    "sub-G2001",
+    "sub-G2003",
+    "sub-G2004",
+    "sub-G2006",
+    "sub-G2008",
+    "sub-G2010",
+    "sub-G2014",
+    "sub-G2016",
+    "sub-G2017",
+    "sub-G2018",
+    "sub-G2020",
+    "sub-G2023",
+    "sub-G2024",
+    "sub-G2027",
+    "sub-G2028",
+    "sub-G2029",
+    "sub-G2030",
+    "sub-G2032",
+    "sub-G2033",
+    "sub-G2034",
+    "sub-G2037"
+  ],
+  "val": [
+    "sub-CTR002",
+    "sub-CTR003",
+    "sub-G2007",
+    "sub-G2011",
+    "sub-G2015",
+    "sub-G2019",
+    "sub-G2021",
+    "sub-G2031",
+    "sub-G2035"
+  ],
+  "test": [
+    "sub-CTR001",
+    "sub-CTR004",
+    "sub-G2005",
+    "sub-G2009",
+    "sub-G2012",
+    "sub-G2013",
+    "sub-G2022",
+    "sub-G2025",
+    "sub-G2026"
+  ]
+}

records/openbmi/preprocessing.json

@@ -0,0 +1,218 @@
+{
+  "02:1:train": 100,
+  "02:1:test": 100,
+  "02:2:train": 100,
+  "02:2:test": 100,
+  "03:1:train": 100,
+  "03:1:test": 100,
+  "03:2:train": 100,
+  "03:2:test": 100,
+  "04:1:train": 100,
+  "04:1:test": 100,
+  "04:2:train": 100,
+  "04:2:test": 100,
+  "05:1:train": 100,
+  "05:1:test": 100,
+  "05:2:train": 100,
+  "05:2:test": 100,
+  "06:1:train": 100,
+  "06:1:test": 100,
+  "06:2:train": 100,
+  "06:2:test": 100,
+  "07:1:train": 100,
+  "07:1:test": 100,
+  "07:2:train": 100,
+  "07:2:test": 100,
+  "08:1:train": 100,
+  "08:1:test": 100,
+  "08:2:train": 100,
+  "08:2:test": 100,
+  "09:1:train": 100,
+  "09:1:test": 100,
+  "09:2:train": 100,
+  "09:2:test": 100,
+  "10:1:train": 100,
+  "10:1:test": 100,
+  "10:2:train": 100,
+  "10:2:test": 100,
+  "11:1:train": 100,
+  "11:1:test": 100,
+  "11:2:train": 100,
+  "11:2:test": 100,
+  "13:1:train": 100,
+  "13:1:test": 100,
+  "13:2:train": 100,
+  "13:2:test": 100,
+  "16:1:train": 100,
+  "16:1:test": 100,
+  "16:2:train": 100,
+  "16:2:test": 100,
+  "18:1:train": 100,
+  "18:1:test": 100,
+  "18:2:train": 100,
+  "18:2:test": 100,
+  "21:1:train": 100,
+  "21:1:test": 100,
+  "21:2:train": 100,
+  "21:2:test": 100,
+  "22:1:train": 100,
+  "22:1:test": 100,
+  "22:2:train": 100,
+  "22:2:test": 100,
+  "27:1:train": 100,
+  "27:1:test": 100,
+  "27:2:train": 100,
+  "27:2:test": 100,
+  "28:1:train": 100,
+  "28:1:test": 100,
+  "28:2:train": 100,
+  "28:2:test": 100,
+  "29:1:train": 100,
+  "29:1:test": 100,
+  "29:2:train": 100,
+  "29:2:test": 100,
+  "32:1:train": 100,
+  "32:1:test": 100,
+  "32:2:train": 100,
+  "32:2:test": 100,
+  "33:1:train": 100,
+  "33:1:test": 100,
+  "33:2:train": 100,
+  "33:2:test": 100,
+  "36:1:train": 100,
+  "36:1:test": 100,
+  "36:2:train": 100,
+  "36:2:test": 100,
+  "37:1:train": 100,
+  "37:1:test": 100,
+  "37:2:train": 100,
+  "37:2:test": 100,
+  "38:1:train": 100,
+  "38:1:test": 100,
+  "38:2:train": 100,
+  "38:2:test": 100,
+  "39:1:train": 100,
+  "39:1:test": 100,
+  "39:2:train": 100,
+  "39:2:test": 100,
+  "40:1:train": 100,
+  "40:1:test": 100,
+  "40:2:train": 100,
+  "40:2:test": 100,
+  "45:1:train": 100,
+  "45:1:test": 100,
+  "45:2:train": 100,
+  "45:2:test": 100,
+  "46:1:train": 100,
+  "46:1:test": 100,
+  "46:2:train": 100,
+  "46:2:test": 100,
+  "47:1:train": 100,
+  "47:1:test": 100,
+  "47:2:train": 100,
+  "47:2:test": 100,
+  "48:1:train": 100,
+  "48:1:test": 100,
+  "48:2:train": 100,
+  "48:2:test": 100,
+  "49:1:train": 100,
+  "49:1:test": 100,
+  "49:2:train": 100,
+  "49:2:test": 100,
+  "50:1:train": 100,
+  "50:1:test": 100,
+  "50:2:train": 100,
+  "50:2:test": 100,
+  "52:1:train": 100,
+  "52:1:test": 100,
+  "52:2:train": 100,
+  "52:2:test": 100,
+  "15:1:train": 100,
+  "15:1:test": 100,
+  "15:2:train": 100,
+  "15:2:test": 100,
+  "19:1:train": 100,
+  "19:1:test": 100,
+  "19:2:train": 100,
+  "19:2:test": 100,
+  "20:1:train": 100,
+  "20:1:test": 100,
+  "20:2:train": 100,
+  "20:2:test": 100,
+  "23:1:train": 100,
+  "23:1:test": 100,
+  "23:2:train": 100,
+  "23:2:test": 100,
+  "24:1:train": 100,
+  "24:1:test": 100,
+  "24:2:train": 100,
+  "24:2:test": 100,
+  "26:1:train": 100,
+  "26:1:test": 100,
+  "26:2:train": 100,
+  "26:2:test": 100,
+  "31:1:train": 100,
+  "31:1:test": 100,
+  "31:2:train": 100,
+  "31:2:test": 100,
+  "34:1:train": 100,
+  "34:1:test": 100,
+  "34:2:train": 100,
+  "34:2:test": 100,
+  "35:1:train": 100,
+  "35:1:test": 100,
+  "35:2:train": 100,
+  "35:2:test": 100,
+  "44:1:train": 100,
+  "44:1:test": 100,
+  "44:2:train": 100,
+  "44:2:test": 100,
+  "51:1:train": 100,
+  "51:1:test": 100,
+  "51:2:train": 100,
+  "51:2:test": 100,
+  "01:1:train": 100,
+  "01:1:test": 100,
+  "01:2:train": 100,
+  "01:2:test": 100,
+  "12:1:train": 100,
+  "12:1:test": 100,
+  "12:2:train": 100,
+  "12:2:test": 100,
+  "14:1:train": 100,
+  "14:1:test": 100,
+  "14:2:train": 100,
+  "14:2:test": 100,
+  "17:1:train": 100,
+  "17:1:test": 100,
+  "17:2:train": 100,
+  "17:2:test": 100,
+  "25:1:train": 100,
+  "25:1:test": 100,
+  "25:2:train": 100,
+  "25:2:test": 100,
+  "30:1:train": 100,
+  "30:1:test": 100,
+  "30:2:train": 100,
+  "30:2:test": 100,
+  "41:1:train": 100,
+  "41:1:test": 100,
+  "41:2:train": 100,
+  "41:2:test": 100,
+  "42:1:train": 100,
+  "42:1:test": 100,
+  "42:2:train": 100,
+  "42:2:test": 100,
+  "43:1:train": 100,
+  "43:1:test": 100,
+  "43:2:train": 100,
+  "43:2:test": 100,
+  "53:1:train": 100,
+  "53:1:test": 100,
+  "53:2:train": 100,
+  "53:2:test": 100,
+  "54:1:train": 100,
+  "54:1:test": 100,
+  "54:2:train": 100,
+  "54:2:test": 100
+}

records/openbmi/receipt.json

@@ -0,0 +1,32 @@
+{
+  "status": "complete",
+  "track": "openbmi",
+  "splits": {
+    "train": {
+      "samples": 12800,
+      "subjects": 32,
+      "labels": {
+        "0": 6400,
+        "1": 6400
+      }
+    },
+    "val": {
+      "samples": 4400,
+      "subjects": 11,
+      "labels": {
+        "0": 2200,
+        "1": 2200
+      }
+    },
+    "test": {
+      "samples": 4400,
+      "subjects": 11,
+      "labels": {
+        "0": 2200,
+        "1": 2200
+      }
+    }
+  },
+  "seed": 3407,
+  "source": "/src/openbmi"
+}

records/openbmi/subjects.json

@@ -0,0 +1,62 @@
+{
+  "train": [
+    "02",
+    "03",
+    "04",
+    "05",
+    "06",
+    "07",
+    "08",
+    "09",
+    "10",
+    "11",
+    "13",
+    "16",
+    "18",
+    "21",
+    "22",
+    "27",
+    "28",
+    "29",
+    "32",
+    "33",
+    "36",
+    "37",
+    "38",
+    "39",
+    "40",
+    "45",
+    "46",
+    "47",
+    "48",
+    "49",
+    "50",
+    "52"
+  ],
+  "val": [
+    "15",
+    "19",
+    "20",
+    "23",
+    "24",
+    "26",
+    "31",
+    "34",
+    "35",
+    "44",
+    "51"
+  ],
+  "test": [
+    "01",
+    "12",
+    "14",
+    "17",
+    "25",
+    "30",
+    "41",
+    "42",
+    "43",
+    "53",
+    "54"
+  ]
+}

runtime/development/ad65/train/checksums.json

@@ -0,0 +1,152 @@
+[
+  {
+    "path": "shard-000000.npy",
+    "sha256": "90a43a6a7b56566042170c817d72fe7bfc3c97e8dae3c54218ea2576fb2e5c4d",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000001.npy",
+    "sha256": "2481e5c63d150d264b2b7a51bf8bc19bec16f2003797ff8f9a4e5e3cdbe92bbb",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000002.npy",
+    "sha256": "6fe123a9416deef9ec08a7360ed7b78b3b068950865149dbd2591a0d6c47d8de",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000003.npy",
+    "sha256": "0fd6e90d86b2a86ecc6178299d2f98997820ce27a5616d0fb6c548f0b020df51",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000004.npy",
+    "sha256": "c3be530af800330e23274511fbedcf3dbc7e7fe85772819549ebae98d0446641",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000005.npy",
+    "sha256": "d66921c88b79fd48a2f6556fe947f3857376a8b60f3db10c96f1a74214f7a3b4",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000006.npy",
+    "sha256": "a3c40d3985bab06679512ce13f96ce503aa37b8965cfff04b4a0e1ccba3003fa",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000007.npy",
+    "sha256": "f96eb1efeacb59e5d8bc6ff5ee627679bc1acba37524ea1c7a0c2e0da3c466e0",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000008.npy",
+    "sha256": "bb5f17a131b100957e083ca56adbde1b13d48bc8e66eff46d72cff83ed8536c8",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000009.npy",
+    "sha256": "85b2c1134c070d224be5494182db7bc9fdc59b0850a1480311982dfaf0c45133",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000010.npy",
+    "sha256": "279b17d60fa33c0e5f9b8830b57accf9e8c738cc2b0a050d1cc04df157c0fbe6",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000011.npy",
+    "sha256": "3b353881dfae7fcf08aec2dbcd6067bcd62f02661ed2f47029d31307f6aef30f",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000012.npy",
+    "sha256": "7f88a294f31b30f1aab313870732675a5d8e4f1d739609311a0bb3d36cdc64ae",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000013.npy",
+    "sha256": "e354e3b36beb20aca0e227b6634d16c696e0f82a0cac632e9ea52f937aff401e",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000014.npy",
+    "sha256": "b9e2779cbf9068fe009e16bfcf49fea8c918c212c8edb0d18c2df399fe23f105",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000015.npy",
+    "sha256": "c29c595f42f142cf43b317dec5f0e6ee6022d4590db8e6102ef7e7d977bc60c0",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000016.npy",
+    "sha256": "fef73c11118b396853cd57e286f526aa745a9725c2753a7cc34ac216b18034db",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000017.npy",
+    "sha256": "841ba71d7db8860bb7758604d59d0d0d8103e28e93059042c0f0f415ace91a92",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000018.npy",
+    "sha256": "1e603b9c3a79a966a3e4aaf01118fc9203532573ad9daa92041fceb35a849490",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000019.npy",
+    "sha256": "e72cf0a37f938232189125cc002c40e1678c241a6e4d81d7ec3262c9af3daa08",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000020.npy",
+    "sha256": "3bab426fb7eb6cf6c7b68d8ee51e5667c81ac315b67819b27432abffd1b4ac39",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000021.npy",
+    "sha256": "a16485956d4a9640019860e76c0eaa2ea7f463be9f56bfd3ea3c826d2c4ec12a",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000022.npy",
+    "sha256": "50da8f5e145f336cb69dbddff367081f63315e6b7ec88299a1687f2543f3f017",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000023.npy",
+    "sha256": "c460e661f2ecf5d347b5152031b5f9c813a8d7b208e9f75cf0e100578ef32bc0",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000024.npy",
+    "sha256": "8a0a5ec124fb914333ff412e1d5472d47dfe06dfecad60ab00d8d65cddd40164",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000025.npy",
+    "sha256": "fcfe81f4700d3382beca0b8a6195174f98ba3653468bd120deaa53279f8bb62e",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000026.npy",
+    "sha256": "8461d710075c8419cdf36bf90c64264e39afcfb722dc365ef609938ad83b5c0b",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000027.npy",
+    "sha256": "88bd90acb22f5096cd26289809b045168707ba2a7883087f9f8cbd8bfd26529c",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000028.npy",
+    "sha256": "a00c46a69032760cb31f9dc8050f30c98484aeacea69e908e14fecdc32855e89",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000029.npy",
+    "sha256": "4eba9c35016286457e81d40c73703e28114f1bec848c2f5c38ae9118beb1e671",
+    "bytes": 9424128
+  }
+]

runtime/development/ad65/train/shard-000000.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90a43a6a7b56566042170c817d72fe7bfc3c97e8dae3c54218ea2576fb2e5c4d
+size 19456128

runtime/development/ad65/train/shard-000001.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2481e5c63d150d264b2b7a51bf8bc19bec16f2003797ff8f9a4e5e3cdbe92bbb
+size 19456128

runtime/development/ad65/train/shard-000002.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6fe123a9416deef9ec08a7360ed7b78b3b068950865149dbd2591a0d6c47d8de
+size 19456128

runtime/development/ad65/train/shard-000003.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0fd6e90d86b2a86ecc6178299d2f98997820ce27a5616d0fb6c548f0b020df51
+size 19456128

runtime/development/ad65/train/shard-000004.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3be530af800330e23274511fbedcf3dbc7e7fe85772819549ebae98d0446641
+size 19456128

runtime/development/ad65/train/shard-000005.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d66921c88b79fd48a2f6556fe947f3857376a8b60f3db10c96f1a74214f7a3b4
+size 19456128

runtime/development/ad65/train/shard-000006.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3c40d3985bab06679512ce13f96ce503aa37b8965cfff04b4a0e1ccba3003fa
+size 19456128

runtime/development/ad65/train/shard-000007.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f96eb1efeacb59e5d8bc6ff5ee627679bc1acba37524ea1c7a0c2e0da3c466e0
+size 19456128

runtime/development/ad65/train/shard-000008.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb5f17a131b100957e083ca56adbde1b13d48bc8e66eff46d72cff83ed8536c8
+size 19456128

runtime/development/ad65/train/shard-000009.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85b2c1134c070d224be5494182db7bc9fdc59b0850a1480311982dfaf0c45133
+size 19456128

runtime/development/ad65/train/shard-000010.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:279b17d60fa33c0e5f9b8830b57accf9e8c738cc2b0a050d1cc04df157c0fbe6
+size 19456128

runtime/development/ad65/train/shard-000011.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b353881dfae7fcf08aec2dbcd6067bcd62f02661ed2f47029d31307f6aef30f
+size 19456128

runtime/development/ad65/train/shard-000012.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f88a294f31b30f1aab313870732675a5d8e4f1d739609311a0bb3d36cdc64ae
+size 19456128

runtime/development/ad65/train/shard-000013.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e354e3b36beb20aca0e227b6634d16c696e0f82a0cac632e9ea52f937aff401e
+size 19456128

runtime/development/ad65/train/shard-000014.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9e2779cbf9068fe009e16bfcf49fea8c918c212c8edb0d18c2df399fe23f105
+size 19456128

runtime/development/ad65/train/shard-000015.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c29c595f42f142cf43b317dec5f0e6ee6022d4590db8e6102ef7e7d977bc60c0
+size 19456128

runtime/development/ad65/train/shard-000016.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fef73c11118b396853cd57e286f526aa745a9725c2753a7cc34ac216b18034db
+size 19456128

runtime/development/ad65/train/shard-000017.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:841ba71d7db8860bb7758604d59d0d0d8103e28e93059042c0f0f415ace91a92
+size 19456128

runtime/development/ad65/train/shard-000018.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e603b9c3a79a966a3e4aaf01118fc9203532573ad9daa92041fceb35a849490
+size 19456128

runtime/development/ad65/train/shard-000019.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e72cf0a37f938232189125cc002c40e1678c241a6e4d81d7ec3262c9af3daa08
+size 19456128

runtime/development/ad65/train/shard-000020.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3bab426fb7eb6cf6c7b68d8ee51e5667c81ac315b67819b27432abffd1b4ac39
+size 19456128

runtime/development/ad65/train/shard-000021.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a16485956d4a9640019860e76c0eaa2ea7f463be9f56bfd3ea3c826d2c4ec12a
+size 19456128

runtime/development/ad65/train/shard-000022.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50da8f5e145f336cb69dbddff367081f63315e6b7ec88299a1687f2543f3f017
+size 19456128

runtime/development/ad65/train/shard-000023.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c460e661f2ecf5d347b5152031b5f9c813a8d7b208e9f75cf0e100578ef32bc0
+size 19456128

runtime/development/ad65/train/shard-000024.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a0a5ec124fb914333ff412e1d5472d47dfe06dfecad60ab00d8d65cddd40164
+size 19456128

runtime/development/ad65/train/shard-000025.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fcfe81f4700d3382beca0b8a6195174f98ba3653468bd120deaa53279f8bb62e
+size 19456128

runtime/development/ad65/train/shard-000026.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8461d710075c8419cdf36bf90c64264e39afcfb722dc365ef609938ad83b5c0b
+size 19456128

runtime/development/ad65/train/shard-000027.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88bd90acb22f5096cd26289809b045168707ba2a7883087f9f8cbd8bfd26529c
+size 19456128

runtime/development/ad65/train/shard-000028.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a00c46a69032760cb31f9dc8050f30c98484aeacea69e908e14fecdc32855e89
+size 19456128

runtime/development/ad65/train/shard-000029.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4eba9c35016286457e81d40c73703e28114f1bec848c2f5c38ae9118beb1e671
+size 9424128

runtime/development/ad65/val/checksums.json

@@ -0,0 +1,57 @@
+[
+  {
+    "path": "shard-000000.npy",
+    "sha256": "e78fa6c3311efaf99bb59343b0652e0781143049554c4c073d4baead34845cc7",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000001.npy",
+    "sha256": "8962d27400e2ffedd09383757f83e6a3cd15abc30b1ed838588f872e6879a53f",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000002.npy",
+    "sha256": "58b447046994fc26085460dceb081f874f7b6cf40f822b8aa910d2500834cbd9",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000003.npy",
+    "sha256": "ee642c0a36ad27da05764b553ad72edc2165e86c29f5c2b7cac7d83057338fb2",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000004.npy",
+    "sha256": "af105c8ecbb4760f399c43ef4206d36dba43bb797ae4822b8f4e2c3c8ed8481b",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000005.npy",
+    "sha256": "2eb198fea96c9ef659cea0abc603acbe8f686775bc9650eadb00ac317876adbd",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000006.npy",
+    "sha256": "2682137d8f9c79ed31d4d3204301196d4df99fd765e9b0c6e0c1cc68ad1a8a8c",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000007.npy",
+    "sha256": "d9d9dd6c0d1fd00a685e1aa06c3941175c56256a92b4353459a8864d0f7395ce",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000008.npy",
+    "sha256": "5a03ecf99b95b1cc53d6d9e78ff4c5cfd941f5c42c55f4945dad3f31d62580ce",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000009.npy",
+    "sha256": "258ed2130f24668bf068e81a2f3f1de2ce4a079ba0bad520ebea3bd9df699f0e",
+    "bytes": 19456128
+  },
+  {
+    "path": "shard-000010.npy",
+    "sha256": "e5d5e89ee9d6a8efd40e0b8c61a196038a5492854ebd5ffbe645395535b9ead2",
+    "bytes": 9576128
+  }
+]

runtime/development/ad65/val/shard-000000.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e78fa6c3311efaf99bb59343b0652e0781143049554c4c073d4baead34845cc7
+size 19456128

runtime/development/ad65/val/shard-000001.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8962d27400e2ffedd09383757f83e6a3cd15abc30b1ed838588f872e6879a53f
+size 19456128

runtime/development/ad65/val/shard-000002.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58b447046994fc26085460dceb081f874f7b6cf40f822b8aa910d2500834cbd9
+size 19456128

runtime/development/ad65/val/shard-000003.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee642c0a36ad27da05764b553ad72edc2165e86c29f5c2b7cac7d83057338fb2
+size 19456128

runtime/development/ad65/val/shard-000004.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af105c8ecbb4760f399c43ef4206d36dba43bb797ae4822b8f4e2c3c8ed8481b
+size 19456128