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JacobLinCool
/
softchart-v18

PyTorch
Safetensors
audio-to-symbolic
chart-generation
from-scratch
hierarchical-transformer
music
rhythm-game
taiko
Model card Files
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JacobLinCool commited on
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Release SoftChart V1.8 hierarchical scratch

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Formal verified V1.8 export: 8,985,091 parameters, hierarchical whole-song context, dual generation, beat head, and no external pretrained model.

Files changed (6) hide show
  1. README.md +79 -0
  2. config.json +37 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +44 -0
  5. release_manifest.json +59 -0
  6. vocab.json +1817 -0
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+ ---
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+ license: mit
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+ library_name: pytorch
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+ datasets:
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+ - JacobLinCool/taiko-1000-parsed-clean
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+ tags:
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+ - audio-to-symbolic
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+ - chart-generation
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+ - from-scratch
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+ - hierarchical-transformer
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+ - music
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+ - rhythm-game
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+ - taiko
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+ ---
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+
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+ # SoftChart V1.8 Hierarchical Scratch
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+
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+ SoftChart V1.8 generates Taiko no Tatsujin-style charts directly from log-mel audio. This release is a compact hierarchical encoder-decoder trained **from scratch** on [`JacobLinCool/taiko-1000-parsed-clean`](https://huggingface.co/datasets/JacobLinCool/taiko-1000-parsed-clean); it does not use an external pretrained model or an external song planner.
19
+
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+ The model combines a whole-song section encoder, a local rhythmic-skeleton auxiliary head, dual time/slot generation, and a beat/downbeat head. The public Space uses time-mode generation for arbitrary uploads, then uses the beat head only to estimate BPM and quantize the exported TJA. Exact slot generation is reserved for inputs with a complete, trusted rational meter grid including a terminal edge.
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+
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+ ## Architecture
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+
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+ | Item | Value |
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+ |---|---:|
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+ | Parameters | 8,985,091 |
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+ | Audio encoder / chart decoder | 4 / 4 layers |
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+ | Hidden size / attention heads | 256 / 8 |
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+ | Feed-forward size | 960 |
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+ | Hierarchical section encoder | 2 layers, FFN 512 |
31
+ | Vocabulary | 1,810 tokens |
32
+ | Audio input | 22,050 Hz, 128-bin log-mel |
33
+
34
+ Enabled capabilities are `hierarchical_ctx`, `aux`, `dual`, `beat_head`, and `clean_phase`. Legacy external plan conditioning is disabled.
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+
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+ ## Frozen evaluation
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+
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+ The locked test split contains 120 songs and 503 authored/time charts. Exact-slot results cover only the 127 charts whose parsed authored meter has a fully bounded-safe prefix.
39
+
40
+ | Metric | Locked test |
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+ |---|---:|
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+ | Exact-slot micro F1 (bounded-safe prefix) | 0.6810 |
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+ | Full-song time F1 @ 25 ms | 0.4715 |
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+ | Full-song time F1 @ 50 ms | 0.5972 |
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+ | Mean per-chart median timing offset | 9.39 ms |
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+ | Don/ka accuracy on 50 ms matches | 0.6551 |
47
+
48
+ These metrics compare against one authored chart even though chart design permits multiple valid answers. They do not establish human-rated groove, fun, or playability. The release has one training seed and no fair same-split V1.6/V1.7 retraining baseline.
49
+
50
+ Known limitations include weak note-type decisions relative to onset placement, under-generation of rolls/balloons, repetitive slot-mode motifs, and beat-grid ambiguity outside stable 4/4 material. See the [V1.8 release report](https://github.com/JacobLinCool/SoftChart/blob/main/V18_RELEASE.md) for scope and failure analysis.
51
+
52
+ ## Use
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+
54
+ The easiest supported interface is the [`JacobLinCool/softchart`](https://huggingface.co/spaces/JacobLinCool/softchart) Space. Programmatic loading uses the `softchart` package from the [source repository](https://github.com/JacobLinCool/SoftChart):
55
+
56
+ ```python
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+ from softchart.generate import load_hf, generate_song
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+
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+ model = load_hf("JacobLinCool/softchart-v18", device="cuda")
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+ chart = generate_song(
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+ model,
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+ log_mel,
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+ course="oni",
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+ level=9,
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+ device="cuda",
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+ greedy=True,
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+ )
68
+ ```
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+
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+ Audio preprocessing is part of the model contract in `preprocessor_config.json`: FFmpeg decodes stereo float32 at 22,050 Hz, channels are averaged arithmetically, and a periodic-Hann STFT (`n_fft=2048`, `hop_length=256`) is projected to 128 mel bins before natural-log compression.
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+
72
+ ## Artifact provenance
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+
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+ - Source checkpoint SHA-256: `2a7a75f720369db03e5c114eff065de90ccc864259495463287509682c6352db`
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+ - `model.safetensors` SHA-256: `68d924542033c1ad234ed23329e469cd5caaea4aa72dcfb83dec3a0d76f1295f`
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+ - Preprocessing contract SHA-256: `2d8c542f628decc16b0fdd37befa9eff71b1734da29cf4556943260c2c8c2636`
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+ - HF export round-trip verification: passed
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+
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+ Released under the MIT license.
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+ {
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+ "section_layers": 2,
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1531
+ "TIME_1480",
1532
+ "TIME_1481",
1533
+ "TIME_1482",
1534
+ "TIME_1483",
1535
+ "TIME_1484",
1536
+ "TIME_1485",
1537
+ "TIME_1486",
1538
+ "TIME_1487",
1539
+ "TIME_1488",
1540
+ "TIME_1489",
1541
+ "TIME_1490",
1542
+ "TIME_1491",
1543
+ "TIME_1492",
1544
+ "TIME_1493",
1545
+ "TIME_1494",
1546
+ "TIME_1495",
1547
+ "TIME_1496",
1548
+ "TIME_1497",
1549
+ "TIME_1498",
1550
+ "TIME_1499",
1551
+ "TIME_1500",
1552
+ "TIME_1501",
1553
+ "TIME_1502",
1554
+ "TIME_1503",
1555
+ "TIME_1504",
1556
+ "TIME_1505",
1557
+ "TIME_1506",
1558
+ "TIME_1507",
1559
+ "TIME_1508",
1560
+ "TIME_1509",
1561
+ "TIME_1510",
1562
+ "TIME_1511",
1563
+ "TIME_1512",
1564
+ "TIME_1513",
1565
+ "TIME_1514",
1566
+ "TIME_1515",
1567
+ "TIME_1516",
1568
+ "TIME_1517",
1569
+ "TIME_1518",
1570
+ "TIME_1519",
1571
+ "TIME_1520",
1572
+ "TIME_1521",
1573
+ "TIME_1522",
1574
+ "TIME_1523",
1575
+ "TIME_1524",
1576
+ "TIME_1525",
1577
+ "TIME_1526",
1578
+ "TIME_1527",
1579
+ "TIME_1528",
1580
+ "TIME_1529",
1581
+ "TIME_1530",
1582
+ "TIME_1531",
1583
+ "TIME_1532",
1584
+ "TIME_1533",
1585
+ "TIME_1534",
1586
+ "TIME_1535",
1587
+ "TIME_1536",
1588
+ "TIME_1537",
1589
+ "TIME_1538",
1590
+ "TIME_1539",
1591
+ "TIME_1540",
1592
+ "TIME_1541",
1593
+ "TIME_1542",
1594
+ "TIME_1543",
1595
+ "TIME_1544",
1596
+ "TIME_1545",
1597
+ "TIME_1546",
1598
+ "TIME_1547",
1599
+ "TIME_1548",
1600
+ "TIME_1549",
1601
+ "TIME_1550",
1602
+ "TIME_1551",
1603
+ "TIME_1552",
1604
+ "TIME_1553",
1605
+ "TIME_1554",
1606
+ "TIME_1555",
1607
+ "TIME_1556",
1608
+ "TIME_1557",
1609
+ "TIME_1558",
1610
+ "TIME_1559",
1611
+ "TIME_1560",
1612
+ "TIME_1561",
1613
+ "TIME_1562",
1614
+ "TIME_1563",
1615
+ "TIME_1564",
1616
+ "TIME_1565",
1617
+ "TIME_1566",
1618
+ "TIME_1567",
1619
+ "TIME_1568",
1620
+ "TIME_1569",
1621
+ "TIME_1570",
1622
+ "TIME_1571",
1623
+ "TIME_1572",
1624
+ "TIME_1573",
1625
+ "TIME_1574",
1626
+ "TIME_1575",
1627
+ "TIME_1576",
1628
+ "TIME_1577",
1629
+ "TIME_1578",
1630
+ "TIME_1579",
1631
+ "TIME_1580",
1632
+ "TIME_1581",
1633
+ "TIME_1582",
1634
+ "TIME_1583",
1635
+ "TIME_1584",
1636
+ "TIME_1585",
1637
+ "TIME_1586",
1638
+ "TIME_1587",
1639
+ "TIME_1588",
1640
+ "TIME_1589",
1641
+ "TIME_1590",
1642
+ "TIME_1591",
1643
+ "TIME_1592",
1644
+ "TIME_1593",
1645
+ "TIME_1594",
1646
+ "TIME_1595",
1647
+ "TIME_1596",
1648
+ "TIME_1597",
1649
+ "TIME_1598",
1650
+ "TIME_1599",
1651
+ "TIME_1600",
1652
+ "TIME_1601",
1653
+ "TIME_1602",
1654
+ "TIME_1603",
1655
+ "TIME_1604",
1656
+ "TIME_1605",
1657
+ "TIME_1606",
1658
+ "TIME_1607",
1659
+ "TIME_1608",
1660
+ "TIME_1609",
1661
+ "TIME_1610",
1662
+ "TIME_1611",
1663
+ "TIME_1612",
1664
+ "TIME_1613",
1665
+ "TIME_1614",
1666
+ "TIME_1615",
1667
+ "TIME_1616",
1668
+ "TIME_1617",
1669
+ "TIME_1618",
1670
+ "TIME_1619",
1671
+ "TIME_1620",
1672
+ "TIME_1621",
1673
+ "TIME_1622",
1674
+ "TIME_1623",
1675
+ "TIME_1624",
1676
+ "TIME_1625",
1677
+ "TIME_1626",
1678
+ "TIME_1627",
1679
+ "TIME_1628",
1680
+ "TIME_1629",
1681
+ "TIME_1630",
1682
+ "TIME_1631",
1683
+ "TIME_1632",
1684
+ "TIME_1633",
1685
+ "TIME_1634",
1686
+ "TIME_1635",
1687
+ "TIME_1636",
1688
+ "TIME_1637",
1689
+ "TIME_1638",
1690
+ "TIME_1639",
1691
+ "TIME_1640",
1692
+ "TIME_1641",
1693
+ "TIME_1642",
1694
+ "TIME_1643",
1695
+ "TIME_1644",
1696
+ "TIME_1645",
1697
+ "TIME_1646",
1698
+ "TIME_1647",
1699
+ "TIME_1648",
1700
+ "TIME_1649",
1701
+ "TIME_1650",
1702
+ "TIME_1651",
1703
+ "TIME_1652",
1704
+ "TIME_1653",
1705
+ "TIME_1654",
1706
+ "TIME_1655",
1707
+ "TIME_1656",
1708
+ "TIME_1657",
1709
+ "TIME_1658",
1710
+ "TIME_1659",
1711
+ "TIME_1660",
1712
+ "TIME_1661",
1713
+ "TIME_1662",
1714
+ "TIME_1663",
1715
+ "TIME_1664",
1716
+ "TIME_1665",
1717
+ "TIME_1666",
1718
+ "TIME_1667",
1719
+ "TIME_1668",
1720
+ "TIME_1669",
1721
+ "TIME_1670",
1722
+ "TIME_1671",
1723
+ "TIME_1672",
1724
+ "TIME_1673",
1725
+ "TIME_1674",
1726
+ "TIME_1675",
1727
+ "TIME_1676",
1728
+ "TIME_1677",
1729
+ "TIME_1678",
1730
+ "TIME_1679",
1731
+ "TIME_1680",
1732
+ "TIME_1681",
1733
+ "TIME_1682",
1734
+ "TIME_1683",
1735
+ "TIME_1684",
1736
+ "TIME_1685",
1737
+ "TIME_1686",
1738
+ "TIME_1687",
1739
+ "TIME_1688",
1740
+ "TIME_1689",
1741
+ "TIME_1690",
1742
+ "TIME_1691",
1743
+ "TIME_1692",
1744
+ "TIME_1693",
1745
+ "TIME_1694",
1746
+ "TIME_1695",
1747
+ "TIME_1696",
1748
+ "TIME_1697",
1749
+ "TIME_1698",
1750
+ "TIME_1699",
1751
+ "TIME_1700",
1752
+ "TIME_1701",
1753
+ "TIME_1702",
1754
+ "TIME_1703",
1755
+ "TIME_1704",
1756
+ "TIME_1705",
1757
+ "TIME_1706",
1758
+ "TIME_1707",
1759
+ "TIME_1708",
1760
+ "TIME_1709",
1761
+ "TIME_1710",
1762
+ "TIME_1711",
1763
+ "TIME_1712",
1764
+ "TIME_1713",
1765
+ "TIME_1714",
1766
+ "TIME_1715",
1767
+ "TIME_1716",
1768
+ "TIME_1717",
1769
+ "TIME_1718",
1770
+ "TIME_1719",
1771
+ "TIME_1720",
1772
+ "TIME_1721",
1773
+ "TIME_1722",
1774
+ "TIME_1723",
1775
+ "TIME_1724",
1776
+ "TIME_1725",
1777
+ "TIME_1726",
1778
+ "TIME_1727",
1779
+ "SEP",
1780
+ "SIB",
1781
+ "STYLE_0",
1782
+ "STYLE_1",
1783
+ "STYLE_2",
1784
+ "STYLE_3",
1785
+ "STYLE_4",
1786
+ "STYLE_5",
1787
+ "STYLE_6",
1788
+ "STYLE_7",
1789
+ "SYNC_0",
1790
+ "SYNC_1",
1791
+ "SYNC_2",
1792
+ "SYNC_3",
1793
+ "SYNC_4",
1794
+ "SYNC_5",
1795
+ "PLAN",
1796
+ "PDENS_0",
1797
+ "PDENS_1",
1798
+ "PDENS_2",
1799
+ "PDENS_3",
1800
+ "PDENS_4",
1801
+ "PDENS_5",
1802
+ "PDENS_6",
1803
+ "PDENS_7",
1804
+ "PFLAG_0",
1805
+ "PFLAG_1",
1806
+ "PFLAG_2",
1807
+ "MASK",
1808
+ "CPLX_0",
1809
+ "CPLX_1",
1810
+ "CPLX_2",
1811
+ "CPLX_3",
1812
+ "CPLX_4",
1813
+ "CPLX_5",
1814
+ "MODE_slot",
1815
+ "MODE_time"
1816
+ ]
1817
+ }