OcampoATAC2

Index

1. Instantiate model class

2. Define clock metadata

3. Download clock dependencies

4. Load features

5. Load weights into base model

6. Load reference values

7. Load preprocess and postprocess objects

8. Check all clock parameters

9. Basic test

10. Save torch model

11. Clear directory

Let’s first import some packages:

import os
import inspect
import shutil
import json
import torch
import pandas as pd
import pyaging as pya

Instantiate model class

def print_entire_class(cls):
    source = inspect.getsource(cls)
    print(source)

print_entire_class(pya.models.OcampoATAC2)

class OcampoATAC2(pyagingModel):
    def __init__(self):
        super().__init__()

    def preprocess(self, x):
        """
        Normalize a PyTorch tensor of counts to TPM (Transcripts Per Million) then
        transforms with log1p.
        """
        lengths = torch.tensor(self.preprocess_dependencies[0], device=x.device, dtype=x.dtype)

        # Normalize by length
        tpm = 1000 * (x / lengths.unsqueeze(0))

        # Scale to TPM (Transcripts Per Million)
        tpm = 1e6 * (tpm / tpm.sum(dim=1, keepdim=True))

        # Apply log1p transformation
        tpm_log1p = torch.log1p(tpm)

        return tpm_log1p[:, self.preprocess_dependencies[1]]

    def postprocess(self, x):
        return x

model = pya.models.OcampoATAC2()

Define clock metadata

model.metadata["clock_name"] = 'ocampoatac2'
model.metadata["data_type"] = 'atac'
model.metadata["species"] = 'Homo sapiens'
model.metadata["year"] = 2023
model.metadata["approved_by_author"] = '⌛'
model.metadata["citation"] = "Morandini, Francesco, et al. \"ATAC-clock: An aging clock based on chromatin accessibility.\" GeroScience (2023): 1-18."
model.metadata["doi"] = "https://doi.org/10.1007/s11357-023-00986-0"
model.metadata["research_only"] = None
model.metadata["notes"] = None

Download clock dependencies

Download directly with curl

supplementary_url = "https://static-content.springer.com/esm/art%3A10.1007%2Fs11357-023-00986-0/MediaObjects/11357_2023_986_MOESM9_ESM.tsv"
supplementary_file_name = "peaks.tsv"
os.system(f"curl -o {supplementary_file_name} {supplementary_url}")

0

Download GitHub repository

github_url = "https://github.com/SunScript0/ATAC-clock.git"
github_folder_name = github_url.split('/')[-1].split('.')[0]
os.system(f"git clone {github_url}")

0

Load features

From CSV file

df = pd.read_table('ATAC-clock/clocks/parallel/2023-03-19_10-06_tpm_all_samples/final_coefs.tsv', index_col=0)
df['feature'] = df.index.tolist()
df['coefficient'] = df['coef']
df = df[df.coef != 0]
peaks = pd.read_table('peaks.tsv')

model.features = peaks['desc'].tolist()
base_model_features = df['feature'][0:-1].tolist()
model.base_model_features = peaks.loc[base_model_features, 'desc'].tolist()

Load weights into base model

weights = torch.tensor(df['coefficient'][0:-1].tolist()).unsqueeze(0)
intercept = torch.tensor([df['coefficient'][-1]])

<ipython-input-8-1490e47125f3>:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
  intercept = torch.tensor([df['coefficient'][-1]])

Linear model

base_model = pya.models.LinearModel(input_dim=len(model.features))

base_model.linear.weight.data = weights.float()
base_model.linear.bias.data = intercept.float()

model.base_model = base_model

Load reference values

model.reference_values = None

Load preprocess and postprocess objects

def parse_genomic_location(loc: str):
    chrom, positions = loc.split(':')
    start, end = map(int, positions.split('-'))
    length = end - start
    return length

model.preprocess_name = 'tpm_norm_log1p'
model.preprocess_dependencies = [[parse_genomic_location(peak) for peak in peaks['desc'].tolist()]]

indices = [model.features.index(item) for item in model.base_model_features]
model.preprocess_dependencies += [indices]

model.postprocess_name = None
model.postprocess_dependencies = None

Check all clock parameters

pya.utils.print_model_details(model)

%==================================== Model Details ====================================%
Model Attributes:

training: True
metadata: {'approved_by_author': '⌛',
 'citation': 'Morandini, Francesco, et al. "ATAC-clock: An aging clock based '
             'on chromatin accessibility." GeroScience (2023): 1-18.',
 'clock_name': 'ocampoatac2',
 'data_type': 'atac',
 'doi': 'https://doi.org/10.1007/s11357-023-00986-0',
 'notes': None,
 'research_only': None,
 'species': 'Homo sapiens',
 'version': None,
 'year': 2023}
reference_values: None
preprocess_name: 'tpm_norm_log1p'
preprocess_dependencies: [[591,
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  828,
  886,
  916,
  291,
  607,
  631,
  713,
  898,
  627,
  464,
  859,
  1566,
  1277,
  280,
  2625,
  2072,
  1019,
  975,
  1729,
  475,
  716,
  684,
  1019,
  477,
  692,
  521,
  1414,
  1449,
  1917,
  541,
  498,
  818,
  577,
  1202,
  1420,
  891,
  457,
  938,
  967,
  488,
  639,
  1119,
  851,
  1106,
  813,
  988,
  1126,
  470,
  799,
  753,
  426,
  670,
  816,
  996,
  820,
  1168,
  647,
  447,
  770,
  1510,
  701,
  807,
  688,
  631,
  694,
  864,
  908,
  2116,
  496,
  761,
  1892,
  495,
  906,
  1842,
  1405,
  313,
  496,
  1531,
  1678,
  1105,
  670,
  1361,
  1432,
  1661,
  1383,
  905,
  331,
  1067,
  823,
  832,
  1282,
  2357,
  1294,
  974,
  1249,
  1680,
  879,
  1410,
  446,
  1054,
  1489,
  658,
  2554,
  1449,
  1053,
  1682,
  690,
  730,
  1078,
  1248,
  892,
  818,
  657,
  1107,
  704,
  352,
  706,
  979,
  511,
  364,
  1382,
  298,
  797,
  587,
  1568,
  1335,
  677,
  524,
  1250,
  1194,
  1201,
  678,
  1347,
  816,
  361,
  673,
  1563,
  1298,
  626,
  2364,
  1323,
  332,
  1736,
  659,
  1037,
  587,
  698,
  432,
  537,
  483,
  768,
  712,
  1027,
  480,
  2262,
  1505,
  835,
  1966,
  2009,
  1053,
  1512,
  2336,
  1099,
  1508,
  1995,
  1206,
  611,
  430,
  457,
  629,
  298,
  687,
  1222,
  1650,
  379,
  1998,
  1311,
  1097,
  1124,
  1881,
  1418,
  1017,
  2590,
  1785,
  1674,
  890,
  713,
  2270,
  1815,
  962,
  308,
  1317,
  671,
  439,
  2187,
  964,
  1470,
  1300,
  748,
  642,
  1497,
  2072,
  1461,
  407,
  544,
  676,
  1016,
  956,
  652,
  1319,
  1103,
  686,
  603,
  2102,
  621,
  755,
  939,
  641,
  1197,
  875,
  572,
  1517,
  1057,
  4009,
  640,
  1332,
  656,
  726,
  1956,
  1399,
  1466,
  1475,
  1170,
  513,
  1146,
  353,
  1638,
  2014,
  1806,
  1558,
  809,
  720,
  1351,
  729,
  1870,
  1483,
  1065,
  1065,
  975,
  1436,
  958,
  1277,
  1034,
  1407,
  533,
  989,
  1151,
  623,
  1733,
  1368,
  1125,
  1772,
  834,
  1392,
  1774,
  1110,
  1154,
  565,
  1411,
  533,
  1161,
  652,
  695,
  1377,
  1072,
  1078,
  2420,
  599,
  1123,
  1837,
  959,
  520,
  1162,
  778,
  1090,
  343,
  419,
  978,
  556,
  1283,
  516,
  444,
  485,
  394,
  301,
  636,
  356,
  946,
  280,
  1136,
  1314,
  1435,
  1749,
  332,
  2120,
  733,
  1231,
  1060,
  1327,
  328,
  1448,
  1106,
  541,
  840,
  1447,
  1020,
  449,
  1016,
  1150,
  448,
  1129,
  627,
  2394,
  714,
  1406,
  1805,
  1217,
  1634,
  490,
  639,
  1416,
  1123,
  1425,
  357,
  670,
  435,
  1766,
  2168,
  780,
  1009,
  835,
  893,
  1225,
  2177,
  1883,
  1493,
  711,
  482,
  923,
  1048,
  580,
  983,
  707,
  1713,
  1095,
  945,
  692,
  1305,
  855,
  1546,
  671,
  906,
  665,
  859,
  1020,
  1194,
  298,
  2075,
  320,
  824,
  1131,
  335,
  689,
  490,
  1056,
  799,
  634,
  623,
  801,
  1889,
  1674,
  955,
  804,
  1385,
  1525,
  1586,
  1319,
  2187,
  768,
  1301,
  642,
  1602,
  652,
  630,
  881,
  895,
  632,
  1066,
  621,
  512,
  840,
  1451,
  299,
  1789,
  910,
  691,
  1275,
  769,
  1262,
  811,
  1126,
  647,
  740,
  1506,
  562,
  1613,
  725,
  1489,
  957,
  1779,
  1333,
  701,
  1308,
  1488,
  837,
  777,
  586,
  883,
  1181,
  937,
  938,
  629,
  913,
  1303,
  307,
  1252,
  827,
  509,
  1334,
  968,
  872,
  484,
  2143,
  354,
  792,
  765,
  583,
  710,
  608,
  2002,
  828,
  464,
  1120,
  913,
  757,
  1570,
  338,
  469,
  1633,
  2335,
  1312,
  1378,
  483,
  1204,
  401,
  1246,
  728,
  1060,
  2143,
  690,
  695,
  285,
  1405,
  991,
  723,
  1229,
  428,
  438,
  1026,
  1003,
  960,
  564,
  1227,
  371,
  707,
  683,
  1362,
  1143,
  1013,
  1370,
  1885,
  1164,
  679,
  1370,
  348,
  386,
  580,
  927,
  1112,
  756,
  1733,
  842,
  564,
  979,
  887,
  668,
  1008,
  731,
  985,
  1046,
  819,
  506,
  1836,
  312,
  662,
  1541,
  1160,
  1049,
  1212,
  624,
  592,
  1009,
  1752,
  597,
  1230,
  1252,
  1027,
  821,
  1501,
  725,
  724,
  923,
  408,
  2006,
  1381,
  917,
  472,
  507,
  2123,
  856,
  518,
  1569,
  1125,
  691,
  703,
  1980,
  913,
  943,
  727,
  769,
  1634,
  628,
  1025,
  1153,
  1347,
  442,
  789,
  579,
  377,
  795,
  839,
  659,
  352,
  1548,
  655,
  444,
  1799,
  801,
  776,
  789,
  996,
  619,
  1597,
  1153,
  631,
  944,
  1328,
  1395,
  1342,
  1570,
  869,
  661,
  721,
  670,
  1055,
  658,
  1300,
  529,
  620,
  1455,
  1057,
  718,
  1164,
  877,
  973,
  2043,
  699,
  286,
  1969,
  977,
  1165,
  1017,
  695,
  863,
  928,
  1049,
  557,
  641,
  986,
  1188,
  1130,
  807,
  471,
  1146,
  460,
  1104,
  775,
  837,
  1128,
  1426,
  562,
  484,
  339,
  883,
  1737,
  647,
  1559,
  372,
  787,
  959,
  872,
  622,
  1202,
  1367,
  794,
  820,
  650,
  577,
  1070,
  676,
  915,
  987,
  1073,
  662,
  753,
  933,
  1354,
  1545,
  1007,
  472,
  974,
  809,
  763,
  1267,
  1422,
  621,
  427,
  1880,
  503,
  597,
  920,
  344,
  822,
  1390,
  409,
  578,
  1041,
  858,
  515,
  472,
  892,
  889,
  1971,
  604,
  1179,
  397,
  1296,
  928,
  1144,
  1264,
  458,
  1031,
  717,
  854,
  829,
  572,
  485,
  1430,
  1325,
  509,
  1904,
  756,
  588,
  551,
  688,
  965,
  616,
  1147,
  469,
  771,
  526,
  565,
  677,
  464,
  1371,
  614,
  1031,
  662,
  775,
  636,
  1349,
  910,
  785,
  422,
  822,
  980,
  872,
  784,
  775,
  747,
  1557,
  549,
  1405,
  840,
  1520,
  384,
  838,
  1065,
  415,
  999,
  1353,
  827,
  1356,
  1511,
  1008,
  467,
  1310,
  2364,
  380,
  1120,
  935,
  533,
  673,
  611,
  630,
  527,
  556,
  720,
  727,
  592,
  641,
  1115,
  961,
  839,
  535,
  877,
  2443,
  1145,
  635,
  835,
  858,
  1562,
  603,
  423,
  859,
  402,
  999,
  874,
  717,
  1004,
  992,
  627,
  507,
  492,
  760,
  650,
  1337,
  378,
  1615,
  695,
  2455,
  1064,
  1179,
  904,
  638,
  1307,
  1633,
  470,
  966,
  309,
  342,
  386,
  863,
  387,
  504,
  627,
  1013,
  426,
  856,
  860,
  1206,
  598,
  333,
  1141,
  717,
  664,
  664,
  767,
  1050,
  480,
  440,
  1507,
  1007,
  1183,
  1019,
  620,
  1822,
  881,
  586,
  691,
  787,
  1488,
  1587,
  950,
  1157,
  592,
  535,
  517,
  1215,
  782,
  1447,
  798,
  841,
  687,
  1025,
  820,
  767,
  1694,
  946,
  861,
  352,
  530,
  589,
  1021,
  740,
  1298,
  666,
  968,
  1085,
  646,
  499,
  849,
  693,
  670,
  1429,
  580,
  1240,
  759,
  673,
  1013,
  639,
  1152,
  974,
  816,
  553,
  612,
  541,
  737,
  378,
  1025,
  1066,
  841,
  687,
  660,
  442,
  1389,
  708,
  874,
  688,
  615,
  693,
  671,
  1288,
  968,
  1094,
  2354,
  754,
  327,
  454,
  537,
  661,
  1416,
  773,
  384,
  1156,
  822,
  419,
  1255,
  843,
  969,
  580,
  1832,
  824,
  953,
  837,
  1343,
  1299,
  1573,
  627,
  1996,
  943,
  686,
  721,
  747,
  1135,
  379,
  551,
  636,
  579,
  874,
  775,
  1513,
  878,
  1364,
  861,
  1335,
  1095,
  516,
  1961,
  769,
  462,
  857,
  1031,
  913,
  463,
  2510,
  1256,
  1603,
  666,
  678,
  472,
  564,
  1589,
  439,
  1825,
  792,
  1728,
  1220,
  771,
  538,
  1503,
  918,
  1020,
  967,
  1002,
  870,
  905,
  1259,
  912,
  506,
  1253,
  2058,
  868,
  595,
  654,
  1127,
  980,
  462,
  960,
  353,
  442,
  680,
  1346,
  365,
  1012,
  1610,
  1644,
  1409,
  966,
  1214,
  655,
  962,
  969,
  1376,
  479,
  541,
  1154,
  1054,
  810,
  799,
  1635,
  667,
  622,
  691,
  1475,
  647,
  514,
  803,
  950,
  617,
  1494,
  975,
  468,
  763,
  894,
  1095,
  1337,
  736,
  1465,
  1150,
  519,
  535,
  873,
  508,
  498,
  813,
  1224,
  592,
  1384,
  499,
  480,
  849,
  2073,
  950,
  743,
  544,
  908,
  338,
  1867,
  746,
  812,
  1230,
  358,
  842,
  624,
  637,
  565,
  797,
  458,
  771,
  898,
  776,
  616,
  2222,
  341,
  634,
  543,
  1116,
  505,
  608,
  460,
  564,
  700,
  1649,
  626,
  467,
  422,
  489,
  540,
  696,
  1187,
  360,
  1830,
  602,
  918,
  596,
  842,
  1044,
  1713,
  573,
  395,
  935,
  1159,
  536,
  429,
  1210,
  1624,
  799,
  449,
  2059,
  279,
  820,
  1741,
  680,
  1369,
  720,
  614,
  1695,
  605,
  380,
  359,
  1488,
  1096,
  1980,
  1024,
  495,
  1002,
  547,
  665,
  444,
  994,
  481,
  1269,
  364,
  1693,
  737,
  448,
  1085,
  768,
  681,
  463,
  607,
  398,
  1055,
  892,
  338,
  2079,
  732,
  572,
  736,
  551,
  766,
  1313,
  816,
  828,
  504,
  641,
  701,
  931,
  1160,
  506,
  886,
  1512,
  378,
  645,
  646,
  925,
  846,
  789,
  1277,
  504,
  852,
  729,
  543,
  719,
  477,
  1155,
  564,
  511,
  1387,
  802,
  496,
  442,
  481,
  1968,
  524,
  1078,
  813,
  873,
  602,
  1057,
  504,
  345,
  385,
  1350,
  458,
  1182,
  1444,
  427,
  647,
  519,
  599,
  363,
  500,
  1158,
  588,
  365,
  970,
  1313,
  828,
  513,
  892,
  417,
  409,
  1838,
  522,
  1399,
  847,
  504,
  1182,
  722,
  598,
  623,
  1064,
  1151,
  584,
  1970,
  557,
  676,
  880,
  802,
  476,
  669,
  1164,
  843,
  1392,
  1379,
  1470,
  615,
  562,
  652,
  742,
  351,
  1090,
  1247,
  484,
  1602,
  637,
  982,
  583,
  2227,
  353,
  899,
  811,
  1042,
  879,
  648,
  1203,
  362,
  1532,
  1718,
  538,
  886,
  778,
  477,
  691,
  1216,
  1301,
  970,
  1131,
  1528,
  596,
  271,
  1576,
  358,
  515,
  1380,
  719,
  600,
  2311,
  937,
  475,
  1008,
  604,
  666,
  826,
  1227,
  500,
  490,
  337,
  484,
  424,
  755,
  691,
  962,
  341,
  1649,
  1411,
  728,
  997,
  657,
  2246,
  642,
  320,
  1012,
  596,
  1110,
  398,
  671,
  494,
  1501,
  785,
  373,
  807,
  948,
  1004,
  788,
  710,
  467,
  1128,
  761,
  506,
  1052,
  902,
  418,
  1265,
  349,
  560,
  670,
  1106,
  696,
  541,
  861,
  841,
  567,
  673,
  848,
  1213,
  1007,
  1115,
  435,
  847,
  967,
  1423,
  790,
  586,
  334,
  798,
  607,
  1263,
  894,
  461,
  943,
  684,
  1721,
  960,
  665,
  500,
  541,
  562,
  698,
  340,
  1740,
  1084,
  335,
  653,
  1710,
  1478,
  504,
  846,
  855,
  666,
  757,
  515,
  551,
  1330,
  1375,
  350,
  1994,
  732,
  986,
  504,
  751,
  493,
  697,
  679,
  601,
  684,
  666,
  653,
  593,
  570,
  433,
  721,
  646,
  731,
  488,
  780,
  443,
  1005,
  515,
  737,
  321,
  1275,
  1224,
  1226,
  669,
  998,
  926,
  519,
  537,
  549,
  1089,
  827,
  709,
  357,
  948,
  365,
  535,
  1425,
  454,
  1001,
  1511,
  1253,
  1506,
  593,
  561,
  1949,
  671,
  477,
  1642,
  1582,
  721,
  803,
  1293,
  580,
  1109,
  658,
  586,
  403,
  354,
  1245,
  1568,
  534,
  1034,
  292,
  1210,
  404,
  2412,
  479,
  1213,
  644,
  675,
  1040,
  624,
  1976,
  328,
  795,
  1422,
  775,
  911,
  672,
  1305,
  653,
  944,
  553,
  994,
  2052,
  363,
  1930,
  326,
  313,
  932,
  1486,
  707,
  780,
  1425,
  892,
  1041,
  503,
  783,
  526,
  987,
  596,
  683,
  611,
  512,
  598,
  868,
  709,
  506,
  793,
  913,
  550,
  1638,
  805,
  490,
  721,
  1091,
  1391,
  1314,
  527,
  692,
  712,
  1739,
  299,
  1249,
  430,
  985,
  1325,
  1987,
  1032,
  817,
  692,
  717,
  760,
  555,
  435,
  393,
  973,
  676,
  553,
  1170,
  441,
  728,
  1736,
  840,
  827,
  1528,
  1581,
  508,
  1349,
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  411,
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  1382,
  1298,
  1347,
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  414,
  623,
  733,
  1026,
  721,
  456,
  457,
  669,
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  552,
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  517,
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  746,
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  423,
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  477,
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  884,
  901,
  912,
  633,
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  875,
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  739,
  323,
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  655,
  652,
  1073,
  635,
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  601,
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  1415,
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  1059,
  832,
  1012,
  1128,
  543,
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  1349,
  279,
  584,
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  912,
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  888,
  1383,
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  830,
  526,
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  717,
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  660,
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  670,
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  717,
  630,
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  1852,
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  1109,
  2741,
  465,
  1042,
  398,
  735,
  1343,
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  687,
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  739,
  957,
  713,
  333,
  358,
  1056,
  1066,
  785,
  602,
  1269,
  915,
  957,
  487,
  624,
  865,
  915,
  1561,
  520,
  907,
  699,
  1252,
  922,
  2186,
  912,
  905,
  980,
  1151,
  776,
  747,
  1651,
  1085,
  1475,
  1401,
  1535,
  845,
  867,
  1570,
  635,
  1736,
  519,
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  488,
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  657,
  1601,
  375,
  922,
  1077,
  598,
  1309,
  666,
  1416,
  1424,
  1907,
  959,
  814,
  1146,
  705,
  438,
  1974,
  1126,
  926,
  910,
  681,
  847,
  512,
  635,
  1029,
  326,
  492,
  774,
  722,
  1451,
  2215,
  1083,
  1316,
  457,
  606,
  1353,
  730,
  869,
  622,
  648,
  977,
  1233,
  1019,
  1112,
  692,
  698,
  358,
  607,
  1030,
  366,
  1140,
  611,
  608,
  784,
  949,
  738,
  641,
  828,
  640,
  618,
  610,
  325,
  1114,
  411,
  630,
  691,
  1607,
  1054,
  1326,
  809,
  648,
  1030,
  831,
  955,
  389,
  315,
  663,
  1167,
  1423,
  860,
  865,
  872,
  2733,
  972,
  1511,
  538,
  753,
  751,
  1049,
  1197,
  862,
  1735,
  1288,
  1254,
  373,
  588,
  553,
  1145,
  623,
  429,
  598,
  339,
  401,
  525,
  536,
  556,
  991,
  894,
  694,
  755,
  1124,
  1068,
  1023,
  779,
  883,
  1090,
  1132,
  402,
  398,
  944,
  1981,
  386,
  616,
  1041,
  603,
  361,
  821,
  527,
  810,
  453,
  692,
  445,
  598,
  438,
  684,
  1075,
  780,
  1560,
  993,
  526,
  639,
  1610,
  724,
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  449,
  955,
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  295,
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  511,
  625,
  972,
  1087,
  943,
  887,
  1192,
  840,
  1225,
  385,
  733,
  823,
  391,
  526,
  586,
  1585,
  611,
  613,
  537,
  1375,
  652,
  290,
  532,
  472,
  833,
  1668,
  1059,
  1419,
  993,
  1187,
  1476,
  1588,
  1704,
  770,
  918,
  1196,
  476,
  882,
  505,
  650,
  501,
  521,
  673,
  650,
  2149,
  1056,
  479,
  630,
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  770,
  954,
  918,
  567,
  316,
  598,
  936,
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  1756,
  665,
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  725,
  461,
  552,
  1230,
  1436,
  781,
  1105,
  606,
  626,
  666,
  1652,
  342,
  756,
  718,
  1240,
  1058,
  484,
  558,
  704,
  1329,
  1592,
  1127,
  1047,
  538,
  1284,
  664,
  1367,
  1365,
  681,
  654,
  753,
  506,
  657,
  744,
  2010,
  728,
  1889,
  503,
  516,
  1025,
  502,
  909,
  355,
  871,
  630,
  1382,
  1409,
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  655,
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  467,
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  625,
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  533,
  545,
  387,
  699,
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  1100,
  832,
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  300,
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  556,
  690,
  774,
  414,
  559,
  2010,
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  340,
  636,
  875,
  1544,
  989,
  1117,
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  1016,
  1405,
  856,
  1254,
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  2252,
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  1134,
  1618,
  687,
  566,
  991,
  328,
  987,
  957,
  848,
  1728,
  810,
  615,
  2010,
  526,
  1205,
  912,
  631,
  596,
  1835,
  683,
  849,
  605,
  1090,
  2137,
  461,
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  448,
  1013,
  1192,
  399,
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  531,
  414,
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  592,
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  1035,
  572,
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  1491,
  1155,
  354,
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  678,
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  574,
  523,
  653,
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  676,
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  329,
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  638,
  460,
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  558,
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  589,
  574,
  522,
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  1193,
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  653,
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  482,
  538,
  362,
  704,
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  393,
  778,
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  1979,
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  444,
  584,
  601,
  345,
  701,
  551,
  831,
  486,
  1329,
  448,
  1165,
  1512,
  1020,
  952,
  525,
  2003,
  478,
  999,
  1119,
  971,
  904,
  1727,
  1058,
  988,
  1007,
  695,
  829,
  317,
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  375,
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  354,
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  617,
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  599,
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  1003,
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  666,
  398,
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  281,
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  650,
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  620,
  513,
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  1938,
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  654,
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  335,
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  429,
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  1006,
  2363,
  544,
  1295,
  699,
  318,
  300,
  634,
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  597,
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  281,
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  614,
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  645,
  681,
  727,
  816,
  545,
  323,
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  288,
  1301,
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  447,
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  876,
  872,
  657,
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  750,
  1055,
  616,
  872,
  630,
  667,
  1038,
  309,
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  709,
  996,
  1119,
  1210,
  1223,
  1149,
  360,
  478,
  638,
  793,
  1210,
  2001,
  813,
  1411,
  2082,
  1729,
  851,
  681,
  342,
  823,
  751,
  1021,
  2568,
  998,
  702,
  1266,
  1144,
  1855,
  528,
  1171,
  1571,
  388,
  606,
  1522,
  682,
  2014,
  822,
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  1390,
  460,
  264,
  692,
  1177,
  915,
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  946,
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postprocess_name: None
postprocess_dependencies: None
features: ['chr1:817100-817691', 'chr1:826742-828191', 'chr1:841908-843021', 'chr1:844055-844921', 'chr1:857908-859108', 'chr1:869571-870271', 'chr1:898378-899076', 'chr1:904303-905702', 'chr1:906675-907111', 'chr1:912617-913368', 'chr1:920929-921515', 'chr1:923327-925844', 'chr1:940138-942792', 'chr1:958930-960016', 'chr1:960407-961376', 'chr1:966047-967348', 'chr1:975873-976763', 'chr1:983862-984645', 'chr1:998931-1001215', 'chr1:1001674-1002156', 'chr1:1012900-1014136', 'chr1:1019122-1020959', 'chr1:1032485-1034201', 'chr1:1040062-1041356', 'chr1:1058791-1060009', 'chr1:1063683-1064543', 'chr1:1068494-1070210', 'chr1:1079094-1080599', 'chr1:1098817-1099992', 'chr1:1107515-1108740']... [Total elements: 80400]
base_model_features: ['chr1:817100-817691', 'chr1:1858522-1859031', 'chr1:45162473-45163786', 'chr1:55217535-55217912', 'chr1:64550498-64551159', 'chr1:67261571-67262206', 'chr1:89953004-89953556', 'chr1:92317848-92318190', 'chr1:100277907-100278213', 'chr1:111197488-111197919', 'chr1:111689447-111689882', 'chr1:111769392-111769906', 'chr1:114330436-114331017', 'chr1:147629096-147629564', 'chr1:148744228-148744697', 'chr1:149707926-149708908', 'chr1:149782457-149783128', 'chr1:159991455-159992072', 'chr1:168082091-168082629', 'chr1:172627704-172628246', 'chr1:180533519-180534026', 'chr1:183804893-183805883', 'chr1:192552684-192553288', 'chr1:200872803-200874269', 'chr1:207470802-207471447', 'chr1:207822658-207823022', 'chr1:211476188-211476760', 'chr1:221688932-221689779', 'chr1:224205387-224205916', 'chr1:224348026-224348563']... [Total elements: 380]

%==================================== Model Details ====================================%
Model Structure:

base_model: LinearModel(
  (linear): Linear(in_features=80400, out_features=1, bias=True)
)

%==================================== Model Details ====================================%
Model Parameters and Weights:

base_model.linear.weight: [0.044979389756917953, -0.02171650528907776, 0.37432563304901123, -0.010965782217681408, -0.18349963426589966, -0.0940614715218544, -0.03186093270778656, -0.00922938622534275, 0.07485470920801163, -0.12561488151550293, -0.06727001816034317, 0.01681365631520748, -0.0009242878877557814, -0.1140386238694191, -0.07281838357448578, 0.06436659395694733, 0.0452938936650753, 0.05367518961429596, 0.025643661618232727, -0.030276469886302948, 0.04946058616042137, 0.1287805140018463, 0.2914569079875946, -0.146783709526062, -0.9962212443351746, 0.6351308226585388, 0.16006653010845184, -0.2552526891231537, 0.0179293155670166, -0.016391625627875328]... [Tensor of shape torch.Size([1, 380])]
base_model.linear.bias: tensor([49.0617])

%==================================== Model Details ====================================%

Basic test

torch.manual_seed(42)
input = torch.abs(torch.randn(10, len(model.features), dtype=float))
model.eval()
model.to(float)
pred = model(input)
pred

tensor([[33.3062],
        [32.6990],
        [28.1495],
        [29.3579],
        [35.7597],
        [38.2028],
        [27.6359],
        [31.4678],
        [31.1109],
        [34.6479]], dtype=torch.float64, grad_fn=<AddmmBackward0>)

Save torch model

torch.save(model, f"../weights/{model.metadata['clock_name']}.pt")

Clear directory

# Function to remove a folder and all its contents
def remove_folder(path):
    try:
        shutil.rmtree(path)
        print(f"Deleted folder: {path}")
    except Exception as e:
        print(f"Error deleting folder {path}: {e}")

# Get a list of all files and folders in the current directory
all_items = os.listdir('.')

# Loop through the items
for item in all_items:
    # Check if it's a file and does not end with .ipynb
    if os.path.isfile(item) and not item.endswith('.ipynb'):
        os.remove(item)
        print(f"Deleted file: {item}")
    # Check if it's a folder
    elif os.path.isdir(item):
        remove_folder(item)

Deleted file: peaks.tsv
Deleted folder: ATAC-clock