jorenham
commented
9 months ago With 1d97352
$ python -X importtime -c 'import lmo' 2> >(wc -l) >/dev/null
768$ poetry run python -X importtime -c 'import lmo'
import time: self [us] | cumulative | imported package
import time: 107 | 107 | _io
import time: 27 | 27 | marshal
import time: 243 | 243 | posix
import time: 398 | 774 | _frozen_importlib_external
import time: 96 | 96 | time
import time: 130 | 226 | zipimport
import time: 88 | 88 | _codecs
import time: 302 | 390 | codecs
import time: 308 | 308 | encodings.aliases
import time: 370 | 1066 | encodings
import time: 139 | 139 | encodings.utf_8
import time: 67 | 67 | _signal
import time: 32 | 32 | _abc
import time: 162 | 193 | abc
import time: 190 | 383 | io
import time: 37 | 37 | _stat
import time: 176 | 212 | stat
import time: 766 | 766 | _collections_abc
import time: 100 | 100 | genericpath
import time: 139 | 239 | posixpath
import time: 457 | 1673 | os
import time: 115 | 115 | _sitebuiltins
import time: 161 | 161 | __future__
import time: 235 | 396 | _virtualenv
import time: 177 | 177 | _distutils_hack
import time: 88 | 88 | sitecustomize
import time: 835 | 3281 | site
import time: 133 | 133 | itertools
import time: 121 | 121 | keyword
import time: 64 | 64 | _operator
import time: 307 | 370 | operator
import time: 158 | 158 | reprlib
import time: 59 | 59 | _collections
import time: 1156 | 1995 | collections
import time: 185 | 185 | collections.abc
import time: 224 | 224 | types
import time: 43 | 43 | _functools
import time: 401 | 668 | functools
import time: 473 | 1140 | contextlib
import time: 597 | 597 | enum
import time: 51 | 51 | _sre
import time: 253 | 253 | sre_constants
import time: 248 | 501 | sre_parse
import time: 206 | 757 | sre_compile
import time: 75 | 75 | _locale
import time: 123 | 123 | copyreg
import time: 387 | 1937 | re
import time: 1618 | 6873 | typing
import time: 179 | 179 | warnings
import time: 224 | 224 | numpy._utils._convertions
import time: 278 | 501 | numpy._utils
import time: 437 | 938 | numpy._globals
import time: 464 | 464 | numpy.exceptions
import time: 172 | 172 | numpy.version
import time: 29 | 29 | numpy._distributor_init_local
import time: 179 | 208 | numpy._distributor_init
import time: 712 | 712 | numpy._utils._inspect
import time: 226 | 226 | math
import time: 192 | 192 | _datetime
import time: 601 | 1019 | datetime
import time: 926 | 926 | numpy.core._exceptions
import time: 245 | 245 | numpy.dtypes
import time: 6388 | 8576 | numpy.core._multiarray_umath
import time: 608 | 9896 | numpy.core.overrides
import time: 1729 | 11624 | numpy.core.multiarray
import time: 365 | 365 | numpy.core.umath
import time: 278 | 278 | numbers
import time: 313 | 313 | numpy.core._string_helpers
import time: 125 | 125 | fnmatch
import time: 69 | 69 | _winapi
import time: 60 | 60 | nt
import time: 56 | 56 | nt
import time: 54 | 54 | nt
import time: 53 | 53 | nt
import time: 201 | 492 | ntpath
import time: 52 | 52 | errno
import time: 100 | 100 | urllib
import time: 803 | 902 | urllib.parse
import time: 526 | 2095 | pathlib
import time: 71 | 71 | pickle5
import time: 166 | 166 | _struct
import time: 114 | 280 | struct
import time: 191 | 191 | _compat_pickle
import time: 196 | 196 | _pickle
import time: 63 | 63 | org
import time: 16 | 79 | org.python
import time: 16 | 95 | org.python.core
import time: 642 | 1401 | pickle
import time: 620 | 4185 | numpy.compat.py3k
import time: 288 | 4472 | numpy.compat
import time: 1395 | 1395 | numpy.core._dtype
import time: 1214 | 7080 | numpy.core._type_aliases
import time: 1420 | 9090 | numpy.core.numerictypes
import time: 126 | 126 | _contextvars
import time: 119 | 244 | contextvars
import time: 839 | 1082 | numpy.core._ufunc_config
import time: 1227 | 2309 | numpy.core._methods
import time: 4221 | 6529 | numpy.core.fromnumeric
import time: 1709 | 8238 | numpy.core.shape_base
import time: 4852 | 4852 | numpy.core.arrayprint
import time: 429 | 429 | numpy.core._asarray
import time: 4725 | 18241 | numpy.core.numeric
import time: 4281 | 4281 | numpy.core.defchararray
import time: 2822 | 2822 | numpy.core.records
import time: 808 | 808 | numpy.core.memmap
import time: 1155 | 1155 | numpy.core.function_base
import time: 994 | 994 | numpy.core._machar
import time: 1912 | 1912 | numpy.core.getlimits
import time: 2926 | 2926 | numpy.core.einsumfunc
import time: 210 | 210 | numpy.core._multiarray_tests
import time: 4241 | 4450 | numpy.core._add_newdocs
import time: 1086 | 1086 | numpy.core._add_newdocs_scalars
import time: 529 | 529 | numpy.core._dtype_ctypes
import time: 58 | 58 | _ast
import time: 784 | 842 | ast
import time: 400 | 400 | _ctypes
import time: 191 | 191 | ctypes._endian
import time: 613 | 1204 | ctypes
import time: 3911 | 5956 | numpy.core._internal
import time: 601 | 601 | numpy._pytesttester
import time: 1005 | 67838 | numpy.core
import time: 22 | 67860 | numpy.core._multiarray_umath
import time: 660 | 68519 | numpy.__config__
import time: 776 | 776 | numpy.lib.mixins
import time: 478 | 478 | numpy.lib.ufunclike
import time: 1283 | 1761 | numpy.lib.type_check
import time: 783 | 2543 | numpy.lib.scimath
import time: 1091 | 1091 | numpy.lib.stride_tricks
import time: 1653 | 2743 | numpy.lib.twodim_base
import time: 262 | 262 | numpy.linalg._umath_linalg
import time: 479 | 479 | numpy._typing._nested_sequence
import time: 208 | 208 | numpy._typing._nbit
import time: 1398 | 1398 | numpy._typing._char_codes
import time: 506 | 506 | numpy._typing._scalars
import time: 228 | 228 | numpy._typing._shape
import time: 1644 | 1644 | numpy._typing._dtype_like
import time: 2085 | 2085 | numpy._typing._array_like
import time: 844 | 7388 | numpy._typing
import time: 5963 | 16355 | numpy.linalg.linalg
import time: 396 | 16751 | numpy.linalg
import time: 1855 | 18605 | numpy.matrixlib.defmatrix
import time: 278 | 18883 | numpy.matrixlib
import time: 2224 | 2224 | numpy.lib.histograms
import time: 11704 | 13928 | numpy.lib.function_base
import time: 2259 | 35069 | numpy.lib.index_tricks
import time: 3072 | 3072 | numpy.lib.nanfunctions
import time: 2230 | 2230 | numpy.lib.shape_base
import time: 3258 | 3258 | numpy.lib.polynomial
import time: 1009 | 1009 | textwrap
import time: 660 | 660 | signal
import time: 268 | 268 | _weakrefset
import time: 399 | 666 | threading
import time: 160 | 160 | fcntl
import time: 70 | 70 | msvcrt
import time: 128 | 128 | _posixsubprocess
import time: 141 | 141 | select
import time: 384 | 384 | selectors
import time: 387 | 2592 | subprocess
import time: 1859 | 4451 | platform
import time: 3347 | 8806 | numpy.lib.utils
import time: 1935 | 1935 | numpy.lib.arraysetops
import time: 304 | 304 | weakref
import time: 2385 | 2385 | numpy.lib.format
import time: 1251 | 1251 | numpy.lib._datasource
import time: 2163 | 2163 | numpy.lib._iotools
import time: 5369 | 11470 | numpy.lib.npyio
import time: 685 | 685 | numpy.lib.arrayterator
import time: 1685 | 1685 | numpy.lib.arraypad
import time: 641 | 641 | numpy.lib._version
import time: 745 | 72908 | numpy.lib
import time: 123 | 123 | numpy.fft._pocketfft_internal
import time: 1503 | 1625 | numpy.fft._pocketfft
import time: 537 | 537 | numpy.fft.helper
import time: 347 | 2509 | numpy.fft
import time: 1745 | 1745 | numpy.polynomial.polyutils
import time: 2514 | 2514 | numpy.polynomial._polybase
import time: 1884 | 6142 | numpy.polynomial.polynomial
import time: 2570 | 2570 | numpy.polynomial.chebyshev
import time: 1921 | 1921 | numpy.polynomial.legendre
import time: 1918 | 1918 | numpy.polynomial.hermite
import time: 1871 | 1871 | numpy.polynomial.hermite_e
import time: 1823 | 1823 | numpy.polynomial.laguerre
import time: 396 | 16638 | numpy.polynomial
import time: 68 | 68 | backports_abc
import time: 380 | 448 | numpy.random._common
import time: 161 | 161 | binascii
import time: 177 | 338 | base64
import time: 1333 | 1333 | _hashlib
import time: 128 | 128 | _blake2
import time: 197 | 325 | hashlib
import time: 176 | 1833 | hmac
import time: 179 | 179 | _bisect
import time: 109 | 288 | bisect
import time: 124 | 124 | _random
import time: 111 | 111 | _sha512
import time: 573 | 1094 | random
import time: 9026 | 12290 | secrets
import time: 350 | 13087 | numpy.random.bit_generator
import time: 163 | 163 | numpy.random._bounded_integers
import time: 142 | 142 | numpy.random._mt19937
import time: 647 | 14038 | numpy.random.mtrand
import time: 154 | 154 | numpy.random._philox
import time: 150 | 150 | numpy.random._pcg64
import time: 144 | 144 | numpy.random._sfc64
import time: 423 | 423 | numpy.random._generator
import time: 347 | 15253 | numpy.random._pickle
import time: 426 | 15679 | numpy.random
import time: 1595 | 1595 | numpy.ctypeslib
import time: 130 | 130 | _opcode
import time: 184 | 313 | opcode
import time: 287 | 600 | dis
import time: 129 | 129 | importlib
import time: 139 | 268 | importlib.machinery
import time: 120 | 120 | token
import time: 604 | 724 | tokenize
import time: 109 | 832 | linecache
import time: 1160 | 2859 | inspect
import time: 19905 | 22763 | numpy.ma.core
import time: 4412 | 4412 | numpy.ma.extras
import time: 343 | 27517 | numpy.ma
import time: 2954 | 210274 | numpy
import time: 700 | 700 | numpy._typing._add_docstring
import time: 329 | 1028 | numpy.typing
import time: 935 | 935 | scipy._lib._testutils
import time: 254 | 1188 | scipy._lib
import time: 444 | 1632 | scipy._lib.deprecation
import time: 682 | 682 | scipy.__config__
import time: 176 | 176 | scipy.version
import time: 148 | 148 | scipy._distributor_init
import time: 2723 | 2723 | scipy._lib._pep440
import time: 274 | 274 | scipy._lib._ccallback_c
import time: 807 | 1081 | scipy._lib._ccallback
import time: 2895 | 9334 | scipy
import time: 279 | 279 | scipy.special._sf_error
import time: 1095 | 1095 | scipy.special._ufuncs_cxx
import time: 4157 | 5251 | scipy.special._ufuncs
import time: 185 | 185 | scipy.special._specfun
import time: 128 | 128 | scipy.special._comb
import time: 4234 | 4546 | scipy.special._basic
import time: 2316 | 2316 | scipy._lib._util
import time: 566 | 2881 | scipy.special._logsumexp
import time: 290 | 290 | scipy.linalg._fblas
import time: 36 | 36 | scipy.linalg._cblas
import time: 30 | 30 | scipy.linalg._fblas_64
import time: 982 | 1337 | scipy.linalg.blas
import time: 564 | 564 | scipy.linalg._flapack
import time: 36 | 36 | scipy.linalg._clapack
import time: 29 | 29 | scipy.linalg._flapack_64
import time: 1336 | 1963 | scipy.linalg.lapack
import time: 549 | 3848 | scipy.linalg._misc
import time: 723 | 723 | scipy.linalg.cython_lapack
import time: 285 | 1007 | scipy.linalg._cythonized_array_utils
import time: 3174 | 3174 | scipy.linalg._decomp
import time: 851 | 851 | scipy.linalg._decomp_svd
import time: 219 | 219 | scipy.linalg._solve_toeplitz
import time: 3770 | 8014 | scipy.linalg._basic
import time: 213 | 213 | scipy.linalg._decomp_lu_cython
import time: 998 | 1211 | scipy.linalg._decomp_lu
import time: 836 | 836 | scipy.linalg._decomp_ldl
import time: 773 | 773 | scipy.linalg._decomp_cholesky
import time: 1004 | 1004 | scipy.linalg._decomp_qr
import time: 1022 | 1022 | scipy.linalg._decomp_qz
import time: 1011 | 1011 | scipy.linalg._decomp_schur
import time: 373 | 373 | scipy.linalg._decomp_polar
import time: 1278 | 1278 | scipy.linalg._expm_frechet
import time: 226 | 226 | scipy.linalg._matfuncs_sqrtm_triu
import time: 740 | 965 | scipy.linalg._matfuncs_sqrtm
import time: 295 | 295 | scipy.linalg.cython_blas
import time: 270 | 565 | scipy.linalg._matfuncs_expm
import time: 1753 | 4559 | scipy.linalg._matfuncs
import time: 1984 | 1984 | scipy.linalg._special_matrices
import time: 1946 | 1946 | scipy.linalg._solvers
import time: 306 | 306 | scipy.linalg._procrustes
import time: 228 | 228 | scipy.linalg._decomp_update
import time: 1542 | 1542 | scipy.sparse._sputils
import time: 643 | 643 | scipy.sparse._matrix
import time: 4626 | 6810 | scipy.sparse._base
import time: 205 | 205 | scipy.sparse._sparsetools
import time: 1529 | 1529 | scipy.sparse._data
import time: 1630 | 1630 | scipy.sparse._index
import time: 5870 | 9028 | scipy.sparse._compressed
import time: 1456 | 10687 | scipy.sparse._csr
import time: 915 | 915 | scipy.sparse._csc
import time: 521 | 521 | scipy.sparse._csparsetools
import time: 2307 | 2828 | scipy.sparse._lil
import time: 2483 | 2483 | scipy.sparse._dok
import time: 2337 | 2337 | scipy.sparse._coo
import time: 1905 | 1905 | scipy.sparse._dia
import time: 2539 | 2539 | scipy.sparse._bsr
import time: 2531 | 2531 | scipy.sparse._construct
import time: 386 | 386 | scipy.sparse._extract
import time: 499 | 499 | scipy.sparse._matrix_io
import time: 319 | 319 | scipy.sparse.linalg._isolve._iterative
import time: 2801 | 2801 | scipy.sparse.linalg._interface
import time: 613 | 613 | scipy.sparse.linalg._isolve.utils
import time: 2147 | 2147 | scipy._lib.decorator
import time: 442 | 2589 | scipy._lib._threadsafety
import time: 3705 | 10024 | scipy.sparse.linalg._isolve.iterative
import time: 1077 | 1077 | scipy.sparse.linalg._isolve.minres
import time: 1528 | 1528 | scipy.sparse.linalg._isolve._gcrotmk
import time: 699 | 2226 | scipy.sparse.linalg._isolve.lgmres
import time: 1174 | 1174 | scipy.sparse.linalg._isolve.lsqr
import time: 1122 | 1122 | scipy.sparse.linalg._isolve.lsmr
import time: 567 | 567 | scipy.sparse.linalg._isolve.tfqmr
import time: 443 | 16630 | scipy.sparse.linalg._isolve
import time: 71 | 71 | org
import time: 30 | 100 | org.python
import time: 27 | 127 | org.python.core
import time: 187 | 314 | copy
import time: 196 | 196 | scipy.sparse.linalg._dsolve._superlu
import time: 72 | 72 | scikits
import time: 26 | 98 | scikits.umfpack
import time: 1807 | 2413 | scipy.sparse.linalg._dsolve.linsolve
import time: 303 | 303 | scipy.sparse.linalg._dsolve._add_newdocs
import time: 340 | 3055 | scipy.sparse.linalg._dsolve
import time: 249 | 249 | scipy.sparse.linalg._eigen.arpack._arpack
import time: 4829 | 5078 | scipy.sparse.linalg._eigen.arpack.arpack
import time: 274 | 5351 | scipy.sparse.linalg._eigen.arpack
import time: 2921 | 2921 | scipy.sparse.linalg._eigen.lobpcg.lobpcg
import time: 337 | 3257 | scipy.sparse.linalg._eigen.lobpcg
import time: 1281 | 1281 | scipy.sparse.linalg._eigen._svds
import time: 340 | 10228 | scipy.sparse.linalg._eigen
import time: 1292 | 1292 | scipy.sparse.linalg._onenormest
import time: 2191 | 3483 | scipy.sparse.linalg._expm_multiply
import time: 2564 | 6047 | scipy.sparse.linalg._matfuncs
import time: 612 | 612 | scipy.sparse.linalg._norm
import time: 258 | 258 | scipy.sparse.linalg.isolve
import time: 277 | 277 | scipy.sparse.linalg.dsolve
import time: 265 | 265 | scipy.sparse.linalg.interface
import time: 264 | 264 | scipy.sparse.linalg.eigen
import time: 232 | 232 | scipy.sparse.linalg.matfuncs
import time: 459 | 38321 | scipy.sparse.linalg
import time: 1259 | 39579 | scipy.sparse.csgraph._laplacian
import time: 166 | 166 | scipy.sparse.csgraph._tools
import time: 443 | 608 | scipy.sparse.csgraph._validation
import time: 306 | 913 | scipy.sparse.csgraph._shortest_path
import time: 206 | 206 | scipy.sparse.csgraph._traversal
import time: 176 | 176 | scipy.sparse.csgraph._min_spanning_tree
import time: 217 | 217 | scipy.sparse.csgraph._flow
import time: 206 | 206 | scipy.sparse.csgraph._matching
import time: 190 | 190 | scipy.sparse.csgraph._reordering
import time: 500 | 41985 | scipy.sparse.csgraph
import time: 259 | 259 | scipy.sparse.base
import time: 244 | 244 | scipy.sparse.bsr
import time: 255 | 255 | scipy.sparse.compressed
import time: 244 | 244 | scipy.sparse.construct
import time: 238 | 238 | scipy.sparse.coo
import time: 228 | 228 | scipy.sparse.csc
import time: 227 | 227 | scipy.sparse.csr
import time: 223 | 223 | scipy.sparse.data
import time: 234 | 234 | scipy.sparse.dia
import time: 237 | 237 | scipy.sparse.dok
import time: 274 | 274 | scipy.sparse.extract
import time: 233 | 233 | scipy.sparse.lil
import time: 299 | 299 | scipy.sparse.sparsetools
import time: 242 | 242 | scipy.sparse.sputils
import time: 907 | 80233 | scipy.sparse
import time: 345 | 80578 | scipy.linalg._sketches
import time: 810 | 810 | scipy.linalg._decomp_cossin
import time: 247 | 247 | scipy.linalg.decomp
import time: 230 | 230 | scipy.linalg.decomp_cholesky
import time: 225 | 225 | scipy.linalg.decomp_lu
import time: 223 | 223 | scipy.linalg.decomp_qr
import time: 224 | 224 | scipy.linalg.decomp_svd
import time: 226 | 226 | scipy.linalg.decomp_schur
import time: 269 | 269 | scipy.linalg.basic
import time: 222 | 222 | scipy.linalg.misc
import time: 238 | 238 | scipy.linalg.special_matrices
import time: 160 | 160 | scipy.linalg._flinalg
import time: 320 | 479 | scipy.linalg._flinalg_py
import time: 219 | 697 | scipy.linalg.flinalg
import time: 257 | 257 | scipy.linalg.matfuncs
import time: 5462 | 118015 | scipy.special._orthogonal
import time: 284 | 284 | scipy.special._spfun_stats
import time: 174 | 174 | scipy.special._ellip_harm_2
import time: 334 | 507 | scipy.special._ellip_harm
import time: 207 | 207 | scipy.special._lambertw
import time: 310 | 310 | scipy.special._spherical_bessel
import time: 3361 | 3361 | scipy.special._add_newdocs
import time: 226 | 3587 | scipy.special.add_newdocs
import time: 325 | 325 | scipy.special.basic
import time: 306 | 306 | scipy.special.orthogonal
import time: 237 | 237 | scipy.special.specfun
import time: 214 | 214 | scipy.special.sf_error
import time: 213 | 213 | scipy.special.spfun_stats
import time: 754 | 147241 | scipy.special
import time: 8636 | 8636 | typing_extensions
import time: 14784 | 23420 | lmo.typing
import time: 815 | 171475 | lmo.ostats
import time: 1714 | 1714 | lmo._utils
import time: 285 | 1998 | lmo.pwm_beta
import time: 352 | 352 | lmo.linalg
import time: 824 | 385949 | lmo._lm
import time: 270 | 270 | lmo._lm_co
import time: 167 | 167 | _csv
import time: 231 | 398 | csv
import time: 113 | 113 | email
import time: 99 | 99 | importlib._abc
import time: 176 | 275 | importlib.util
import time: 156 | 156 | zlib
import time: 151 | 151 | _compression
import time: 177 | 177 | _bz2
import time: 163 | 490 | bz2
import time: 201 | 201 | _lzma
import time: 164 | 365 | lzma
import time: 459 | 1468 | shutil
import time: 560 | 2302 | zipfile
import time: 118 | 118 | uu
import time: 112 | 112 | quopri
import time: 215 | 215 | _socket
import time: 166 | 166 | array
import time: 1115 | 1494 | socket
import time: 597 | 597 | locale
import time: 385 | 981 | calendar
import time: 164 | 1145 | email._parseaddr
import time: 95 | 95 | email.base64mime
import time: 31 | 31 | _string
import time: 444 | 475 | string
import time: 173 | 647 | email.quoprimime
import time: 357 | 357 | email.errors
import time: 88 | 88 | email.encoders
import time: 164 | 1349 | email.charset
import time: 407 | 4394 | email.utils
import time: 460 | 460 | email.header
import time: 198 | 657 | email._policybase
import time: 190 | 190 | email._encoded_words
import time: 92 | 92 | email.iterators
import time: 356 | 5916 | email.message
import time: 83 | 83 | importlib.metadata._functools
import time: 116 | 198 | importlib.metadata._text
import time: 205 | 6318 | importlib.metadata._adapters
import time: 254 | 254 | importlib.metadata._meta
import time: 250 | 250 | importlib.metadata._collections
import time: 81 | 81 | importlib.metadata._itertools
import time: 382 | 382 | importlib.abc
import time: 920 | 11013 | importlib.metadata
import time: 190 | 11203 | lmo._meta
import time: 67 | 67 | pandas
import time: 204 | 271 | lmo.contrib
import time: 403 | 403 | scipy.stats._warnings_errors
import time: 214 | 214 | traceback
import time: 352 | 352 | unittest.util
import time: 372 | 937 | unittest.result
import time: 135 | 135 | _heapq
import time: 133 | 267 | heapq
import time: 762 | 1029 | difflib
import time: 392 | 392 | dataclasses
import time: 213 | 605 | pprint
import time: 572 | 2204 | unittest.case
import time: 278 | 278 | unittest.suite
import time: 540 | 540 | unittest.loader
import time: 682 | 682 | gettext
import time: 507 | 1188 | argparse
import time: 197 | 197 | unittest.signals
import time: 273 | 470 | unittest.runner
import time: 273 | 1930 | unittest.main
import time: 435 | 6321 | unittest
import time: 232 | 232 | numpy.testing._private
import time: 53 | 53 | gc
import time: 910 | 910 | tempfile
import time: 287 | 287 | sysconfig
import time: 258 | 258 | _sysconfigdata__linux_x86_64-linux-gnu
import time: 12675 | 14180 | numpy.testing._private.utils
import time: 940 | 940 | numpy.testing._private.extbuild
import time: 335 | 335 | numpy.testing.overrides
import time: 370 | 22376 | numpy.testing
import time: 336 | 336 | scipy.spatial._ckdtree
import time: 1382 | 1717 | scipy.spatial._kdtree
import time: 129 | 129 | scipy._lib.messagestream
import time: 370 | 499 | scipy.spatial._qhull
import time: 174 | 174 | scipy.spatial._voronoi
import time: 918 | 1092 | scipy.spatial._spherical_voronoi
import time: 971 | 971 | scipy.spatial._plotutils
import time: 312 | 312 | scipy.spatial._procrustes
import time: 166 | 166 | scipy.spatial._distance_wrap
import time: 190 | 190 | scipy.spatial._hausdorff
import time: 430 | 430 | scipy.spatial._distance_pybind
import time: 7094 | 7878 | scipy.spatial.distance
import time: 501 | 8378 | scipy.spatial._geometric_slerp
import time: 284 | 284 | scipy.spatial.ckdtree
import time: 238 | 238 | scipy.spatial.kdtree
import time: 238 | 238 | scipy.spatial.qhull
import time: 72 | 72 | backports_abc
import time: 3642 | 3642 | scipy.constants._codata
import time: 978 | 978 | scipy.constants._constants
import time: 260 | 260 | scipy.constants.codata
import time: 368 | 368 | scipy.constants.constants
import time: 927 | 6174 | scipy.constants
import time: 745 | 6918 | scipy.spatial.transform._rotation_groups
import time: 506 | 7495 | scipy.spatial.transform._rotation
import time: 1302 | 1302 | scipy.spatial.transform._rotation_spline
import time: 240 | 240 | scipy.spatial.transform.rotation
import time: 282 | 9317 | scipy.spatial.transform
import time: 405 | 23447 | scipy.spatial
import time: 13 | 23460 | scipy.spatial.distance
import time: 541 | 541 | scipy.ndimage._ni_support
import time: 147 | 147 | scipy.ndimage._nd_image
import time: 697 | 697 | scipy._lib.doccer
import time: 392 | 1089 | scipy.ndimage._ni_docstrings
import time: 5042 | 6817 | scipy.ndimage._filters
import time: 624 | 624 | scipy.ndimage._fourier
import time: 2301 | 2301 | scipy.ndimage._interpolation
import time: 233 | 233 | scipy.ndimage._ni_label
import time: 3088 | 3088 | scipy.ndimage._morphology
import time: 2429 | 5749 | scipy.ndimage._measurements
import time: 270 | 270 | scipy.ndimage.filters
import time: 233 | 233 | scipy.ndimage.fourier
import time: 237 | 237 | scipy.ndimage.interpolation
import time: 239 | 239 | scipy.ndimage.measurements
import time: 242 | 242 | scipy.ndimage.morphology
import time: 425 | 17133 | scipy.ndimage
import time: 1253 | 1253 | scipy.stats._distr_params
import time: 155 | 155 | scipy.optimize._minpack2
import time: 1935 | 2090 | scipy.optimize._linesearch
import time: 168 | 168 | scipy.optimize._group_columns
import time: 1738 | 1905 | scipy.optimize._numdiff
import time: 1057 | 1057 | scipy.optimize._hessian_update_strategy
import time: 1914 | 1914 | scipy.optimize._differentiable_functions
import time: 8742 | 15706 | scipy.optimize._optimize
import time: 944 | 944 | scipy.optimize._trustregion
import time: 417 | 1361 | scipy.optimize._trustregion_dogleg
import time: 424 | 424 | scipy.optimize._trustregion_ncg
import time: 294 | 294 | scipy.optimize._trlib._trlib
import time: 275 | 568 | scipy.optimize._trlib
import time: 282 | 850 | scipy.optimize._trustregion_krylov
import time: 1017 | 1017 | scipy.optimize._trustregion_exact
import time: 1687 | 1687 | scipy.optimize._constraints
import time: 67 | 67 | sksparse
import time: 19 | 86 | sksparse.cholmod
import time: 1022 | 1107 | scipy.optimize._trustregion_constr.projections
import time: 1177 | 1177 | scipy.optimize._trustregion_constr.qp_subproblem
import time: 678 | 2961 | scipy.optimize._trustregion_constr.equality_constrained_sqp
import time: 1511 | 1511 | scipy.optimize._trustregion_constr.canonical_constraint
import time: 1106 | 1106 | scipy.optimize._trustregion_constr.tr_interior_point
import time: 452 | 452 | scipy.optimize._trustregion_constr.report
import time: 1618 | 9333 | scipy.optimize._trustregion_constr.minimize_trustregion_constr
import time: 224 | 9556 | scipy.optimize._trustregion_constr
import time: 172 | 172 | scipy.optimize._lbfgsb
import time: 1137 | 1308 | scipy.optimize._lbfgsb_py
import time: 146 | 146 | scipy.optimize._moduleTNC
import time: 770 | 916 | scipy.optimize._tnc
import time: 158 | 158 | scipy.optimize._cobyla
import time: 860 | 1017 | scipy.optimize._cobyla_py
import time: 145 | 145 | scipy.optimize._slsqp
import time: 1522 | 1667 | scipy.optimize._slsqp_py
import time: 2008 | 20121 | scipy.optimize._minimize
import time: 142 | 142 | scipy.optimize._minpack
import time: 1853 | 1853 | scipy.optimize._lsq.common
import time: 1581 | 3433 | scipy.optimize._lsq.trf
import time: 957 | 957 | scipy.optimize._lsq.dogbox
import time: 1913 | 6303 | scipy.optimize._lsq.least_squares
import time: 193 | 193 | scipy.optimize._lsq.givens_elimination
import time: 906 | 1098 | scipy.optimize._lsq.trf_linear
import time: 658 | 658 | scipy.optimize._lsq.bvls
import time: 746 | 2500 | scipy.optimize._lsq.lsq_linear
import time: 235 | 9037 | scipy.optimize._lsq
import time: 2311 | 11489 | scipy.optimize._minpack_py
import time: 797 | 797 | scipy.optimize._spectral
import time: 4942 | 4942 | scipy.optimize._nonlin
import time: 976 | 18203 | scipy.optimize._root
import time: 128 | 128 | scipy.optimize._zeros
import time: 3158 | 3286 | scipy.optimize._zeros_py
import time: 922 | 4208 | scipy.optimize._root_scalar
import time: 143 | 143 | scipy.optimize.__nnls
import time: 347 | 489 | scipy.optimize._nnls
import time: 1458 | 1458 | scipy.optimize._basinhopping
import time: 192 | 192 | scipy.optimize._highs
import time: 551 | 743 | scipy.optimize._highs._highs_wrapper
import time: 126 | 126 | scipy.optimize._highs._highs_constants
import time: 931 | 1798 | scipy.optimize._linprog_highs
import time: 221 | 221 | scipy.linalg._interpolative
import time: 2105 | 2326 | scipy.linalg._interpolative_backend
import time: 1208 | 3533 | scipy.linalg.interpolative
import time: 1125 | 4658 | scipy.optimize._remove_redundancy
import time: 3189 | 7846 | scipy.optimize._linprog_util
import time: 71 | 71 | sksparse
import time: 60 | 60 | scikits
import time: 14 | 73 | scikits.umfpack
import time: 2104 | 10092 | scipy.optimize._linprog_ip
import time: 1032 | 1032 | scipy.optimize._linprog_simplex
import time: 294 | 294 | scipy.optimize._bglu_dense
import time: 1387 | 1681 | scipy.optimize._linprog_rs
import time: 728 | 728 | scipy.optimize._linprog_doc
import time: 990 | 16318 | scipy.optimize._linprog
import time: 130 | 130 | scipy.optimize._lsap
import time: 3166 | 3166 | scipy.optimize._differentialevolution
import time: 37 | 37 | atexit
import time: 1437 | 1474 | logging
import time: 217 | 217 | scipy.optimize._shgo_lib
import time: 497 | 497 | _decimal
import time: 129 | 625 | decimal
import time: 1640 | 1640 | scipy.optimize._shgo_lib._vertex
import time: 3377 | 5857 | scipy.optimize._shgo_lib._complex
import time: 3429 | 10759 | scipy.optimize._shgo
import time: 1906 | 1906 | scipy.optimize._dual_annealing
import time: 1398 | 1398 | scipy.optimize._qap
import time: 132 | 132 | scipy.optimize._direct
import time: 640 | 772 | scipy.optimize._direct_py
import time: 811 | 811 | scipy.optimize._milp
import time: 240 | 240 | scipy.optimize.cobyla
import time: 240 | 240 | scipy.optimize.lbfgsb
import time: 238 | 238 | scipy.optimize.linesearch
import time: 290 | 290 | scipy.optimize.minpack
import time: 226 | 226 | scipy.optimize.minpack2
import time: 222 | 222 | scipy.optimize.moduleTNC
import time: 260 | 260 | scipy.optimize.nonlin
import time: 267 | 267 | scipy.optimize.optimize
import time: 243 | 243 | scipy.optimize.slsqp
import time: 247 | 247 | scipy.optimize.tnc
import time: 240 | 240 | scipy.optimize.zeros
import time: 3537 | 3537 | scipy.integrate._quadrature
import time: 187 | 187 | scipy.integrate._odepack
import time: 480 | 666 | scipy.integrate._odepack_py
import time: 168 | 168 | scipy.integrate._quadpack
import time: 1962 | 2129 | scipy.integrate._quadpack_py
import time: 235 | 235 | scipy.integrate._vode
import time: 179 | 179 | scipy.integrate._dop
import time: 167 | 167 | scipy.integrate._lsoda
import time: 3982 | 4561 | scipy.integrate._ode
import time: 2999 | 2999 | scipy.integrate._bvp
import time: 1540 | 1540 | scipy.integrate._ivp.common
import time: 763 | 763 | scipy.integrate._ivp.base
import time: 1619 | 3921 | scipy.integrate._ivp.bdf
import time: 1697 | 1697 | scipy.integrate._ivp.radau
import time: 1026 | 1026 | scipy.integrate._ivp.dop853_coefficients
import time: 1630 | 2655 | scipy.integrate._ivp.rk
import time: 632 | 632 | scipy.integrate._ivp.lsoda
import time: 1407 | 10310 | scipy.integrate._ivp.ivp
import time: 297 | 10607 | scipy.integrate._ivp
import time: 2089 | 2089 | scipy.integrate._quad_vec
import time: 241 | 241 | scipy.integrate.dop
import time: 225 | 225 | scipy.integrate.lsoda
import time: 220 | 220 | scipy.integrate.vode
import time: 231 | 231 | scipy.integrate.odepack
import time: 230 | 230 | scipy.integrate.quadpack
import time: 480 | 480 | scipy._lib._finite_differences
import time: 253 | 253 | scipy.stats._constants
import time: 1009 | 1009 | scipy.stats._censored_data
import time: 12921 | 141786 | scipy.stats._distn_infrastructure
import time: 490 | 490 | scipy.special.cython_special
import time: 381 | 870 | scipy.stats._stats
import time: 624 | 624 | scipy.stats._tukeylambda_stats
import time: 1942 | 1942 | scipy.stats._ksstats
import time: 247 | 247 | scipy.stats._boost.beta_ufunc
import time: 153 | 153 | scipy.stats._boost.binom_ufunc
import time: 246 | 246 | scipy.stats._boost.nbinom_ufunc
import time: 145 | 145 | scipy.stats._boost.hypergeom_ufunc
import time: 153 | 153 | scipy.stats._boost.ncf_ufunc
import time: 148 | 148 | scipy.stats._boost.ncx2_ufunc
import time: 149 | 149 | scipy.stats._boost.nct_ufunc
import time: 150 | 150 | scipy.stats._boost.skewnorm_ufunc
import time: 144 | 144 | scipy.stats._boost.invgauss_ufunc
import time: 438 | 1969 | scipy.stats._boost
import time: 89652 | 95055 | scipy.stats._continuous_distns
import time: 174 | 174 | scipy.interpolate._fitpack
import time: 170 | 170 | scipy.interpolate.dfitpack
import time: 2681 | 3024 | scipy.interpolate._fitpack_impl
import time: 231 | 231 | scipy.interpolate._bspl
import time: 4095 | 4325 | scipy.interpolate._bsplines
import time: 850 | 8198 | scipy.interpolate._fitpack_py
import time: 1682 | 1682 | scipy.interpolate._polyint
import time: 227 | 227 | scipy.interpolate._ppoly
import time: 397 | 397 | scipy.interpolate.interpnd
import time: 5248 | 15750 | scipy.interpolate._interpolate
import time: 3758 | 3758 | scipy.interpolate._fitpack2
import time: 902 | 902 | scipy.interpolate._rbf
import time: 173 | 173 | scipy.interpolate._rbfinterp_pythran
import time: 1116 | 1289 | scipy.interpolate._rbfinterp
import time: 2041 | 2041 | scipy.interpolate._cubic
import time: 524 | 524 | scipy.interpolate._ndgriddata
import time: 330 | 330 | scipy.interpolate._pade
import time: 226 | 226 | scipy.interpolate._rgi_cython
import time: 1701 | 1926 | scipy.interpolate._rgi
import time: 255 | 255 | scipy.interpolate.fitpack
import time: 258 | 258 | scipy.interpolate.fitpack2
import time: 247 | 247 | scipy.interpolate.interpolate
import time: 233 | 233 | scipy.interpolate.ndgriddata
import time: 229 | 229 | scipy.interpolate.polyint
import time: 228 | 228 | scipy.interpolate.rbf
import time: 495 | 28458 | scipy.interpolate
import time: 217 | 217 | scipy.stats._biasedurn
import time: 12486 | 41159 | scipy.stats._discrete_distns
import time: 187 | 187 | scipy.stats._levy_stable.levyst
import time: 5062 | 5248 | scipy.stats._levy_stable
import time: 845 | 845 | scipy.stats._entropy
import time: 313 | 284403 | scipy.stats.distributions
import time: 708 | 708 | scipy._lib._bunch
import time: 164 | 164 | scipy.stats._stats_pythran
import time: 1407 | 1571 | scipy.stats._stats_mstats_common
import time: 8008 | 10286 | scipy.stats._mstats_basic
import time: 246 | 246 | scipy.stats._common
import time: 70 | 70 | uarray
import time: 201 | 201 | scipy._lib._uarray._uarray
import time: 1360 | 1560 | scipy._lib._uarray._backend
import time: 237 | 1797 | scipy._lib._uarray
import time: 233 | 2099 | scipy._lib.uarray
import time: 1461 | 3560 | scipy.fft._basic
import time: 753 | 753 | scipy.fft._realtransforms
import time: 670 | 670 | scipy.fft._fftlog
import time: 301 | 301 | scipy.fft._fftlog_multimethods
import time: 309 | 309 | scipy.fft._pocketfft.pypocketfft
import time: 817 | 817 | scipy.fft._pocketfft.helper
import time: 1239 | 2364 | scipy.fft._pocketfft.basic
import time: 511 | 511 | scipy.fft._pocketfft.realtransforms
import time: 244 | 3118 | scipy.fft._pocketfft
import time: 242 | 3360 | scipy.fft._helper
import time: 432 | 432 | scipy.fft._backend
import time: 391 | 9464 | scipy.fft
import time: 4521 | 14230 | scipy.stats._hypotests
import time: 848 | 848 | pkgutil
import time: 9764 | 10611 | pydoc
import time: 3356 | 13966 | scipy._lib._docscrape
import time: 2167 | 16133 | scipy.stats._axis_nan_policy
import time: 5177 | 21310 | scipy.stats._resampling
import time: 1007 | 1007 | scipy.stats._binomtest
import time: 25404 | 419605 | scipy.stats._stats_py
import time: 645 | 645 | scipy.stats._variation
import time: 166 | 166 | scipy.stats._statlib
import time: 3214 | 3214 | scipy.stats._fit
import time: 756 | 756 | scipy.stats._relative_risk
import time: 622 | 622 | scipy.stats._crosstab
import time: 1061 | 1061 | scipy.stats._odds_ratio
import time: 802 | 3241 | scipy.stats.contingency
import time: 10575 | 17195 | scipy.stats._morestats
import time: 240 | 240 | scipy.stats._sobol
import time: 202 | 202 | scipy.stats._qmc_cy
import time: 5070 | 5511 | scipy.stats._qmc
import time: 1632 | 7143 | scipy.stats._multicomp
import time: 1833 | 1833 | scipy.stats._binned_statistic
import time: 171 | 171 | scipy.stats._mvn
import time: 1491 | 1661 | scipy.stats._kde
import time: 1360 | 1360 | scipy.stats._mstats_extras
import time: 224 | 1583 | scipy.stats.mstats
import time: 235 | 235 | scipy.stats.qmc
import time: 1278 | 1278 | scipy.stats._covariance
import time: 276 | 276 | scipy.stats._rcont.rcont
import time: 233 | 508 | scipy.stats._rcont
import time: 1550 | 1550 | scipy.stats._qmvnt
import time: 16134 | 19468 | scipy.stats._multivariate
import time: 391 | 391 | scipy.stats._rvs_sampling
import time: 1240 | 1240 | scipy.stats._page_trend_test
import time: 2502 | 2502 | scipy.stats._mannwhitneyu
import time: 1981 | 1981 | scipy.stats._sensitivity_analysis
import time: 2013 | 2013 | scipy.stats._survival
import time: 244 | 244 | scipy.stats.biasedurn
import time: 258 | 258 | scipy.stats.kde
import time: 290 | 290 | scipy.stats.morestats
import time: 308 | 308 | scipy.stats.mstats_basic
import time: 242 | 242 | scipy.stats.mstats_extras
import time: 224 | 224 | scipy.stats.mvn
import time: 223 | 223 | scipy.stats.statlib
import time: 331 | 331 | scipy.stats.stats
import time: 814 | 480818 | scipy.stats
import time: 2399 | 2399 | lmo.diagnostic
import time: 338 | 338 | lmo._poly
import time: 1572 | 1572 | lmo.special
import time: 4252 | 6161 | lmo.theoretical
import time: 1440 | 9998 | lmo.inference
import time: 3560 | 494376 | lmo.contrib.scipy_stats
import time: 456 | 456 | email.feedparser
import time: 247 | 703 | email.parser
import time: 11381 | 911020 | lmo
Most of the startup time comes from
numpyandscipyimports.In some cases
scipyimports can be replaced with stdlibmathfunctions. In other cases it sometimes to make sense to move the top-level imports into the relevant functions.