NumPy Scientific Computing Python Library 2.0.0 ื‘ืืคืจื™ื™ื˜

ื ืžืขืœื“ื•ื ื’ ืคื•ืŸ ื“ื™ Python ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืคึฟืึทืจ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ NumPy 2.0.0 ืื™ื– ื‘ืืจืขื›ื˜ื™ื’ื˜, ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืžื•ืœื˜ื™ื“ื™ืžืขื ืกื™ืึธื ืึทืœ ืขืจื™ื™ื– ืื•ืŸ ืžืึทื˜ืจื™ืฅ, ืื•ืŸ ืื•ื™ืš ืฆื•ืฉื˜ืขืœืŸ ืึท ื’ืจื•ื™ืก ื–ืึทืžืœื•ื ื’ ืคื•ืŸ ืคืึทื ื’ืงืฉืึทื ื– ืžื™ื˜ ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืคืึทืจืฉื™ื“ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืฉื™ื™ึทื›ื•ืช ืฆื• ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืžืึทื˜ืจื™ืฅ. NumPy ืื™ื– ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ืคืึธืœืงืก ืœื™ื™ื‘ืจืขืจื™ื– ื’ืขื ื™ืฆื˜ ืคึฟืึทืจ ื•ื•ื™ืกื ืฉืืคื˜ืœืขื›ืข ื—ืฉื‘ื•ื ื•ืช. ื“ื™ ืคึผืจื•ื™ืขืงื˜ ืงืึธื“ ืื™ื– ื’ืขืฉืจื™ื‘ืŸ ืื™ืŸ Python ื ื™ืฆืŸ ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธื ืก ืื™ืŸ C ืื•ืŸ ืื™ื– ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืื•ื ื˜ืขืจ ื“ื™ BSD ื“ืขืจืœื•ื™ื‘ืขื ื™ืฉ.

NumPy 2.0.0 ืื™ื– ื“ืขืจ ืขืจืฉื˜ืขืจ ื‘ืึทื˜ื™ื™ื˜ื™ืง ืžืขืœื“ื•ื ื’ ื–ื™ื ื˜ 2006.
ืื™ืŸ ื“ื™ ื ื™ื™ึทืข ื•ื•ืขืจืกื™ืข, ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื ื™ื™ึทืข ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธื ืก, ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื’ืขืžืื›ื˜ ืฆื• ื“ื™ ABI, Python API ืื•ืŸ C-API, ื•ื•ืึธืก ืึธื ืจื™ืจืŸ ืฆื•ืจื™ืง ืงืึทืžืคึผืึทื˜ืึทื‘ื™ืœืึทื˜ื™. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื“ื™ SciPy ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืฆื•ื ื•ื™ืคื’ืขืฉื˜ืขืœื˜ ืžื™ื˜ NumPy 1.x ื•ื•ืขื˜ ื“ืึทืจืคืŸ ืจื™ืงืึธืžืคึผื™ืœืึทื˜ื™ืึธืŸ ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ NumPy 2.0. ืื™ืŸ ืขื˜ืœืขื›ืข ืงืึทืกืขืก, ืงืึธื“ ืขื ื“ืขืจื•ื ื’ืขืŸ ืงืขืŸ ื–ื™ื™ืŸ ืคืืจืœืื ื’ื˜ ืฆื• ื ื•ืฆืŸ NumPy 2.0 ืื™ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–.

ื“ืขืจ ืžืขืจืกื˜ ื‘ืึทื“ืฒึทื˜ื ื“ื™ืงืขืจ ื‘ืึทื’ ืื™ื– ืคึฟืึทืจื‘ื•ื ื“ืŸ ืžื™ื˜ืŸ ืื•ื™ืคึฟื”ื™ื˜ืŸ ื“ื™ ืคึผืจืขืฆื™ื–ื™ืข ืคึฟื•ืŸ ืกืงืึทืœืึทืจืข ืื•ื™ืกื“ืจื•ืงืŸ, ืœืžืฉืœ, "np.float32(3) + 3" ื•ื•ืขื˜ ืื™ืฆื˜ ืฆื•ืจื™ืงื’ืขื‘ืŸ ืึท ื•ื•ืขืจื˜ ืคึฟื•ืŸ ื˜ื™ืคึผ float32, ื ื™ืฉื˜ float64, ืื•ืŸ ืื™ืŸ ืื•ื™ืกื“ืจื•ืงืŸ ืžื™ื˜ ืงื™ื™ืคืœ ื˜ื™ืคึผืŸ, ื•ื•ืขื˜ ื“ืขืจ ื˜ื™ืคึผ ืžื™ื˜ ื“ืขืจ ื”ืขื›ืกื˜ืขืจ ืคึผืจืขืฆื™ื–ื™ืข ื•ื•ืขืจืŸ ื’ืขื ื•ืฆื˜ ืคึฟืึทืจืŸ ืจืขื–ื•ืœื˜ืึทื˜, ื“.ื”. "np.array([3], dtype=np.float32) + np.float64(3)" ื•ื•ืขื˜ ืฆื•ืจื™ืงื’ืขื‘ืŸ ืึท ื•ื•ืขืจื˜ ืคึฟื•ืŸ ื˜ื™ืคึผ float64. ื“ื™ ื“ื™ืคืึธืœื˜ ื’ืึทื ืฆืข ืฆืึธืœ ื˜ื™ืคึผืŸ ื’ืขื ื•ืฆื˜ ืื•ื™ืฃ ื“ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข ื–ืขื ืขืŸ ื’ืขื‘ื™ื˜ืŸ ื’ืขื•ื•ืึธืจืŸ. Windows โ€” ืื•ื™ืฃ 64-ื‘ื™ื˜ ืกื™ืกื˜ืขืžืขืŸ, ื•ื•ืขืจื˜ ืื™ืฆื˜ ื’ืขื ื•ืฆื˜ ื 64-ื‘ื™ื˜ ื’ืื ืฆืข ืฆืืœ ื˜ื™ืค, ืื•ืŸ ืื•ื™ืฃ 32-ื‘ื™ื˜ ืกื™ืกื˜ืขืžืขืŸ, ื 32-ื‘ื™ื˜ ื˜ื™ืค (ืคืจื™ืขืจ, ืื™ื– ื“ืขืจ C-ื˜ื™ืค ืื ืืœืื’ long ื’ืขื ื•ืฆื˜ ื’ืขื•ื•ืืจืŸ, ืื‘ืขืจ ืื™ืฆื˜ ื“ืขืจ ืขืงื•ื•ื™ื•ื•ืืœืขื ื˜ np.intp).

ืขื˜ืœืขื›ืข ื“ืขืคึฟื™ื ื™ืฆื™ืขืก ืื™ืŸ ื“ื™ C-API ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ืจื™ืคึผืœื™ื™ืกื˜ ืึธื“ืขืจ ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ, ืœืžืฉืœ, ื“ื™ PyArray_Descr ืกื˜ืจื•ืงื˜ื•ืจ ืื™ื– ืคืืจืขื ื“ืขืจื˜. ื“ื™ ืžืึทืงืกื™ืžื•ื ื ื•ืžืขืจ ืคื•ืŸ ื“ื™ืžืขื ืฉืึทื ื– ืื•ืŸ ืึทืจื’ื•ืžืขื ื˜ืŸ ื‘ืึทืฉื˜ื™ืžื˜ ื“ื•ืจืš ื“ื™ NPY_MAXDIMS ืื•ืŸ NPY_MAXARGS ืžืึทืงืจืึธืก ืื™ื– ื’ืขื•ื•ืืงืกืŸ ืฆื• 64. ืึทืœืข ืงืึธืžืคึผืœืขืงืก ื˜ื™ื™ืคึผืก ื–ืขื ืขืŸ ืกื•ื•ื™ื˜ืฉื˜ ืฆื• ื ื™ืฆืŸ ื ืึธืจืžืึทืœ ื˜ื™ื™ืคึผืก ืคื•ืŸ ื“ื™ C99 ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ (cfloat_t, cdouble_t, clongdouble_t). ืฆื•ื’ืขืœื™ื™ื’ื˜ ื ื™ื™ึท C API ืคึฟืึทืจ ืงืจื™ื™ื™ื˜ื™ื ื’ ืžื ื”ื’ ื“ื˜ื™ืคึผืขืก. ื ื™ื™ึท ืกื™ืžืคึผืœืึทืคื™ื™ื“ ื™ื ื™ืฉืึทืœื™ื–ื™ื™ืฉืึทืŸ ืคืึทื ื’ืงืฉืึทื ื– PyArray_ImportNumPyAPI ืื•ืŸ PyUFunc_ImportUFuncAPI ื–ืขื ืขืŸ ืคืืจื’ืขืœื™ื™ื’ื˜.

ื“ื™ Python API ื’ื™ื˜ ืึท ืžืขืจ ื™ืงืกืคึผืœื™ืกืึทื˜ ืฆืขืฉื™ื™ื“ื•ื ื’ ืฆื•ื•ื™ืฉืŸ ืขืคื ื˜ืœืขืš ืื•ืŸ ืคึผืจื™ื•ื•ืึทื˜ ืึทืคึผื™ืก ืื•ืŸ ื™ื ื˜ืจืึทื“ื•ืกื™ื– ืึท ื ื™ื™ึทืข ืžืึธื“ื•ืœืข ืกื˜ืจื•ืงื˜ื•ืจ. ื‘ืขืขืจืขืš 100 ืคืึทื ื’ืงืฉืึทื ื–, ืžืึทื“ื–ืฉื•ืœื– ืื•ืŸ ืงืึทื ืกื˜ืึทื ืฅ ื–ืขื ืขืŸ ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืคื•ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ "ื ืคึผ" ื ืึธืžืขืŸ, ื“ื™ืคึผืจื™ืฉื™ื™ื™ื˜ื™ื“ ืึธื“ืขืจ ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ.
ืงืœื™ื ื“ ื“ื™ np.lib ื ืึทืžืขืกืคึผืึทืกืข. ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืึทื‘ื“ื–ืฉืขืงืฅ ืื™ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ื ืึทืžืขืกืคึผืึทืกืข ืื™ื– ืจื™ื“ื•ืกื˜ ืžื™ื˜ 10%, ืื•ืŸ ืื™ืŸ ื“ื™ numpy.lib ื ืึทืžืขืกืคึผืึทืกืข ืžื™ื˜ 80%. ื“ื™ numpy.core ื ืึทืžืขืกืคึผืึทืกืข ืื™ื– ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืฆื• ืคึผืจื™ื•ื•ืึทื˜. ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ ืขื˜ืœืขื›ืข ืžืขื˜ื”ืึธื“ืก ืคื•ืŸ np.ndarray ืื•ืŸ np.generic ืงืœืืกืŸ. ื‘ืืฉืืคืŸ ืึท ื ื™ื™ึท ื ืึทืžืขืกืคึผืึทืกืข numpy.stringsf ืžื™ื˜ ืฉื˜ืจื™ืงืœ ืึทืคึผืขืจื™ื™ืฉืึทื ื–.

ื ื™ื• ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืึทืจื™ื™ึทื ื ืขืžืขืŸ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ืคืœืึธื•ื˜32 ืื•ืŸ ืœืึธื ื’ื“ืึธื•ื‘ืœืข ื˜ื™ื™ืคึผืก ืื™ืŸ ืึทืœืข numpy.fft ืคืึทื ื’ืงืฉืึทื ื–, ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ื“ื™ ื ืึธืจืžืึทืœ Array API ืื™ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ื ืึทืžืขืกืคึผืึทืกืข, ืึท ื ื™ื™ึท ื ืึทืžืขืกืคึผืึทืกืข ืื•ืŸ ื˜ื™ื™ืคึผืก ืคึฟืึทืจ ื•ื•ืขืจื™ืึทื‘ืึทืœ ืœืขื ื’ ืกื˜ืจื™ื ื’ืก. ืคืึธืจืฉื˜ืขืœื•ื ื’ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ ืื™ื– ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืžื™ื˜ ื“ื™ Intel x86-simd-sort ืื•ืŸ Google ื”ื™ื’ื”ื•ื•ื™ื™ึท ืœื™ื™ื‘ืจืขืจื™ื– ืคึฟืึทืจ ื“ื™ ืฉื˜ืจื™ืงืœ ืคืึทื ื’ืงืฉืึทื ื– ืกืึธืจื˜, ืึทืจื’ืกืึธืจื˜, ืฆืขื˜ื™ื™ืœื•ื ื’ ืื•ืŸ ืึทืจื’ืคึผืึทืจื˜ื™ื˜ื™ืึธืŸ, ืึทืคึผืขืจื™ื™ืฉืึทื ื– ืžื™ื˜ ืคืึทืจืคืขืกื˜ื™ืงื˜ ืกื˜ืจื™ื ื’ืก ืื™ืŸ ื“ื™ numpy.char ืžืึธื“ื•ืœืข ื–ืขื ืขืŸ ืึทืงืกืขืœืขืจื™ื™ื˜ื™ื“. ื ื™ื• ืึทืคึผื™ ืฆื•ื’ืขื’ืขื‘ืŸ
opt_func_info ืคึฟืึทืจ ื˜ืจื™ื™ืกื™ื ื’ ืื•ืŸ ื™ื ื˜ืจืึทืกืคึผืขืงืฉืึทืŸ.

ืžืงื•ืจ: opennet.ru

ืงื•ื™ืคืŸ ืคืึทืจืœืึธื–ืœืขืš ื”ืึธืกื˜ื™ื ื’ ืคึฟืึทืจ ื–ื™ื™ื˜ืœืขืš ืžื™ื˜ DDoS ืฉื•ืฅ, VPS VDS ืกืขืจื•ื•ืขืจืก ๐Ÿ”ฅ ืงื•ื™ืคื˜ ืคืึทืจืœืขืกืœืขื›ืข ื•ื•ืขื‘ื–ื™ื™ื˜ืœ ื”ืึธืกื˜ื™ื ื’ ืžื™ื˜ DDoS ืฉื•ืฅ, VPS VDS ืกืขืจื•ื•ืขืจืก | ProHoster