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keon/algorithms
algorithms/sort/bitonic_sort.py
bitonic_sort
def bitonic_sort(arr, reverse=False): """ bitonic sort is sorting algorithm to use multiple process, but this code not containing parallel process It can sort only array that sizes power of 2 It can sort array in both increasing order and decreasing order by giving argument true(increasing) and false(decreasing) Worst-case in parallel: O(log(n)^2) Worst-case in non-parallel: O(nlog(n)^2) reference: https://en.wikipedia.org/wiki/Bitonic_sorter """ def compare(arr, reverse): n = len(arr)//2 for i in range(n): if reverse != (arr[i] > arr[i+n]): arr[i], arr[i+n] = arr[i+n], arr[i] return arr def bitonic_merge(arr, reverse): n = len(arr) if n <= 1: return arr arr = compare(arr, reverse) left = bitonic_merge(arr[:n // 2], reverse) right = bitonic_merge(arr[n // 2:], reverse) return left + right #end of function(compare and bitionic_merge) definition n = len(arr) if n <= 1: return arr # checks if n is power of two if not (n and (not(n & (n - 1))) ): raise ValueError("the size of input should be power of two") left = bitonic_sort(arr[:n // 2], True) right = bitonic_sort(arr[n // 2:], False) arr = bitonic_merge(left + right, reverse) return arr
python
def bitonic_sort(arr, reverse=False): """ bitonic sort is sorting algorithm to use multiple process, but this code not containing parallel process It can sort only array that sizes power of 2 It can sort array in both increasing order and decreasing order by giving argument true(increasing) and false(decreasing) Worst-case in parallel: O(log(n)^2) Worst-case in non-parallel: O(nlog(n)^2) reference: https://en.wikipedia.org/wiki/Bitonic_sorter """ def compare(arr, reverse): n = len(arr)//2 for i in range(n): if reverse != (arr[i] > arr[i+n]): arr[i], arr[i+n] = arr[i+n], arr[i] return arr def bitonic_merge(arr, reverse): n = len(arr) if n <= 1: return arr arr = compare(arr, reverse) left = bitonic_merge(arr[:n // 2], reverse) right = bitonic_merge(arr[n // 2:], reverse) return left + right #end of function(compare and bitionic_merge) definition n = len(arr) if n <= 1: return arr # checks if n is power of two if not (n and (not(n & (n - 1))) ): raise ValueError("the size of input should be power of two") left = bitonic_sort(arr[:n // 2], True) right = bitonic_sort(arr[n // 2:], False) arr = bitonic_merge(left + right, reverse) return arr
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bitonic sort is sorting algorithm to use multiple process, but this code not containing parallel process It can sort only array that sizes power of 2 It can sort array in both increasing order and decreasing order by giving argument true(increasing) and false(decreasing) Worst-case in parallel: O(log(n)^2) Worst-case in non-parallel: O(nlog(n)^2) reference: https://en.wikipedia.org/wiki/Bitonic_sorter
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/sort/bitonic_sort.py#L1-L43
train
bitonic sort is used to sort array by size of 2
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2097 - 2049) + '\x6f' + chr(0b11011 + 0o30) + chr(52) + chr(0b110000), 56899 - 56891), ehT0Px3KOsy9(chr(85 - 37) + chr(111) + chr(644 - 591), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(0b110010) + chr(655 - 607) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(54) + '\062', 43247 - 43239), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110101) + '\x33', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(1925 - 1872) + chr(0b10000 + 0o45), 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1011101 + 0o22) + chr(53) + '\063', 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110 + 0o53) + chr(2219 - 2171), 33031 - 33023), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(111) + chr(0b110001) + chr(1602 - 1549) + '\x37', 31373 - 31365), ehT0Px3KOsy9(chr(1654 - 1606) + chr(111) + '\x33' + chr(0b10100 + 0o34) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + '\064' + chr(2169 - 2115), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + '\x33' + '\062' + '\x30', 32521 - 32513), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + '\062' + chr(55) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + '\061' + chr(53) + chr(0b1111 + 0o44), 19597 - 19589), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1139 - 1088) + chr(0b110101) + chr(0b11101 + 0o31), 0b1000), ehT0Px3KOsy9(chr(939 - 891) + chr(9659 - 9548) + chr(2251 - 2200) + chr(55) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + '\x33' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(1412 - 1357) + chr(383 - 332), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(48) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + chr(2022 - 1972) + '\x37' + '\x36', 62507 - 62499), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(7263 - 7152) + chr(54) + chr(0b1001 + 0o56), 53923 - 53915), ehT0Px3KOsy9(chr(2161 - 2113) + chr(0b1000100 + 0o53) + chr(51) + chr(0b10101 + 0o41) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31' + chr(54) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(586 - 533) + chr(0b110101), 8), ehT0Px3KOsy9(chr(1560 - 1512) + chr(11189 - 11078) + '\062' + chr(0b10001 + 0o41) + chr(0b110100 + 0o3), 35397 - 35389), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\157' + chr(2094 - 2041), 8), ehT0Px3KOsy9('\060' + '\157' + chr(51) + '\064' + chr(0b11110 + 0o27), 5603 - 5595), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101100 + 0o7) + '\065' + chr(0b101000 + 0o17), 45763 - 45755), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(55) + chr(0b101101 + 0o4), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + '\066' + '\x36', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10001 + 0o42) + chr(0b110000 + 0o3) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + '\x32' + '\x32' + chr(1426 - 1376), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1100 + 0o46) + chr(0b0 + 0o64), 36258 - 36250), ehT0Px3KOsy9('\060' + chr(0b11100 + 0o123) + chr(50) + '\064' + '\x31', 19210 - 19202), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b110001) + '\x35', 2167 - 2159), ehT0Px3KOsy9(chr(974 - 926) + '\x6f' + '\061' + '\065' + chr(0b110100 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + chr(49) + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(320 - 269) + '\062' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10 + 0o155) + chr(1519 - 1468) + chr(0b110001) + '\063', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110101) + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xce'), chr(100) + chr(101) + chr(0b1100011) + chr(0b110110 + 0o71) + chr(0b1100100) + chr(229 - 128))(chr(0b1110101) + chr(116) + chr(1795 - 1693) + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def EIRbltsSoaW9(ZxkNvNvuRNy5, jPHyoIWAxyI_=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\060', 0b1000)): def gaqFBdGk3JRv(ZxkNvNvuRNy5, jPHyoIWAxyI_): m1NkCryOw9Bx = c2A0yzQpDQB3(ZxkNvNvuRNy5) // ehT0Px3KOsy9(chr(2048 - 2000) + '\157' + chr(0b11110 + 0o24), 0o10) for WVxHKyX45z_L in vQr8gNKaIaWE(m1NkCryOw9Bx): if jPHyoIWAxyI_ != (ZxkNvNvuRNy5[WVxHKyX45z_L] > ZxkNvNvuRNy5[WVxHKyX45z_L + m1NkCryOw9Bx]): (ZxkNvNvuRNy5[WVxHKyX45z_L], ZxkNvNvuRNy5[WVxHKyX45z_L + m1NkCryOw9Bx]) = (ZxkNvNvuRNy5[WVxHKyX45z_L + m1NkCryOw9Bx], ZxkNvNvuRNy5[WVxHKyX45z_L]) return ZxkNvNvuRNy5 def dgacbxhQ1aaV(ZxkNvNvuRNy5, jPHyoIWAxyI_): m1NkCryOw9Bx = c2A0yzQpDQB3(ZxkNvNvuRNy5) if m1NkCryOw9Bx <= ehT0Px3KOsy9(chr(167 - 119) + '\x6f' + chr(0b1101 + 0o44), 0b1000): return ZxkNvNvuRNy5 ZxkNvNvuRNy5 = gaqFBdGk3JRv(ZxkNvNvuRNy5, jPHyoIWAxyI_) mtX6HPOlWiYu = dgacbxhQ1aaV(ZxkNvNvuRNy5[:m1NkCryOw9Bx // ehT0Px3KOsy9(chr(0b110000) + chr(6915 - 6804) + chr(0b101010 + 0o10), 8)], jPHyoIWAxyI_) isOYmsUx1jxa = dgacbxhQ1aaV(ZxkNvNvuRNy5[m1NkCryOw9Bx // ehT0Px3KOsy9(chr(2235 - 2187) + chr(0b1100001 + 0o16) + '\062', 8):], jPHyoIWAxyI_) return mtX6HPOlWiYu + isOYmsUx1jxa m1NkCryOw9Bx = c2A0yzQpDQB3(ZxkNvNvuRNy5) if m1NkCryOw9Bx <= ehT0Px3KOsy9('\060' + chr(111) + '\061', 8): return ZxkNvNvuRNy5 if not (m1NkCryOw9Bx and (not m1NkCryOw9Bx & m1NkCryOw9Bx - ehT0Px3KOsy9(chr(0b110000) + chr(1901 - 1790) + chr(49), 8))): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\x94m\xe2\xd2X\x84QmO\xaf\xc0\xf0\xd4\x05\x9e\x8a-\xdb\xf5\xd6X\x85\x1f\x89\xb7g\x80\xcf\xc9\x99\xae\xf7f\x81\xa2\x0b\xa9r\xa5\xa4'), chr(0b1001110 + 0o26) + '\x65' + chr(0b1100011) + chr(111) + chr(923 - 823) + '\145')('\x75' + chr(0b1110100) + chr(102) + chr(45) + '\070')) mtX6HPOlWiYu = EIRbltsSoaW9(ZxkNvNvuRNy5[:m1NkCryOw9Bx // ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1111 + 0o43), 8)], ehT0Px3KOsy9(chr(48) + chr(111) + '\061', 8)) isOYmsUx1jxa = EIRbltsSoaW9(ZxkNvNvuRNy5[m1NkCryOw9Bx // ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(1597 - 1486) + chr(543 - 493), 8):], ehT0Px3KOsy9(chr(48) + '\157' + '\x30', 8)) ZxkNvNvuRNy5 = dgacbxhQ1aaV(mtX6HPOlWiYu + isOYmsUx1jxa, jPHyoIWAxyI_) return ZxkNvNvuRNy5
keon/algorithms
algorithms/graph/satisfiability.py
scc
def scc(graph): ''' Computes the strongly connected components of a graph ''' order = [] vis = {vertex: False for vertex in graph} graph_transposed = {vertex: [] for vertex in graph} for (v, neighbours) in graph.iteritems(): for u in neighbours: add_edge(graph_transposed, u, v) for v in graph: if not vis[v]: dfs_transposed(v, graph_transposed, order, vis) vis = {vertex: False for vertex in graph} vertex_scc = {} current_comp = 0 for v in reversed(order): if not vis[v]: # Each dfs will visit exactly one component dfs(v, current_comp, vertex_scc, graph, vis) current_comp += 1 return vertex_scc
python
def scc(graph): ''' Computes the strongly connected components of a graph ''' order = [] vis = {vertex: False for vertex in graph} graph_transposed = {vertex: [] for vertex in graph} for (v, neighbours) in graph.iteritems(): for u in neighbours: add_edge(graph_transposed, u, v) for v in graph: if not vis[v]: dfs_transposed(v, graph_transposed, order, vis) vis = {vertex: False for vertex in graph} vertex_scc = {} current_comp = 0 for v in reversed(order): if not vis[v]: # Each dfs will visit exactly one component dfs(v, current_comp, vertex_scc, graph, vis) current_comp += 1 return vertex_scc
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Computes the strongly connected components of a graph
[ "Computes", "the", "strongly", "connected", "components", "of", "a", "graph" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/graph/satisfiability.py#L49-L74
train
Computes strongly connected components of a graph
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\060' + chr(0b110011), 56976 - 56968), ehT0Px3KOsy9(chr(358 - 310) + chr(0b1101111) + chr(0b100100 + 0o15) + chr(0b110101) + chr(0b11110 + 0o26), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000011 + 0o54) + chr(0b11000 + 0o31) + chr(0b10111 + 0o37) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\x31' + '\061', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(0b1100 + 0o53) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b100010 + 0o115) + chr(2332 - 2283) + chr(0b110110) + chr(53), 63327 - 63319), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\157' + chr(0b11010 + 0o30) + chr(2713 - 2660) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + chr(0b100000 + 0o21) + '\063' + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(1408 - 1297) + chr(49) + '\x32' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(1932 - 1879) + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100100 + 0o21), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(0b11101 + 0o25) + '\x35', 0o10), ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + chr(51) + chr(0b110001) + chr(0b11110 + 0o23), 28104 - 28096), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10111 + 0o32) + chr(0b110011) + chr(919 - 868), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + chr(54) + chr(0b100001 + 0o26), 7730 - 7722), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + '\063' + '\066', 39471 - 39463), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b101110 + 0o3), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1100 + 0o50) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010000 + 0o37) + '\x33' + '\062' + chr(51), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(48) + chr(0b10111 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + '\061' + chr(1632 - 1583) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(1502 - 1454) + chr(111) + '\066' + chr(0b101111 + 0o10), 0b1000), ehT0Px3KOsy9(chr(2099 - 2051) + chr(0b1101111) + '\062' + chr(1907 - 1857) + chr(0b110101 + 0o1), 61911 - 61903), ehT0Px3KOsy9('\x30' + chr(111) + chr(867 - 815) + chr(1562 - 1509), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + '\x37' + '\064', 2710 - 2702), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\x6f' + chr(0b110010) + '\061' + chr(1972 - 1917), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(7263 - 7152) + chr(0b11 + 0o57) + '\063' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(2478 - 2426) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(358 - 309) + chr(0b1101 + 0o47) + '\x33', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101000 + 0o12) + chr(52) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001111 + 0o40) + chr(51) + chr(0b100110 + 0o21) + chr(142 - 88), 64243 - 64235), ehT0Px3KOsy9(chr(210 - 162) + '\157' + chr(0b110010) + '\063', 32368 - 32360), ehT0Px3KOsy9('\060' + '\157' + chr(486 - 436) + chr(0b101000 + 0o14), ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(0b110010 + 0o75) + '\063' + chr(53) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110110) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(1700 - 1652) + chr(111) + chr(51) + chr(0b100011 + 0o24) + chr(0b110101), 14485 - 14477), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(49) + chr(0b100011 + 0o24), 6445 - 6437), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101111 + 0o4) + chr(1602 - 1551) + chr(0b101001 + 0o10), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(613 - 565) + '\x6f' + '\x35' + chr(0b110000), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xed'), '\144' + chr(9992 - 9891) + chr(8297 - 8198) + chr(0b1101111) + chr(100) + '\145')('\x75' + chr(0b100100 + 0o120) + '\x66' + chr(1879 - 1834) + chr(0b110 + 0o62)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def qELip0KAgalr(H9yw8tZKkKME): hO2LnONV9lny = [] iTKx7oSVJGd6 = {CNW4RmckVAZZ: ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(48), 0b1000) for CNW4RmckVAZZ in H9yw8tZKkKME} j_b9EdzdnwS_ = {CNW4RmckVAZZ: [] for CNW4RmckVAZZ in H9yw8tZKkKME} for (cMbll0QYhULo, xaxzfWTgawz4) in xafqLlk3kkUe(H9yw8tZKkKME, xafqLlk3kkUe(SXOLrMavuUCe(b'\xaa\x18\x12\xfblL\x10\xc1,'), chr(0b101110 + 0o66) + chr(0b111110 + 0o47) + chr(0b1100011) + chr(7750 - 7639) + chr(100) + chr(6138 - 6037))(chr(3037 - 2920) + chr(116) + chr(0b101101 + 0o71) + chr(45) + '\070'))(): for SkdK71rGR8E7 in xaxzfWTgawz4: UhjpM9yGdv3H(j_b9EdzdnwS_, SkdK71rGR8E7, cMbll0QYhULo) for cMbll0QYhULo in H9yw8tZKkKME: if not iTKx7oSVJGd6[cMbll0QYhULo]: RBsKvS73NsXe(cMbll0QYhULo, j_b9EdzdnwS_, hO2LnONV9lny, iTKx7oSVJGd6) iTKx7oSVJGd6 = {CNW4RmckVAZZ: ehT0Px3KOsy9(chr(48) + chr(5979 - 5868) + chr(0b110000), 8) for CNW4RmckVAZZ in H9yw8tZKkKME} eW8jv1xhbSgJ = {} TNcdqLANhtMi = ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1010110 + 0o31) + '\060', 8) for cMbll0QYhULo in RFiwrCZH9Ie6(hO2LnONV9lny): if not iTKx7oSVJGd6[cMbll0QYhULo]: BGGbIqK43CaL(cMbll0QYhULo, TNcdqLANhtMi, eW8jv1xhbSgJ, H9yw8tZKkKME, iTKx7oSVJGd6) TNcdqLANhtMi += ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001), 7600 - 7592) return eW8jv1xhbSgJ
keon/algorithms
algorithms/graph/satisfiability.py
build_graph
def build_graph(formula): ''' Builds the implication graph from the formula ''' graph = {} for clause in formula: for (lit, _) in clause: for neg in [False, True]: graph[(lit, neg)] = [] for ((a_lit, a_neg), (b_lit, b_neg)) in formula: add_edge(graph, (a_lit, a_neg), (b_lit, not b_neg)) add_edge(graph, (b_lit, b_neg), (a_lit, not a_neg)) return graph
python
def build_graph(formula): ''' Builds the implication graph from the formula ''' graph = {} for clause in formula: for (lit, _) in clause: for neg in [False, True]: graph[(lit, neg)] = [] for ((a_lit, a_neg), (b_lit, b_neg)) in formula: add_edge(graph, (a_lit, a_neg), (b_lit, not b_neg)) add_edge(graph, (b_lit, b_neg), (a_lit, not a_neg)) return graph
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Builds the implication graph from the formula
[ "Builds", "the", "implication", "graph", "from", "the", "formula" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/graph/satisfiability.py#L77-L90
train
Builds the implication graph from the formula
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1588 - 1540) + '\x6f' + chr(157 - 108) + '\061' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(0b110100) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(6651 - 6540) + chr(328 - 279) + chr(52) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(55) + chr(2260 - 2205), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1723 - 1674) + '\x35' + chr(0b110010), 0o10), ehT0Px3KOsy9('\060' + chr(0b10101 + 0o132) + chr(0b110001) + chr(0b110011) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(11552 - 11441) + '\x37' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(53 - 4) + chr(0b0 + 0o65) + '\063', 43422 - 43414), ehT0Px3KOsy9('\x30' + chr(0b1001001 + 0o46) + chr(50) + chr(0b100010 + 0o21) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b110101) + chr(49), 0b1000), ehT0Px3KOsy9(chr(326 - 278) + chr(111) + '\x36' + '\062', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b110010) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1100 + 0o143) + '\063' + chr(0b110100) + '\064', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\064' + chr(52), 0b1000), ehT0Px3KOsy9(chr(1183 - 1135) + chr(111) + chr(0b11101 + 0o26) + chr(48) + chr(403 - 352), 27474 - 27466), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(0b110001) + chr(0b1110 + 0o42), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100100 + 0o113) + chr(0b1101 + 0o44) + chr(53) + chr(2629 - 2576), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(0b110010) + '\062' + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(99 - 50) + '\x34' + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(11943 - 11832) + '\x31' + '\x36' + chr(465 - 416), 59665 - 59657), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + chr(0b110010) + '\x30' + chr(0b100010 + 0o21), 45995 - 45987), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + '\063' + chr(54) + '\x35', 39430 - 39422), ehT0Px3KOsy9(chr(2186 - 2138) + chr(0b1101111) + chr(0b110111) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101111) + chr(0b110011) + '\067' + '\066', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(105 - 55) + '\064' + '\066', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\064', 52569 - 52561), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\x32' + '\x31', 0o10), ehT0Px3KOsy9('\060' + chr(1313 - 1202) + '\x33' + '\x32' + chr(1934 - 1882), 36811 - 36803), ehT0Px3KOsy9(chr(48) + chr(4171 - 4060) + chr(0b100101 + 0o16) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10100 + 0o37) + chr(0b100001 + 0o26) + chr(224 - 175), 8249 - 8241), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(49) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(639 - 591) + chr(7163 - 7052) + chr(0b110010) + '\x36' + chr(0b11000 + 0o30), 0o10), ehT0Px3KOsy9(chr(1444 - 1396) + '\157' + chr(0b110101) + '\x37', 36227 - 36219), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + chr(103 - 52) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\x31' + chr(49), 0o10), ehT0Px3KOsy9(chr(754 - 706) + chr(111) + chr(49) + '\x33' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + '\062', 8207 - 8199), ehT0Px3KOsy9(chr(1638 - 1590) + chr(0b1101111) + chr(659 - 608) + '\062' + chr(54), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + '\061' + '\064', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(3757 - 3646) + '\x35' + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'`'), '\144' + '\x65' + chr(0b1011010 + 0o11) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + chr(12582 - 12466) + chr(5321 - 5219) + chr(0b101101) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Q0MFGRcpSiu4(Ny22t52xIirf): H9yw8tZKkKME = {} for PhqZ4WeXPvQt in Ny22t52xIirf: for (UznbFpTgVwEu, VNGQdHSFPrso) in PhqZ4WeXPvQt: for F2NqWsAes3EH in [ehT0Px3KOsy9(chr(1393 - 1345) + chr(1392 - 1281) + '\x30', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10010 + 0o37), ord("\x08"))]: H9yw8tZKkKME[UznbFpTgVwEu, F2NqWsAes3EH] = [] for ((EYi582xWyNSq, aW7jomGfq8Qq), (hZ0YUeqZa_a3, tkiHwHroMXvI)) in Ny22t52xIirf: UhjpM9yGdv3H(H9yw8tZKkKME, (EYi582xWyNSq, aW7jomGfq8Qq), (hZ0YUeqZa_a3, not tkiHwHroMXvI)) UhjpM9yGdv3H(H9yw8tZKkKME, (hZ0YUeqZa_a3, tkiHwHroMXvI), (EYi582xWyNSq, not aW7jomGfq8Qq)) return H9yw8tZKkKME
keon/algorithms
algorithms/backtrack/array_sum_combinations.py
unique_array_sum_combinations
def unique_array_sum_combinations(A, B, C, target): """ 1. Sort all the arrays - a,b,c. - This improves average time complexity. 2. If c[i] < Sum, then look for Sum - c[i] in array a and b. When pair found, insert c[i], a[j] & b[k] into the result list. This can be done in O(n). 3. Keep on doing the above procedure while going through complete c array. Complexity: O(n(m+p)) """ def check_sum(n, *nums): if sum(x for x in nums) == n: return (True, nums) else: return (False, nums) pro = itertools.product(A, B, C) func = partial(check_sum, target) sums = list(itertools.starmap(func, pro)) res = set() for s in sums: if s[0] is True and s[1] not in res: res.add(s[1]) return list(res)
python
def unique_array_sum_combinations(A, B, C, target): """ 1. Sort all the arrays - a,b,c. - This improves average time complexity. 2. If c[i] < Sum, then look for Sum - c[i] in array a and b. When pair found, insert c[i], a[j] & b[k] into the result list. This can be done in O(n). 3. Keep on doing the above procedure while going through complete c array. Complexity: O(n(m+p)) """ def check_sum(n, *nums): if sum(x for x in nums) == n: return (True, nums) else: return (False, nums) pro = itertools.product(A, B, C) func = partial(check_sum, target) sums = list(itertools.starmap(func, pro)) res = set() for s in sums: if s[0] is True and s[1] not in res: res.add(s[1]) return list(res)
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1. Sort all the arrays - a,b,c. - This improves average time complexity. 2. If c[i] < Sum, then look for Sum - c[i] in array a and b. When pair found, insert c[i], a[j] & b[k] into the result list. This can be done in O(n). 3. Keep on doing the above procedure while going through complete c array. Complexity: O(n(m+p))
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/backtrack/array_sum_combinations.py#L59-L84
train
Return a list of unique array sum combinations.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(11228 - 11117) + chr(0b100 + 0o56) + '\066' + chr(1538 - 1488), 0o10), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + chr(0b1111 + 0o42) + chr(1139 - 1086) + chr(838 - 783), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(0b110 + 0o55) + chr(54), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11010 + 0o34) + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(9967 - 9856) + '\x30', 0o10), ehT0Px3KOsy9(chr(1927 - 1879) + '\x6f' + '\061' + chr(0b101011 + 0o13), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(1480 - 1428) + chr(1372 - 1322), 11002 - 10994), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1100 + 0o52) + chr(0b11111 + 0o30), 44947 - 44939), ehT0Px3KOsy9(chr(48) + chr(11695 - 11584) + '\062' + chr(1366 - 1314) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(0b1101111) + chr(0b101111 + 0o7) + chr(0b110101), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(52) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(50) + chr(1635 - 1580) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101001 + 0o11) + chr(0b110111) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(55) + chr(0b11000 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(54) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + '\062' + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1101 + 0o44) + chr(0b110011) + chr(0b10111 + 0o32), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(781 - 732) + chr(54) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(4940 - 4829) + chr(1106 - 1056) + '\x35', 53130 - 53122), ehT0Px3KOsy9('\x30' + chr(6607 - 6496) + '\x31' + '\065' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1101111) + chr(1332 - 1282) + '\x37' + chr(1771 - 1721), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1101 + 0o44) + chr(2692 - 2640) + chr(2021 - 1972), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(835 - 782) + '\065', 0o10), ehT0Px3KOsy9('\060' + chr(0b110000 + 0o77) + chr(0b110010) + chr(0b11100 + 0o26) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(979 - 931) + '\x6f' + '\062' + chr(52) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b10 + 0o155) + '\x32' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(2003 - 1951) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(984 - 873) + chr(204 - 155) + '\x32' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(50) + '\x33' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010011 + 0o34) + '\067' + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(55) + chr(0b11000 + 0o31), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(12090 - 11979) + '\x32' + '\x30', 6632 - 6624), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1001101 + 0o42) + chr(1853 - 1802) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9694 - 9583) + chr(0b110011) + chr(321 - 271), 17256 - 17248), ehT0Px3KOsy9(chr(1197 - 1149) + '\157' + chr(1788 - 1737) + '\x34' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(52) + chr(51), 0b1000), ehT0Px3KOsy9(chr(1008 - 960) + chr(0b1101111) + chr(0b110010) + chr(0b101111 + 0o1), 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b10100 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(1274 - 1226) + chr(0b1101111) + chr(0b100011 + 0o20) + '\x37' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(0b110111) + chr(1546 - 1493), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b111 + 0o56) + '\060', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c'), chr(100) + '\x65' + chr(99) + chr(2708 - 2597) + '\144' + chr(0b1100101))('\x75' + chr(4218 - 4102) + '\x66' + chr(1729 - 1684) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ELApQvGIYIgy(cBPpZOWkAViC, svfRBGgiDhUk, GjrcPZV7TjBn, GR1581dR5rDS): def F5jnyMbD1OOw(m1NkCryOw9Bx, *uHU1bo3VtG7b): if xkxBmo49x2An((OeWW0F1dBPRQ for OeWW0F1dBPRQ in uHU1bo3VtG7b)) == m1NkCryOw9Bx: return (ehT0Px3KOsy9(chr(48) + chr(0b11001 + 0o126) + chr(0b110001), 8), uHU1bo3VtG7b) else: return (ehT0Px3KOsy9(chr(0b110000) + chr(0b110001 + 0o76) + '\x30', 8), uHU1bo3VtG7b) VZZKjM2Odkwp = nLSuLqmR6kNP.uIRUM5ZtFNrn(cBPpZOWkAViC, svfRBGgiDhUk, GjrcPZV7TjBn) EzOtJ3kbK5x4 = q_kvx1iNIzrz(F5jnyMbD1OOw, GR1581dR5rDS) orP_c3KUCToK = YyaZ4tpXu4lf(nLSuLqmR6kNP.starmap(EzOtJ3kbK5x4, VZZKjM2Odkwp)) MsbwfslwLjRO = MVEN8G6CxlvR() for vGrByMSYMp9h in orP_c3KUCToK: if vGrByMSYMp9h[ehT0Px3KOsy9(chr(48) + '\157' + chr(0b111 + 0o51), 8)] is ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1100 + 0o45), 8) and vGrByMSYMp9h[ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(111) + '\x31', 8)] not in MsbwfslwLjRO: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd3\x0b\xfa'), '\x64' + chr(6257 - 6156) + '\x63' + chr(0b10110 + 0o131) + chr(6728 - 6628) + chr(3456 - 3355))(chr(0b1110101) + chr(0b1110100) + chr(0b11000 + 0o116) + chr(1788 - 1743) + '\070'))(vGrByMSYMp9h[ehT0Px3KOsy9('\x30' + chr(4960 - 4849) + '\061', 8)]) return YyaZ4tpXu4lf(MsbwfslwLjRO)
keon/algorithms
algorithms/tree/bst/is_bst.py
is_bst
def is_bst(root): """ :type root: TreeNode :rtype: bool """ stack = [] pre = None while root or stack: while root: stack.append(root) root = root.left root = stack.pop() if pre and root.val <= pre.val: return False pre = root root = root.right return True
python
def is_bst(root): """ :type root: TreeNode :rtype: bool """ stack = [] pre = None while root or stack: while root: stack.append(root) root = root.left root = stack.pop() if pre and root.val <= pre.val: return False pre = root root = root.right return True
[ "def", "is_bst", "(", "root", ")", ":", "stack", "=", "[", "]", "pre", "=", "None", "while", "root", "or", "stack", ":", "while", "root", ":", "stack", ".", "append", "(", "root", ")", "root", "=", "root", ".", "left", "root", "=", "stack", ".", "pop", "(", ")", "if", "pre", "and", "root", ".", "val", "<=", "pre", ".", "val", ":", "return", "False", "pre", "=", "root", "root", "=", "root", ".", "right", "return", "True" ]
:type root: TreeNode :rtype: bool
[ ":", "type", "root", ":", "TreeNode", ":", "rtype", ":", "bool" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/tree/bst/is_bst.py#L23-L42
train
Returns True if the tree is a BST.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1619 - 1571) + chr(111) + chr(0b110011) + chr(0b11 + 0o60) + chr(1059 - 1011), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + '\x37' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(6888 - 6777) + chr(0b110001) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + chr(0b10111 + 0o130) + '\x31' + '\x36' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\157' + chr(1252 - 1201) + '\064' + chr(0b11111 + 0o24), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1334 - 1283) + chr(0b101000 + 0o16) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(1466 - 1355) + chr(1549 - 1500) + '\067' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1804 - 1756) + '\x6f' + chr(0b100011 + 0o20) + '\x33' + chr(0b1110 + 0o46), 0o10), ehT0Px3KOsy9(chr(2007 - 1959) + chr(9927 - 9816) + chr(1178 - 1127) + chr(0b1 + 0o61) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + chr(1862 - 1809) + chr(79 - 26), 41137 - 41129), ehT0Px3KOsy9('\x30' + '\157' + '\062' + '\064' + '\x33', 12751 - 12743), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + '\064' + '\x37', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(48) + chr(0b111 + 0o54), ord("\x08")), ehT0Px3KOsy9(chr(511 - 463) + chr(4910 - 4799) + chr(0b110000 + 0o2) + '\x35' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + chr(0b10100 + 0o41) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + '\x30' + '\066', 49467 - 49459), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000011 + 0o54) + '\061' + chr(412 - 359) + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(334 - 223) + '\062' + '\x32' + '\x37', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\x37' + chr(0b100010 + 0o24), 0b1000), ehT0Px3KOsy9(chr(915 - 867) + chr(4332 - 4221) + chr(50) + chr(0b110011) + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11011 + 0o30) + chr(0b100101 + 0o16) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(52) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8341 - 8230) + '\067' + '\064', 0o10), ehT0Px3KOsy9(chr(936 - 888) + chr(111) + chr(0b110011) + chr(296 - 241) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1010 + 0o145) + chr(1711 - 1661) + chr(2085 - 2035) + '\x32', 0b1000), ehT0Px3KOsy9(chr(1599 - 1551) + chr(0b111100 + 0o63) + '\062' + '\x35' + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(5606 - 5495) + chr(0b110110) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b10000 + 0o137) + '\061' + chr(255 - 200) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + '\x31' + chr(0b100000 + 0o26) + '\064', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(1569 - 1519), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111 + 0o150) + '\062' + chr(0b100010 + 0o22) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + chr(55) + chr(0b1010 + 0o46), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(0b100000 + 0o25) + chr(615 - 567), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + '\x31' + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(2710 - 2657) + chr(0b100101 + 0o14), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11011 + 0o26) + chr(0b110000 + 0o6) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(529 - 480) + chr(0b110011) + chr(0b0 + 0o61), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100001 + 0o22) + chr(0b11110 + 0o27) + '\x31', 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110 + 0o53) + '\x30' + '\067', 34141 - 34133)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110101) + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf6'), chr(0b100 + 0o140) + '\145' + chr(99) + '\157' + chr(0b110000 + 0o64) + '\x65')(chr(117) + '\x74' + chr(102) + chr(0b1 + 0o54) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ObhqwDjN9kL9(FiL2Xt3u2AMN): rFoCQMjVYqWa = [] R10qpuKN2Xpr = None while FiL2Xt3u2AMN or rFoCQMjVYqWa: while FiL2Xt3u2AMN: xafqLlk3kkUe(rFoCQMjVYqWa, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb9\xc9\x7f\x16\x8d\x97'), chr(0b1001 + 0o133) + chr(7041 - 6940) + chr(0b1100011) + chr(0b100011 + 0o114) + '\144' + chr(0b111011 + 0o52))(chr(10177 - 10060) + chr(116) + '\x66' + chr(45) + chr(0b1 + 0o67)))(FiL2Xt3u2AMN) FiL2Xt3u2AMN = FiL2Xt3u2AMN.mtX6HPOlWiYu FiL2Xt3u2AMN = rFoCQMjVYqWa.pop() if R10qpuKN2Xpr and xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8\xe8w;\xd1\xb7!\xb7\xe9\x1e\xfb\xf6'), chr(1485 - 1385) + chr(101) + chr(0b11000 + 0o113) + chr(0b101011 + 0o104) + '\x64' + '\145')(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(45) + chr(56))) <= xafqLlk3kkUe(R10qpuKN2Xpr, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8\xe8w;\xd1\xb7!\xb7\xe9\x1e\xfb\xf6'), chr(0b1100100) + '\x65' + chr(99) + chr(0b1101111) + chr(100) + chr(0b1100101))('\x75' + '\164' + chr(0b1011000 + 0o16) + '\055' + chr(56))): return ehT0Px3KOsy9(chr(1439 - 1391) + '\157' + chr(48), 0o10) R10qpuKN2Xpr = FiL2Xt3u2AMN FiL2Xt3u2AMN = FiL2Xt3u2AMN.isOYmsUx1jxa return ehT0Px3KOsy9('\060' + chr(111) + chr(0b10100 + 0o35), 7214 - 7206)
keon/algorithms
algorithms/tree/is_balanced.py
__get_depth
def __get_depth(root): """ return 0 if unbalanced else depth + 1 """ if root is None: return 0 left = __get_depth(root.left) right = __get_depth(root.right) if abs(left-right) > 1 or -1 in [left, right]: return -1 return 1 + max(left, right)
python
def __get_depth(root): """ return 0 if unbalanced else depth + 1 """ if root is None: return 0 left = __get_depth(root.left) right = __get_depth(root.right) if abs(left-right) > 1 or -1 in [left, right]: return -1 return 1 + max(left, right)
[ "def", "__get_depth", "(", "root", ")", ":", "if", "root", "is", "None", ":", "return", "0", "left", "=", "__get_depth", "(", "root", ".", "left", ")", "right", "=", "__get_depth", "(", "root", ".", "right", ")", "if", "abs", "(", "left", "-", "right", ")", ">", "1", "or", "-", "1", "in", "[", "left", ",", "right", "]", ":", "return", "-", "1", "return", "1", "+", "max", "(", "left", ",", "right", ")" ]
return 0 if unbalanced else depth + 1
[ "return", "0", "if", "unbalanced", "else", "depth", "+", "1" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/tree/is_balanced.py#L12-L22
train
Get the depth of the root node.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b100000 + 0o24) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + chr(2281 - 2227) + chr(0b110 + 0o57), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + '\x37' + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + '\066' + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + chr(51) + chr(0b110011) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(888 - 777) + chr(0b1111 + 0o43) + chr(0b10 + 0o56) + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001 + 0o1) + chr(0b1000 + 0o54) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(48) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(0b100011 + 0o114) + '\062' + chr(0b110101) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(2141 - 2093) + chr(0b1101111) + '\063' + '\065' + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(0b10111 + 0o32) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(52) + chr(0b110101), 46774 - 46766), ehT0Px3KOsy9('\060' + chr(2672 - 2561) + '\x32' + chr(50) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(657 - 609) + chr(111) + '\x32' + chr(0b110110) + chr(48), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101 + 0o142) + chr(50) + '\061' + chr(51), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(0b110100 + 0o3) + chr(0b10010 + 0o37), ord("\x08")), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(0b1101111) + chr(0b110101 + 0o1) + chr(0b110011), 37305 - 37297), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11101 + 0o26) + chr(0b110010) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + chr(0b1110 + 0o44) + chr(50) + chr(158 - 104), 0b1000), ehT0Px3KOsy9('\060' + chr(7784 - 7673) + chr(0b101 + 0o61) + chr(0b1100 + 0o46), 46437 - 46429), ehT0Px3KOsy9(chr(1699 - 1651) + chr(111) + chr(49) + chr(0b110010) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b11 + 0o60) + chr(0b11011 + 0o33) + chr(0b1011 + 0o51), 0b1000), ehT0Px3KOsy9('\x30' + chr(5873 - 5762) + chr(0b111 + 0o52) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(10389 - 10278) + chr(0b110011) + chr(894 - 842) + chr(1284 - 1230), 29653 - 29645), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111 + 0o0) + chr(0b101110 + 0o4) + '\066' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(0b100110 + 0o17) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(1582 - 1534) + chr(951 - 840) + chr(0b110011) + chr(0b110011), 30947 - 30939), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(5708 - 5597) + chr(54) + chr(0b111 + 0o52), ord("\x08")), ehT0Px3KOsy9(chr(2065 - 2017) + chr(6974 - 6863) + chr(0b110 + 0o54) + '\x36', 42004 - 41996), ehT0Px3KOsy9(chr(48) + chr(0b1101010 + 0o5) + chr(50) + '\x34' + '\x34', 8), ehT0Px3KOsy9(chr(48) + chr(7015 - 6904) + chr(0b100101 + 0o15) + '\x32' + chr(0b10101 + 0o36), 0o10), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + chr(302 - 253) + chr(0b110110) + '\x36', 22189 - 22181), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011100 + 0o23) + chr(0b10110 + 0o34) + '\067' + chr(0b110110 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(0b110010) + chr(49) + '\062', 24388 - 24380), ehT0Px3KOsy9(chr(578 - 530) + chr(8080 - 7969) + '\062' + '\x30' + '\061', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(53) + chr(54), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\062' + chr(0b1100 + 0o50) + '\x35', 8), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + chr(51) + chr(360 - 307) + chr(54), 8), ehT0Px3KOsy9(chr(0b110000) + chr(7419 - 7308) + chr(0b110011) + chr(53) + chr(49), 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(1697 - 1647) + chr(50) + '\060', 54164 - 54156)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2665 - 2612) + chr(0b100010 + 0o16), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x88'), chr(4875 - 4775) + '\x65' + chr(0b1100011) + chr(111) + '\144' + '\x65')('\x75' + chr(7689 - 7573) + chr(7467 - 7365) + '\055' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def tqrP9_QonSQe(FiL2Xt3u2AMN): if FiL2Xt3u2AMN is None: return ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b11110 + 0o121) + chr(0b10101 + 0o33), 0o10) mtX6HPOlWiYu = tqrP9_QonSQe(FiL2Xt3u2AMN.mtX6HPOlWiYu) isOYmsUx1jxa = tqrP9_QonSQe(FiL2Xt3u2AMN.isOYmsUx1jxa) if Lt3jp3Wjtj_1(mtX6HPOlWiYu - isOYmsUx1jxa) > ehT0Px3KOsy9(chr(48) + chr(111) + '\061', 23705 - 23697) or -ehT0Px3KOsy9('\x30' + chr(111) + chr(813 - 764), 8) in [mtX6HPOlWiYu, isOYmsUx1jxa]: return -ehT0Px3KOsy9(chr(48) + chr(7892 - 7781) + chr(0b110001), 8) return ehT0Px3KOsy9('\x30' + chr(111) + chr(49), 8) + tsdjvlgh9gDP(mtX6HPOlWiYu, isOYmsUx1jxa)
keon/algorithms
algorithms/linkedlist/copy_random_pointer.py
copy_random_pointer_v1
def copy_random_pointer_v1(head): """ :type head: RandomListNode :rtype: RandomListNode """ dic = dict() m = n = head while m: dic[m] = RandomListNode(m.label) m = m.next while n: dic[n].next = dic.get(n.next) dic[n].random = dic.get(n.random) n = n.next return dic.get(head)
python
def copy_random_pointer_v1(head): """ :type head: RandomListNode :rtype: RandomListNode """ dic = dict() m = n = head while m: dic[m] = RandomListNode(m.label) m = m.next while n: dic[n].next = dic.get(n.next) dic[n].random = dic.get(n.random) n = n.next return dic.get(head)
[ "def", "copy_random_pointer_v1", "(", "head", ")", ":", "dic", "=", "dict", "(", ")", "m", "=", "n", "=", "head", "while", "m", ":", "dic", "[", "m", "]", "=", "RandomListNode", "(", "m", ".", "label", ")", "m", "=", "m", ".", "next", "while", "n", ":", "dic", "[", "n", "]", ".", "next", "=", "dic", ".", "get", "(", "n", ".", "next", ")", "dic", "[", "n", "]", ".", "random", "=", "dic", ".", "get", "(", "n", ".", "random", ")", "n", "=", "n", ".", "next", "return", "dic", ".", "get", "(", "head", ")" ]
:type head: RandomListNode :rtype: RandomListNode
[ ":", "type", "head", ":", "RandomListNode", ":", "rtype", ":", "RandomListNode" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/linkedlist/copy_random_pointer.py#L17-L31
train
Copy the random pointer from head to headRandomListNode.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b111001 + 0o66) + '\x34' + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10110 + 0o33) + chr(1193 - 1144) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + '\062' + chr(54) + chr(705 - 651), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + chr(0b110100) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1492 - 1441) + chr(0b100110 + 0o12) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(1849 - 1801) + chr(0b101011 + 0o104) + chr(0b110010), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2086 - 2036) + chr(0b1100 + 0o46) + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(4251 - 4140) + chr(1751 - 1697) + chr(2448 - 2395), 0o10), ehT0Px3KOsy9(chr(1207 - 1159) + chr(0b1111 + 0o140) + chr(0b100011 + 0o17) + chr(53) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(1180 - 1132) + chr(111) + chr(643 - 590) + chr(1989 - 1934), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b100111 + 0o12) + chr(0b11001 + 0o31) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10100 + 0o35) + chr(51) + chr(51), 45107 - 45099), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1011 + 0o46) + chr(507 - 454) + chr(52), 41654 - 41646), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(55) + chr(273 - 224), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101101 + 0o6) + chr(790 - 736) + chr(935 - 882), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(10077 - 9966) + chr(0b10111 + 0o33) + '\x30' + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1100101 + 0o12) + '\061' + '\064' + '\x37', 0o10), ehT0Px3KOsy9(chr(2210 - 2162) + chr(111) + '\062' + chr(0b1101 + 0o43) + chr(1848 - 1800), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(0b110100) + chr(2147 - 2098), 39471 - 39463), ehT0Px3KOsy9(chr(1257 - 1209) + chr(0b1101111) + '\x31' + chr(54) + chr(55), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b100000 + 0o22) + chr(1460 - 1411), 8), ehT0Px3KOsy9(chr(478 - 430) + chr(111) + '\x33' + chr(49) + '\061', 57513 - 57505), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101011 + 0o10) + '\x32' + chr(660 - 605), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(0b110011) + chr(0b1 + 0o62), 55546 - 55538), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + '\x33' + chr(2467 - 2414) + chr(1613 - 1564), 0o10), ehT0Px3KOsy9(chr(1147 - 1099) + chr(0b100011 + 0o114) + '\061' + chr(53) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10001 + 0o41) + '\065' + chr(49), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(55) + chr(1937 - 1882), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1100 + 0o45) + chr(0b100000 + 0o26) + '\x37', 8), ehT0Px3KOsy9(chr(1348 - 1300) + chr(111) + chr(1509 - 1459) + chr(0b10010 + 0o40), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b10100 + 0o34) + '\x30', 0o10), ehT0Px3KOsy9(chr(584 - 536) + chr(111) + chr(51) + '\x35' + chr(0b1100 + 0o53), ord("\x08")), ehT0Px3KOsy9(chr(1513 - 1465) + chr(0b100100 + 0o113) + chr(1892 - 1843) + '\x33' + '\066', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + '\x31' + chr(48), 0o10), ehT0Px3KOsy9(chr(1136 - 1088) + chr(0b1101001 + 0o6) + chr(0b1010 + 0o50) + '\x34' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(51) + '\x33' + chr(54), 0o10), ehT0Px3KOsy9(chr(2163 - 2115) + chr(0b1101111) + '\065' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100 + 0o153) + '\x31' + chr(1967 - 1918) + '\x30', 47008 - 47000), ehT0Px3KOsy9('\x30' + chr(0b111110 + 0o61) + chr(0b11001 + 0o30) + chr(52), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\065' + chr(54), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\157' + chr(53) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\t'), chr(100) + '\x65' + '\143' + chr(0b1010 + 0o145) + chr(2070 - 1970) + '\x65')('\x75' + chr(4796 - 4680) + '\x66' + '\x2d' + chr(0b100010 + 0o26)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def k5VmxRGEgLgn(jTNf3myQ667Q): MXvrg1QoAydX = wLqBDw8l0eIm() r8ufID9JCHnI = m1NkCryOw9Bx = jTNf3myQ667Q while r8ufID9JCHnI: MXvrg1QoAydX[r8ufID9JCHnI] = vIqV4rJonSGx(r8ufID9JCHnI.label) r8ufID9JCHnI = r8ufID9JCHnI.nSwwHEeM4cxI while m1NkCryOw9Bx: MXvrg1QoAydX[m1NkCryOw9Bx].nSwwHEeM4cxI = MXvrg1QoAydX.get(m1NkCryOw9Bx.nSwwHEeM4cxI) MXvrg1QoAydX[m1NkCryOw9Bx].drxw09AdRdci = MXvrg1QoAydX.get(m1NkCryOw9Bx.drxw09AdRdci) m1NkCryOw9Bx = m1NkCryOw9Bx.nSwwHEeM4cxI return xafqLlk3kkUe(MXvrg1QoAydX, xafqLlk3kkUe(SXOLrMavuUCe(b'@.\xc2'), '\144' + '\x65' + chr(0b1100011) + '\157' + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(10524 - 10408) + chr(4396 - 4294) + chr(0b110 + 0o47) + chr(552 - 496)))(jTNf3myQ667Q)
keon/algorithms
algorithms/linkedlist/copy_random_pointer.py
copy_random_pointer_v2
def copy_random_pointer_v2(head): """ :type head: RandomListNode :rtype: RandomListNode """ copy = defaultdict(lambda: RandomListNode(0)) copy[None] = None node = head while node: copy[node].label = node.label copy[node].next = copy[node.next] copy[node].random = copy[node.random] node = node.next return copy[head]
python
def copy_random_pointer_v2(head): """ :type head: RandomListNode :rtype: RandomListNode """ copy = defaultdict(lambda: RandomListNode(0)) copy[None] = None node = head while node: copy[node].label = node.label copy[node].next = copy[node.next] copy[node].random = copy[node.random] node = node.next return copy[head]
[ "def", "copy_random_pointer_v2", "(", "head", ")", ":", "copy", "=", "defaultdict", "(", "lambda", ":", "RandomListNode", "(", "0", ")", ")", "copy", "[", "None", "]", "=", "None", "node", "=", "head", "while", "node", ":", "copy", "[", "node", "]", ".", "label", "=", "node", ".", "label", "copy", "[", "node", "]", ".", "next", "=", "copy", "[", "node", ".", "next", "]", "copy", "[", "node", "]", ".", "random", "=", "copy", "[", "node", ".", "random", "]", "node", "=", "node", ".", "next", "return", "copy", "[", "head", "]" ]
:type head: RandomListNode :rtype: RandomListNode
[ ":", "type", "head", ":", "RandomListNode", ":", "rtype", ":", "RandomListNode" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/linkedlist/copy_random_pointer.py#L35-L48
train
Copy the head node to the next node in the order they appear in the head node.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(48) + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1738 - 1688) + chr(53) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(3343 - 3232) + chr(0b110010) + chr(0b110001) + chr(0b11111 + 0o30), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1294 - 1243) + '\x32' + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(7987 - 7876) + chr(0b11011 + 0o26) + chr(55) + chr(0b10010 + 0o36), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b111 + 0o150) + chr(2386 - 2335) + chr(0b1110 + 0o43) + chr(0b110100), 41641 - 41633), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b1110 + 0o43) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010101 + 0o32) + '\063' + '\066', 0o10), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\x6f' + chr(0b110101) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(52) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1113 - 1058), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(50) + '\065', 0b1000), ehT0Px3KOsy9('\060' + chr(3294 - 3183) + chr(0b110010) + chr(0b10110 + 0o35) + '\x34', 57705 - 57697), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1100 + 0o47) + chr(1363 - 1310) + '\x32', 53691 - 53683), ehT0Px3KOsy9(chr(48) + chr(10338 - 10227) + chr(0b110010 + 0o1) + chr(959 - 907) + chr(0b110000), 40207 - 40199), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(0b110001) + chr(2335 - 2280), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\064' + chr(446 - 395), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\065' + chr(67 - 13), ord("\x08")), ehT0Px3KOsy9(chr(1046 - 998) + '\157' + chr(0b101010 + 0o11) + chr(0b11001 + 0o33) + chr(0b101101 + 0o6), 0b1000), ehT0Px3KOsy9(chr(48) + chr(7877 - 7766) + chr(0b110011 + 0o0) + chr(54) + chr(0b100000 + 0o24), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(54) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b111101 + 0o62) + chr(0b11000 + 0o31) + '\065' + '\061', 0o10), ehT0Px3KOsy9(chr(1159 - 1111) + chr(10634 - 10523) + chr(1052 - 1002) + chr(0b110 + 0o61) + chr(1982 - 1930), 34870 - 34862), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1101111) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(1007 - 959) + '\157' + '\061' + chr(0b1100 + 0o51) + chr(0b11011 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(111) + chr(54) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\x6f' + '\x33' + chr(50) + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + chr(10921 - 10810) + '\x32' + '\x31' + chr(0b101111 + 0o3), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101101 + 0o12) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(111) + chr(0b11 + 0o60) + chr(2447 - 2392) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\x34', 55493 - 55485), ehT0Px3KOsy9(chr(48) + chr(4284 - 4173) + chr(1830 - 1779) + chr(0b110100) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(2045 - 1997) + '\x6f' + chr(0b11100 + 0o32) + chr(463 - 413), 0o10), ehT0Px3KOsy9(chr(1526 - 1478) + chr(111) + chr(50) + '\061', 55941 - 55933), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + '\x30' + chr(2583 - 2531), 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\x6f' + '\x33' + chr(55) + chr(1391 - 1343), 12000 - 11992), ehT0Px3KOsy9('\060' + chr(11597 - 11486) + chr(0b110011) + chr(0b110010) + chr(955 - 900), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b111111 + 0o60) + chr(1257 - 1207) + '\x37', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(55), 0b1000), ehT0Px3KOsy9(chr(1927 - 1879) + '\157' + chr(50) + '\x31' + '\x33', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(140 - 92) + chr(0b1000101 + 0o52) + '\x35' + '\x30', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xef'), chr(0b1100100) + chr(0b11010 + 0o113) + chr(0b1100011) + chr(3765 - 3654) + '\x64' + chr(3224 - 3123))('\x75' + '\x74' + '\x66' + '\x2d' + chr(0b101101 + 0o13)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def rzImaf7Bl0Hr(jTNf3myQ667Q): igThHS4jwVsa = rLgqW9imlCdX(lambda : vIqV4rJonSGx(ehT0Px3KOsy9('\x30' + chr(4268 - 4157) + '\x30', 48968 - 48960))) igThHS4jwVsa[None] = None FDgyextYBrUF = jTNf3myQ667Q while FDgyextYBrUF: igThHS4jwVsa[FDgyextYBrUF].TRUOLFLuD08x = FDgyextYBrUF.TRUOLFLuD08x igThHS4jwVsa[FDgyextYBrUF].nSwwHEeM4cxI = igThHS4jwVsa[FDgyextYBrUF.nSwwHEeM4cxI] igThHS4jwVsa[FDgyextYBrUF].drxw09AdRdci = igThHS4jwVsa[FDgyextYBrUF.drxw09AdRdci] FDgyextYBrUF = FDgyextYBrUF.nSwwHEeM4cxI return igThHS4jwVsa[jTNf3myQ667Q]
keon/algorithms
algorithms/dfs/all_factors.py
get_factors
def get_factors(n): """[summary] Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors of the number n] """ def factor(n, i, combi, res): """[summary] helper function Arguments: n {[int]} -- [number] i {[int]} -- [to tested divisor] combi {[list]} -- [catch divisors] res {[list]} -- [all factors of the number n] Returns: [list] -- [res] """ while i * i <= n: if n % i == 0: res += combi + [i, int(n/i)], factor(n/i, i, combi+[i], res) i += 1 return res return factor(n, 2, [], [])
python
def get_factors(n): """[summary] Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors of the number n] """ def factor(n, i, combi, res): """[summary] helper function Arguments: n {[int]} -- [number] i {[int]} -- [to tested divisor] combi {[list]} -- [catch divisors] res {[list]} -- [all factors of the number n] Returns: [list] -- [res] """ while i * i <= n: if n % i == 0: res += combi + [i, int(n/i)], factor(n/i, i, combi+[i], res) i += 1 return res return factor(n, 2, [], [])
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[summary] Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors of the number n]
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/dfs/all_factors.py#L30-L60
train
Returns a list of lists of all factors of the n - term term.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100011 + 0o15) + '\x6f' + '\x33' + '\x34' + '\x34', 32557 - 32549), ehT0Px3KOsy9('\x30' + '\157' + '\x35' + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(1549 - 1438) + chr(418 - 369) + '\x37', 60242 - 60234), ehT0Px3KOsy9('\060' + '\x6f' + chr(1604 - 1551) + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + chr(10845 - 10734) + chr(0b10100 + 0o37) + '\x37' + '\065', 25176 - 25168), ehT0Px3KOsy9(chr(48) + chr(0b11100 + 0o123) + chr(51) + chr(0b110110) + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + chr(6726 - 6615) + '\062' + chr(0b1000 + 0o53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + '\x37' + chr(53), 52549 - 52541), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(53) + chr(896 - 841), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\067' + chr(1639 - 1584), 14350 - 14342), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(0b101111 + 0o2) + chr(0b100 + 0o56) + chr(48), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2254 - 2143) + '\x34' + '\067', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(2298 - 2249) + '\x34', 61308 - 61300), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(2358 - 2247) + '\x34' + '\062', 0b1000), ehT0Px3KOsy9('\060' + chr(0b100000 + 0o117) + chr(1374 - 1325) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(0b10 + 0o61) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1834 - 1785) + chr(54) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(200 - 152) + '\157' + '\x33' + chr(2757 - 2702) + '\061', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\066' + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(7387 - 7276) + chr(0b11111 + 0o26) + '\x37', 8), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + '\062' + '\060' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(0b110001) + chr(0b110101), 14271 - 14263), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + '\061' + chr(55) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b1101111) + '\061' + chr(0b100011 + 0o23) + '\065', 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110000) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(1011 - 963) + '\157' + chr(51) + '\x37' + chr(0b0 + 0o60), 0o10), ehT0Px3KOsy9(chr(1089 - 1041) + chr(0b1101111) + chr(1298 - 1249) + chr(0b110001 + 0o5) + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\x37' + chr(1661 - 1612), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\061' + chr(0b10011 + 0o35) + chr(54), 48066 - 48058), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(8392 - 8281) + chr(50) + chr(149 - 98) + chr(1449 - 1399), 0o10), ehT0Px3KOsy9(chr(48) + chr(7956 - 7845) + '\x31' + '\066' + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + '\x33' + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b100111 + 0o14) + chr(0b100101 + 0o22) + chr(2751 - 2698), 8), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(2296 - 2245) + chr(0b11101 + 0o26) + chr(1978 - 1930), 0b1000), ehT0Px3KOsy9(chr(1968 - 1920) + chr(111) + chr(54) + chr(55), 0o10), ehT0Px3KOsy9(chr(1821 - 1773) + '\x6f' + '\x31' + chr(0b101101 + 0o11) + chr(1130 - 1080), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(0b110100) + chr(1015 - 966), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(1210 - 1159) + chr(0b10010 + 0o45) + '\064', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\064' + chr(0b10111 + 0o33), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10000 + 0o42) + chr(0b110011) + chr(0b110001), 63368 - 63360)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1010111 + 0o30) + chr(736 - 683) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xca'), chr(1320 - 1220) + chr(10040 - 9939) + chr(0b10011 + 0o120) + chr(111) + '\144' + '\x65')(chr(0b1110101) + chr(116) + chr(0b101001 + 0o75) + chr(1491 - 1446) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def T4HjkpWj1OVE(m1NkCryOw9Bx): def Tx5AD3XZqDPl(m1NkCryOw9Bx, WVxHKyX45z_L, IgOfsXrlaZu2, MsbwfslwLjRO): while WVxHKyX45z_L * WVxHKyX45z_L <= m1NkCryOw9Bx: if m1NkCryOw9Bx % WVxHKyX45z_L == ehT0Px3KOsy9(chr(48) + chr(6428 - 6317) + chr(94 - 46), ord("\x08")): MsbwfslwLjRO += (IgOfsXrlaZu2 + [WVxHKyX45z_L, ehT0Px3KOsy9(m1NkCryOw9Bx / WVxHKyX45z_L)],) Tx5AD3XZqDPl(m1NkCryOw9Bx / WVxHKyX45z_L, WVxHKyX45z_L, IgOfsXrlaZu2 + [WVxHKyX45z_L], MsbwfslwLjRO) WVxHKyX45z_L += ehT0Px3KOsy9(chr(895 - 847) + '\x6f' + chr(49), 0b1000) return MsbwfslwLjRO return Tx5AD3XZqDPl(m1NkCryOw9Bx, ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010), 0o10), [], [])
keon/algorithms
algorithms/dfs/all_factors.py
get_factors_iterative1
def get_factors_iterative1(n): """[summary] Computes all factors of n. Translated the function get_factors(...) in a call-stack modell. Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors] """ todo, res = [(n, 2, [])], [] while todo: n, i, combi = todo.pop() while i * i <= n: if n % i == 0: res += combi + [i, n//i], todo.append((n//i, i, combi+[i])), i += 1 return res
python
def get_factors_iterative1(n): """[summary] Computes all factors of n. Translated the function get_factors(...) in a call-stack modell. Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors] """ todo, res = [(n, 2, [])], [] while todo: n, i, combi = todo.pop() while i * i <= n: if n % i == 0: res += combi + [i, n//i], todo.append((n//i, i, combi+[i])), i += 1 return res
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[summary] Computes all factors of n. Translated the function get_factors(...) in a call-stack modell. Arguments: n {[int]} -- [to analysed number] Returns: [list of lists] -- [all factors]
[ "[", "summary", "]", "Computes", "all", "factors", "of", "n", ".", "Translated", "the", "function", "get_factors", "(", "...", ")", "in", "a", "call", "-", "stack", "modell", "." ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/dfs/all_factors.py#L63-L84
train
This function returns all factors of n in a call - stack modell.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b111111 + 0o60) + chr(2798 - 2743) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(0b1101111) + '\x31' + chr(182 - 130) + chr(0b101111 + 0o1), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1011000 + 0o27) + chr(55) + chr(0b110 + 0o52), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x34' + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(0b10001 + 0o136) + '\x31' + chr(49) + chr(0b110010 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(748 - 700) + chr(0b1011110 + 0o21) + '\x31' + '\062' + chr(0b11101 + 0o25), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110010 + 0o75) + chr(0b1010 + 0o50) + chr(53) + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(4144 - 4033) + chr(1568 - 1518) + chr(54) + chr(0b110001), 2088 - 2080), ehT0Px3KOsy9(chr(723 - 675) + chr(0b1010011 + 0o34) + '\061' + '\066' + chr(0b101 + 0o60), 35066 - 35058), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + chr(0b110101) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(8014 - 7903) + chr(54) + chr(0b10001 + 0o43), 58732 - 58724), ehT0Px3KOsy9(chr(1626 - 1578) + chr(4745 - 4634) + chr(0b110010) + chr(0b110011) + chr(0b10 + 0o57), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(153 - 105) + chr(1531 - 1479), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b110001 + 0o76) + '\x31' + chr(2165 - 2116) + chr(48), 0b1000), ehT0Px3KOsy9(chr(62 - 14) + '\x6f' + '\062', 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\x6f' + chr(0b110010) + chr(0b110100) + '\x35', 15028 - 15020), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b101011 + 0o10) + '\065' + chr(53), 0o10), ehT0Px3KOsy9(chr(796 - 748) + chr(0b1101111) + chr(600 - 549) + chr(0b100001 + 0o17) + '\065', 0o10), ehT0Px3KOsy9('\060' + chr(9001 - 8890) + '\x33' + chr(49) + '\x33', 30191 - 30183), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + chr(178 - 129) + chr(0b110100) + chr(50), 50669 - 50661), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1101111) + '\x32' + '\063', 3301 - 3293), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\x32' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1881 - 1833) + chr(0b1101111) + '\062' + chr(48) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + '\067' + '\063', 40398 - 40390), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + '\x35' + chr(495 - 442), 8), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1101110 + 0o1) + '\061' + chr(0b110100) + chr(0b100 + 0o61), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + chr(298 - 246) + chr(0b10011 + 0o37), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110111), 32260 - 32252), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110101) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(1232 - 1184) + '\x6f' + chr(51) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + '\064', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(395 - 344) + chr(49) + chr(52), 32390 - 32382), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(55) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(1566 - 1513) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100001 + 0o16) + '\061' + chr(0b1 + 0o66) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(53) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(550 - 501) + chr(0b101101 + 0o5) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2182 - 2133) + chr(0b110100) + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(923 - 871) + chr(52), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1866 - 1815) + chr(0b110111) + chr(0b110001), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1011101 + 0o22) + '\065' + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x10'), chr(6324 - 6224) + chr(101) + chr(7096 - 6997) + chr(111) + '\144' + chr(101))(chr(0b1100100 + 0o21) + chr(116) + chr(0b100010 + 0o104) + '\x2d' + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def GGgq5lnHMVDn(m1NkCryOw9Bx): (JaTR5yVUmx83, MsbwfslwLjRO) = ([(m1NkCryOw9Bx, ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b10001 + 0o136) + chr(0b101001 + 0o11), 8), [])], []) while JaTR5yVUmx83: (m1NkCryOw9Bx, WVxHKyX45z_L, IgOfsXrlaZu2) = JaTR5yVUmx83.pop() while WVxHKyX45z_L * WVxHKyX45z_L <= m1NkCryOw9Bx: if m1NkCryOw9Bx % WVxHKyX45z_L == ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1955 - 1907), ord("\x08")): MsbwfslwLjRO += (IgOfsXrlaZu2 + [WVxHKyX45z_L, m1NkCryOw9Bx // WVxHKyX45z_L],) (xafqLlk3kkUe(JaTR5yVUmx83, xafqLlk3kkUe(SXOLrMavuUCe(b'_\x10HA%6'), '\x64' + chr(0b111 + 0o136) + chr(0b1110 + 0o125) + chr(2095 - 1984) + chr(0b1100100) + chr(101))('\165' + chr(116) + chr(1394 - 1292) + '\x2d' + chr(2349 - 2293)))((m1NkCryOw9Bx // WVxHKyX45z_L, WVxHKyX45z_L, IgOfsXrlaZu2 + [WVxHKyX45z_L])),) WVxHKyX45z_L += ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49), 0b1000) return MsbwfslwLjRO
keon/algorithms
algorithms/dfs/all_factors.py
get_factors_iterative2
def get_factors_iterative2(n): """[summary] analog as above Arguments: n {[int]} -- [description] Returns: [list of lists] -- [all factors of n] """ ans, stack, x = [], [], 2 while True: if x > n // x: if not stack: return ans ans.append(stack + [n]) x = stack.pop() n *= x x += 1 elif n % x == 0: stack.append(x) n //= x else: x += 1
python
def get_factors_iterative2(n): """[summary] analog as above Arguments: n {[int]} -- [description] Returns: [list of lists] -- [all factors of n] """ ans, stack, x = [], [], 2 while True: if x > n // x: if not stack: return ans ans.append(stack + [n]) x = stack.pop() n *= x x += 1 elif n % x == 0: stack.append(x) n //= x else: x += 1
[ "def", "get_factors_iterative2", "(", "n", ")", ":", "ans", ",", "stack", ",", "x", "=", "[", "]", ",", "[", "]", ",", "2", "while", "True", ":", "if", "x", ">", "n", "//", "x", ":", "if", "not", "stack", ":", "return", "ans", "ans", ".", "append", "(", "stack", "+", "[", "n", "]", ")", "x", "=", "stack", ".", "pop", "(", ")", "n", "*=", "x", "x", "+=", "1", "elif", "n", "%", "x", "==", "0", ":", "stack", ".", "append", "(", "x", ")", "n", "//=", "x", "else", ":", "x", "+=", "1" ]
[summary] analog as above Arguments: n {[int]} -- [description] Returns: [list of lists] -- [all factors of n]
[ "[", "summary", "]", "analog", "as", "above" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/dfs/all_factors.py#L87-L111
train
get_factors_iterative2 - Returns a list of lists of all factors of n
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(6537 - 6426) + '\x33' + '\065' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + '\x37' + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + chr(11378 - 11267) + '\065', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(11742 - 11631) + chr(0b10011 + 0o36) + '\066' + chr(1654 - 1602), 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + '\x33' + chr(1611 - 1561) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(0b101101 + 0o6) + chr(192 - 139), 16905 - 16897), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + chr(1162 - 1110) + chr(298 - 249), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + '\x31' + chr(55) + chr(0b10101 + 0o42), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + chr(0b100001 + 0o21) + '\066', 0b1000), ehT0Px3KOsy9('\x30' + chr(7721 - 7610) + chr(51) + '\x33' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b111 + 0o52) + chr(1292 - 1238) + chr(0b110110 + 0o0), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(0b1111 + 0o50), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1004 - 952) + '\x31', 23212 - 23204), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(0b110101) + chr(0b10110 + 0o34), 0o10), ehT0Px3KOsy9(chr(59 - 11) + chr(0b1101111) + chr(54) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(111) + chr(52) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\x30' + '\x33', 28867 - 28859), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + '\x36' + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\x6f' + chr(51) + chr(53) + '\x31', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(281 - 232) + '\067' + chr(0b110110), 46230 - 46222), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101110 + 0o1) + chr(1368 - 1317) + chr(1264 - 1210) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(2304 - 2254) + chr(49), 38283 - 38275), ehT0Px3KOsy9('\x30' + chr(8104 - 7993) + '\061' + '\x31' + '\066', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000001 + 0o56) + chr(0b110011) + chr(0b101011 + 0o12) + chr(0b110001), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001011 + 0o44) + chr(0b110010) + chr(55) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000110 + 0o51) + chr(2942 - 2887) + '\064', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(50) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(53) + chr(318 - 266), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(2215 - 2163) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b11100 + 0o123) + chr(0b110110) + chr(0b1111 + 0o44), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1603 - 1553) + chr(0b101110 + 0o11) + chr(0b100000 + 0o26), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + '\062' + '\066' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001101 + 0o42) + '\062' + chr(0b10100 + 0o36) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1010011 + 0o34) + chr(0b110011) + '\066', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1049 - 999) + chr(53) + '\060', 0o10), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(8265 - 8154) + '\062' + chr(0b110001) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(2239 - 2190), ord("\x08")), ehT0Px3KOsy9(chr(1573 - 1525) + chr(0b1101111) + chr(0b10101 + 0o36) + chr(0b110110) + chr(52), 61012 - 61004)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + '\x35' + chr(0b100100 + 0o14), 47305 - 47297)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3'), chr(100) + chr(1664 - 1563) + chr(99) + chr(0b1101111) + '\x64' + chr(6208 - 6107))('\165' + chr(0b1110100) + '\x66' + chr(1550 - 1505) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def WEBw5aqmW8x5(m1NkCryOw9Bx): (Y827bWfOV4Sb, rFoCQMjVYqWa, OeWW0F1dBPRQ) = ([], [], ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + '\062', 0o10)) while ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101101 + 0o2) + chr(0b100001 + 0o20), ord("\x08")): if OeWW0F1dBPRQ > m1NkCryOw9Bx // OeWW0F1dBPRQ: if not rFoCQMjVYqWa: return Y827bWfOV4Sb xafqLlk3kkUe(Y827bWfOV4Sb, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\x8fu\x7f\x1a\xb4'), chr(0b1100100) + '\x65' + chr(99) + chr(0b1101111) + chr(100) + chr(101))(chr(0b111001 + 0o74) + '\x74' + chr(0b1001100 + 0o32) + '\x2d' + chr(56)))(rFoCQMjVYqWa + [m1NkCryOw9Bx]) OeWW0F1dBPRQ = rFoCQMjVYqWa.pop() m1NkCryOw9Bx *= OeWW0F1dBPRQ OeWW0F1dBPRQ += ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(447 - 398), 8) elif m1NkCryOw9Bx % OeWW0F1dBPRQ == ehT0Px3KOsy9(chr(486 - 438) + '\x6f' + chr(48), ord("\x08")): xafqLlk3kkUe(rFoCQMjVYqWa, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\x8fu\x7f\x1a\xb4'), chr(0b1100100) + chr(0b1100101) + '\x63' + '\157' + chr(0b1100100) + '\x65')(chr(0b1110101) + chr(9953 - 9837) + chr(0b1100110) + chr(0b100010 + 0o13) + chr(0b111000)))(OeWW0F1dBPRQ) m1NkCryOw9Bx //= OeWW0F1dBPRQ else: OeWW0F1dBPRQ += ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111) + chr(49), 8)
keon/algorithms
algorithms/dp/longest_increasing.py
longest_increasing_subsequence
def longest_increasing_subsequence(sequence): """ Dynamic Programming Algorithm for counting the length of longest increasing subsequence type sequence: List[int] """ length = len(sequence) counts = [1 for _ in range(length)] for i in range(1, length): for j in range(0, i): if sequence[i] > sequence[j]: counts[i] = max(counts[i], counts[j] + 1) print(counts) return max(counts)
python
def longest_increasing_subsequence(sequence): """ Dynamic Programming Algorithm for counting the length of longest increasing subsequence type sequence: List[int] """ length = len(sequence) counts = [1 for _ in range(length)] for i in range(1, length): for j in range(0, i): if sequence[i] > sequence[j]: counts[i] = max(counts[i], counts[j] + 1) print(counts) return max(counts)
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Dynamic Programming Algorithm for counting the length of longest increasing subsequence type sequence: List[int]
[ "Dynamic", "Programming", "Algorithm", "for", "counting", "the", "length", "of", "longest", "increasing", "subsequence", "type", "sequence", ":", "List", "[", "int", "]" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/dp/longest_increasing.py#L13-L26
train
Dynamic Programming Algorithm for getting the length of longest increasing subsequence
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(55), 0o10), ehT0Px3KOsy9(chr(1625 - 1577) + '\157' + chr(0b11110 + 0o23) + chr(828 - 774) + '\x37', 0o10), ehT0Px3KOsy9(chr(1061 - 1013) + chr(111) + chr(49) + chr(52) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + chr(0b111011 + 0o64) + chr(0b10010 + 0o40) + chr(1385 - 1337), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + '\x36' + chr(994 - 942), 13108 - 13100), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + '\x35' + chr(0b11000 + 0o34), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1001001 + 0o46) + '\062' + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b11100 + 0o31) + '\x34', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110111) + chr(922 - 871), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + '\x30' + chr(1414 - 1366), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(2663 - 2610) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1101111) + chr(0b10010 + 0o37) + '\x37' + chr(0b110000), 42054 - 42046), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11101 + 0o24) + '\x36' + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(111) + chr(1410 - 1361) + '\065' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\x35' + '\067', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\061' + chr(0b10010 + 0o42) + chr(2692 - 2640), ord("\x08")), ehT0Px3KOsy9(chr(0b100010 + 0o16) + '\157' + chr(50) + '\x33' + '\x36', 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1010001 + 0o36) + chr(51) + chr(2188 - 2133) + chr(0b100 + 0o62), 27453 - 27445), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + '\x33' + chr(0b110111), 8), ehT0Px3KOsy9('\x30' + chr(1220 - 1109) + '\061' + chr(0b110110) + chr(0b100111 + 0o15), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(8508 - 8397) + chr(0b110011) + chr(55) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1100 + 0o143) + chr(1404 - 1354) + chr(0b110111) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b11011 + 0o33) + '\065', 0b1000), ehT0Px3KOsy9(chr(1228 - 1180) + chr(0b1101111) + chr(432 - 381) + '\066' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(6545 - 6434) + chr(163 - 113) + chr(0b11110 + 0o31) + chr(862 - 809), 8), ehT0Px3KOsy9(chr(1111 - 1063) + '\x6f' + chr(48), 29767 - 29759), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b11011 + 0o124) + chr(0b110010) + chr(0b101001 + 0o7) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + chr(51) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(603 - 555) + chr(190 - 79) + chr(1282 - 1231) + chr(0b11011 + 0o34) + chr(0b1011 + 0o52), 8), ehT0Px3KOsy9(chr(2109 - 2061) + chr(0b110000 + 0o77) + chr(334 - 285) + '\x31' + chr(1093 - 1039), 0o10), ehT0Px3KOsy9(chr(699 - 651) + '\157' + chr(51) + '\x35' + '\x33', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x37' + chr(0b1101 + 0o47), ord("\x08")), ehT0Px3KOsy9(chr(945 - 897) + chr(111) + chr(0b101110 + 0o5) + chr(0b101110 + 0o11) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(53) + chr(0b11110 + 0o23), 0o10), ehT0Px3KOsy9(chr(2059 - 2011) + chr(111) + chr(49) + '\x37' + chr(48), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b11011 + 0o27) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(50) + '\061' + chr(0b10000 + 0o40), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\066' + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(2385 - 2331) + chr(2354 - 2302), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + '\x35' + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'1'), chr(5973 - 5873) + chr(8530 - 8429) + chr(0b1100011) + chr(1219 - 1108) + chr(2271 - 2171) + chr(0b1011011 + 0o12))(chr(117) + chr(0b1110100) + chr(3896 - 3794) + chr(1395 - 1350) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def JgKhnPScXYlR(blgtMYjOOQgD): CHAOgk5VCHH_ = c2A0yzQpDQB3(blgtMYjOOQgD) qaIx4JIwHiwL = [ehT0Px3KOsy9(chr(2172 - 2124) + '\x6f' + chr(49), 0o10) for VNGQdHSFPrso in vQr8gNKaIaWE(CHAOgk5VCHH_)] for WVxHKyX45z_L in vQr8gNKaIaWE(ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b111001 + 0o66) + '\061', 8), CHAOgk5VCHH_): for tlORBuYsiw3X in vQr8gNKaIaWE(ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000), 8), WVxHKyX45z_L): if blgtMYjOOQgD[WVxHKyX45z_L] > blgtMYjOOQgD[tlORBuYsiw3X]: qaIx4JIwHiwL[WVxHKyX45z_L] = tsdjvlgh9gDP(qaIx4JIwHiwL[WVxHKyX45z_L], qaIx4JIwHiwL[tlORBuYsiw3X] + ehT0Px3KOsy9('\060' + '\x6f' + '\x31', 8)) zLUzGokYBM2Z(qaIx4JIwHiwL) return tsdjvlgh9gDP(qaIx4JIwHiwL)
keon/algorithms
algorithms/bit/single_number3.py
single_number3
def single_number3(nums): """ :type nums: List[int] :rtype: List[int] """ # isolate a^b from pairs using XOR ab = 0 for n in nums: ab ^= n # isolate right most bit from a^b right_most = ab & (-ab) # isolate a and b from a^b a, b = 0, 0 for n in nums: if n & right_most: a ^= n else: b ^= n return [a, b]
python
def single_number3(nums): """ :type nums: List[int] :rtype: List[int] """ # isolate a^b from pairs using XOR ab = 0 for n in nums: ab ^= n # isolate right most bit from a^b right_most = ab & (-ab) # isolate a and b from a^b a, b = 0, 0 for n in nums: if n & right_most: a ^= n else: b ^= n return [a, b]
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:type nums: List[int] :rtype: List[int]
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/bit/single_number3.py#L29-L49
train
A function to isolate a and b from a list of numbers using XOR .
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1701 - 1650) + '\x30' + '\061', 31938 - 31930), ehT0Px3KOsy9(chr(48) + chr(0b1010000 + 0o37) + chr(0b10000 + 0o43) + chr(48) + chr(474 - 422), 60930 - 60922), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(53) + chr(0b110001 + 0o2), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + '\x33' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(896 - 848) + '\157' + '\x32' + '\x35' + '\066', 52910 - 52902), ehT0Px3KOsy9(chr(1043 - 995) + '\x6f' + '\062' + chr(55) + chr(1266 - 1212), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(55) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(0b110001) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000100 + 0o53) + chr(0b110011) + '\063' + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(0b10 + 0o155) + chr(1190 - 1141) + chr(0b110001) + chr(1678 - 1627), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(1058 - 1005) + '\066', 8), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + '\x31' + chr(1506 - 1451) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(55) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\157' + chr(0b110101) + chr(0b100110 + 0o21), 0b1000), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + chr(0b10111 + 0o33) + '\x34' + '\061', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(3247 - 3136) + chr(0b10010 + 0o40) + '\062' + chr(0b100100 + 0o22), 0b1000), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + chr(0b110010) + '\064' + chr(0b100011 + 0o21), 4348 - 4340), ehT0Px3KOsy9(chr(64 - 16) + '\x6f' + '\062' + chr(52) + chr(1175 - 1127), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(2595 - 2540) + chr(50), 30473 - 30465), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + chr(0b110011) + chr(0b110111) + chr(0b10111 + 0o36), 0o10), ehT0Px3KOsy9('\x30' + chr(2177 - 2066) + '\x31' + chr(0b111 + 0o60) + chr(252 - 198), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(0b110000) + chr(249 - 197), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10101 + 0o34) + chr(52) + '\065', 36854 - 36846), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1971 - 1922) + chr(0b110101) + chr(0b11000 + 0o31), ord("\x08")), ehT0Px3KOsy9(chr(762 - 714) + chr(0b1101111) + chr(1633 - 1582) + chr(0b110001) + chr(0b100001 + 0o23), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(8988 - 8877) + chr(49) + chr(0b110010) + '\x36', 0o10), ehT0Px3KOsy9('\060' + chr(8433 - 8322) + chr(0b11 + 0o60) + '\x34' + chr(0b11100 + 0o24), ord("\x08")), ehT0Px3KOsy9(chr(193 - 145) + '\x6f' + chr(0b10000 + 0o43) + chr(0b101111 + 0o6) + chr(0b11001 + 0o35), 63221 - 63213), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\157' + chr(0b110011) + chr(1574 - 1519), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(49) + '\062' + '\x37', 0o10), ehT0Px3KOsy9(chr(894 - 846) + '\157' + chr(610 - 561) + chr(50) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(727 - 679) + '\157' + '\063' + chr(55), 8), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(50) + chr(0b111 + 0o51), ord("\x08")), ehT0Px3KOsy9(chr(1123 - 1075) + chr(983 - 872) + chr(0b110001) + '\x32' + chr(226 - 176), 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1010000 + 0o37) + chr(1541 - 1490) + chr(1478 - 1423) + '\x33', 27339 - 27331), ehT0Px3KOsy9(chr(1896 - 1848) + '\157' + chr(49) + chr(50) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(3976 - 3865) + '\062' + chr(0b110001) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x36' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(3919 - 3808) + chr(50) + '\064' + chr(0b10 + 0o62), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111 + 0o0) + chr(0b10 + 0o61) + chr(1047 - 995), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110101) + chr(2055 - 2007), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xef'), '\x64' + chr(0b110011 + 0o62) + chr(4915 - 4816) + chr(111) + chr(2411 - 2311) + chr(101))(chr(2203 - 2086) + chr(8465 - 8349) + '\146' + chr(716 - 671) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def drwKh0pYxJt3(uHU1bo3VtG7b): R2ZENHTHe0lL = ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1101111) + chr(48), 36636 - 36628) for m1NkCryOw9Bx in uHU1bo3VtG7b: R2ZENHTHe0lL ^= m1NkCryOw9Bx sO6F5Y3MiiqJ = R2ZENHTHe0lL & -R2ZENHTHe0lL (XPh1qbAgrPgG, wmN3dvez4qzC) = (ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + '\x30', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(48), 8)) for m1NkCryOw9Bx in uHU1bo3VtG7b: if m1NkCryOw9Bx & sO6F5Y3MiiqJ: XPh1qbAgrPgG ^= m1NkCryOw9Bx else: wmN3dvez4qzC ^= m1NkCryOw9Bx return [XPh1qbAgrPgG, wmN3dvez4qzC]
keon/algorithms
algorithms/ml/nearest_neighbor.py
distance
def distance(x,y): """[summary] HELPER-FUNCTION calculates the (eulidean) distance between vector x and y. Arguments: x {[tuple]} -- [vector] y {[tuple]} -- [vector] """ assert len(x) == len(y), "The vector must have same length" result = () sum = 0 for i in range(len(x)): result += (x[i] -y[i],) for component in result: sum += component**2 return math.sqrt(sum)
python
def distance(x,y): """[summary] HELPER-FUNCTION calculates the (eulidean) distance between vector x and y. Arguments: x {[tuple]} -- [vector] y {[tuple]} -- [vector] """ assert len(x) == len(y), "The vector must have same length" result = () sum = 0 for i in range(len(x)): result += (x[i] -y[i],) for component in result: sum += component**2 return math.sqrt(sum)
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[summary] HELPER-FUNCTION calculates the (eulidean) distance between vector x and y. Arguments: x {[tuple]} -- [vector] y {[tuple]} -- [vector]
[ "[", "summary", "]", "HELPER", "-", "FUNCTION", "calculates", "the", "(", "eulidean", ")", "distance", "between", "vector", "x", "and", "y", "." ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/ml/nearest_neighbor.py#L3-L19
train
Returns the eulidean distance between vector x and y.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(628 - 577) + chr(159 - 111), 0b1000), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\x6f' + chr(1581 - 1531) + chr(51) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(755 - 644) + chr(0b110001 + 0o0) + '\x37' + chr(0b110111), 10997 - 10989), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1110 + 0o43) + '\061' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(0b10000 + 0o42) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + chr(7360 - 7249) + chr(51) + '\060' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(10356 - 10245) + '\x33' + chr(53) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(1933 - 1885) + chr(0b1101111) + '\x32' + chr(0b110111) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x37' + '\x34', 61577 - 61569), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + '\067' + chr(1264 - 1215), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + '\x36' + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2741 - 2687) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(793 - 682) + '\061' + chr(54) + chr(0b10001 + 0o41), 18537 - 18529), ehT0Px3KOsy9('\x30' + chr(11039 - 10928) + '\x33' + chr(0b110000) + '\064', 0o10), ehT0Px3KOsy9(chr(1708 - 1660) + chr(0b1101111) + chr(0b110 + 0o55) + chr(2271 - 2223) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(7798 - 7687) + chr(0b110100) + chr(2041 - 1991), 27894 - 27886), ehT0Px3KOsy9(chr(266 - 218) + chr(111) + chr(0b11110 + 0o24) + chr(0b110111) + chr(542 - 494), 10576 - 10568), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(0b101101 + 0o4) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x34', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b101 + 0o56) + chr(0b110011) + chr(50), 55297 - 55289), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + chr(555 - 504) + '\062', 0o10), ehT0Px3KOsy9('\x30' + chr(8194 - 8083) + '\067' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(0b100000 + 0o21) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(6973 - 6862) + chr(49) + chr(2386 - 2336) + chr(0b1000 + 0o56), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + '\062' + '\x36', 0o10), ehT0Px3KOsy9(chr(2010 - 1962) + chr(0b1101111) + chr(50) + chr(747 - 698) + chr(0b101110 + 0o2), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1011010 + 0o25) + chr(52) + chr(361 - 313), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11111 + 0o120) + chr(0b11001 + 0o32) + chr(1802 - 1752) + chr(2239 - 2191), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b101001 + 0o106) + '\x32' + '\062', 34430 - 34422), ehT0Px3KOsy9('\060' + chr(111) + chr(1963 - 1913) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + chr(1901 - 1850) + chr(0b101100 + 0o7) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + chr(752 - 701) + chr(50), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100001 + 0o21) + chr(0b101010 + 0o10) + '\x32', 57606 - 57598), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + '\x37' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b11111 + 0o120) + chr(1180 - 1130) + '\x37' + chr(739 - 691), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(0b110010) + chr(886 - 833), 15075 - 15067), ehT0Px3KOsy9(chr(48) + chr(11453 - 11342) + chr(0b110010) + chr(0b110111) + chr(49), 23916 - 23908), ehT0Px3KOsy9(chr(48) + '\157' + chr(1377 - 1328) + '\x33' + chr(0b110101), 31798 - 31790), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(12150 - 12039) + chr(51) + '\066' + '\063', 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + chr(1718 - 1668) + chr(52) + chr(430 - 375), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1566 - 1518) + '\x6f' + chr(0b100001 + 0o24) + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'v'), chr(0b1100100) + chr(2856 - 2755) + chr(0b1100011) + '\x6f' + '\x64' + chr(0b10110 + 0o117))(chr(8828 - 8711) + '\x74' + chr(0b1100110) + chr(45) + chr(0b110101 + 0o3)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def PKlczyAx7TeW(OeWW0F1dBPRQ, SqiSOtYOqOJH): assert c2A0yzQpDQB3(OeWW0F1dBPRQ) == c2A0yzQpDQB3(SqiSOtYOqOJH), xafqLlk3kkUe(SXOLrMavuUCe(b'\x0c\xf3\x1ajf\xa6\x8f\xcbS\x0bT[\x07\xb7\xb1\x02\xd0-r\xbfzI\xea;\xb3\xa8L\xb5|r\xac\xb2'), '\x64' + '\x65' + '\x63' + '\157' + chr(0b1001101 + 0o27) + chr(101))(chr(8922 - 8805) + chr(0b111101 + 0o67) + '\146' + chr(45) + chr(0b11000 + 0o40)) ShZmEKfTkAOZ = () xkxBmo49x2An = ehT0Px3KOsy9(chr(0b110000) + chr(8738 - 8627) + chr(0b110000), 0o10) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(OeWW0F1dBPRQ)): ShZmEKfTkAOZ += (OeWW0F1dBPRQ[WVxHKyX45z_L] - SqiSOtYOqOJH[WVxHKyX45z_L],) for M5lXaa6RJI35 in ShZmEKfTkAOZ: xkxBmo49x2An += M5lXaa6RJI35 ** ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010), ord("\x08")) return xafqLlk3kkUe(yhiZVkosCjBm, xafqLlk3kkUe(SXOLrMavuUCe(b'+\xea\r>'), chr(0b1100100) + chr(101) + '\x63' + chr(0b0 + 0o157) + '\144' + '\145')('\x75' + '\x74' + '\x66' + '\055' + chr(2059 - 2003)))(xkxBmo49x2An)
keon/algorithms
algorithms/ml/nearest_neighbor.py
nearest_neighbor
def nearest_neighbor(x, tSet): """[summary] Implements the nearest neighbor algorithm Arguments: x {[tupel]} -- [vector] tSet {[dict]} -- [training set] Returns: [type] -- [result of the AND-function] """ assert isinstance(x, tuple) and isinstance(tSet, dict) current_key = () min_d = float('inf') for key in tSet: d = distance(x, key) if d < min_d: min_d = d current_key = key return tSet[current_key]
python
def nearest_neighbor(x, tSet): """[summary] Implements the nearest neighbor algorithm Arguments: x {[tupel]} -- [vector] tSet {[dict]} -- [training set] Returns: [type] -- [result of the AND-function] """ assert isinstance(x, tuple) and isinstance(tSet, dict) current_key = () min_d = float('inf') for key in tSet: d = distance(x, key) if d < min_d: min_d = d current_key = key return tSet[current_key]
[ "def", "nearest_neighbor", "(", "x", ",", "tSet", ")", ":", "assert", "isinstance", "(", "x", ",", "tuple", ")", "and", "isinstance", "(", "tSet", ",", "dict", ")", "current_key", "=", "(", ")", "min_d", "=", "float", "(", "'inf'", ")", "for", "key", "in", "tSet", ":", "d", "=", "distance", "(", "x", ",", "key", ")", "if", "d", "<", "min_d", ":", "min_d", "=", "d", "current_key", "=", "key", "return", "tSet", "[", "current_key", "]" ]
[summary] Implements the nearest neighbor algorithm Arguments: x {[tupel]} -- [vector] tSet {[dict]} -- [training set] Returns: [type] -- [result of the AND-function]
[ "[", "summary", "]", "Implements", "the", "nearest", "neighbor", "algorithm" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/ml/nearest_neighbor.py#L22-L41
train
Returns the nearest neighbor of the given vector x in the given training set tSet.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b100001 + 0o116) + chr(918 - 868) + chr(0b1000 + 0o51) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + '\062' + '\063', 0b1000), ehT0Px3KOsy9(chr(910 - 862) + chr(597 - 486) + '\062' + '\067' + chr(1536 - 1485), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100010 + 0o15) + '\x35' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11101 + 0o27) + chr(52), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11010 + 0o27) + chr(623 - 568) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(8240 - 8129) + chr(50) + chr(51) + chr(597 - 549), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b101101 + 0o5) + chr(0b100011 + 0o23) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(9291 - 9180) + chr(0b110001) + chr(50) + chr(0b110011), 40769 - 40761), ehT0Px3KOsy9(chr(48) + '\157' + chr(2492 - 2440) + chr(0b101111 + 0o5), 8), ehT0Px3KOsy9('\x30' + chr(111) + '\x36' + chr(53), 12145 - 12137), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(0b10010 + 0o40) + chr(49), 28498 - 28490), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\157' + chr(51) + chr(0b101000 + 0o11) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(52) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + chr(11155 - 11044) + chr(878 - 827) + chr(2458 - 2407) + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(786 - 735) + chr(470 - 417) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b11100 + 0o26) + chr(0b101011 + 0o7) + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(0b110011) + '\x36', 0b1000), ehT0Px3KOsy9(chr(259 - 211) + chr(0b1101111) + chr(2155 - 2100) + chr(0b1111 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101110 + 0o3) + chr(53) + chr(472 - 417), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(51) + chr(0b100001 + 0o21) + chr(0b101101 + 0o5), 0b1000), ehT0Px3KOsy9(chr(657 - 609) + '\x6f' + chr(2305 - 2256) + '\061' + chr(48), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b100110 + 0o15) + chr(0b110000), 43361 - 43353), ehT0Px3KOsy9(chr(48) + chr(0b110000 + 0o77) + chr(0b1 + 0o62) + '\x37' + chr(1303 - 1255), 0b1000), ehT0Px3KOsy9('\060' + chr(0b111000 + 0o67) + chr(51) + chr(0b110101) + '\063', 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b11101 + 0o26) + chr(1510 - 1462) + chr(50), 34148 - 34140), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1100110 + 0o11) + chr(0b11110 + 0o24) + chr(52) + '\x34', 54754 - 54746), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(0b1101111) + '\x36' + chr(0b110010), 43292 - 43284), ehT0Px3KOsy9('\x30' + chr(0b1001101 + 0o42) + chr(49) + chr(51) + chr(0b11110 + 0o27), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + '\x35' + chr(53), 34898 - 34890), ehT0Px3KOsy9('\x30' + chr(111) + '\064' + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(11582 - 11471) + '\063' + '\x33' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(50) + '\x35', 49418 - 49410), ehT0Px3KOsy9('\060' + '\157' + chr(2422 - 2368) + '\x32', 8), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + '\065' + chr(0b100111 + 0o12), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100100 + 0o17) + '\064' + chr(51), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100010 + 0o21) + '\063' + '\x32', 58313 - 58305), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000 + 0o2) + '\065' + chr(1295 - 1247), 0b1000), ehT0Px3KOsy9(chr(1680 - 1632) + chr(0b1101111) + '\x32' + chr(54), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010 + 0o1) + '\x34' + '\066', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1375 - 1327) + chr(5807 - 5696) + chr(0b11 + 0o62) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xa3'), chr(0b1010000 + 0o24) + chr(0b1100101) + '\143' + '\x6f' + '\x64' + chr(101))('\165' + chr(0b1110100) + '\146' + chr(113 - 68) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ynNl3vltSzzU(OeWW0F1dBPRQ, cTrPoWRqycO8): assert PlSM16l2KDPD(OeWW0F1dBPRQ, KNyTy8rYcwji) and PlSM16l2KDPD(cTrPoWRqycO8, wLqBDw8l0eIm) yPQ2_McHDoVM = () cf0wyFb2Vry6 = kkSX4ccExqw4(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe4\xbd\xdd'), chr(0b1010010 + 0o22) + '\x65' + chr(0b111101 + 0o46) + '\x6f' + chr(0b1100100) + '\x65')(chr(117) + '\x74' + chr(102) + chr(0b11000 + 0o25) + '\070')) for K3J4ZwSlE0sT in cTrPoWRqycO8: pd3lxn9vqWxp = PKlczyAx7TeW(OeWW0F1dBPRQ, K3J4ZwSlE0sT) if pd3lxn9vqWxp < cf0wyFb2Vry6: cf0wyFb2Vry6 = pd3lxn9vqWxp yPQ2_McHDoVM = K3J4ZwSlE0sT return cTrPoWRqycO8[yPQ2_McHDoVM]
keon/algorithms
algorithms/maths/is_strobogrammatic.py
is_strobogrammatic
def is_strobogrammatic(num): """ :type num: str :rtype: bool """ comb = "00 11 88 69 96" i = 0 j = len(num) - 1 while i <= j: x = comb.find(num[i]+num[j]) if x == -1: return False i += 1 j -= 1 return True
python
def is_strobogrammatic(num): """ :type num: str :rtype: bool """ comb = "00 11 88 69 96" i = 0 j = len(num) - 1 while i <= j: x = comb.find(num[i]+num[j]) if x == -1: return False i += 1 j -= 1 return True
[ "def", "is_strobogrammatic", "(", "num", ")", ":", "comb", "=", "\"00 11 88 69 96\"", "i", "=", "0", "j", "=", "len", "(", "num", ")", "-", "1", "while", "i", "<=", "j", ":", "x", "=", "comb", ".", "find", "(", "num", "[", "i", "]", "+", "num", "[", "j", "]", ")", "if", "x", "==", "-", "1", ":", "return", "False", "i", "+=", "1", "j", "-=", "1", "return", "True" ]
:type num: str :rtype: bool
[ ":", "type", "num", ":", "str", ":", "rtype", ":", "bool" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/maths/is_strobogrammatic.py#L12-L26
train
Checks if a string is a strobogrammatic version of the current language.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(49) + chr(1541 - 1490), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1101111 + 0o0) + chr(0b110 + 0o54) + chr(0b100000 + 0o26) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + '\066' + chr(48), 0b1000), ehT0Px3KOsy9(chr(620 - 572) + chr(0b111001 + 0o66) + '\x32' + chr(0b10011 + 0o41) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11110 + 0o25) + chr(0b110000) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\157' + '\x31' + '\x31' + chr(51), 0o10), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(6120 - 6009) + '\063' + chr(0b110101) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\066' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(49) + chr(2345 - 2294) + chr(865 - 813), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(0b110001) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + chr(2535 - 2424) + '\x33' + '\065' + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\066' + '\x33', 59825 - 59817), ehT0Px3KOsy9(chr(988 - 940) + chr(0b1011110 + 0o21) + '\x36' + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111010 + 0o65) + chr(51) + chr(0b110111) + chr(52), 54523 - 54515), ehT0Px3KOsy9(chr(0b110000) + chr(0b10011 + 0o134) + chr(1542 - 1492) + '\067' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(1616 - 1568) + chr(0b1101111) + chr(0b10010 + 0o37) + chr(53), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(49) + '\065', 8), ehT0Px3KOsy9('\060' + '\157' + chr(51) + '\x35' + '\062', 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(51) + chr(0b101110 + 0o10) + chr(1614 - 1565), 0b1000), ehT0Px3KOsy9('\060' + chr(1000 - 889) + chr(0b110011) + '\x36' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1264 - 1215) + chr(1014 - 964) + chr(0b11001 + 0o27), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + '\063' + chr(50), 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\157' + '\062' + '\063' + '\065', 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b110000) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\157' + chr(1522 - 1471) + chr(997 - 948) + chr(48), 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010 + 0o1) + '\x30' + '\x31', 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(394 - 344) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(4880 - 4769) + chr(0b110000 + 0o3) + chr(822 - 770) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110101) + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111011 + 0o64) + chr(0b110010) + chr(0b10 + 0o64) + chr(0b11010 + 0o26), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(49) + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010101 + 0o32) + '\x32' + chr(0b110000 + 0o1) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(1924 - 1875) + '\067' + chr(2474 - 2424), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1001001 + 0o46) + chr(51) + chr(1143 - 1093) + '\x32', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(49) + chr(2585 - 2534), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(537 - 488) + '\x33' + chr(50), 8), ehT0Px3KOsy9(chr(0b110000) + chr(4364 - 4253) + '\x33' + chr(0b110011) + chr(0b1110 + 0o47), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(1911 - 1858) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1111 + 0o140) + chr(0b110011) + chr(1671 - 1623) + chr(0b110010), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1868 - 1820) + chr(0b11010 + 0o125) + chr(0b110101) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe5'), '\144' + '\145' + chr(99) + chr(0b1100101 + 0o12) + chr(0b1100001 + 0o3) + '\145')('\x75' + '\x74' + chr(0b1100110) + '\x2d' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def eq5FjJfVmqJw(jFuGPhnxN9fq): I9U3ZjBOQZoD = xafqLlk3kkUe(SXOLrMavuUCe(b'\xfb\x82\xd0\x97\xf0k\xd1 Rj\xf1\xcc\n\x01'), chr(5495 - 5395) + chr(101) + '\x63' + '\x6f' + chr(0b1010 + 0o132) + chr(0b1100101))(chr(0b100100 + 0o121) + chr(7727 - 7611) + chr(0b1010101 + 0o21) + chr(45) + chr(0b110010 + 0o6)) WVxHKyX45z_L = ehT0Px3KOsy9(chr(1297 - 1249) + '\157' + chr(1612 - 1564), ord("\x08")) tlORBuYsiw3X = c2A0yzQpDQB3(jFuGPhnxN9fq) - ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001), 43188 - 43180) while WVxHKyX45z_L <= tlORBuYsiw3X: OeWW0F1dBPRQ = I9U3ZjBOQZoD.find(jFuGPhnxN9fq[WVxHKyX45z_L] + jFuGPhnxN9fq[tlORBuYsiw3X]) if OeWW0F1dBPRQ == -ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(5502 - 5391) + '\x31', 8): return ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\060', 8) WVxHKyX45z_L += ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49), 8) tlORBuYsiw3X -= ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49), 8) return ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061', 8)
keon/algorithms
algorithms/sort/merge_sort.py
merge_sort
def merge_sort(arr): """ Merge Sort Complexity: O(n log(n)) """ # Our recursive base case if len(arr) <= 1: return arr mid = len(arr) // 2 # Perform merge_sort recursively on both halves left, right = merge_sort(arr[:mid]), merge_sort(arr[mid:]) # Merge each side together return merge(left, right, arr.copy())
python
def merge_sort(arr): """ Merge Sort Complexity: O(n log(n)) """ # Our recursive base case if len(arr) <= 1: return arr mid = len(arr) // 2 # Perform merge_sort recursively on both halves left, right = merge_sort(arr[:mid]), merge_sort(arr[mid:]) # Merge each side together return merge(left, right, arr.copy())
[ "def", "merge_sort", "(", "arr", ")", ":", "# Our recursive base case", "if", "len", "(", "arr", ")", "<=", "1", ":", "return", "arr", "mid", "=", "len", "(", "arr", ")", "//", "2", "# Perform merge_sort recursively on both halves", "left", ",", "right", "=", "merge_sort", "(", "arr", "[", ":", "mid", "]", ")", ",", "merge_sort", "(", "arr", "[", "mid", ":", "]", ")", "# Merge each side together", "return", "merge", "(", "left", ",", "right", ",", "arr", ".", "copy", "(", ")", ")" ]
Merge Sort Complexity: O(n log(n))
[ "Merge", "Sort", "Complexity", ":", "O", "(", "n", "log", "(", "n", "))" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/sort/merge_sort.py#L1-L13
train
Merge sort array into a single node.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b11110 + 0o121) + chr(0b10 + 0o60) + '\060' + '\062', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(1020 - 909) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100011 + 0o114) + '\x33' + chr(0b110111) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(5157 - 5046) + chr(221 - 170) + chr(0b110001) + chr(0b10011 + 0o41), 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + '\x33' + '\x34' + chr(1219 - 1170), 5389 - 5381), ehT0Px3KOsy9(chr(273 - 225) + '\157' + chr(0b110111) + chr(721 - 669), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1012 - 961) + '\066', 24433 - 24425), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(10653 - 10542) + chr(0b110001) + '\x36' + chr(1927 - 1872), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101100 + 0o103) + chr(0b100011 + 0o16) + chr(0b110101) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\x6f' + '\x31' + chr(0b101 + 0o57) + '\064', 18238 - 18230), ehT0Px3KOsy9('\x30' + chr(11987 - 11876) + '\067' + chr(603 - 555), 29422 - 29414), ehT0Px3KOsy9(chr(1882 - 1834) + chr(0b110010 + 0o75) + chr(97 - 46) + '\x34' + chr(0b11011 + 0o25), 0o10), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + chr(50) + chr(0b110100) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(52) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(1595 - 1546), 53973 - 53965), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1100111 + 0o10) + '\x33' + '\x32' + chr(48), 33264 - 33256), ehT0Px3KOsy9(chr(2001 - 1953) + chr(0b1101111) + chr(89 - 39) + chr(50) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110 + 0o53) + chr(0b110111) + chr(1672 - 1617), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\066' + '\x35', 0o10), ehT0Px3KOsy9('\060' + chr(10272 - 10161) + chr(1848 - 1797) + chr(0b110111) + chr(0b110100), 6107 - 6099), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(3784 - 3673) + '\062' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(839 - 788) + '\063' + chr(0b100010 + 0o22), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2219 - 2169) + chr(1640 - 1588) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(0b110101) + chr(0b0 + 0o60), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(867 - 818) + '\067', 0o10), ehT0Px3KOsy9(chr(975 - 927) + '\157' + chr(0b110001) + '\065' + chr(0b1100 + 0o51), 0b1000), ehT0Px3KOsy9(chr(2212 - 2164) + chr(111) + chr(51) + chr(0b101100 + 0o6) + '\x33', 57733 - 57725), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + chr(0b100100 + 0o113) + '\061' + '\x32' + chr(1476 - 1421), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110101) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1354 - 1303) + '\064' + chr(0b110000), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010011 + 0o34) + chr(51) + chr(0b100010 + 0o16) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + '\063' + '\x37', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1925 - 1875) + '\063' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(153 - 105) + '\157' + chr(54) + chr(48), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b10111 + 0o32) + '\067' + chr(52), 0o10), ehT0Px3KOsy9('\060' + chr(11257 - 11146) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(2421 - 2371) + chr(0b11001 + 0o33) + chr(0b110010), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b100101 + 0o112) + chr(0b110101) + chr(0b1 + 0o57), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xac'), chr(5923 - 5823) + '\145' + '\143' + chr(111) + chr(0b1100100) + '\x65')(chr(117) + '\x74' + chr(0b111010 + 0o54) + chr(149 - 104) + chr(1515 - 1459)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def GGwsiYKCsybW(ZxkNvNvuRNy5): if c2A0yzQpDQB3(ZxkNvNvuRNy5) <= ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1010 + 0o47), 8): return ZxkNvNvuRNy5 WH1DwNwUWM6U = c2A0yzQpDQB3(ZxkNvNvuRNy5) // ehT0Px3KOsy9('\060' + chr(0b1100 + 0o143) + chr(879 - 829), ord("\x08")) (mtX6HPOlWiYu, isOYmsUx1jxa) = (GGwsiYKCsybW(ZxkNvNvuRNy5[:WH1DwNwUWM6U]), GGwsiYKCsybW(ZxkNvNvuRNy5[WH1DwNwUWM6U:])) return mP5l0dPhBkus(mtX6HPOlWiYu, isOYmsUx1jxa, xafqLlk3kkUe(ZxkNvNvuRNy5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xebtQ\x92\x84\xb2\x08t|!\x1d\x05'), chr(4794 - 4694) + chr(7901 - 7800) + '\143' + chr(6554 - 6443) + chr(1392 - 1292) + chr(0b1010010 + 0o23))(chr(0b1110101) + '\x74' + chr(8231 - 8129) + chr(134 - 89) + chr(0b1010 + 0o56)))())
keon/algorithms
algorithms/sort/merge_sort.py
merge
def merge(left, right, merged): """ Merge helper Complexity: O(n) """ left_cursor, right_cursor = 0, 0 while left_cursor < len(left) and right_cursor < len(right): # Sort each one and place into the result if left[left_cursor] <= right[right_cursor]: merged[left_cursor+right_cursor]=left[left_cursor] left_cursor += 1 else: merged[left_cursor + right_cursor] = right[right_cursor] right_cursor += 1 # Add the left overs if there's any left to the result for left_cursor in range(left_cursor, len(left)): merged[left_cursor + right_cursor] = left[left_cursor] # Add the left overs if there's any left to the result for right_cursor in range(right_cursor, len(right)): merged[left_cursor + right_cursor] = right[right_cursor] # Return result return merged
python
def merge(left, right, merged): """ Merge helper Complexity: O(n) """ left_cursor, right_cursor = 0, 0 while left_cursor < len(left) and right_cursor < len(right): # Sort each one and place into the result if left[left_cursor] <= right[right_cursor]: merged[left_cursor+right_cursor]=left[left_cursor] left_cursor += 1 else: merged[left_cursor + right_cursor] = right[right_cursor] right_cursor += 1 # Add the left overs if there's any left to the result for left_cursor in range(left_cursor, len(left)): merged[left_cursor + right_cursor] = left[left_cursor] # Add the left overs if there's any left to the result for right_cursor in range(right_cursor, len(right)): merged[left_cursor + right_cursor] = right[right_cursor] # Return result return merged
[ "def", "merge", "(", "left", ",", "right", ",", "merged", ")", ":", "left_cursor", ",", "right_cursor", "=", "0", ",", "0", "while", "left_cursor", "<", "len", "(", "left", ")", "and", "right_cursor", "<", "len", "(", "right", ")", ":", "# Sort each one and place into the result", "if", "left", "[", "left_cursor", "]", "<=", "right", "[", "right_cursor", "]", ":", "merged", "[", "left_cursor", "+", "right_cursor", "]", "=", "left", "[", "left_cursor", "]", "left_cursor", "+=", "1", "else", ":", "merged", "[", "left_cursor", "+", "right_cursor", "]", "=", "right", "[", "right_cursor", "]", "right_cursor", "+=", "1", "# Add the left overs if there's any left to the result", "for", "left_cursor", "in", "range", "(", "left_cursor", ",", "len", "(", "left", ")", ")", ":", "merged", "[", "left_cursor", "+", "right_cursor", "]", "=", "left", "[", "left_cursor", "]", "# Add the left overs if there's any left to the result", "for", "right_cursor", "in", "range", "(", "right_cursor", ",", "len", "(", "right", ")", ")", ":", "merged", "[", "left_cursor", "+", "right_cursor", "]", "=", "right", "[", "right_cursor", "]", "# Return result", "return", "merged" ]
Merge helper Complexity: O(n)
[ "Merge", "helper", "Complexity", ":", "O", "(", "n", ")" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/sort/merge_sort.py#L16-L38
train
Merge two helper AttributeNames into a single list.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x34' + chr(0b110001 + 0o6), 0o10), ehT0Px3KOsy9(chr(751 - 703) + chr(0b1101111) + '\x31' + '\066' + chr(51), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + chr(0b110001) + chr(0b110101) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(510 - 462) + chr(0b1000111 + 0o50) + chr(0b101000 + 0o12) + '\x34' + chr(54), 32402 - 32394), ehT0Px3KOsy9(chr(1201 - 1153) + chr(111) + chr(0b10010 + 0o37) + chr(0b110011) + chr(2301 - 2247), 0o10), ehT0Px3KOsy9(chr(950 - 902) + chr(0b1101111) + chr(0b11 + 0o60) + '\062' + chr(463 - 413), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(512 - 462) + '\x31' + chr(1441 - 1387), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + '\x35' + chr(2354 - 2299), 21787 - 21779), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + chr(0b10 + 0o63) + '\x37', 32056 - 32048), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + '\x30' + chr(2826 - 2771), 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + chr(0b101111 + 0o3), 0o10), ehT0Px3KOsy9(chr(580 - 532) + '\157' + '\062' + chr(0b110010) + '\064', 13591 - 13583), ehT0Px3KOsy9(chr(48) + chr(0b1101101 + 0o2) + '\061' + '\x33' + '\065', 0b1000), ehT0Px3KOsy9('\x30' + chr(6004 - 5893) + chr(0b110010) + '\065' + chr(0b100011 + 0o24), 24656 - 24648), ehT0Px3KOsy9('\x30' + '\x6f' + '\x34' + chr(0b100101 + 0o22), 8), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + chr(0b11101 + 0o25) + chr(1903 - 1849) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(9542 - 9431) + chr(891 - 842) + chr(50) + chr(53), 62154 - 62146), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(48) + chr(553 - 501), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(52) + '\061', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + '\x36' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9803 - 9692) + chr(0b100001 + 0o22) + chr(2283 - 2228) + '\060', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111 + 0o0) + '\062' + chr(1424 - 1370) + chr(0b110100), 8), ehT0Px3KOsy9(chr(795 - 747) + chr(0b1101111) + chr(532 - 480) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(11909 - 11798) + chr(0b110010) + chr(50) + chr(1237 - 1185), 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(1113 - 1059) + chr(763 - 715), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\157' + '\061' + chr(0b100 + 0o55) + chr(966 - 917), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x37' + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(8285 - 8174) + '\061' + chr(1742 - 1687) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(1243 - 1132) + '\062' + chr(48) + chr(0b100001 + 0o23), 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\x6f' + chr(50) + '\066' + chr(0b100011 + 0o16), 0b1000), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(8174 - 8063) + chr(148 - 99) + '\063' + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(388 - 339) + chr(0b110110) + chr(0b11000 + 0o35), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + '\x33' + chr(0b110011), 8), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + '\x32' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(50) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(833 - 780) + chr(2612 - 2557), 8), ehT0Px3KOsy9(chr(2245 - 2197) + chr(111) + '\x36' + chr(0b101100 + 0o11), ord("\x08")), ehT0Px3KOsy9(chr(1090 - 1042) + chr(0b1101111) + '\061' + chr(0b110111) + chr(0b100101 + 0o21), 0o10), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + chr(49) + chr(0b110011) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(0b110110) + '\060', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(111) + chr(53) + chr(0b10011 + 0o35), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\t'), '\144' + '\145' + '\x63' + chr(2767 - 2656) + chr(0b10100 + 0o120) + '\145')(chr(0b100101 + 0o120) + chr(0b100111 + 0o115) + chr(4865 - 4763) + chr(45) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def mP5l0dPhBkus(mtX6HPOlWiYu, isOYmsUx1jxa, dEDdb0D1WnBU): (gtyzAXkKDTBf, bVIBPSel8tLx) = (ehT0Px3KOsy9(chr(48) + chr(0b1100011 + 0o14) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100110 + 0o12), 8)) while gtyzAXkKDTBf < c2A0yzQpDQB3(mtX6HPOlWiYu) and bVIBPSel8tLx < c2A0yzQpDQB3(isOYmsUx1jxa): if mtX6HPOlWiYu[gtyzAXkKDTBf] <= isOYmsUx1jxa[bVIBPSel8tLx]: dEDdb0D1WnBU[gtyzAXkKDTBf + bVIBPSel8tLx] = mtX6HPOlWiYu[gtyzAXkKDTBf] gtyzAXkKDTBf += ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1101111) + chr(0b110001), 0b1000) else: dEDdb0D1WnBU[gtyzAXkKDTBf + bVIBPSel8tLx] = isOYmsUx1jxa[bVIBPSel8tLx] bVIBPSel8tLx += ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(2327 - 2278), 8) for gtyzAXkKDTBf in vQr8gNKaIaWE(gtyzAXkKDTBf, c2A0yzQpDQB3(mtX6HPOlWiYu)): dEDdb0D1WnBU[gtyzAXkKDTBf + bVIBPSel8tLx] = mtX6HPOlWiYu[gtyzAXkKDTBf] for bVIBPSel8tLx in vQr8gNKaIaWE(bVIBPSel8tLx, c2A0yzQpDQB3(isOYmsUx1jxa)): dEDdb0D1WnBU[gtyzAXkKDTBf + bVIBPSel8tLx] = isOYmsUx1jxa[bVIBPSel8tLx] return dEDdb0D1WnBU
keon/algorithms
algorithms/sort/bucket_sort.py
bucket_sort
def bucket_sort(arr): ''' Bucket Sort Complexity: O(n^2) The complexity is dominated by nextSort ''' # The number of buckets and make buckets num_buckets = len(arr) buckets = [[] for bucket in range(num_buckets)] # Assign values into bucket_sort for value in arr: index = value * num_buckets // (max(arr) + 1) buckets[index].append(value) # Sort sorted_list = [] for i in range(num_buckets): sorted_list.extend(next_sort(buckets[i])) return sorted_list
python
def bucket_sort(arr): ''' Bucket Sort Complexity: O(n^2) The complexity is dominated by nextSort ''' # The number of buckets and make buckets num_buckets = len(arr) buckets = [[] for bucket in range(num_buckets)] # Assign values into bucket_sort for value in arr: index = value * num_buckets // (max(arr) + 1) buckets[index].append(value) # Sort sorted_list = [] for i in range(num_buckets): sorted_list.extend(next_sort(buckets[i])) return sorted_list
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Bucket Sort Complexity: O(n^2) The complexity is dominated by nextSort
[ "Bucket", "Sort", "Complexity", ":", "O", "(", "n^2", ")", "The", "complexity", "is", "dominated", "by", "nextSort" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/sort/bucket_sort.py#L1-L17
train
Bucket Sort Complexity is O ( n^2 )
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100101 + 0o14) + chr(0b10000 + 0o44) + '\x35', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + chr(50) + '\x30', 51865 - 51857), ehT0Px3KOsy9('\x30' + chr(0b1011011 + 0o24) + '\x33' + chr(1056 - 1003), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110101) + chr(1102 - 1049), 41906 - 41898), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + '\x33' + chr(0b1101 + 0o47), 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b10010 + 0o135) + chr(0b110010) + chr(0b101 + 0o55) + '\x36', 3980 - 3972), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\157' + '\x32' + '\x36' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + chr(50) + chr(52) + chr(53), 36720 - 36712), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(48) + chr(51), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(53) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + chr(48) + chr(0b100001 + 0o17), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + chr(50) + '\061', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + '\x36' + chr(49), 47058 - 47050), ehT0Px3KOsy9(chr(0b110000) + chr(0b101011 + 0o104) + chr(49) + '\062' + chr(0b110001), 8), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + chr(0b110100) + chr(2599 - 2544), 62759 - 62751), ehT0Px3KOsy9(chr(94 - 46) + '\157' + '\061' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + '\x34' + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(0b110001) + chr(2684 - 2629), 53742 - 53734), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(111) + chr(0b10101 + 0o35) + '\x30' + chr(0b110100), 4338 - 4330), ehT0Px3KOsy9(chr(0b110000) + chr(8682 - 8571) + chr(1248 - 1198) + chr(55) + chr(1148 - 1094), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110101) + '\066', 23486 - 23478), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1000 + 0o52) + chr(108 - 59) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100001 + 0o21) + chr(899 - 849) + chr(0b110110), 8), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + chr(0b110001) + '\x37' + '\x34', 0o10), ehT0Px3KOsy9(chr(1494 - 1446) + chr(0b1010010 + 0o35) + '\x31' + chr(1162 - 1110) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(334 - 223) + chr(930 - 880) + chr(49) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1000001 + 0o56) + '\x33' + chr(0b100001 + 0o21) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(1569 - 1521) + '\157' + chr(0b110010) + chr(54) + '\064', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(590 - 539) + chr(0b110001) + chr(1181 - 1132), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1858 - 1808) + chr(0b10110 + 0o33) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101011 + 0o10) + chr(1326 - 1276) + chr(48), 0b1000), ehT0Px3KOsy9(chr(350 - 302) + '\157' + chr(0b110010) + '\067' + chr(0b10001 + 0o41), 55329 - 55321), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(0b1011 + 0o46), ord("\x08")), ehT0Px3KOsy9(chr(1974 - 1926) + chr(5438 - 5327) + chr(0b110010) + chr(49) + '\x36', 6908 - 6900), ehT0Px3KOsy9('\x30' + chr(6374 - 6263) + chr(1552 - 1503) + chr(0b110010) + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + chr(0b11010 + 0o27) + chr(50) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(104 - 56) + chr(0b101111 + 0o100) + '\x32' + '\061' + chr(0b101 + 0o56), 8), ehT0Px3KOsy9(chr(1764 - 1716) + chr(0b1100111 + 0o10) + chr(495 - 446) + chr(49) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\157' + '\063' + chr(778 - 726) + chr(2009 - 1960), 60749 - 60741), ehT0Px3KOsy9(chr(868 - 820) + chr(0b11000 + 0o127) + '\061' + chr(970 - 921) + '\x34', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + '\065' + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'K'), chr(100) + chr(468 - 367) + chr(0b1100011) + chr(8055 - 7944) + '\144' + '\x65')(chr(0b1110101) + '\164' + '\x66' + '\x2d' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Q_x6TgCzXquh(ZxkNvNvuRNy5): MWOly4iYy60h = c2A0yzQpDQB3(ZxkNvNvuRNy5) rMH7GU_csUsK = [[] for BoaD8srOIvI5 in vQr8gNKaIaWE(MWOly4iYy60h)] for QmmgWUB13VCJ in ZxkNvNvuRNy5: XdowRbJKZWL9 = QmmgWUB13VCJ * MWOly4iYy60h // (tsdjvlgh9gDP(ZxkNvNvuRNy5) + ehT0Px3KOsy9('\060' + chr(111) + '\x31', ord("\x08"))) xafqLlk3kkUe(rMH7GU_csUsK[XdowRbJKZWL9], xafqLlk3kkUe(SXOLrMavuUCe(b'\x04 mH\xb2\xf2'), '\144' + '\145' + chr(0b101111 + 0o64) + '\157' + chr(1413 - 1313) + chr(101))(chr(11570 - 11453) + chr(11676 - 11560) + chr(7314 - 7212) + chr(818 - 773) + chr(2223 - 2167)))(QmmgWUB13VCJ) bGu6spvtPtAu = [] for WVxHKyX45z_L in vQr8gNKaIaWE(MWOly4iYy60h): xafqLlk3kkUe(bGu6spvtPtAu, xafqLlk3kkUe(SXOLrMavuUCe(b'\x00(iH\xb2\xf2'), chr(9191 - 9091) + chr(1050 - 949) + chr(0b1100011) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(2622 - 2506) + '\146' + chr(0b101101) + chr(56)))(sjKd3fw8GvFV(rMH7GU_csUsK[WVxHKyX45z_L])) return bGu6spvtPtAu
keon/algorithms
algorithms/heap/k_closest_points.py
k_closest
def k_closest(points, k, origin=(0, 0)): # Time: O(k+(n-k)logk) # Space: O(k) """Initialize max heap with first k points. Python does not support a max heap; thus we can use the default min heap where the keys (distance) are negated. """ heap = [(-distance(p, origin), p) for p in points[:k]] heapify(heap) """ For every point p in points[k:], check if p is smaller than the root of the max heap; if it is, add p to heap and remove root. Reheapify. """ for p in points[k:]: d = distance(p, origin) heappushpop(heap, (-d, p)) # heappushpop does conditional check """Same as: if d < -heap[0][0]: heappush(heap, (-d,p)) heappop(heap) Note: heappushpop is more efficient than separate push and pop calls. Each heappushpop call takes O(logk) time. """ return [p for nd, p in heap]
python
def k_closest(points, k, origin=(0, 0)): # Time: O(k+(n-k)logk) # Space: O(k) """Initialize max heap with first k points. Python does not support a max heap; thus we can use the default min heap where the keys (distance) are negated. """ heap = [(-distance(p, origin), p) for p in points[:k]] heapify(heap) """ For every point p in points[k:], check if p is smaller than the root of the max heap; if it is, add p to heap and remove root. Reheapify. """ for p in points[k:]: d = distance(p, origin) heappushpop(heap, (-d, p)) # heappushpop does conditional check """Same as: if d < -heap[0][0]: heappush(heap, (-d,p)) heappop(heap) Note: heappushpop is more efficient than separate push and pop calls. Each heappushpop call takes O(logk) time. """ return [p for nd, p in heap]
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Initialize max heap with first k points. Python does not support a max heap; thus we can use the default min heap where the keys (distance) are negated.
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/heap/k_closest_points.py#L13-L40
train
Return the k nearest points to the origin.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + chr(2451 - 2398) + chr(0b10001 + 0o41), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101 + 0o142) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\x34' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(0b11001 + 0o126) + chr(640 - 589) + chr(0b110010 + 0o3) + '\x36', 0b1000), ehT0Px3KOsy9(chr(106 - 58) + chr(0b11111 + 0o120) + '\062' + chr(49) + chr(2611 - 2557), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1010 + 0o145) + '\x32' + chr(0b110110) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1010111 + 0o30) + chr(51) + '\060' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(1041 - 993) + chr(9473 - 9362) + '\063' + '\x31' + chr(54), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + '\x32' + chr(0b110010 + 0o2), 0b1000), ehT0Px3KOsy9(chr(1162 - 1114) + '\x6f' + chr(51) + chr(1754 - 1703) + '\061', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + chr(0b110110) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1101111) + chr(0b100111 + 0o14) + chr(53) + '\x33', 0o10), ehT0Px3KOsy9(chr(2194 - 2146) + chr(0b1101111) + '\x33' + chr(0b110110) + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101110 + 0o5) + chr(182 - 127) + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(51), 27831 - 27823), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(0b110110) + chr(1658 - 1608), 23744 - 23736), ehT0Px3KOsy9('\060' + '\157' + '\x33' + '\065' + chr(49), 0o10), ehT0Px3KOsy9(chr(1963 - 1915) + chr(0b1101111) + chr(0b110001) + '\x36' + '\x32', 17122 - 17114), ehT0Px3KOsy9('\060' + chr(0b101111 + 0o100) + chr(1021 - 970) + '\063' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(199 - 150) + '\060' + chr(50), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100011 + 0o114) + '\064' + chr(0b100011 + 0o16), 17359 - 17351), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(2046 - 1935) + '\x32' + '\x36' + chr(49), 8), ehT0Px3KOsy9('\060' + '\157' + chr(50) + '\x32' + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(2308 - 2197) + '\x32' + chr(0b101110 + 0o10) + '\x37', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\065' + '\x31', 0b1000), ehT0Px3KOsy9(chr(1566 - 1518) + '\x6f' + '\061' + '\064' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b111111 + 0o60) + '\x33' + chr(2780 - 2725) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(0b100 + 0o63) + chr(118 - 63), 0o10), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\157' + chr(1144 - 1094) + chr(1361 - 1310) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + chr(0b101 + 0o55) + chr(0b1111 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(52) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + '\x31' + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(2185 - 2136) + chr(0b110011) + chr(373 - 322), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(1188 - 1138) + chr(0b11011 + 0o26), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1093 - 1040) + chr(0b110001), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1598 - 1549) + chr(0b110101) + chr(49), 8), ehT0Px3KOsy9(chr(1828 - 1780) + chr(111) + chr(787 - 738) + chr(0b110101 + 0o0) + chr(0b10011 + 0o42), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(2922 - 2811) + chr(893 - 843) + chr(1823 - 1774) + '\064', 41984 - 41976), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + chr(2239 - 2187) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(2076 - 2028) + '\x37', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(5399 - 5288) + '\065' + chr(93 - 45), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'D'), chr(7931 - 7831) + chr(0b1011111 + 0o6) + chr(0b1100010 + 0o1) + chr(111) + '\x64' + chr(0b1100101))('\165' + '\x74' + chr(102) + chr(840 - 795) + chr(0b1110 + 0o52)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Cue9izF7sljF(lE2TT5BDXiYl, OolUPRJhRaJd, YJV9ndirAHBI=(ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(48), 8))): _khmYwnlzMoU = [(-PKlczyAx7TeW(UyakMW2IMFEj, YJV9ndirAHBI), UyakMW2IMFEj) for UyakMW2IMFEj in lE2TT5BDXiYl[:OolUPRJhRaJd]] vGxkg3wGzRGf(_khmYwnlzMoU) for UyakMW2IMFEj in lE2TT5BDXiYl[OolUPRJhRaJd:]: pd3lxn9vqWxp = PKlczyAx7TeW(UyakMW2IMFEj, YJV9ndirAHBI) bKC4pZUCx7Ij(_khmYwnlzMoU, (-pd3lxn9vqWxp, UyakMW2IMFEj)) xafqLlk3kkUe(SXOLrMavuUCe(b"9f\xc8\x8b\xae\xd6\xb4\xf4\xde\xf9\x91\xcb\xd7\xdb+\xd2\xc9R\xfbb\x01\xd8\xf2\x97\rG\xc4_\xb5\xf8\x05m+\n\x1946\xbc\xbd\xfd`'\x85\xce\xae\x97\xe7\xee\xf4\xf9\x91\xcb\xd7\xdb+\xd2\xc9\x1a\xbe#Q\xc1\xe1\xc4\x01O\x90\x1a\xf9\xe0L,s|ME\x1d\xa5\xc9\xcdJ'\x85\xce\xae\x97\xe7\xee\xf4\xf9\x91\xcb\xd7\xdb+\xd2\x81\x17\xba2Q\xde\xe4\x9f\x01\x02\x99\x0f\xb1\x9aj,{q\tIM\xac\xc0\x89\x05s\xc0\xd4\xae\xdf\xa2\xaf\xa4\xa9\xc4\x98\x9f\x8bd\x82\xc9\x1b\xa8bL\xde\xe6\xd2I\x02\x9e\x19\xf1\xf3\ti5%\t\x1d\x05\xed\x8e\xe7\x19b\xd5\x8f\xfc\xd6\xb3\xab\xf4\xa9\xc4\x98\x9f\xdbj\x9c\x8dR\xab-Q\x91\xf7\xd6\x05\x0b\x8bQ\x92\xb0@,{q\tIM\xc9\x81\xa4\x02'\xcd\x8b\xef\xc7\xb7\xbb\xa7\xb1\xc1\x84\x87\xdbh\x93\x85\x1e\xfb6@\xda\xf1\xc4I(\xd0\x13\xf7\xf7\x0b%{%@\x04\x08\xa2\xea\xe7J'\x85\xce\xae\x97\xe7"), chr(0b1100100) + chr(0b1100101) + chr(5647 - 5548) + chr(111) + chr(100) + '\x65')(chr(117) + chr(116) + chr(102) + chr(45) + chr(0b11010 + 0o36)) return [UyakMW2IMFEj for (Vy_CFRcuYrTj, UyakMW2IMFEj) in _khmYwnlzMoU]
keon/algorithms
algorithms/linkedlist/reverse.py
reverse_list
def reverse_list(head): """ :type head: ListNode :rtype: ListNode """ if not head or not head.next: return head prev = None while head: current = head head = head.next current.next = prev prev = current return prev
python
def reverse_list(head): """ :type head: ListNode :rtype: ListNode """ if not head or not head.next: return head prev = None while head: current = head head = head.next current.next = prev prev = current return prev
[ "def", "reverse_list", "(", "head", ")", ":", "if", "not", "head", "or", "not", "head", ".", "next", ":", "return", "head", "prev", "=", "None", "while", "head", ":", "current", "=", "head", "head", "=", "head", ".", "next", "current", ".", "next", "=", "prev", "prev", "=", "current", "return", "prev" ]
:type head: ListNode :rtype: ListNode
[ ":", "type", "head", ":", "ListNode", ":", "rtype", ":", "ListNode" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/linkedlist/reverse.py#L12-L25
train
Reverse the list of node in the order they appear.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(0b11011 + 0o26) + chr(0b100 + 0o63), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110101) + chr(2594 - 2543), ord("\x08")), ehT0Px3KOsy9(chr(2211 - 2163) + chr(11646 - 11535) + chr(49) + chr(261 - 212) + '\x37', 39089 - 39081), ehT0Px3KOsy9(chr(1223 - 1175) + '\157' + chr(0b110010) + '\066' + '\064', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11000 + 0o32) + '\066' + '\x37', 11816 - 11808), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1001 + 0o51) + '\x37' + chr(54), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + '\x34' + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\067' + chr(2199 - 2150), 552 - 544), ehT0Px3KOsy9('\060' + chr(111) + '\061' + chr(0b110110) + chr(329 - 276), 14526 - 14518), ehT0Px3KOsy9(chr(48) + chr(8655 - 8544) + '\x32' + chr(2222 - 2171) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + '\x34' + chr(0b1100 + 0o44), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2148 - 2037) + chr(0b110011) + '\x33' + '\064', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(50) + chr(0b110100) + chr(2279 - 2224), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b10101 + 0o35) + chr(52) + chr(0b100011 + 0o17), 0b1000), ehT0Px3KOsy9(chr(1478 - 1430) + chr(0b10110 + 0o131) + chr(0b110011) + '\060' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(1101 - 1053) + '\x6f' + chr(0b110010) + chr(0b11010 + 0o33) + chr(0b110101), 27326 - 27318), ehT0Px3KOsy9(chr(2123 - 2075) + '\x6f' + chr(0b1111 + 0o42) + '\067' + chr(48), 0b1000), ehT0Px3KOsy9(chr(48) + chr(3899 - 3788) + chr(0b110001) + chr(0b10100 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(0b110001) + chr(48), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(0b1011 + 0o47) + chr(48) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + chr(2302 - 2191) + chr(1252 - 1204), 38470 - 38462), ehT0Px3KOsy9('\060' + chr(10577 - 10466) + chr(0b10110 + 0o35) + '\065' + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2583 - 2532) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(704 - 653) + '\x31', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(351 - 302) + chr(0b10010 + 0o42) + chr(1325 - 1277), 8), ehT0Px3KOsy9(chr(2004 - 1956) + chr(0b1001001 + 0o46) + chr(0b11000 + 0o31) + chr(508 - 456) + chr(48), 8), ehT0Px3KOsy9(chr(0b110000) + chr(11745 - 11634) + chr(50) + chr(0b1100 + 0o47) + chr(2465 - 2411), 0o10), ehT0Px3KOsy9(chr(1901 - 1853) + chr(111) + chr(2703 - 2650) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b11 + 0o154) + '\062' + chr(52) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(0b110001) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\067' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + chr(50) + '\x35' + chr(0b110001), 48623 - 48615), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\x6f' + chr(0b100101 + 0o15) + chr(0b110011) + chr(0b101000 + 0o11), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(54) + '\063', 16128 - 16120), ehT0Px3KOsy9('\060' + chr(9220 - 9109) + chr(0b110011) + '\x36' + '\x35', 0o10), ehT0Px3KOsy9('\060' + chr(0b0 + 0o157) + chr(0b10001 + 0o42) + '\060' + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11110 + 0o23) + chr(0b11011 + 0o26) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(360 - 249) + chr(0b110010) + '\060' + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(10585 - 10474) + chr(0b11110 + 0o24) + '\x35' + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(2596 - 2485) + '\063' + chr(2012 - 1959) + chr(1556 - 1507), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(920 - 872) + '\x6f' + chr(498 - 445) + chr(0b101010 + 0o6), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe1'), chr(0b1010110 + 0o16) + chr(101) + '\143' + chr(0b1101111) + chr(0b1100100 + 0o0) + '\x65')('\165' + chr(12281 - 12165) + '\146' + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def PKpSofUlaJQk(jTNf3myQ667Q): if not jTNf3myQ667Q or not xafqLlk3kkUe(jTNf3myQ667Q, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa1x8\xc3\xff\xfb\x86tA\xf8\x18\x95'), chr(0b1010110 + 0o16) + chr(0b10000 + 0o125) + chr(0b1100011) + chr(0b111111 + 0o60) + chr(0b1001110 + 0o26) + '\145')('\x75' + '\164' + chr(102) + chr(0b101101) + chr(299 - 243))): return jTNf3myQ667Q RIir6MzmTiCT = None while jTNf3myQ667Q: xs6XOz6fvaCq = jTNf3myQ667Q jTNf3myQ667Q = jTNf3myQ667Q.nSwwHEeM4cxI xs6XOz6fvaCq.nSwwHEeM4cxI = RIir6MzmTiCT RIir6MzmTiCT = xs6XOz6fvaCq return RIir6MzmTiCT
keon/algorithms
algorithms/linkedlist/reverse.py
reverse_list_recursive
def reverse_list_recursive(head): """ :type head: ListNode :rtype: ListNode """ if head is None or head.next is None: return head p = head.next head.next = None revrest = reverse_list_recursive(p) p.next = head return revrest
python
def reverse_list_recursive(head): """ :type head: ListNode :rtype: ListNode """ if head is None or head.next is None: return head p = head.next head.next = None revrest = reverse_list_recursive(p) p.next = head return revrest
[ "def", "reverse_list_recursive", "(", "head", ")", ":", "if", "head", "is", "None", "or", "head", ".", "next", "is", "None", ":", "return", "head", "p", "=", "head", ".", "next", "head", ".", "next", "=", "None", "revrest", "=", "reverse_list_recursive", "(", "p", ")", "p", ".", "next", "=", "head", "return", "revrest" ]
:type head: ListNode :rtype: ListNode
[ ":", "type", "head", ":", "ListNode", ":", "rtype", ":", "ListNode" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/linkedlist/reverse.py#L32-L43
train
recursively returns the list of nodes in the list
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b1011 + 0o53) + chr(51), 60659 - 60651), ehT0Px3KOsy9(chr(0b110000) + chr(8315 - 8204) + '\062' + '\x30' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + '\060' + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + '\x34' + '\062', 52864 - 52856), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\157' + chr(55) + chr(968 - 914), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + chr(54) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(7349 - 7238) + '\x31' + '\060' + chr(762 - 710), 15635 - 15627), ehT0Px3KOsy9(chr(963 - 915) + '\x6f' + '\061' + chr(150 - 99) + chr(987 - 935), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(0b110101) + chr(1012 - 964), 0o10), ehT0Px3KOsy9(chr(1116 - 1068) + chr(0b1101111) + chr(537 - 488) + chr(0b110100) + chr(0b110110), 60416 - 60408), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + '\x36' + chr(0b110100), 41878 - 41870), ehT0Px3KOsy9(chr(48) + chr(5597 - 5486) + chr(0b110010) + chr(0b1 + 0o62) + chr(0b100001 + 0o20), 13999 - 13991), ehT0Px3KOsy9('\x30' + chr(0b11110 + 0o121) + '\x36' + '\x37', 26846 - 26838), ehT0Px3KOsy9('\x30' + chr(0b1010111 + 0o30) + chr(49) + chr(0b101000 + 0o16), 0o10), ehT0Px3KOsy9('\060' + chr(1342 - 1231) + '\x31' + chr(0b110110) + '\067', 63610 - 63602), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101111 + 0o2) + '\062' + '\x34', 5147 - 5139), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b1000 + 0o52) + chr(0b100101 + 0o15), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + chr(0b1101 + 0o45) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\064' + chr(0b11000 + 0o31), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1222 - 1171) + '\060' + chr(1861 - 1813), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2502 - 2451) + '\062' + chr(0b10010 + 0o45), 0o10), ehT0Px3KOsy9('\x30' + chr(0b100011 + 0o114) + chr(0b1111 + 0o44) + chr(53), 0o10), ehT0Px3KOsy9(chr(48) + chr(1066 - 955) + '\x33' + chr(0b111 + 0o57) + '\x34', 0o10), ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + '\063' + chr(52) + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + '\x34' + chr(0b110110), 8), ehT0Px3KOsy9('\x30' + chr(0b1010111 + 0o30) + chr(902 - 853) + chr(2585 - 2534), 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(4905 - 4794) + chr(1492 - 1443) + chr(0b1001 + 0o50) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\x6f' + chr(0b110100) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1 + 0o60) + chr(0b110111) + chr(55), 0o10), ehT0Px3KOsy9(chr(1727 - 1679) + '\157' + chr(1601 - 1552) + chr(55) + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + '\x35' + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(1039 - 991) + chr(6347 - 6236) + chr(1684 - 1634) + '\060' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(11404 - 11293) + chr(943 - 893) + '\x32' + chr(1941 - 1891), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\061' + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + '\x32' + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + '\061' + chr(0b1111 + 0o46), 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(8955 - 8844) + '\x37' + '\x32', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + chr(55) + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(49) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1046 - 997) + chr(0b110010) + chr(2361 - 2308), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11100 + 0o31) + '\x30', 3482 - 3474)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xdd'), '\x64' + '\x65' + chr(99) + chr(0b101000 + 0o107) + chr(0b1100100) + chr(0b1100101))('\x75' + chr(1161 - 1045) + '\146' + '\x2d' + chr(0b11101 + 0o33)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def zDxwrB4V8YTo(jTNf3myQ667Q): if jTNf3myQ667Q is None or xafqLlk3kkUe(jTNf3myQ667Q, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xd2\xb1Uv0!\x11\x9c\x05\x0c\xd0'), chr(5845 - 5745) + '\x65' + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(0b110011 + 0o62))(chr(117) + chr(116) + chr(0b1001111 + 0o27) + chr(45) + '\070')) is None: return jTNf3myQ667Q UyakMW2IMFEj = jTNf3myQ667Q.nSwwHEeM4cxI jTNf3myQ667Q.nSwwHEeM4cxI = None a2kRqcyvCatp = zDxwrB4V8YTo(UyakMW2IMFEj) UyakMW2IMFEj.nSwwHEeM4cxI = jTNf3myQ667Q return a2kRqcyvCatp
keon/algorithms
algorithms/tree/path_sum.py
has_path_sum
def has_path_sum(root, sum): """ :type root: TreeNode :type sum: int :rtype: bool """ if root is None: return False if root.left is None and root.right is None and root.val == sum: return True sum -= root.val return has_path_sum(root.left, sum) or has_path_sum(root.right, sum)
python
def has_path_sum(root, sum): """ :type root: TreeNode :type sum: int :rtype: bool """ if root is None: return False if root.left is None and root.right is None and root.val == sum: return True sum -= root.val return has_path_sum(root.left, sum) or has_path_sum(root.right, sum)
[ "def", "has_path_sum", "(", "root", ",", "sum", ")", ":", "if", "root", "is", "None", ":", "return", "False", "if", "root", ".", "left", "is", "None", "and", "root", ".", "right", "is", "None", "and", "root", ".", "val", "==", "sum", ":", "return", "True", "sum", "-=", "root", ".", "val", "return", "has_path_sum", "(", "root", ".", "left", ",", "sum", ")", "or", "has_path_sum", "(", "root", ".", "right", ",", "sum", ")" ]
:type root: TreeNode :type sum: int :rtype: bool
[ ":", "type", "root", ":", "TreeNode", ":", "type", "sum", ":", "int", ":", "rtype", ":", "bool" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/tree/path_sum.py#L18-L29
train
Returns True if the sum of the nodes in the tree is greater than or equal to the sum of the nodes in the tree.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2177 - 2129) + chr(0b1101111) + chr(1241 - 1190) + chr(2713 - 2659) + chr(2900 - 2846), 63882 - 63874), ehT0Px3KOsy9(chr(171 - 123) + chr(0b1101111) + '\063' + chr(1295 - 1245) + chr(0b1011 + 0o53), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1000101 + 0o52) + '\061' + chr(2268 - 2220) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(0b110010) + chr(52) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + '\x31' + chr(50) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(1946 - 1898) + '\x6f' + chr(97 - 48) + '\x37' + '\063', 60594 - 60586), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1586 - 1536) + chr(1008 - 953) + chr(0b11110 + 0o25), ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(0b1101111) + '\x31' + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b110011) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(0b11 + 0o61) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1010 + 0o51) + chr(50) + chr(48), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\062' + chr(0b100110 + 0o13) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(3783 - 3672) + chr(0b110010) + chr(786 - 735) + chr(0b100101 + 0o20), 0b1000), ehT0Px3KOsy9(chr(650 - 602) + chr(0b100000 + 0o117) + chr(49) + '\063' + chr(0b110010), 8), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(49) + chr(1137 - 1085) + chr(1673 - 1621), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + chr(55) + '\x32', 0b1000), ehT0Px3KOsy9(chr(1863 - 1815) + chr(171 - 60) + '\x31' + chr(902 - 853), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1001110 + 0o41) + chr(0b110010) + '\x33' + '\x35', 8), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(0b11 + 0o61) + chr(641 - 590), 0b1000), ehT0Px3KOsy9('\060' + chr(11972 - 11861) + chr(0b11111 + 0o25) + chr(0b110100), 33592 - 33584), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b100001 + 0o26) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(1095 - 1047) + chr(111) + '\061' + chr(52) + chr(0b110100 + 0o1), 33737 - 33729), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(49) + chr(0b10010 + 0o37), 0b1000), ehT0Px3KOsy9(chr(824 - 776) + '\157' + '\061' + chr(0b110100) + '\x34', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\x32', 33441 - 33433), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(951 - 896) + chr(0b110011), 8), ehT0Px3KOsy9(chr(48) + chr(0b1010111 + 0o30) + chr(0b101010 + 0o15) + chr(0b10 + 0o60), 50066 - 50058), ehT0Px3KOsy9(chr(48) + '\157' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(2140 - 2089) + chr(0b101010 + 0o13) + chr(0b110010), 47365 - 47357), ehT0Px3KOsy9(chr(449 - 401) + '\x6f' + chr(51) + chr(48) + chr(53), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(0b110111) + chr(0b10 + 0o57), 8), ehT0Px3KOsy9(chr(48) + chr(6583 - 6472) + chr(51) + chr(0b110010) + '\x30', 8), ehT0Px3KOsy9('\060' + chr(4655 - 4544) + chr(0b110110) + chr(50), 12578 - 12570), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x36' + '\065', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b101000 + 0o12) + chr(50) + chr(0b1101 + 0o45), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b1101111) + chr(0b110010) + chr(0b110010 + 0o5), 0b1000), ehT0Px3KOsy9(chr(1648 - 1600) + '\x6f' + chr(51) + chr(834 - 781), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11000 + 0o32) + chr(51) + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101 + 0o142) + chr(0b110100) + chr(53), 5724 - 5716), ehT0Px3KOsy9('\x30' + chr(111) + chr(51) + '\x34' + '\x31', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100010 + 0o23) + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd8'), chr(0b11 + 0o141) + chr(101) + chr(6519 - 6420) + chr(0b1101111) + chr(3995 - 3895) + chr(0b10011 + 0o122))(chr(7800 - 7683) + chr(0b1101110 + 0o6) + chr(102) + chr(608 - 563) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def AyKML4K_ZCv8(FiL2Xt3u2AMN, xkxBmo49x2An): if FiL2Xt3u2AMN is None: return ehT0Px3KOsy9(chr(48) + chr(0b111 + 0o150) + chr(2066 - 2018), 0o10) if xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xa2\x1c\x91\x19+\xf4c\r\xcd\x89\xfb'), chr(0b1100100) + '\145' + chr(99) + chr(111) + chr(0b1100011 + 0o1) + chr(1403 - 1302))(chr(0b101011 + 0o112) + chr(0b1110 + 0o146) + chr(0b1001100 + 0o32) + chr(0b101101) + chr(56))) is None and xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9f\xa5\x0b\xfe<\x08\xeewk\xce\xa8\xef'), chr(8670 - 8570) + '\145' + chr(0b1100011) + chr(0b1101111) + chr(2865 - 2765) + chr(101))(chr(117) + chr(0b1110100) + chr(0b1100101 + 0o1) + chr(45) + chr(56))) is None and (xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\x87<\xefc?\xe4dc\xd7\x88\xdf'), chr(0b1100100) + chr(9664 - 9563) + chr(99) + chr(0b1101111) + chr(100) + '\145')(chr(0b1110101) + chr(116) + '\x66' + '\x2d' + '\070')) == xkxBmo49x2An): return ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001), 0o10) xkxBmo49x2An -= FiL2Xt3u2AMN.pQxH2D_k9sXQ return AyKML4K_ZCv8(xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xa2\x1c\x91\x19+\xf4c\r\xcd\x89\xfb'), chr(100) + '\x65' + '\143' + '\x6f' + '\144' + chr(9275 - 9174))('\165' + chr(0b101101 + 0o107) + '\146' + chr(45) + chr(56))), xkxBmo49x2An) or AyKML4K_ZCv8(xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9f\xa5\x0b\xfe<\x08\xeewk\xce\xa8\xef'), '\x64' + '\x65' + chr(99) + chr(0b1101111) + '\x64' + chr(101))('\165' + '\x74' + chr(102) + '\055' + chr(0b111000))), xkxBmo49x2An)
keon/algorithms
algorithms/maths/base_conversion.py
int_to_base
def int_to_base(n, base): """ :type n: int :type base: int :rtype: str """ is_negative = False if n == 0: return '0' elif n < 0: is_negative = True n *= -1 digit = string.digits + string.ascii_uppercase res = '' while n > 0: res += digit[n % base] n //= base if is_negative: return '-' + res[::-1] else: return res[::-1]
python
def int_to_base(n, base): """ :type n: int :type base: int :rtype: str """ is_negative = False if n == 0: return '0' elif n < 0: is_negative = True n *= -1 digit = string.digits + string.ascii_uppercase res = '' while n > 0: res += digit[n % base] n //= base if is_negative: return '-' + res[::-1] else: return res[::-1]
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:type n: int :type base: int :rtype: str
[ ":", "type", "n", ":", "int", ":", "type", "base", ":", "int", ":", "rtype", ":", "str" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/maths/base_conversion.py#L11-L31
train
Converts an integer n to base string.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(111) + '\x33' + '\061' + chr(55), 0b1000), ehT0Px3KOsy9(chr(2162 - 2114) + chr(111) + '\x31' + chr(0b110010) + chr(51), 59067 - 59059), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + chr(0b110111) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111 + 0o150) + chr(0b101101 + 0o5) + chr(0b110001) + chr(0b100100 + 0o22), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + chr(1539 - 1488) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101000 + 0o7) + chr(51) + chr(0b10101 + 0o36) + chr(49), 0o10), ehT0Px3KOsy9(chr(663 - 615) + chr(4389 - 4278) + chr(0b11100 + 0o26) + chr(52) + chr(0b110000 + 0o2), 0b1000), ehT0Px3KOsy9(chr(152 - 104) + '\157' + '\061' + chr(0b110010) + '\064', 3115 - 3107), ehT0Px3KOsy9(chr(1642 - 1594) + chr(4065 - 3954) + '\062' + '\062' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110 + 0o151) + chr(49) + chr(51) + chr(48), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1687 - 1637) + chr(0b110110) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(0b100010 + 0o115) + '\064', 57347 - 57339), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(55) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + '\063' + '\x36', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100010 + 0o21) + chr(1658 - 1608) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b101010 + 0o15) + chr(129 - 80), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + '\x36', 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b101011 + 0o104) + chr(50) + chr(2292 - 2241) + chr(0b1010 + 0o55), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1110 + 0o43) + chr(0b11001 + 0o34) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(111) + chr(0b110011) + '\x31' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(11548 - 11437) + chr(0b110011) + chr(2623 - 2571) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1381 - 1330) + chr(53) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(1324 - 1269) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11001 + 0o32) + chr(0b0 + 0o65) + chr(843 - 793), 0o10), ehT0Px3KOsy9(chr(1994 - 1946) + chr(0b1101111) + chr(760 - 711) + '\x30' + '\x33', 14388 - 14380), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11 + 0o57) + chr(52) + chr(53), 0b1000), ehT0Px3KOsy9(chr(1213 - 1165) + chr(111) + '\063' + chr(800 - 748) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1702 - 1651) + chr(54) + chr(2583 - 2529), ord("\x08")), ehT0Px3KOsy9(chr(612 - 564) + chr(0b1101111) + chr(51) + chr(0b110010) + '\060', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(408 - 355) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b1101111) + chr(0b110111) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(2002 - 1952) + chr(0b1011 + 0o54) + chr(0b1010 + 0o50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2994 - 2883) + '\062' + chr(0b11101 + 0o25) + chr(0b100010 + 0o21), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101011 + 0o4) + chr(51) + '\x35', 41667 - 41659), ehT0Px3KOsy9(chr(1673 - 1625) + '\x6f' + '\063' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(3942 - 3831) + '\x33' + chr(48) + chr(0b100100 + 0o20), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\x6f' + '\x31' + chr(2512 - 2457) + chr(723 - 674), 0b1000), ehT0Px3KOsy9(chr(1666 - 1618) + chr(2263 - 2152) + '\x32' + '\060' + chr(0b110010), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(5799 - 5688) + chr(0b11000 + 0o35) + chr(0b1 + 0o57), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'&'), chr(0b10101 + 0o117) + chr(0b1001110 + 0o27) + chr(3406 - 3307) + '\x6f' + '\144' + chr(0b1000000 + 0o45))(chr(0b1010011 + 0o42) + chr(664 - 548) + chr(0b1100110) + chr(315 - 270) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def YK4nDdZ8jkUR(m1NkCryOw9Bx, XLXqkmM_0GVx): J5vTojq5a6iA = ehT0Px3KOsy9('\x30' + '\157' + '\060', ord("\x08")) if m1NkCryOw9Bx == ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x30', 8): return xafqLlk3kkUe(SXOLrMavuUCe(b'8'), chr(0b1100100) + chr(0b1100101) + '\x63' + chr(2518 - 2407) + '\144' + chr(0b1100101))('\165' + '\x74' + chr(8859 - 8757) + chr(0b11 + 0o52) + '\x38') elif m1NkCryOw9Bx < ehT0Px3KOsy9('\060' + '\x6f' + chr(48), 8): J5vTojq5a6iA = ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b11101 + 0o122) + chr(0b100111 + 0o12), 9458 - 9450) m1NkCryOw9Bx *= -ehT0Px3KOsy9(chr(1681 - 1633) + chr(0b1111 + 0o140) + '\x31', 8) Zel7qrHkoL9J = YfpuhF1UI1FC.digits + YfpuhF1UI1FC.ascii_uppercase MsbwfslwLjRO = xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(0b1011110 + 0o6) + chr(0b1100101) + chr(99) + '\157' + chr(100) + chr(101))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b11111 + 0o31)) while m1NkCryOw9Bx > ehT0Px3KOsy9('\060' + '\x6f' + chr(48), 8): MsbwfslwLjRO += Zel7qrHkoL9J[m1NkCryOw9Bx % XLXqkmM_0GVx] m1NkCryOw9Bx //= XLXqkmM_0GVx if J5vTojq5a6iA: return xafqLlk3kkUe(SXOLrMavuUCe(b'%'), chr(0b1100100) + '\145' + '\x63' + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(117) + chr(4520 - 4404) + chr(102) + chr(45) + chr(0b100100 + 0o24)) + MsbwfslwLjRO[::-ehT0Px3KOsy9(chr(643 - 595) + '\157' + chr(0b110001), 8)] else: return MsbwfslwLjRO[::-ehT0Px3KOsy9('\x30' + chr(111) + chr(49), 8)]
keon/algorithms
algorithms/maths/base_conversion.py
base_to_int
def base_to_int(s, base): """ Note : You can use int() built-in function instread of this. :type s: str :type base: int :rtype: int """ digit = {} for i,c in enumerate(string.digits + string.ascii_uppercase): digit[c] = i multiplier = 1 res = 0 for c in s[::-1]: res += digit[c] * multiplier multiplier *= base return res
python
def base_to_int(s, base): """ Note : You can use int() built-in function instread of this. :type s: str :type base: int :rtype: int """ digit = {} for i,c in enumerate(string.digits + string.ascii_uppercase): digit[c] = i multiplier = 1 res = 0 for c in s[::-1]: res += digit[c] * multiplier multiplier *= base return res
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Note : You can use int() built-in function instread of this. :type s: str :type base: int :rtype: int
[ "Note", ":", "You", "can", "use", "int", "()", "built", "-", "in", "function", "instread", "of", "this", ".", ":", "type", "s", ":", "str", ":", "type", "base", ":", "int", ":", "rtype", ":", "int" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/maths/base_conversion.py#L34-L50
train
Convert base to int.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1788 - 1740) + '\x6f' + chr(49) + chr(48) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\067' + chr(0b111 + 0o55), 0b1000), ehT0Px3KOsy9(chr(201 - 153) + chr(0b1010110 + 0o31) + chr(50) + chr(0b101100 + 0o12) + chr(0b110010 + 0o4), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110111 + 0o70) + chr(0b110011) + chr(0b110100 + 0o3) + chr(0b110111), 14158 - 14150), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110111) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b11110 + 0o25) + chr(0b110011) + chr(0b110111), 2636 - 2628), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\157' + chr(1405 - 1355) + chr(0b100101 + 0o21), 0b1000), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(67 - 17) + chr(0b110011) + '\066', 16185 - 16177), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(2054 - 2003) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(1704 - 1656) + chr(0b1001111 + 0o40) + chr(0b110001) + chr(0b110000) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(0b10110 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11111 + 0o24) + '\x37', 49999 - 49991), ehT0Px3KOsy9(chr(48) + chr(0b11001 + 0o126) + '\066' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\x6f' + chr(0b110001) + chr(48) + '\x33', 8), ehT0Px3KOsy9('\x30' + chr(0b1000001 + 0o56) + '\x33' + chr(2319 - 2268) + chr(161 - 110), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100111 + 0o110) + chr(0b1110 + 0o45) + chr(1264 - 1210) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2804 - 2693) + '\063' + chr(48) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + chr(0b101100 + 0o5) + '\065' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(396 - 348) + '\x6f' + chr(0b10000 + 0o43) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1011001 + 0o26) + chr(0b11100 + 0o27) + chr(0b110100 + 0o3) + chr(53), 14263 - 14255), ehT0Px3KOsy9('\x30' + chr(0b1000111 + 0o50) + chr(0b1100 + 0o45) + '\063' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + chr(0b101110 + 0o4) + chr(54) + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + '\062' + '\064', 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b111011 + 0o64) + chr(0b11011 + 0o27) + chr(0b10100 + 0o40), 0o10), ehT0Px3KOsy9('\x30' + chr(11987 - 11876) + '\x33' + chr(0b10101 + 0o35) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(54) + chr(1614 - 1562), 8), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(53) + '\064', 0b1000), ehT0Px3KOsy9(chr(1335 - 1287) + chr(4141 - 4030) + '\063' + '\x30' + chr(0b11111 + 0o24), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + '\x33' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100110 + 0o11) + chr(2073 - 2023) + chr(0b1100 + 0o51) + '\067', 62435 - 62427), ehT0Px3KOsy9(chr(60 - 12) + chr(0b111100 + 0o63) + chr(53) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(9811 - 9700) + '\x32' + '\063' + chr(1068 - 1018), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b110 + 0o151) + chr(0b100001 + 0o22) + '\x30' + '\067', 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(0b110010) + chr(0b1011 + 0o50) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(6963 - 6852) + chr(0b110001) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(1026 - 978) + chr(0b11110 + 0o121) + chr(782 - 731) + chr(0b1110 + 0o42) + chr(1278 - 1227), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b100100 + 0o16) + '\x36' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\x6f' + '\x31' + chr(0b110111) + chr(0b110110), 0o10), ehT0Px3KOsy9('\060' + chr(826 - 715) + chr(0b1 + 0o60) + '\066' + chr(914 - 861), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100000 + 0o117) + '\x33' + chr(0b110101) + '\x33', 13745 - 13737)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + chr(1016 - 963) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'o'), chr(0b1010111 + 0o15) + chr(6085 - 5984) + '\143' + '\157' + chr(9603 - 9503) + chr(0b111110 + 0o47))(chr(0b101001 + 0o114) + chr(0b1100 + 0o150) + chr(0b1100110 + 0o0) + chr(0b101101) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def L22FM4cCUm_f(vGrByMSYMp9h, XLXqkmM_0GVx): Zel7qrHkoL9J = {} for (WVxHKyX45z_L, qzn1Ctg9WgNh) in YlkZvXL8qwsX(xafqLlk3kkUe(YfpuhF1UI1FC, xafqLlk3kkUe(SXOLrMavuUCe(b'%U\xd1\x96L\xac'), '\x64' + chr(0b111011 + 0o52) + '\143' + '\157' + '\144' + '\x65')(chr(117) + '\164' + '\146' + chr(45) + '\x38')) + xafqLlk3kkUe(YfpuhF1UI1FC, xafqLlk3kkUe(SXOLrMavuUCe(b' O\xd5\x96Q\x80c\xee\xa9&{|U0\xbe'), chr(0b1100100) + '\145' + chr(0b111 + 0o134) + chr(111) + chr(100) + chr(101))(chr(0b1011001 + 0o34) + '\164' + chr(6199 - 6097) + chr(214 - 169) + chr(0b100000 + 0o30)))): Zel7qrHkoL9J[qzn1Ctg9WgNh] = WVxHKyX45z_L S0Mp0SOoXply = ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001), 19241 - 19233) MsbwfslwLjRO = ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(4020 - 3909) + chr(48), ord("\x08")) for qzn1Ctg9WgNh in vGrByMSYMp9h[::-ehT0Px3KOsy9('\x30' + chr(0b1000010 + 0o55) + '\061', 8)]: MsbwfslwLjRO += Zel7qrHkoL9J[qzn1Ctg9WgNh] * S0Mp0SOoXply S0Mp0SOoXply *= XLXqkmM_0GVx return MsbwfslwLjRO
keon/algorithms
algorithms/linkedlist/is_cyclic.py
is_cyclic
def is_cyclic(head): """ :type head: Node :rtype: bool """ if not head: return False runner = head walker = head while runner.next and runner.next.next: runner = runner.next.next walker = walker.next if runner == walker: return True return False
python
def is_cyclic(head): """ :type head: Node :rtype: bool """ if not head: return False runner = head walker = head while runner.next and runner.next.next: runner = runner.next.next walker = walker.next if runner == walker: return True return False
[ "def", "is_cyclic", "(", "head", ")", ":", "if", "not", "head", ":", "return", "False", "runner", "=", "head", "walker", "=", "head", "while", "runner", ".", "next", "and", "runner", ".", "next", ".", "next", ":", "runner", "=", "runner", ".", "next", ".", "next", "walker", "=", "walker", ".", "next", "if", "runner", "==", "walker", ":", "return", "True", "return", "False" ]
:type head: Node :rtype: bool
[ ":", "type", "head", ":", "Node", ":", "rtype", ":", "bool" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/linkedlist/is_cyclic.py#L13-L27
train
Returns True if the node is cyclic.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100100 + 0o17) + chr(2764 - 2711) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1101111) + chr(49) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11000 + 0o33) + chr(0b110111) + chr(0b10001 + 0o37), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100111 + 0o16), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(0b100111 + 0o14) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1100111 + 0o10) + '\x32' + '\x35' + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6467 - 6356) + chr(0b110000 + 0o1) + chr(470 - 415) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + '\066' + chr(517 - 463), 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(7476 - 7365) + '\x32' + chr(2094 - 2044) + chr(0b11001 + 0o35), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1947 - 1898) + '\067' + chr(0b100000 + 0o26), 8), ehT0Px3KOsy9('\x30' + chr(9209 - 9098) + '\x31' + chr(48) + chr(0b1000 + 0o55), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b11101 + 0o122) + '\065' + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + chr(912 - 801) + chr(51) + '\x37' + chr(0b1000 + 0o50), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(0b100011 + 0o21) + chr(2098 - 2049), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(50) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(7542 - 7431) + chr(50) + '\x32' + '\x35', 9563 - 9555), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(415 - 367) + '\063', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + chr(0b110100) + '\067', 0o10), ehT0Px3KOsy9(chr(528 - 480) + '\x6f' + '\066' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2527 - 2476) + '\061' + chr(1853 - 1804), ord("\x08")), ehT0Px3KOsy9(chr(1423 - 1375) + chr(6206 - 6095) + chr(0b110011) + chr(0b110101) + chr(628 - 580), 0b1000), ehT0Px3KOsy9(chr(341 - 293) + '\x6f' + '\x31' + chr(49) + '\x32', 16675 - 16667), ehT0Px3KOsy9(chr(405 - 357) + '\x6f' + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + chr(51), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(334 - 285) + chr(322 - 271) + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b111 + 0o52) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(2156 - 2108) + chr(0b1101111) + chr(1536 - 1485) + chr(1795 - 1745) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b100 + 0o153) + chr(2137 - 2087) + chr(0b101010 + 0o10) + chr(0b1111 + 0o47), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(569 - 520) + '\062' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(49) + '\067', 55833 - 55825), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + '\063' + chr(54) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(355 - 307) + chr(0b1101111) + chr(0b110011) + chr(0b101110 + 0o5) + chr(1648 - 1600), 0o10), ehT0Px3KOsy9(chr(1343 - 1295) + chr(0b11110 + 0o121) + chr(0b110100) + chr(1247 - 1197), 0o10), ehT0Px3KOsy9('\060' + chr(0b1001000 + 0o47) + chr(1255 - 1200) + chr(52), 0o10), ehT0Px3KOsy9(chr(2133 - 2085) + chr(111) + chr(49) + '\x34' + chr(0b110011 + 0o4), 23285 - 23277), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(1720 - 1672) + chr(1540 - 1491), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(8744 - 8633) + chr(0b110001) + chr(0b101001 + 0o15) + chr(912 - 860), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(4430 - 4319) + chr(117 - 68) + '\061' + '\066', 37678 - 37670), ehT0Px3KOsy9(chr(0b110000) + chr(3574 - 3463) + chr(49) + chr(1126 - 1074) + chr(48), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(0b10100 + 0o43) + chr(54), 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b11011 + 0o124) + '\x35' + chr(0b10100 + 0o34), 46458 - 46450)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3'), chr(0b1100100) + chr(0b1010001 + 0o24) + chr(0b1010011 + 0o20) + chr(0b1101000 + 0o7) + chr(1781 - 1681) + chr(0b1011010 + 0o13))(chr(0b1110101) + chr(116) + chr(3261 - 3159) + '\x2d' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def URHdTWADHlqV(jTNf3myQ667Q): if not jTNf3myQ667Q: return ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(48), ord("\x08")) tFE9_yPvqrzD = jTNf3myQ667Q nchsoADJWuln = jTNf3myQ667Q while xafqLlk3kkUe(tFE9_yPvqrzD, xafqLlk3kkUe(SXOLrMavuUCe(b'\x83[\x8fr\xd4\xeb\x1b\xbb\xa2\x1d=b'), chr(1005 - 905) + '\x65' + chr(99) + '\157' + chr(100) + chr(5029 - 4928))(chr(0b0 + 0o165) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(1153 - 1097))) and xafqLlk3kkUe(tFE9_yPvqrzD.next, xafqLlk3kkUe(SXOLrMavuUCe(b'\x83[\x8fr\xd4\xeb\x1b\xbb\xa2\x1d=b'), chr(5542 - 5442) + chr(6800 - 6699) + '\x63' + chr(111) + chr(3874 - 3774) + '\145')(chr(12961 - 12844) + chr(9036 - 8920) + chr(0b1001001 + 0o35) + chr(45) + '\x38')): tFE9_yPvqrzD = tFE9_yPvqrzD.next.nSwwHEeM4cxI nchsoADJWuln = nchsoADJWuln.nSwwHEeM4cxI if tFE9_yPvqrzD == nchsoADJWuln: return ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + '\061', 0b1000) return ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000), 8)
keon/algorithms
algorithms/strings/decode_string.py
decode_string
def decode_string(s): """ :type s: str :rtype: str """ stack = []; cur_num = 0; cur_string = '' for c in s: if c == '[': stack.append((cur_string, cur_num)) cur_string = '' cur_num = 0 elif c == ']': prev_string, num = stack.pop() cur_string = prev_string + num * cur_string elif c.isdigit(): cur_num = cur_num*10 + int(c) else: cur_string += c return cur_string
python
def decode_string(s): """ :type s: str :rtype: str """ stack = []; cur_num = 0; cur_string = '' for c in s: if c == '[': stack.append((cur_string, cur_num)) cur_string = '' cur_num = 0 elif c == ']': prev_string, num = stack.pop() cur_string = prev_string + num * cur_string elif c.isdigit(): cur_num = cur_num*10 + int(c) else: cur_string += c return cur_string
[ "def", "decode_string", "(", "s", ")", ":", "stack", "=", "[", "]", "cur_num", "=", "0", "cur_string", "=", "''", "for", "c", "in", "s", ":", "if", "c", "==", "'['", ":", "stack", ".", "append", "(", "(", "cur_string", ",", "cur_num", ")", ")", "cur_string", "=", "''", "cur_num", "=", "0", "elif", "c", "==", "']'", ":", "prev_string", ",", "num", "=", "stack", ".", "pop", "(", ")", "cur_string", "=", "prev_string", "+", "num", "*", "cur_string", "elif", "c", ".", "isdigit", "(", ")", ":", "cur_num", "=", "cur_num", "*", "10", "+", "int", "(", "c", ")", "else", ":", "cur_string", "+=", "c", "return", "cur_string" ]
:type s: str :rtype: str
[ ":", "type", "s", ":", "str", ":", "rtype", ":", "str" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/strings/decode_string.py#L20-L38
train
Decodes a string containing the n - tuple of key - value pairs into a string.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(2039 - 1986) + chr(0b10010 + 0o44), 7086 - 7078), ehT0Px3KOsy9(chr(888 - 840) + chr(0b100001 + 0o116) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\157' + chr(0b110011) + chr(55) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b111101 + 0o62) + chr(51) + '\063' + chr(54), 0o10), ehT0Px3KOsy9(chr(1968 - 1920) + chr(0b1101111) + chr(51) + '\061' + '\x36', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10110 + 0o131) + chr(0b110001) + '\x34' + chr(0b100000 + 0o25), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100011 + 0o114) + chr(0b110010) + '\x34' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(534 - 486) + chr(10691 - 10580) + chr(606 - 556) + '\061' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1031 - 983) + chr(0b1101111) + '\065' + chr(0b110010), 24756 - 24748), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b111 + 0o150) + chr(0b1000 + 0o51) + chr(1668 - 1615) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + '\062' + chr(0b101101 + 0o11), 22763 - 22755), ehT0Px3KOsy9('\060' + chr(111) + chr(399 - 350) + chr(0b110011) + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\064' + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(11436 - 11325) + '\x31' + chr(54) + chr(55), 0b1000), ehT0Px3KOsy9(chr(2172 - 2124) + chr(111) + chr(49) + '\062' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(1023 - 975) + '\x6f' + '\062' + chr(0b110111) + chr(0b110101), 64002 - 63994), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + chr(0b110000) + chr(49), 0b1000), ehT0Px3KOsy9('\060' + chr(0b10101 + 0o132) + '\x32' + chr(122 - 73) + chr(0b101000 + 0o10), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b100100 + 0o113) + chr(0b110001) + chr(2057 - 2007) + chr(0b11100 + 0o25), ord("\x08")), ehT0Px3KOsy9(chr(652 - 604) + chr(0b1101111) + '\061' + '\x30' + chr(1384 - 1336), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(54) + chr(0b10010 + 0o43), 0o10), ehT0Px3KOsy9(chr(48) + chr(9051 - 8940) + chr(51) + chr(1280 - 1230) + '\064', 11496 - 11488), ehT0Px3KOsy9('\060' + chr(11194 - 11083) + chr(0b10001 + 0o42) + '\x30' + chr(50), 64178 - 64170), ehT0Px3KOsy9('\060' + chr(0b1100110 + 0o11) + chr(52), 0o10), ehT0Px3KOsy9(chr(1863 - 1815) + chr(0b1101000 + 0o7) + '\x31' + chr(0b110110) + chr(182 - 134), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(1430 - 1382) + '\x31', 41879 - 41871), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1010 + 0o145) + chr(0b100110 + 0o14) + chr(0b1011 + 0o50) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(9258 - 9147) + chr(50) + chr(0b100111 + 0o14) + chr(0b11 + 0o57), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(388 - 277) + chr(0b110010) + '\x35' + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101111 + 0o3) + chr(837 - 787) + chr(2652 - 2600), 37135 - 37127), ehT0Px3KOsy9('\060' + chr(736 - 625) + chr(1129 - 1077) + chr(0b10101 + 0o34), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11100 + 0o25) + chr(0b110111) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100000 + 0o117) + chr(51) + '\x31' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(111) + '\062' + '\x35' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101110 + 0o1) + chr(52) + chr(344 - 295), 8), ehT0Px3KOsy9('\060' + chr(7564 - 7453) + chr(0b110001) + chr(806 - 755) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(111) + chr(0b110101) + chr(2317 - 2263), 8), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + chr(0b110011) + '\x30', 34808 - 34800), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1168 - 1119) + chr(0b110100) + chr(555 - 507), 0o10), ehT0Px3KOsy9(chr(239 - 191) + chr(111) + chr(0b110110) + chr(77 - 23), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10 + 0o63) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x00'), '\x64' + chr(0b1001110 + 0o27) + chr(0b1100011) + chr(0b11011 + 0o124) + chr(0b111000 + 0o54) + chr(0b1100101))(chr(0b1110101) + '\x74' + '\146' + chr(1566 - 1521) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def raLEgLtfA9HI(vGrByMSYMp9h): rFoCQMjVYqWa = [] _vzQykdfz4Vf = ehT0Px3KOsy9('\060' + chr(111) + '\060', ord("\x08")) T0iRFCeZUpKw = xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(0b1011111 + 0o5) + '\145' + chr(3715 - 3616) + chr(8248 - 8137) + '\x64' + '\145')(chr(117) + chr(6585 - 6469) + chr(102) + '\x2d' + chr(1232 - 1176)) for qzn1Ctg9WgNh in vGrByMSYMp9h: if qzn1Ctg9WgNh == xafqLlk3kkUe(SXOLrMavuUCe(b'u'), chr(2057 - 1957) + '\145' + chr(0b1100011) + chr(5424 - 5313) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(13339 - 13223) + '\x66' + chr(0b101101) + '\x38'): xafqLlk3kkUe(rFoCQMjVYqWa, xafqLlk3kkUe(SXOLrMavuUCe(b'Os\x8a\xbb\xa0\x01'), '\144' + chr(0b1100101) + chr(0b1100011) + '\157' + '\144' + '\145')('\165' + '\164' + '\146' + chr(45) + chr(56)))((T0iRFCeZUpKw, _vzQykdfz4Vf)) T0iRFCeZUpKw = xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(100) + '\x65' + chr(3556 - 3457) + '\x6f' + chr(0b1100100) + '\145')(chr(0b101111 + 0o106) + chr(0b1110100) + '\x66' + '\055' + chr(56)) _vzQykdfz4Vf = ehT0Px3KOsy9(chr(0b110000) + chr(354 - 243) + chr(0b100 + 0o54), 8) elif qzn1Ctg9WgNh == xafqLlk3kkUe(SXOLrMavuUCe(b's'), chr(0b1011010 + 0o12) + chr(0b1010011 + 0o22) + chr(99) + '\x6f' + chr(100) + chr(0b1100101))(chr(7229 - 7112) + chr(0b110111 + 0o75) + chr(9832 - 9730) + chr(45) + chr(0b111000)): (u3Eo2yuQmilz, jFuGPhnxN9fq) = rFoCQMjVYqWa.pop() T0iRFCeZUpKw = u3Eo2yuQmilz + jFuGPhnxN9fq * T0iRFCeZUpKw elif xafqLlk3kkUe(qzn1Ctg9WgNh, xafqLlk3kkUe(SXOLrMavuUCe(b'Gp\x9e\xb7\xa9\x0c\xd3'), chr(1905 - 1805) + chr(101) + chr(5121 - 5022) + chr(111) + chr(437 - 337) + chr(0b1100101))(chr(117) + '\x74' + chr(0b10000 + 0o126) + chr(0b101101 + 0o0) + chr(1454 - 1398)))(): _vzQykdfz4Vf = _vzQykdfz4Vf * ehT0Px3KOsy9('\060' + chr(111) + chr(2208 - 2159) + chr(972 - 922), ord("\x08")) + ehT0Px3KOsy9(qzn1Ctg9WgNh) else: T0iRFCeZUpKw += qzn1Ctg9WgNh return T0iRFCeZUpKw
keon/algorithms
algorithms/backtrack/palindrome_partitioning.py
palindromic_substrings_iter
def palindromic_substrings_iter(s): """ A slightly more Pythonic approach with a recursive generator """ if not s: yield [] return for i in range(len(s), 0, -1): sub = s[:i] if sub == sub[::-1]: for rest in palindromic_substrings_iter(s[i:]): yield [sub] + rest
python
def palindromic_substrings_iter(s): """ A slightly more Pythonic approach with a recursive generator """ if not s: yield [] return for i in range(len(s), 0, -1): sub = s[:i] if sub == sub[::-1]: for rest in palindromic_substrings_iter(s[i:]): yield [sub] + rest
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A slightly more Pythonic approach with a recursive generator
[ "A", "slightly", "more", "Pythonic", "approach", "with", "a", "recursive", "generator" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/backtrack/palindrome_partitioning.py#L34-L45
train
A slightly more Pythonic approach with a recursive generator with a recursive generator with a recursive generator
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + '\x35' + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\x6f' + chr(824 - 775) + '\060' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + chr(49) + chr(0b100001 + 0o25) + chr(855 - 800), 0b1000), ehT0Px3KOsy9(chr(1330 - 1282) + '\x6f' + chr(0b101001 + 0o11) + '\x32' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1101111) + chr(1748 - 1699) + chr(0b110100) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(161 - 50) + chr(55) + '\x33', 2774 - 2766), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100011 + 0o16) + chr(0b110110) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(684 - 633) + chr(0b110101) + chr(2472 - 2419), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(7567 - 7456) + chr(0b110001) + '\x32' + chr(51), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(52) + chr(2368 - 2315), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101011 + 0o4) + '\x33' + '\x32' + chr(0b101100 + 0o10), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(1519 - 1470) + chr(667 - 617), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + '\064' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6778 - 6667) + '\063' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b11110 + 0o121) + chr(49) + chr(769 - 718) + chr(0b101111 + 0o2), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100001 + 0o16) + chr(0b101011 + 0o11), 0b1000), ehT0Px3KOsy9('\x30' + chr(752 - 641) + chr(0b100110 + 0o13) + chr(800 - 748) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\157' + '\062' + chr(1076 - 1024) + chr(1396 - 1347), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10110 + 0o34) + '\064' + '\064', 0o10), ehT0Px3KOsy9(chr(1686 - 1638) + '\157' + '\062' + '\x34' + chr(0b110011 + 0o0), 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + chr(245 - 196) + chr(0b110000) + chr(2234 - 2185), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011111 + 0o20) + chr(469 - 418) + chr(0b100 + 0o56), 8), ehT0Px3KOsy9(chr(244 - 196) + '\157' + chr(0b110001) + '\x31' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(111) + '\063' + chr(277 - 228) + chr(0b110101), 59084 - 59076), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(333 - 222) + chr(50) + '\x32' + '\064', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b10111 + 0o130) + chr(0b100 + 0o56) + chr(0b11011 + 0o26) + chr(53), 54872 - 54864), ehT0Px3KOsy9(chr(1132 - 1084) + '\157' + '\062' + chr(0b10111 + 0o31) + chr(50), 11439 - 11431), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(0b110101) + '\x32', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b110100) + chr(2146 - 2097), 8), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(50) + '\x32' + '\060', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + chr(0b110100) + chr(881 - 829), 8), ehT0Px3KOsy9('\x30' + chr(6427 - 6316) + chr(0b110010) + chr(0b11 + 0o62) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + '\066' + chr(51), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(1477 - 1428) + chr(705 - 656) + chr(118 - 70), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + '\x37' + '\064', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(0b100001 + 0o25), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(3142 - 3031) + '\062' + chr(50) + chr(169 - 115), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2130 - 2080) + '\065' + '\065', 0o10), ehT0Px3KOsy9(chr(0b100011 + 0o15) + '\x6f' + chr(50) + chr(2085 - 2033) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b11111 + 0o120) + '\x32' + chr(0b110100) + chr(0b110110), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(53) + '\x30', 61844 - 61836)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7'), '\x64' + chr(0b1100101) + '\143' + chr(111) + '\x64' + chr(7999 - 7898))(chr(117) + chr(116) + chr(0b11110 + 0o110) + '\x2d' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def uRns8ITU6Whm(vGrByMSYMp9h): if not vGrByMSYMp9h: yield [] return for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(vGrByMSYMp9h), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110000), 34399 - 34391), -ehT0Px3KOsy9('\060' + chr(10966 - 10855) + '\061', 13832 - 13824)): wurNWjsfKSiT = vGrByMSYMp9h[:WVxHKyX45z_L] if wurNWjsfKSiT == wurNWjsfKSiT[::-ehT0Px3KOsy9(chr(402 - 354) + '\157' + '\x31', 8)]: for PS6QVzYh845E in uRns8ITU6Whm(vGrByMSYMp9h[WVxHKyX45z_L:]): yield ([wurNWjsfKSiT] + PS6QVzYh845E)
keon/algorithms
algorithms/map/is_isomorphic.py
is_isomorphic
def is_isomorphic(s, t): """ :type s: str :type t: str :rtype: bool """ if len(s) != len(t): return False dict = {} set_value = set() for i in range(len(s)): if s[i] not in dict: if t[i] in set_value: return False dict[s[i]] = t[i] set_value.add(t[i]) else: if dict[s[i]] != t[i]: return False return True
python
def is_isomorphic(s, t): """ :type s: str :type t: str :rtype: bool """ if len(s) != len(t): return False dict = {} set_value = set() for i in range(len(s)): if s[i] not in dict: if t[i] in set_value: return False dict[s[i]] = t[i] set_value.add(t[i]) else: if dict[s[i]] != t[i]: return False return True
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:type s: str :type t: str :rtype: bool
[ ":", "type", "s", ":", "str", ":", "type", "t", ":", "str", ":", "rtype", ":", "bool" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/map/is_isomorphic.py#L21-L40
train
Returns True if s and t are isomorphic.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1538 - 1490) + '\157' + chr(0b110001) + chr(0b10101 + 0o37) + '\061', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(55) + chr(839 - 785), 3332 - 3324), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + '\x32' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110100) + chr(2076 - 2027), 0o10), ehT0Px3KOsy9(chr(1889 - 1841) + chr(0b1101111) + '\061' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + chr(354 - 300) + '\x37', 49608 - 49600), ehT0Px3KOsy9(chr(359 - 311) + chr(0b100100 + 0o113) + '\063' + chr(0b110111 + 0o0) + chr(0b110 + 0o54), 0b1000), ehT0Px3KOsy9('\x30' + chr(7602 - 7491) + '\060', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(0b101101 + 0o4) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b1101111) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b1000 + 0o56), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(53) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(1466 - 1418) + chr(0b111100 + 0o63) + '\066' + chr(0b1110 + 0o44), 21866 - 21858), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x37' + chr(54), 8), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(12189 - 12078) + chr(0b1000 + 0o51) + '\067' + chr(0b110111), 10225 - 10217), ehT0Px3KOsy9(chr(1818 - 1770) + chr(0b1101111) + chr(49) + '\x33' + chr(1935 - 1887), 13348 - 13340), ehT0Px3KOsy9(chr(471 - 423) + chr(0b1101111) + chr(0b110010) + '\060' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + '\x33' + chr(0b101110 + 0o10), 0o10), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(4403 - 4292) + '\x31' + chr(48) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1010 + 0o47) + chr(0b101111 + 0o5) + '\x37', 0o10), ehT0Px3KOsy9('\060' + chr(5387 - 5276) + chr(0b100101 + 0o16) + chr(54) + '\065', 54462 - 54454), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(12243 - 12132) + chr(51) + chr(0b110000 + 0o3) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9792 - 9681) + chr(0b110010) + chr(0b101101 + 0o3) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(1297 - 1186) + chr(0b110011) + chr(399 - 347) + chr(0b100001 + 0o25), 0o10), ehT0Px3KOsy9(chr(48) + chr(7292 - 7181) + chr(0b110010) + chr(50) + chr(50), 24599 - 24591), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\x6f' + '\x32' + chr(53) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + chr(7958 - 7847) + chr(0b1100 + 0o47) + chr(1979 - 1929) + chr(0b11100 + 0o31), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1951 - 1901) + chr(54) + chr(2069 - 2016), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(380 - 326) + chr(0b110111), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + '\x36' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(8268 - 8157) + chr(50) + chr(0b110011) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(1308 - 1260) + '\x6f' + '\x33' + '\066' + chr(0b110001 + 0o2), 8), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(50) + chr(0b110011) + '\066', 8), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(10692 - 10581) + chr(0b110010) + '\061' + '\067', 0o10), ehT0Px3KOsy9(chr(2274 - 2226) + '\157' + chr(528 - 478) + '\x32' + '\x30', 19264 - 19256), ehT0Px3KOsy9('\x30' + chr(10625 - 10514) + chr(0b0 + 0o63) + '\x30' + '\x33', 59249 - 59241), ehT0Px3KOsy9(chr(1753 - 1705) + chr(0b1101111) + chr(1811 - 1762) + '\060' + chr(52), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10111 + 0o32) + chr(0b110101) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(1540 - 1492) + chr(0b1101111) + '\061' + chr(2302 - 2252) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(2873 - 2819), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1655 - 1607) + '\x6f' + chr(2338 - 2285) + chr(0b10010 + 0o36), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'O'), chr(6366 - 6266) + chr(101) + chr(0b1100011) + chr(2729 - 2618) + chr(0b1011011 + 0o11) + '\145')(chr(0b1110101) + '\164' + '\x66' + '\x2d' + chr(0b1111 + 0o51)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def SbG5cHaMLLgp(vGrByMSYMp9h, YeT3l7JgTbWR): if c2A0yzQpDQB3(vGrByMSYMp9h) != c2A0yzQpDQB3(YeT3l7JgTbWR): return ehT0Px3KOsy9('\060' + chr(8835 - 8724) + chr(2196 - 2148), 8) wLqBDw8l0eIm = {} pBCaqMXWc3h8 = MVEN8G6CxlvR() for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(vGrByMSYMp9h)): if vGrByMSYMp9h[WVxHKyX45z_L] not in wLqBDw8l0eIm: if YeT3l7JgTbWR[WVxHKyX45z_L] in pBCaqMXWc3h8: return ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110000), 8) wLqBDw8l0eIm[vGrByMSYMp9h[WVxHKyX45z_L]] = YeT3l7JgTbWR[WVxHKyX45z_L] xafqLlk3kkUe(pBCaqMXWc3h8, xafqLlk3kkUe(SXOLrMavuUCe(b'\x00Z4'), chr(0b11001 + 0o113) + chr(101) + '\x63' + chr(111) + '\144' + chr(0b1100101))('\165' + chr(116) + chr(0b1100010 + 0o4) + '\055' + chr(0b10011 + 0o45)))(YeT3l7JgTbWR[WVxHKyX45z_L]) elif wLqBDw8l0eIm[vGrByMSYMp9h[WVxHKyX45z_L]] != YeT3l7JgTbWR[WVxHKyX45z_L]: return ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1780 - 1732), 8) return ehT0Px3KOsy9(chr(48) + '\157' + '\061', 0o10)
keon/algorithms
algorithms/calculator/math_parser.py
calc
def calc(n2, n1, operator): """ Calculate operation result n2 Number: Number 2 n1 Number: Number 1 operator Char: Operation to calculate """ if operator == '-': return n1 - n2 elif operator == '+': return n1 + n2 elif operator == '*': return n1 * n2 elif operator == '/': return n1 / n2 elif operator == '^': return n1 ** n2 return 0
python
def calc(n2, n1, operator): """ Calculate operation result n2 Number: Number 2 n1 Number: Number 1 operator Char: Operation to calculate """ if operator == '-': return n1 - n2 elif operator == '+': return n1 + n2 elif operator == '*': return n1 * n2 elif operator == '/': return n1 / n2 elif operator == '^': return n1 ** n2 return 0
[ "def", "calc", "(", "n2", ",", "n1", ",", "operator", ")", ":", "if", "operator", "==", "'-'", ":", "return", "n1", "-", "n2", "elif", "operator", "==", "'+'", ":", "return", "n1", "+", "n2", "elif", "operator", "==", "'*'", ":", "return", "n1", "*", "n2", "elif", "operator", "==", "'/'", ":", "return", "n1", "/", "n2", "elif", "operator", "==", "'^'", ":", "return", "n1", "**", "n2", "return", "0" ]
Calculate operation result n2 Number: Number 2 n1 Number: Number 1 operator Char: Operation to calculate
[ "Calculate", "operation", "result", "n2", "Number", ":", "Number", "2", "n1", "Number", ":", "Number", "1", "operator", "Char", ":", "Operation", "to", "calculate" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/calculator/math_parser.py#L53-L66
train
Calculate the result of a given operation n2 n1 n2 n1 n2 n1 n2 n1 n2 n1 n2 operator Char Returns the result of the operation n1 n2 n1 n2 operator
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + chr(0b110010) + '\066' + '\067', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x35' + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(0b110110) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(7100 - 6989) + chr(1929 - 1880) + chr(1882 - 1831), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1174 - 1123) + '\x34' + '\x35', 4170 - 4162), ehT0Px3KOsy9(chr(865 - 817) + chr(111) + '\x31' + chr(0b100011 + 0o21) + '\x37', 26090 - 26082), ehT0Px3KOsy9('\060' + '\157' + chr(1813 - 1764) + chr(1742 - 1690) + chr(0b10110 + 0o40), 43686 - 43678), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(0b1010 + 0o51), 8), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\x6f' + chr(0b11100 + 0o27) + '\x37' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1859 - 1809) + '\065' + chr(363 - 309), 0b1000), ehT0Px3KOsy9(chr(1686 - 1638) + chr(111) + chr(50) + chr(0b110001), 10719 - 10711), ehT0Px3KOsy9(chr(48) + chr(0b11110 + 0o121) + chr(0b110010) + chr(795 - 746) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(1095 - 1047) + chr(0b1101111) + '\063' + '\066' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1010001 + 0o36) + chr(0b101101 + 0o4) + '\x31' + '\060', 23614 - 23606), ehT0Px3KOsy9('\060' + '\157' + '\065' + chr(54), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(0b110101) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(4758 - 4647) + chr(2104 - 2055) + chr(856 - 806) + '\063', 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(6502 - 6391) + chr(0b110111) + '\063', 56058 - 56050), ehT0Px3KOsy9(chr(483 - 435) + '\x6f' + chr(51) + chr(112 - 62) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10110 + 0o33) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b111001 + 0o66) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + chr(1489 - 1378) + chr(51) + '\x32', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + '\x30' + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + chr(0b110111) + chr(54), 30079 - 30071), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + '\060' + chr(689 - 641), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010010 + 0o35) + chr(2558 - 2507) + chr(0b100000 + 0o25) + chr(2323 - 2273), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(0b110111) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(2244 - 2133) + chr(51) + '\065' + chr(50), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\x34' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(214 - 166) + chr(0b1101111) + chr(0b101111 + 0o7) + chr(0b110001), 38145 - 38137), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110010) + chr(0b110110) + '\061', 0o10), ehT0Px3KOsy9(chr(0b10111 + 0o31) + '\x6f' + chr(0b101111 + 0o3) + '\x36' + chr(655 - 601), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(2105 - 2054) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1010010 + 0o35) + chr(0b11110 + 0o23) + chr(2805 - 2751) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(111) + chr(151 - 101) + '\x30' + chr(48), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + '\065' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + '\x30', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(50) + chr(810 - 758), 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + chr(50) + chr(0b110010), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b101000 + 0o107) + '\x35' + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x99'), chr(0b1100100) + '\145' + chr(924 - 825) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def DUUj_H_UM9yv(xwwxDC7dpKZh, SQuokRP1TVp9, xJShi6yitBWy): if xJShi6yitBWy == xafqLlk3kkUe(SXOLrMavuUCe(b'\x9a'), chr(0b1100100) + '\x65' + chr(99) + chr(0b1101111) + chr(100) + chr(101))(chr(0b110001 + 0o104) + chr(116) + chr(102) + '\055' + '\x38'): return SQuokRP1TVp9 - xwwxDC7dpKZh elif xJShi6yitBWy == xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c'), chr(100) + chr(101) + chr(99) + chr(0b1101111) + chr(100) + chr(0b1100101))('\165' + chr(0b1110100) + '\x66' + chr(0b11011 + 0o22) + chr(3021 - 2965)): return SQuokRP1TVp9 + xwwxDC7dpKZh elif xJShi6yitBWy == xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d'), '\144' + '\145' + '\x63' + chr(1923 - 1812) + chr(0b1011011 + 0o11) + '\x65')('\x75' + '\164' + chr(102) + chr(45) + chr(2940 - 2884)): return SQuokRP1TVp9 * xwwxDC7dpKZh elif xJShi6yitBWy == xafqLlk3kkUe(SXOLrMavuUCe(b'\x98'), chr(100) + '\x65' + chr(5256 - 5157) + '\157' + chr(0b1000000 + 0o44) + chr(101))(chr(10221 - 10104) + chr(116) + chr(2282 - 2180) + chr(45) + chr(1741 - 1685)): return SQuokRP1TVp9 / xwwxDC7dpKZh elif xJShi6yitBWy == xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9'), chr(6416 - 6316) + '\145' + chr(0b11011 + 0o110) + '\157' + chr(0b1100100) + chr(0b110010 + 0o63))(chr(0b1101010 + 0o13) + chr(0b1110100) + '\146' + chr(45) + chr(2784 - 2728)): return SQuokRP1TVp9 ** xwwxDC7dpKZh return ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + '\x30', 0o10)
keon/algorithms
algorithms/calculator/math_parser.py
apply_operation
def apply_operation(op_stack, out_stack): """ Apply operation to the first 2 items of the output queue op_stack Deque (reference) out_stack Deque (reference) """ out_stack.append(calc(out_stack.pop(), out_stack.pop(), op_stack.pop()))
python
def apply_operation(op_stack, out_stack): """ Apply operation to the first 2 items of the output queue op_stack Deque (reference) out_stack Deque (reference) """ out_stack.append(calc(out_stack.pop(), out_stack.pop(), op_stack.pop()))
[ "def", "apply_operation", "(", "op_stack", ",", "out_stack", ")", ":", "out_stack", ".", "append", "(", "calc", "(", "out_stack", ".", "pop", "(", ")", ",", "out_stack", ".", "pop", "(", ")", ",", "op_stack", ".", "pop", "(", ")", ")", ")" ]
Apply operation to the first 2 items of the output queue op_stack Deque (reference) out_stack Deque (reference)
[ "Apply", "operation", "to", "the", "first", "2", "items", "of", "the", "output", "queue", "op_stack", "Deque", "(", "reference", ")", "out_stack", "Deque", "(", "reference", ")" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/calculator/math_parser.py#L68-L75
train
Apply an operation to the first 2 items of the output queue
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1101111) + '\065' + '\063', 11442 - 11434), ehT0Px3KOsy9(chr(1950 - 1902) + chr(1511 - 1400) + chr(0b110001) + '\064' + chr(48), 15652 - 15644), ehT0Px3KOsy9(chr(0b110000) + chr(6059 - 5948) + '\x32' + chr(1498 - 1448) + chr(50), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101111 + 0o3) + chr(48), 46018 - 46010), ehT0Px3KOsy9(chr(2240 - 2192) + '\157' + '\x32', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2233 - 2183) + chr(54) + chr(540 - 492), 0b1000), ehT0Px3KOsy9('\060' + chr(5466 - 5355) + chr(1519 - 1468) + chr(0b101110 + 0o10) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11011 + 0o30) + '\x36' + chr(373 - 324), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(764 - 653) + chr(0b110001) + chr(2241 - 2190) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(3546 - 3435) + chr(2169 - 2119) + chr(1722 - 1670) + chr(0b11100 + 0o24), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111110 + 0o61) + '\061' + '\061' + chr(648 - 600), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1011101 + 0o22) + '\062' + chr(1916 - 1862) + chr(48), 8), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(6101 - 5990) + chr(1419 - 1368) + '\066' + chr(52), 8), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + '\x31' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1 + 0o62) + chr(0b11000 + 0o32) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b100011 + 0o114) + chr(50) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b101 + 0o152) + chr(0b101010 + 0o7) + '\067' + '\x35', 51409 - 51401), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100110 + 0o14) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(1087 - 1034), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(0b110000 + 0o6) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + '\x33' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b11110 + 0o121) + '\064' + '\063', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + chr(53) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(0b110001) + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100110 + 0o13) + '\060' + '\063', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1111 + 0o140) + chr(0b110001) + '\x30' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(0b111111 + 0o60) + chr(0b10100 + 0o35) + chr(0b1110 + 0o43) + chr(51), 0b1000), ehT0Px3KOsy9(chr(1172 - 1124) + chr(3237 - 3126) + '\061' + chr(0b100111 + 0o20), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + chr(50) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\062' + '\x33' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(917 - 869) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(50) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b111110 + 0o61) + '\062' + '\x36' + chr(411 - 360), 48990 - 48982), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x37' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(3572 - 3461) + '\x31' + chr(1979 - 1926) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(54), 0o10), ehT0Px3KOsy9(chr(679 - 631) + '\x6f' + chr(0b101101 + 0o10) + '\060', 38018 - 38010), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1100110 + 0o11) + '\x32' + '\x37' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(2563 - 2512) + chr(0b11001 + 0o36) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + chr(8284 - 8173) + chr(0b11001 + 0o32) + '\x35' + chr(48), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x35' + chr(1341 - 1293), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x05'), '\144' + chr(0b1100000 + 0o5) + chr(99) + '\157' + '\144' + '\x65')('\165' + chr(12621 - 12505) + chr(0b1100110) + chr(0b101101) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def alBPGkq4SFF6(P1OsQW9mv3Uf, hvArimoLy6p1): xafqLlk3kkUe(hvArimoLy6p1, xafqLlk3kkUe(SXOLrMavuUCe(b'J\x10\xe2ul\xd4'), chr(100) + chr(0b1100101) + chr(9438 - 9339) + '\157' + '\x64' + chr(705 - 604))(chr(0b1110101) + '\164' + '\146' + chr(0b100010 + 0o13) + chr(0b110010 + 0o6)))(DUUj_H_UM9yv(xafqLlk3kkUe(hvArimoLy6p1, xafqLlk3kkUe(SXOLrMavuUCe(b'[\x0f\xe2'), '\144' + '\x65' + chr(0b1100011) + '\157' + '\144' + chr(0b1100101))('\165' + chr(116) + chr(102) + '\055' + '\x38'))(), xafqLlk3kkUe(hvArimoLy6p1, xafqLlk3kkUe(SXOLrMavuUCe(b'[\x0f\xe2'), chr(4144 - 4044) + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(100) + '\145')(chr(0b1110101) + chr(7807 - 7691) + chr(0b1100110) + '\055' + '\070'))(), xafqLlk3kkUe(P1OsQW9mv3Uf, xafqLlk3kkUe(SXOLrMavuUCe(b'[\x0f\xe2'), chr(7499 - 7399) + '\145' + chr(99) + '\x6f' + chr(100) + chr(101))(chr(117) + chr(0b110100 + 0o100) + chr(0b1001110 + 0o30) + chr(45) + '\x38'))()))
keon/algorithms
algorithms/calculator/math_parser.py
parse
def parse(expression): """ Return array of parsed tokens in the expression expression String: Math expression to parse in infix notation """ result = [] current = "" for i in expression: if i.isdigit() or i == '.': current += i else: if len(current) > 0: result.append(current) current = "" if i in __operators__ or i in __parenthesis__: result.append(i) else: raise Exception("invalid syntax " + i) if len(current) > 0: result.append(current) return result
python
def parse(expression): """ Return array of parsed tokens in the expression expression String: Math expression to parse in infix notation """ result = [] current = "" for i in expression: if i.isdigit() or i == '.': current += i else: if len(current) > 0: result.append(current) current = "" if i in __operators__ or i in __parenthesis__: result.append(i) else: raise Exception("invalid syntax " + i) if len(current) > 0: result.append(current) return result
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Return array of parsed tokens in the expression expression String: Math expression to parse in infix notation
[ "Return", "array", "of", "parsed", "tokens", "in", "the", "expression", "expression", "String", ":", "Math", "expression", "to", "parse", "in", "infix", "notation" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/calculator/math_parser.py#L77-L99
train
Returns array of parsed tokens in the expression
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b110010) + chr(50) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1001100 + 0o43) + '\061' + '\x33' + chr(0b1101 + 0o45), 2639 - 2631), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + chr(0b110101) + chr(135 - 82), 0o10), ehT0Px3KOsy9(chr(1961 - 1913) + '\157' + '\063' + '\061' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(10413 - 10302) + '\061' + '\064' + chr(0b1100 + 0o47), 0o10), ehT0Px3KOsy9(chr(48) + chr(8327 - 8216) + chr(736 - 687) + chr(121 - 71) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11100 + 0o26) + '\064' + chr(0b1 + 0o57), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100001 + 0o22) + chr(1570 - 1518) + chr(963 - 909), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b110010 + 0o75) + chr(51) + '\x37' + chr(0b100011 + 0o15), ord("\x08")), ehT0Px3KOsy9('\060' + chr(11093 - 10982) + '\x33' + chr(0b110111) + '\x33', 58487 - 58479), ehT0Px3KOsy9('\x30' + chr(111) + chr(118 - 67) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1001101 + 0o42) + chr(53) + '\x35', 8), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111) + '\062' + chr(55) + '\x34', 56253 - 56245), ehT0Px3KOsy9(chr(0b110000) + chr(1361 - 1250) + chr(999 - 950) + chr(0b100010 + 0o17) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b110111 + 0o70) + '\x33' + '\x34' + chr(0b110 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(390 - 335) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1000010 + 0o55) + chr(0b110010) + chr(0b110010 + 0o3) + chr(1625 - 1577), 54882 - 54874), ehT0Px3KOsy9(chr(2094 - 2046) + chr(384 - 273) + chr(0b110010) + chr(55) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(1121 - 1073) + chr(0b1101100 + 0o3) + chr(49) + chr(0b110101) + chr(0b1 + 0o60), 0o10), ehT0Px3KOsy9('\060' + chr(0b111000 + 0o67) + '\061' + chr(52) + '\066', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + '\x31' + chr(48), 32569 - 32561), ehT0Px3KOsy9('\060' + chr(11401 - 11290) + '\x32' + '\x31' + '\x35', 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(111) + '\x33' + chr(0b110000) + chr(502 - 454), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(9548 - 9437) + '\062' + '\060' + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b100100 + 0o113) + '\061' + chr(0b100111 + 0o15) + '\x30', 0o10), ehT0Px3KOsy9(chr(1668 - 1620) + chr(0b1101111) + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10011 + 0o134) + chr(1231 - 1182) + chr(2311 - 2261) + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + chr(0b10010 + 0o36) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(2127 - 2079) + '\157' + chr(50) + chr(2290 - 2239) + chr(0b11 + 0o63), 49856 - 49848), ehT0Px3KOsy9(chr(740 - 692) + '\x6f' + chr(52) + chr(832 - 779), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11101 + 0o25) + '\063' + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110100) + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + chr(50) + '\x31' + '\x33', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + chr(0b10 + 0o62) + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(48) + chr(0b11110 + 0o26), 0b1000), ehT0Px3KOsy9(chr(1910 - 1862) + chr(0b1010111 + 0o30) + chr(49) + '\066' + chr(55), 28292 - 28284), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100001 + 0o21) + chr(48) + chr(0b11000 + 0o34), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + '\x30' + '\x32', 19544 - 19536), ehT0Px3KOsy9(chr(1382 - 1334) + chr(8361 - 8250) + '\x31' + chr(53), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + '\065', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + chr(53) + chr(48), 57382 - 57374)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe'), chr(6103 - 6003) + chr(0b1100101) + '\143' + chr(4368 - 4257) + chr(100) + chr(6541 - 6440))(chr(0b10111 + 0o136) + chr(0b1110100) + chr(0b1001001 + 0o35) + '\x2d' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def d0cNSJFV4IQI(heJELtuJu3My): ShZmEKfTkAOZ = [] xs6XOz6fvaCq = xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(100) + chr(101) + chr(5709 - 5610) + '\157' + chr(1193 - 1093) + '\145')(chr(10392 - 10275) + '\164' + '\x66' + chr(0b101011 + 0o2) + '\070') for WVxHKyX45z_L in heJELtuJu3My: if xafqLlk3kkUe(WVxHKyX45z_L, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf9)I\xa4\x04;\xd4'), chr(8252 - 8152) + '\145' + chr(8211 - 8112) + '\x6f' + '\x64' + chr(0b1100101))(chr(117) + chr(0b1011100 + 0o30) + '\x66' + chr(0b101101) + chr(0b111000)))() or WVxHKyX45z_L == xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe'), chr(100) + chr(0b11000 + 0o115) + chr(0b1100011) + chr(0b11010 + 0o125) + chr(100) + chr(9979 - 9878))(chr(4504 - 4387) + chr(4177 - 4061) + '\x66' + chr(0b101101) + chr(1884 - 1828)): xs6XOz6fvaCq += WVxHKyX45z_L else: if c2A0yzQpDQB3(xs6XOz6fvaCq) > ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + '\x30', 31570 - 31562): xafqLlk3kkUe(ShZmEKfTkAOZ, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1*]\xa8\r6'), '\x64' + chr(8009 - 7908) + chr(207 - 108) + '\x6f' + chr(100) + chr(0b10111 + 0o116))('\x75' + chr(3921 - 3805) + chr(0b1100110) + chr(45) + '\070'))(xs6XOz6fvaCq) xs6XOz6fvaCq = xafqLlk3kkUe(SXOLrMavuUCe(b''), '\144' + chr(101) + chr(0b1011000 + 0o13) + chr(0b1010000 + 0o37) + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(2730 - 2628) + '\055' + chr(0b100110 + 0o22)) if WVxHKyX45z_L in p8XcOLUuYmOT or WVxHKyX45z_L in X6GThCLx2DXi: xafqLlk3kkUe(ShZmEKfTkAOZ, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1*]\xa8\r6'), chr(9104 - 9004) + chr(101) + '\143' + chr(111) + chr(9053 - 8953) + '\x65')(chr(2432 - 2315) + chr(9405 - 9289) + '\x66' + '\055' + chr(56)))(WVxHKyX45z_L) else: raise jLmadlzMdunT(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf94[\xac\x0f;\xc4\xc6\x8b\x82uY\xdd1\xc4'), chr(0b11001 + 0o113) + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(100) + '\145')(chr(117) + '\164' + chr(0b1100110) + chr(0b110 + 0o47) + chr(492 - 436)) + WVxHKyX45z_L) if c2A0yzQpDQB3(xs6XOz6fvaCq) > ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000), 8): xafqLlk3kkUe(ShZmEKfTkAOZ, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf1*]\xa8\r6'), chr(0b1011000 + 0o14) + chr(101) + '\143' + '\x6f' + '\144' + chr(6580 - 6479))(chr(5947 - 5830) + chr(116) + chr(0b1100110) + chr(0b101101) + '\x38'))(xs6XOz6fvaCq) return ShZmEKfTkAOZ
keon/algorithms
algorithms/calculator/math_parser.py
evaluate
def evaluate(expression): """ Calculate result of expression expression String: The expression type Type (optional): Number type [int, float] """ op_stack = deque() # operator stack out_stack = deque() # output stack (values) tokens = parse(expression) # calls the function only once! for token in tokens: if numeric_value.match(token): out_stack.append(float(token)) elif token == '(': op_stack.append(token) elif token == ')': while len(op_stack) > 0 and op_stack[-1] != '(': apply_operation(op_stack, out_stack) op_stack.pop() # Remove remaining '(' else: # is_operator(token) while len(op_stack) > 0 and is_operator(op_stack[-1]) and higher_priority(op_stack[-1], token): apply_operation(op_stack, out_stack) op_stack.append(token) while len(op_stack) > 0: apply_operation(op_stack, out_stack) return out_stack[-1]
python
def evaluate(expression): """ Calculate result of expression expression String: The expression type Type (optional): Number type [int, float] """ op_stack = deque() # operator stack out_stack = deque() # output stack (values) tokens = parse(expression) # calls the function only once! for token in tokens: if numeric_value.match(token): out_stack.append(float(token)) elif token == '(': op_stack.append(token) elif token == ')': while len(op_stack) > 0 and op_stack[-1] != '(': apply_operation(op_stack, out_stack) op_stack.pop() # Remove remaining '(' else: # is_operator(token) while len(op_stack) > 0 and is_operator(op_stack[-1]) and higher_priority(op_stack[-1], token): apply_operation(op_stack, out_stack) op_stack.append(token) while len(op_stack) > 0: apply_operation(op_stack, out_stack) return out_stack[-1]
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Calculate result of expression expression String: The expression type Type (optional): Number type [int, float]
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/calculator/math_parser.py#L101-L128
train
Evaluates the expression Taxonomy expression
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b101 + 0o152) + chr(50) + chr(0b10 + 0o63) + chr(2235 - 2184), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11101 + 0o24) + chr(0b110101 + 0o0) + chr(0b10100 + 0o42), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(0b110111) + '\x36', 37244 - 37236), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(55) + chr(2976 - 2921), 17014 - 17006), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(791 - 742) + chr(1323 - 1273) + chr(51), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(718 - 668) + chr(0b110100) + chr(442 - 390), ord("\x08")), ehT0Px3KOsy9(chr(1435 - 1387) + chr(11189 - 11078) + chr(0b1 + 0o62) + '\x35' + chr(1120 - 1065), 59366 - 59358), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b110111) + chr(52), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101011 + 0o104) + '\061' + chr(49) + chr(51), 23379 - 23371), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(1339 - 1289) + '\067', 59291 - 59283), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(2409 - 2298) + chr(49) + chr(0b110 + 0o52) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(4284 - 4173) + chr(0b101010 + 0o7) + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(2093 - 2043) + chr(48) + '\063', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(51) + '\060' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2369 - 2319) + chr(409 - 360) + '\061', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101100 + 0o3) + chr(55) + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(50) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b101010 + 0o105) + '\x33' + chr(2119 - 2069) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110000 + 0o1) + chr(0b110010) + chr(2387 - 2332), 0o10), ehT0Px3KOsy9(chr(966 - 918) + chr(0b1011111 + 0o20) + chr(50) + '\x32' + chr(48), 447 - 439), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110000 + 0o3) + '\x32' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + chr(0b110001) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(12249 - 12138) + chr(0b11000 + 0o31) + '\067' + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(8571 - 8460) + '\061' + chr(53) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(111) + chr(828 - 779) + chr(2270 - 2219) + chr(0b110101), 4135 - 4127), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(55) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(6559 - 6448) + '\061' + chr(0b10111 + 0o36) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\063' + chr(50) + chr(0b110111), 8), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(6896 - 6785) + '\062' + chr(0b100000 + 0o27) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1 + 0o156) + '\063' + '\x33' + chr(597 - 546), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b10010 + 0o37) + chr(0b1100 + 0o46) + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010110 + 0o31) + '\x32' + chr(0b110000) + chr(2726 - 2673), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b110011 + 0o74) + chr(0b110001) + chr(0b110101) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(0b11111 + 0o30) + '\x30', 29796 - 29788), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(778 - 724) + chr(435 - 382), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + '\060', 37526 - 37518), ehT0Px3KOsy9('\060' + chr(111) + '\x36' + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000110 + 0o51) + chr(1918 - 1867) + '\067' + chr(0b110001 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + chr(0b110001) + chr(526 - 478), 8), ehT0Px3KOsy9('\060' + chr(111) + '\062' + '\x34' + chr(50), 25571 - 25563)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110101) + '\x30', 14599 - 14591)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x85'), '\144' + '\145' + '\x63' + chr(0b101011 + 0o104) + chr(0b1100100) + chr(101))(chr(7700 - 7583) + '\x74' + chr(3980 - 3878) + chr(409 - 364) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Usx5_tnbQ5R4(heJELtuJu3My): P1OsQW9mv3Uf = FfAR6H7udAds() hvArimoLy6p1 = FfAR6H7udAds() Sz7tXxaCGqJ1 = d0cNSJFV4IQI(heJELtuJu3My) for mTy3fac_AqJ5 in Sz7tXxaCGqJ1: if xafqLlk3kkUe(IDSCh5ZyLVyA, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc6\x0f\x8a\x9c;'), chr(5085 - 4985) + '\x65' + chr(0b1100011) + chr(111) + chr(0b1100100) + '\x65')(chr(12883 - 12766) + chr(3830 - 3714) + chr(0b1001010 + 0o34) + chr(0b11110 + 0o17) + '\070'))(mTy3fac_AqJ5): xafqLlk3kkUe(hvArimoLy6p1, xafqLlk3kkUe(SXOLrMavuUCe(b'\xca\x1e\x8e\x9a=\xc0'), chr(100) + chr(101) + chr(99) + '\157' + chr(0b11001 + 0o113) + '\x65')(chr(0b1110101) + chr(0b1001000 + 0o54) + chr(0b1100110) + '\x2d' + '\x38'))(kkSX4ccExqw4(mTy3fac_AqJ5)) elif mTy3fac_AqJ5 == xafqLlk3kkUe(SXOLrMavuUCe(b'\x83'), '\x64' + '\x65' + '\143' + chr(0b1011110 + 0o21) + chr(100) + chr(101))(chr(0b1110101) + chr(116) + '\146' + chr(0b1011 + 0o42) + chr(0b101101 + 0o13)): xafqLlk3kkUe(P1OsQW9mv3Uf, xafqLlk3kkUe(SXOLrMavuUCe(b'\xca\x1e\x8e\x9a=\xc0'), '\144' + chr(7714 - 7613) + '\143' + chr(0b1101101 + 0o2) + chr(2496 - 2396) + chr(0b1100101))(chr(0b1110101) + chr(7985 - 7869) + chr(0b1001000 + 0o36) + '\x2d' + '\070'))(mTy3fac_AqJ5) elif mTy3fac_AqJ5 == xafqLlk3kkUe(SXOLrMavuUCe(b'\x82'), chr(100) + chr(0b1100101) + chr(99) + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(3263 - 3161) + chr(0b11111 + 0o16) + '\x38'): while c2A0yzQpDQB3(P1OsQW9mv3Uf) > ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110000), 0b1000) and P1OsQW9mv3Uf[-ehT0Px3KOsy9(chr(2023 - 1975) + '\157' + '\061', 1123 - 1115)] != xafqLlk3kkUe(SXOLrMavuUCe(b'\x83'), '\x64' + '\x65' + chr(99) + chr(0b1101111) + chr(0b1011110 + 0o6) + chr(0b110010 + 0o63))(chr(9769 - 9652) + '\x74' + '\x66' + chr(0b1 + 0o54) + chr(2629 - 2573)): alBPGkq4SFF6(P1OsQW9mv3Uf, hvArimoLy6p1) xafqLlk3kkUe(P1OsQW9mv3Uf, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdb\x01\x8e'), '\x64' + chr(101) + '\143' + chr(0b1010100 + 0o33) + chr(0b1000111 + 0o35) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(9610 - 9508) + chr(517 - 472) + '\x38'))() else: while c2A0yzQpDQB3(P1OsQW9mv3Uf) > ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11000 + 0o30), 8) and wyG23Y2BMjPF(P1OsQW9mv3Uf[-ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49), 8)]) and UXtbqhxERlTe(P1OsQW9mv3Uf[-ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(0b10010 + 0o37), 8)], mTy3fac_AqJ5): alBPGkq4SFF6(P1OsQW9mv3Uf, hvArimoLy6p1) xafqLlk3kkUe(P1OsQW9mv3Uf, xafqLlk3kkUe(SXOLrMavuUCe(b'\xca\x1e\x8e\x9a=\xc0'), chr(100) + chr(0b1001111 + 0o26) + chr(0b1011100 + 0o7) + chr(0b10001 + 0o136) + chr(100) + '\145')(chr(686 - 569) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(56)))(mTy3fac_AqJ5) while c2A0yzQpDQB3(P1OsQW9mv3Uf) > ehT0Px3KOsy9(chr(227 - 179) + chr(0b1101111) + chr(0b1011 + 0o45), 8): alBPGkq4SFF6(P1OsQW9mv3Uf, hvArimoLy6p1) return hvArimoLy6p1[-ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + '\x31', 8)]
keon/algorithms
algorithms/calculator/math_parser.py
main
def main(): """ simple user-interface """ print("\t\tCalculator\n\n") while True: user_input = input("expression or exit: ") if user_input == "exit": break try: print("The result is {0}".format(evaluate(user_input))) except Exception: print("invalid syntax!") user_input = input("expression or exit: ") print("program end")
python
def main(): """ simple user-interface """ print("\t\tCalculator\n\n") while True: user_input = input("expression or exit: ") if user_input == "exit": break try: print("The result is {0}".format(evaluate(user_input))) except Exception: print("invalid syntax!") user_input = input("expression or exit: ") print("program end")
[ "def", "main", "(", ")", ":", "print", "(", "\"\\t\\tCalculator\\n\\n\"", ")", "while", "True", ":", "user_input", "=", "input", "(", "\"expression or exit: \"", ")", "if", "user_input", "==", "\"exit\"", ":", "break", "try", ":", "print", "(", "\"The result is {0}\"", ".", "format", "(", "evaluate", "(", "user_input", ")", ")", ")", "except", "Exception", ":", "print", "(", "\"invalid syntax!\"", ")", "user_input", "=", "input", "(", "\"expression or exit: \"", ")", "print", "(", "\"program end\"", ")" ]
simple user-interface
[ "simple", "user", "-", "interface" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/calculator/math_parser.py#L131-L145
train
Simple user - interface for the calendar generator
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(48), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\061' + chr(74 - 26) + chr(0b11010 + 0o30), 7230 - 7222), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b0 + 0o157) + chr(50) + '\x34' + chr(0b11110 + 0o30), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(0b110010) + chr(1269 - 1214), ord("\x08")), ehT0Px3KOsy9(chr(1065 - 1017) + '\157' + '\062' + chr(0b100001 + 0o22) + chr(0b110011), 38482 - 38474), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(0b110011) + '\061', 47735 - 47727), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(86 - 35) + chr(0b10110 + 0o37) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(0b110110) + '\x31', 40437 - 40429), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(1640 - 1529) + '\063' + '\063' + chr(0b110011), 7254 - 7246), ehT0Px3KOsy9(chr(48) + '\157' + chr(791 - 741) + chr(0b0 + 0o66) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(0b10000 + 0o42) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(0b110111) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(8544 - 8433) + chr(50) + chr(2550 - 2498), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(4759 - 4648) + chr(0b110011) + '\065' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(1994 - 1943) + chr(2286 - 2238) + chr(0b1100 + 0o46), 57692 - 57684), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(934 - 884) + '\067' + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(10139 - 10028) + '\x37', 0o10), ehT0Px3KOsy9(chr(1723 - 1675) + chr(111) + '\x33', 44314 - 44306), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + '\064' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(497 - 446) + chr(51) + chr(51), 8), ehT0Px3KOsy9(chr(48) + chr(0b10 + 0o155) + '\x31' + chr(0b110111) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(216 - 167) + chr(0b100111 + 0o16) + chr(0b110101), 51115 - 51107), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1284 - 1233) + chr(0b110101) + chr(0b110001), 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + '\066', 0o10), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b10111 + 0o130) + chr(0b110011), 8), ehT0Px3KOsy9('\x30' + '\157' + chr(2161 - 2110) + chr(0b110000 + 0o4) + chr(49), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(0b100100 + 0o17), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + '\x30' + chr(0b10010 + 0o45), 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + '\x32' + chr(0b11 + 0o64) + chr(0b101110 + 0o7), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1001 + 0o52) + '\065' + chr(0b100110 + 0o14), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(462 - 411) + '\x31' + chr(0b11011 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101101 + 0o2) + chr(54) + chr(0b110000 + 0o7), 11428 - 11420), ehT0Px3KOsy9('\x30' + chr(111) + chr(2613 - 2559) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + chr(886 - 835) + chr(0b110110 + 0o1) + chr(0b11 + 0o55), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + chr(51) + '\x37' + '\065', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100111 + 0o13) + chr(0b1010 + 0o50) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + '\066' + chr(0b100110 + 0o13), 8), ehT0Px3KOsy9(chr(1593 - 1545) + '\157' + chr(1000 - 950) + chr(0b110011) + '\x33', 8), ehT0Px3KOsy9('\x30' + chr(0b1010110 + 0o31) + chr(0b1000 + 0o52) + '\063' + '\067', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(982 - 933) + '\x33', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2075 - 2027) + chr(10479 - 10368) + '\x35' + chr(525 - 477), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'.'), '\x64' + chr(0b1100101) + '\143' + chr(111) + chr(9881 - 9781) + chr(625 - 524))(chr(0b1110101) + chr(0b11010 + 0o132) + chr(102) + chr(310 - 265) + chr(454 - 398)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def PGNrezus7XpS(): zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'\tK\xe5\xb6\xf7:\x9b\x9d\xba\xc4\xbf\xcd\x1e\xe3'), chr(0b1100100) + chr(0b11011 + 0o112) + chr(3192 - 3093) + chr(5931 - 5820) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(0b100000 + 0o124) + '\146' + chr(0b101101) + '\070')) while ehT0Px3KOsy9('\060' + chr(2768 - 2657) + chr(2148 - 2099), 0b1000): fRh4J5B3dr7g = Y3jVKaC8LEDU(xafqLlk3kkUe(SXOLrMavuUCe(b'e:\xd6\xa5\xfe*\x9d\x98\xb4\xde\xf0\xd0f\xc9\xa7\xc6nw\xdd\xfb'), '\144' + chr(101) + chr(3814 - 3715) + chr(0b1101111) + chr(0b11101 + 0o107) + chr(6239 - 6138))(chr(117) + '\164' + chr(0b101100 + 0o72) + '\055' + chr(0b111000))) if fRh4J5B3dr7g == xafqLlk3kkUe(SXOLrMavuUCe(b'e:\xcf\xa3'), chr(0b111100 + 0o50) + chr(101) + chr(99) + chr(2789 - 2678) + chr(0b1001010 + 0o32) + chr(0b1000 + 0o135))(chr(0b1110101) + chr(0b1101100 + 0o10) + chr(7388 - 7286) + chr(0b1101 + 0o40) + chr(0b111000)): break try: zLUzGokYBM2Z(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'T*\xc3\xf7\xe9<\x9d\x84\xb7\xc4\xf0\xd6g\xc9\xb9\x8ez'), chr(100) + chr(101) + chr(807 - 708) + chr(0b1000010 + 0o55) + chr(0b1100100) + chr(0b1100101))(chr(7244 - 7127) + chr(0b100110 + 0o116) + chr(102) + '\055' + chr(153 - 97)), xafqLlk3kkUe(SXOLrMavuUCe(b'Vv\xd4\xb8\xd38\xbd\xc2\x8b\xc0\xb5\xd5'), chr(100) + chr(101) + chr(9445 - 9346) + chr(5360 - 5249) + chr(9476 - 9376) + '\x65')(chr(0b101 + 0o160) + chr(0b1110100) + chr(0b11 + 0o143) + chr(0b101101) + '\070'))(Usx5_tnbQ5R4(fRh4J5B3dr7g))) except jLmadlzMdunT: zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'i,\xd0\xb6\xf70\x8a\xd1\xa8\xc9\xbe\xcbu\x91\xe3'), chr(100) + '\145' + chr(99) + chr(7929 - 7818) + chr(0b1100100) + chr(0b10 + 0o143))(chr(1136 - 1019) + chr(116) + chr(0b1100110) + '\x2d' + chr(0b101011 + 0o15))) fRh4J5B3dr7g = Y3jVKaC8LEDU(xafqLlk3kkUe(SXOLrMavuUCe(b'e:\xd6\xa5\xfe*\x9d\x98\xb4\xde\xf0\xd0f\xc9\xa7\xc6nw\xdd\xfb'), chr(631 - 531) + chr(0b1100101) + chr(0b11111 + 0o104) + '\x6f' + chr(7371 - 7271) + '\x65')(chr(1976 - 1859) + '\164' + chr(2361 - 2259) + chr(45) + chr(0b111000))) zLUzGokYBM2Z(xafqLlk3kkUe(SXOLrMavuUCe(b'p0\xc9\xb0\xe98\x83\xd1\xbe\xde\xb4'), chr(100) + chr(0b1011110 + 0o7) + chr(1012 - 913) + chr(0b111100 + 0o63) + chr(100) + '\x65')('\165' + chr(12425 - 12309) + chr(8225 - 8123) + chr(1970 - 1925) + '\070'))
keon/algorithms
algorithms/tree/bst/bst_closest_value.py
closest_value
def closest_value(root, target): """ :type root: TreeNode :type target: float :rtype: int """ a = root.val kid = root.left if target < a else root.right if not kid: return a b = closest_value(kid, target) return min((a,b), key=lambda x: abs(target-x))
python
def closest_value(root, target): """ :type root: TreeNode :type target: float :rtype: int """ a = root.val kid = root.left if target < a else root.right if not kid: return a b = closest_value(kid, target) return min((a,b), key=lambda x: abs(target-x))
[ "def", "closest_value", "(", "root", ",", "target", ")", ":", "a", "=", "root", ".", "val", "kid", "=", "root", ".", "left", "if", "target", "<", "a", "else", "root", ".", "right", "if", "not", "kid", ":", "return", "a", "b", "=", "closest_value", "(", "kid", ",", "target", ")", "return", "min", "(", "(", "a", ",", "b", ")", ",", "key", "=", "lambda", "x", ":", "abs", "(", "target", "-", "x", ")", ")" ]
:type root: TreeNode :type target: float :rtype: int
[ ":", "type", "root", ":", "TreeNode", ":", "type", "target", ":", "float", ":", "rtype", ":", "int" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/tree/bst/bst_closest_value.py#L17-L28
train
Returns the value of the node closest to target.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(53) + '\062', 17289 - 17281), ehT0Px3KOsy9('\060' + chr(5237 - 5126) + chr(0b1000 + 0o53) + chr(54) + chr(0b100000 + 0o21), 0o10), ehT0Px3KOsy9('\x30' + chr(9241 - 9130) + '\062' + '\x31', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110011 + 0o74) + chr(1292 - 1242) + '\065' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(528 - 417) + chr(505 - 455) + chr(54) + chr(0b100000 + 0o27), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(493 - 443) + chr(51) + '\067', 0o10), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(7267 - 7156) + '\062' + chr(0b1110 + 0o50) + chr(0b100100 + 0o16), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\063' + chr(55) + '\064', 53871 - 53863), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b1101111 + 0o0) + chr(0b110001) + '\060' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + '\063' + chr(2245 - 2191) + chr(2551 - 2498), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + '\x36' + chr(2388 - 2333), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(111) + '\x33' + chr(51), 0o10), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\157' + chr(143 - 91) + '\x32', 65226 - 65218), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + '\x30' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(5784 - 5673) + chr(0b101111 + 0o2) + chr(54) + chr(0b11110 + 0o24), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(2421 - 2367) + chr(1298 - 1249), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b10100 + 0o34) + chr(0b10 + 0o65), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(328 - 278) + '\x36' + chr(1931 - 1880), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1110 + 0o45) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + chr(9553 - 9442) + chr(0b101001 + 0o10) + chr(53) + chr(0b1110 + 0o42), 0o10), ehT0Px3KOsy9('\x30' + chr(755 - 644) + chr(53) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(1892 - 1842) + '\x33', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(55) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + chr(0b110001 + 0o0) + '\066' + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(0b110000) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1005 - 956) + '\x32', 0b1000), ehT0Px3KOsy9(chr(1573 - 1525) + '\x6f' + '\x32' + chr(53) + chr(2792 - 2738), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(53), 58086 - 58078), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(2404 - 2354) + chr(0b10010 + 0o40), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b11110 + 0o30) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101000 + 0o7) + '\x32' + chr(0b10011 + 0o40) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + chr(0b11110 + 0o26) + '\066', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(0b110110) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\060' + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(11965 - 11854) + chr(0b110011) + '\x32' + chr(55), 40548 - 40540), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1749 - 1696) + chr(0b11111 + 0o22), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1100001 + 0o16) + '\x31' + '\063' + chr(55), 14873 - 14865), ehT0Px3KOsy9(chr(48) + chr(111) + chr(532 - 483) + chr(0b110001) + '\062', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(53) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\060' + chr(55), 32943 - 32935)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x35' + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x84'), '\x64' + chr(0b100001 + 0o104) + chr(99) + chr(0b1011 + 0o144) + chr(723 - 623) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b101101 + 0o13)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def rLrO5OoxyRtf(FiL2Xt3u2AMN, GR1581dR5rDS): XPh1qbAgrPgG = FiL2Xt3u2AMN.pQxH2D_k9sXQ DejaY0nRsZH8 = FiL2Xt3u2AMN.mtX6HPOlWiYu if GR1581dR5rDS < XPh1qbAgrPgG else FiL2Xt3u2AMN.isOYmsUx1jxa if not DejaY0nRsZH8: return XPh1qbAgrPgG wmN3dvez4qzC = rLrO5OoxyRtf(DejaY0nRsZH8, GR1581dR5rDS) return Dx22bkKPdt5d((XPh1qbAgrPgG, wmN3dvez4qzC), key=lambda OeWW0F1dBPRQ: Lt3jp3Wjtj_1(GR1581dR5rDS - OeWW0F1dBPRQ))
keon/algorithms
algorithms/maths/primes_sieve_of_eratosthenes.py
get_primes
def get_primes(n): """Return list of all primes less than n, Using sieve of Eratosthenes. """ if n <= 0: raise ValueError("'n' must be a positive integer.") # If x is even, exclude x from list (-1): sieve_size = (n // 2 - 1) if n % 2 == 0 else (n // 2) sieve = [True for _ in range(sieve_size)] # Sieve primes = [] # List of Primes if n >= 2: primes.append(2) # 2 is prime by default for i in range(sieve_size): if sieve[i]: value_at_i = i*2 + 3 primes.append(value_at_i) for j in range(i, sieve_size, value_at_i): sieve[j] = False return primes
python
def get_primes(n): """Return list of all primes less than n, Using sieve of Eratosthenes. """ if n <= 0: raise ValueError("'n' must be a positive integer.") # If x is even, exclude x from list (-1): sieve_size = (n // 2 - 1) if n % 2 == 0 else (n // 2) sieve = [True for _ in range(sieve_size)] # Sieve primes = [] # List of Primes if n >= 2: primes.append(2) # 2 is prime by default for i in range(sieve_size): if sieve[i]: value_at_i = i*2 + 3 primes.append(value_at_i) for j in range(i, sieve_size, value_at_i): sieve[j] = False return primes
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Return list of all primes less than n, Using sieve of Eratosthenes.
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/maths/primes_sieve_of_eratosthenes.py#L28-L46
train
Return list of all primes less than n using sieve of Eratosthenes.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(50) + chr(410 - 358) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b101000 + 0o12) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11535 - 11424) + '\062' + '\061' + chr(0b110000), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100010 + 0o22) + chr(0b101010 + 0o10), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + chr(0b1110 + 0o44) + chr(0b110000 + 0o2), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1242 - 1192) + '\065' + chr(0b110000), 40060 - 40052), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x37' + chr(50), 41417 - 41409), ehT0Px3KOsy9('\060' + chr(0b101001 + 0o106) + '\x31' + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(1464 - 1414) + '\061', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101110 + 0o1) + chr(50) + chr(1291 - 1241) + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(1125 - 1074) + '\x32' + '\x31', 8), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(686 - 633), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(574 - 523) + chr(52) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + '\x32' + '\062' + chr(0b100011 + 0o16), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(111) + '\x33' + chr(0b110011) + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(210 - 156) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(4451 - 4340) + chr(52) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(2106 - 2058) + '\x6f' + chr(0b110010) + chr(54) + chr(2028 - 1976), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b1110 + 0o50), 20489 - 20481), ehT0Px3KOsy9(chr(48) + chr(0b1100011 + 0o14) + '\062' + chr(2065 - 2012) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + '\x37' + chr(1694 - 1642), 50129 - 50121), ehT0Px3KOsy9(chr(465 - 417) + chr(111) + chr(0b110010) + '\065' + '\064', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b100000 + 0o117) + chr(0b110011) + '\x35' + '\x34', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\063' + chr(0b110101) + '\062', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2305 - 2256) + '\060', 12773 - 12765), ehT0Px3KOsy9(chr(665 - 617) + chr(8795 - 8684) + chr(51) + chr(0b101111 + 0o3) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(53) + chr(0b0 + 0o63), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110100) + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b110001 + 0o76) + chr(0b1101 + 0o46) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b0 + 0o62) + chr(0b101001 + 0o12) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\x6f' + chr(0b111 + 0o54) + chr(1824 - 1773) + chr(1605 - 1557), 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + chr(53) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(245 - 134) + chr(0b101101 + 0o4) + '\x31' + chr(0b11100 + 0o30), 53859 - 53851), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(1332 - 1282) + chr(1024 - 972), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x37' + '\063', 0b1000), ehT0Px3KOsy9('\060' + chr(0b100111 + 0o110) + '\063' + '\065' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(3803 - 3692) + chr(50) + '\x31', 0b1000), ehT0Px3KOsy9(chr(907 - 859) + chr(0b1101111) + '\x32' + '\066' + chr(53), 1735 - 1727), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(10699 - 10588) + chr(1973 - 1924) + chr(959 - 904) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b111 + 0o51) + chr(0b110111), 5910 - 5902)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1110 + 0o47) + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f'), chr(0b1100001 + 0o3) + chr(0b1100101) + chr(0b1001000 + 0o33) + '\157' + chr(100) + chr(101))('\x75' + chr(0b1110100) + chr(5605 - 5503) + chr(45) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def NOsbUamPgSjI(m1NkCryOw9Bx): if m1NkCryOw9Bx <= ehT0Px3KOsy9('\x30' + '\x6f' + '\x30', 0o10): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\x86|\xaf\x02\x7f\xddI~\xf1\xf6\xb4%\x87\xb1\xac[U\xddz\xc0\xca\xc9\xcc\x83f\xa0N@x\xe9\xf6'), '\144' + chr(7682 - 7581) + chr(99) + chr(0b1011100 + 0o23) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(3302 - 3200) + '\x2d' + '\070')) EeNMmaIr6RoR = m1NkCryOw9Bx // ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(10091 - 9980) + chr(1075 - 1025), 10991 - 10983) - ehT0Px3KOsy9('\x30' + chr(4298 - 4187) + chr(1293 - 1244), 0b1000) if m1NkCryOw9Bx % ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11110 + 0o24), 8) == ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(151 - 103), 8) else m1NkCryOw9Bx // ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32', 8) LWzSQ7oHetND = [ehT0Px3KOsy9(chr(1046 - 998) + chr(111) + chr(0b110001), 8) for VNGQdHSFPrso in vQr8gNKaIaWE(EeNMmaIr6RoR)] AgcXAeG7TvVI = [] if m1NkCryOw9Bx >= ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + '\x32', 8): xafqLlk3kkUe(AgcXAeG7TvVI, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc0b\xf8G|\xcc'), chr(100) + chr(0b1000100 + 0o41) + chr(99) + chr(0b1101111) + chr(0b1011110 + 0o6) + chr(0b1100101))(chr(0b1110101) + chr(3485 - 3369) + chr(0b1100110) + chr(45) + '\070'))(ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110 + 0o54), 8)) for WVxHKyX45z_L in vQr8gNKaIaWE(EeNMmaIr6RoR): if LWzSQ7oHetND[WVxHKyX45z_L]: AL0ekGqLzuxZ = WVxHKyX45z_L * ehT0Px3KOsy9(chr(0b110000) + chr(8789 - 8678) + '\062', 8) + ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011), ord("\x08")) xafqLlk3kkUe(AgcXAeG7TvVI, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc0b\xf8G|\xcc'), chr(5768 - 5668) + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(100) + chr(0b1100001 + 0o4))('\165' + chr(0b1110100) + chr(0b100111 + 0o77) + chr(45) + chr(0b10011 + 0o45)))(AL0ekGqLzuxZ) for tlORBuYsiw3X in vQr8gNKaIaWE(WVxHKyX45z_L, EeNMmaIr6RoR, AL0ekGqLzuxZ): LWzSQ7oHetND[tlORBuYsiw3X] = ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(852 - 804), 8) return AgcXAeG7TvVI
keon/algorithms
algorithms/backtrack/permute.py
permute
def permute(elements): """ returns a list with the permuations. """ if len(elements) <= 1: return [elements] else: tmp = [] for perm in permute(elements[1:]): for i in range(len(elements)): tmp.append(perm[:i] + elements[0:1] + perm[i:]) return tmp
python
def permute(elements): """ returns a list with the permuations. """ if len(elements) <= 1: return [elements] else: tmp = [] for perm in permute(elements[1:]): for i in range(len(elements)): tmp.append(perm[:i] + elements[0:1] + perm[i:]) return tmp
[ "def", "permute", "(", "elements", ")", ":", "if", "len", "(", "elements", ")", "<=", "1", ":", "return", "[", "elements", "]", "else", ":", "tmp", "=", "[", "]", "for", "perm", "in", "permute", "(", "elements", "[", "1", ":", "]", ")", ":", "for", "i", "in", "range", "(", "len", "(", "elements", ")", ")", ":", "tmp", ".", "append", "(", "perm", "[", ":", "i", "]", "+", "elements", "[", "0", ":", "1", "]", "+", "perm", "[", "i", ":", "]", ")", "return", "tmp" ]
returns a list with the permuations.
[ "returns", "a", "list", "with", "the", "permuations", "." ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/backtrack/permute.py#L17-L28
train
returns a list with the permuations.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\x32' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\x6f' + chr(0b0 + 0o65) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + '\061', 43686 - 43678), ehT0Px3KOsy9(chr(815 - 767) + chr(11216 - 11105) + chr(0b110110) + chr(0b10101 + 0o42), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b110110) + chr(55), 0b1000), ehT0Px3KOsy9(chr(2075 - 2027) + chr(111) + '\061' + '\067' + chr(0b1111 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1011 + 0o144) + chr(0b110001) + chr(0b110001) + chr(48), 0o10), ehT0Px3KOsy9(chr(997 - 949) + chr(0b1101111) + chr(2059 - 2010) + chr(0b101100 + 0o7), 51953 - 51945), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + chr(0b110010) + chr(528 - 480), 0b1000), ehT0Px3KOsy9(chr(1495 - 1447) + '\x6f' + chr(0b100010 + 0o21) + chr(49) + chr(663 - 608), ord("\x08")), ehT0Px3KOsy9(chr(498 - 450) + '\x6f' + chr(51) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(0b10111 + 0o130) + '\061' + chr(0b110000 + 0o6) + chr(1987 - 1935), 11913 - 11905), ehT0Px3KOsy9(chr(822 - 774) + chr(111) + chr(0b110011) + '\062' + chr(0b11000 + 0o35), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110101) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(0b110101) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1010 + 0o51) + chr(1565 - 1511) + chr(1877 - 1824), 0o10), ehT0Px3KOsy9(chr(645 - 597) + '\x6f' + '\063' + '\x32' + chr(0b11000 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(267 - 219) + chr(11811 - 11700) + '\061' + chr(0b110001) + '\066', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(385 - 335) + chr(2327 - 2277) + chr(839 - 788), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\065' + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\063' + '\064' + chr(0b110110), 32568 - 32560), ehT0Px3KOsy9(chr(847 - 799) + chr(0b1101111) + chr(0b110010) + chr(0b100110 + 0o14) + '\x33', 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11001 + 0o30) + '\x37' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(0b110000) + '\067', 0o10), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\157' + chr(157 - 107) + chr(0b101001 + 0o7) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(0b110000) + chr(1079 - 1028), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + chr(49) + chr(1881 - 1832) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(430 - 381) + chr(0b110010) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b101110 + 0o101) + chr(0b110001) + chr(846 - 795), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101010 + 0o10) + '\067' + '\065', 25884 - 25876), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(1658 - 1609) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110001) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(5022 - 4911) + chr(0b10101 + 0o34) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + chr(0b11010 + 0o32), 8), ehT0Px3KOsy9('\060' + chr(8967 - 8856) + chr(132 - 79) + chr(0b11101 + 0o27), 8), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(2842 - 2731) + chr(0b1010 + 0o47) + chr(54) + chr(0b1001 + 0o56), 8), ehT0Px3KOsy9(chr(172 - 124) + chr(0b1101111) + chr(51) + chr(597 - 548), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(55) + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b100100 + 0o17) + '\066' + chr(0b101110 + 0o11), 0o10), ehT0Px3KOsy9(chr(1561 - 1513) + '\157' + chr(0b100111 + 0o14) + chr(0b110011 + 0o4) + chr(1107 - 1058), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x35' + chr(1799 - 1751), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb8'), '\x64' + chr(0b10001 + 0o124) + chr(0b1000111 + 0o34) + chr(11445 - 11334) + chr(8082 - 7982) + '\x65')('\165' + '\164' + '\146' + '\x2d' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ZnSnpVlp89dA(eHXqZodw3nXN): if c2A0yzQpDQB3(eHXqZodw3nXN) <= ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(0b1110 + 0o43), 28102 - 28094): return [eHXqZodw3nXN] else: J8N_NsgU9OIv = [] for o8iooqRLTSy9 in ZnSnpVlp89dA(eHXqZodw3nXN[ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101110 + 0o3), 8):]): for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(eHXqZodw3nXN)): xafqLlk3kkUe(J8N_NsgU9OIv, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf7\\aR\x19\x1c'), '\x64' + chr(101) + chr(722 - 623) + '\x6f' + chr(4363 - 4263) + chr(4018 - 3917))(chr(117) + chr(116) + chr(0b1010 + 0o134) + '\055' + '\x38'))(o8iooqRLTSy9[:WVxHKyX45z_L] + eHXqZodw3nXN[ehT0Px3KOsy9(chr(2134 - 2086) + '\x6f' + chr(488 - 440), 21040 - 21032):ehT0Px3KOsy9(chr(1577 - 1529) + '\157' + chr(0b110001), 8)] + o8iooqRLTSy9[WVxHKyX45z_L:]) return J8N_NsgU9OIv
keon/algorithms
algorithms/backtrack/permute.py
permute_iter
def permute_iter(elements): """ iterator: returns a perumation by each call. """ if len(elements) <= 1: yield elements else: for perm in permute_iter(elements[1:]): for i in range(len(elements)): yield perm[:i] + elements[0:1] + perm[i:]
python
def permute_iter(elements): """ iterator: returns a perumation by each call. """ if len(elements) <= 1: yield elements else: for perm in permute_iter(elements[1:]): for i in range(len(elements)): yield perm[:i] + elements[0:1] + perm[i:]
[ "def", "permute_iter", "(", "elements", ")", ":", "if", "len", "(", "elements", ")", "<=", "1", ":", "yield", "elements", "else", ":", "for", "perm", "in", "permute_iter", "(", "elements", "[", "1", ":", "]", ")", ":", "for", "i", "in", "range", "(", "len", "(", "elements", ")", ")", ":", "yield", "perm", "[", ":", "i", "]", "+", "elements", "[", "0", ":", "1", "]", "+", "perm", "[", "i", ":", "]" ]
iterator: returns a perumation by each call.
[ "iterator", ":", "returns", "a", "perumation", "by", "each", "call", "." ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/backtrack/permute.py#L31-L40
train
iterator that yields a perumation by each call.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\x6f' + chr(49) + '\067' + chr(0b110010), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1010101 + 0o32) + chr(49) + '\064' + '\065', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b101011 + 0o5), 0b1000), ehT0Px3KOsy9(chr(555 - 507) + chr(2111 - 2000) + '\061' + '\x37' + '\067', 4262 - 4254), ehT0Px3KOsy9(chr(1988 - 1940) + chr(0b1101111) + chr(50) + '\066' + chr(0b11110 + 0o23), 6021 - 6013), ehT0Px3KOsy9('\x30' + chr(0b111111 + 0o60) + '\x31' + chr(0b110001) + chr(0b11011 + 0o33), 0o10), ehT0Px3KOsy9(chr(561 - 513) + chr(3979 - 3868) + chr(0b100101 + 0o14) + chr(0b101000 + 0o15) + chr(0b110100 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6803 - 6692) + chr(52) + chr(0b100111 + 0o20), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + '\x33' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + '\x37' + '\x30', 26129 - 26121), ehT0Px3KOsy9(chr(48) + chr(0b1001 + 0o146) + '\062' + chr(50) + '\x32', 10805 - 10797), ehT0Px3KOsy9('\060' + chr(7353 - 7242) + '\x33' + chr(49) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1699 - 1648) + chr(54) + chr(1694 - 1645), 7761 - 7753), ehT0Px3KOsy9(chr(1290 - 1242) + chr(0b1101111) + chr(51) + '\x34' + '\x37', 0o10), ehT0Px3KOsy9(chr(380 - 332) + chr(6397 - 6286) + chr(51) + chr(0b110001) + chr(0b1110 + 0o51), 11193 - 11185), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + '\x36' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\x31' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(621 - 573) + '\157' + chr(0b110000 + 0o2), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1111 + 0o44) + chr(1739 - 1691) + chr(49), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1757 - 1707) + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110111) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + chr(0b110101) + chr(48), 0b1000), ehT0Px3KOsy9(chr(48) + chr(8773 - 8662) + chr(0b100100 + 0o16) + '\x33' + chr(1881 - 1827), 9626 - 9618), ehT0Px3KOsy9(chr(550 - 502) + chr(0b11111 + 0o120) + chr(0b110010) + chr(48) + chr(2552 - 2498), 9470 - 9462), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(53) + chr(1092 - 1038), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(53 - 2) + chr(1862 - 1810), 43558 - 43550), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b111 + 0o57) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(0b110001) + '\x34' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(162 - 114) + '\157' + chr(0b110011) + '\064' + chr(0b1000 + 0o53), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1001000 + 0o47) + chr(0b10011 + 0o37) + chr(0b11101 + 0o24) + '\062', 0o10), ehT0Px3KOsy9(chr(1769 - 1721) + '\x6f' + chr(51) + chr(0b110011) + chr(0b110101), 61176 - 61168), ehT0Px3KOsy9(chr(48) + chr(111) + '\065' + '\061', 9671 - 9663), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b0 + 0o61) + '\061' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(0b110001) + chr(0b110111) + '\x32', 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110011) + chr(503 - 448) + '\x30', 8), ehT0Px3KOsy9(chr(48) + chr(0b101111 + 0o100) + chr(49) + '\x35' + chr(1619 - 1567), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + '\157' + chr(0b110010) + '\x35' + chr(961 - 909), 0b1000), ehT0Px3KOsy9('\060' + chr(0b100011 + 0o114) + '\062' + chr(55) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(1727 - 1672) + chr(48), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(55) + chr(0b110011 + 0o0), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1548 - 1500) + '\x6f' + chr(0b110101) + chr(0b1011 + 0o45), 54568 - 54560)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'T'), chr(3374 - 3274) + chr(101) + chr(0b100000 + 0o103) + chr(0b1011110 + 0o21) + chr(0b1100100) + '\x65')(chr(0b1110101) + chr(0b10011 + 0o141) + chr(983 - 881) + '\x2d' + chr(165 - 109)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def E_C6X75kS8LC(eHXqZodw3nXN): if c2A0yzQpDQB3(eHXqZodw3nXN) <= ehT0Px3KOsy9(chr(960 - 912) + chr(111) + chr(0b1010 + 0o47), 63823 - 63815): yield eHXqZodw3nXN else: for o8iooqRLTSy9 in E_C6X75kS8LC(eHXqZodw3nXN[ehT0Px3KOsy9('\x30' + '\x6f' + chr(49), 8):]): for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(eHXqZodw3nXN)): yield (o8iooqRLTSy9[:WVxHKyX45z_L] + eHXqZodw3nXN[ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x30', 8):ehT0Px3KOsy9(chr(0b110000) + chr(10853 - 10742) + '\061', 8)] + o8iooqRLTSy9[WVxHKyX45z_L:])
keon/algorithms
algorithms/maths/extended_gcd.py
extended_gcd
def extended_gcd(a, b): """Extended GCD algorithm. Return s, t, g such that a * s + b * t = GCD(a, b) and s and t are co-prime. """ old_s, s = 1, 0 old_t, t = 0, 1 old_r, r = a, b while r != 0: quotient = old_r / r old_r, r = r, old_r - quotient * r old_s, s = s, old_s - quotient * s old_t, t = t, old_t - quotient * t return old_s, old_t, old_r
python
def extended_gcd(a, b): """Extended GCD algorithm. Return s, t, g such that a * s + b * t = GCD(a, b) and s and t are co-prime. """ old_s, s = 1, 0 old_t, t = 0, 1 old_r, r = a, b while r != 0: quotient = old_r / r old_r, r = r, old_r - quotient * r old_s, s = s, old_s - quotient * s old_t, t = t, old_t - quotient * t return old_s, old_t, old_r
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Extended GCD algorithm. Return s, t, g such that a * s + b * t = GCD(a, b) and s and t are co-prime.
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4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/maths/extended_gcd.py#L1-L19
train
Extended GCD algorithm.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1915 - 1867) + chr(111) + chr(0b110010) + chr(839 - 789) + '\063', 24955 - 24947), ehT0Px3KOsy9(chr(1372 - 1324) + chr(6709 - 6598) + chr(0b101001 + 0o12) + chr(2852 - 2797) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(9867 - 9756) + '\062' + chr(52) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + '\065' + chr(833 - 780), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11228 - 11117) + chr(0b1100 + 0o47) + chr(0b10000 + 0o45), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101011 + 0o11) + chr(0b10001 + 0o43), 0b1000), ehT0Px3KOsy9(chr(1567 - 1519) + chr(5684 - 5573) + '\061' + '\x30' + chr(0b100 + 0o57), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11110 + 0o25) + '\063' + chr(2617 - 2563), 0o10), ehT0Px3KOsy9(chr(48) + chr(1209 - 1098) + chr(50) + chr(0b110011) + '\x31', 0b1000), ehT0Px3KOsy9(chr(1390 - 1342) + chr(0b1101111) + '\x33' + '\x35' + chr(1146 - 1091), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111110 + 0o61) + '\063', 13898 - 13890), ehT0Px3KOsy9(chr(1497 - 1449) + chr(0b1101111) + chr(0b100 + 0o56) + chr(0b1110 + 0o42) + chr(956 - 905), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101000 + 0o7) + chr(1243 - 1192) + '\x34' + chr(0b1111 + 0o43), 0b1000), ehT0Px3KOsy9(chr(1886 - 1838) + chr(0b1101111) + '\062' + '\x33' + chr(0b11001 + 0o35), 0o10), ehT0Px3KOsy9(chr(1885 - 1837) + chr(3175 - 3064) + chr(0b101100 + 0o6) + '\x36' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1011100 + 0o23) + '\063' + chr(329 - 281), ord("\x08")), ehT0Px3KOsy9(chr(660 - 612) + chr(345 - 234) + chr(2655 - 2602) + chr(906 - 851), 30481 - 30473), ehT0Px3KOsy9('\060' + '\x6f' + chr(50) + '\x35' + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(2974 - 2863) + chr(50) + chr(53) + chr(0b110101), 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(51) + '\x34', 0b1000), ehT0Px3KOsy9(chr(218 - 170) + chr(111) + '\061' + '\064' + chr(55), 33233 - 33225), ehT0Px3KOsy9('\060' + '\157' + chr(0b11010 + 0o30) + chr(0b110011) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(0b110101 + 0o1) + chr(0b11111 + 0o22), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(1944 - 1895) + chr(49) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(11630 - 11519) + chr(1641 - 1591) + '\x36' + chr(2042 - 1994), 24717 - 24709), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(0b110111 + 0o0) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b101000 + 0o107) + chr(1120 - 1069) + '\060' + chr(0b110010 + 0o4), ord("\x08")), ehT0Px3KOsy9(chr(1133 - 1085) + '\157' + chr(0b110001) + chr(1679 - 1624) + chr(926 - 871), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + '\x35' + chr(0b110110), 36232 - 36224), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(1973 - 1924) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101010 + 0o10) + '\062' + '\x36', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100000 + 0o23) + chr(1098 - 1050) + chr(0b1001 + 0o54), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x35' + '\064', 16409 - 16401), ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(111) + chr(1896 - 1843) + '\x37', 8), ehT0Px3KOsy9(chr(48) + chr(0b1 + 0o156) + chr(0b110001) + '\066' + chr(1551 - 1499), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + '\061' + chr(1244 - 1192), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + '\x34' + chr(1440 - 1385), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b11000 + 0o127) + chr(52) + chr(0b11011 + 0o34), 25724 - 25716), ehT0Px3KOsy9(chr(485 - 437) + chr(0b1101111) + chr(0b110011) + chr(0b110001) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(763 - 715) + chr(4537 - 4426) + '\x31' + chr(0b110111), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b11011 + 0o124) + chr(53) + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbd'), '\144' + chr(0b1100101) + chr(99) + '\157' + chr(7616 - 7516) + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(0b1100110) + '\x2d' + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Tz9MgQ3c26lI(XPh1qbAgrPgG, wmN3dvez4qzC): (hqcHnQtap2C4, vGrByMSYMp9h) = (ehT0Px3KOsy9(chr(2238 - 2190) + chr(2348 - 2237) + '\061', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110000), ord("\x08"))) (VCOck98ueiJG, YeT3l7JgTbWR) = (ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1100 + 0o44), 8), ehT0Px3KOsy9(chr(2110 - 2062) + chr(9913 - 9802) + chr(0b101000 + 0o11), 8)) (yaV_Ay8ztGms, JWG5qApaeJkp) = (XPh1qbAgrPgG, wmN3dvez4qzC) while JWG5qApaeJkp != ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100001 + 0o17), 8): iA4xq1try3dx = yaV_Ay8ztGms / JWG5qApaeJkp (yaV_Ay8ztGms, JWG5qApaeJkp) = (JWG5qApaeJkp, yaV_Ay8ztGms - iA4xq1try3dx * JWG5qApaeJkp) (hqcHnQtap2C4, vGrByMSYMp9h) = (vGrByMSYMp9h, hqcHnQtap2C4 - iA4xq1try3dx * vGrByMSYMp9h) (VCOck98ueiJG, YeT3l7JgTbWR) = (YeT3l7JgTbWR, VCOck98ueiJG - iA4xq1try3dx * YeT3l7JgTbWR) return (hqcHnQtap2C4, VCOck98ueiJG, yaV_Ay8ztGms)
keon/algorithms
algorithms/tree/bin_tree_to_list.py
bin_tree_to_list
def bin_tree_to_list(root): """ type root: root class """ if not root: return root root = bin_tree_to_list_util(root) while root.left: root = root.left return root
python
def bin_tree_to_list(root): """ type root: root class """ if not root: return root root = bin_tree_to_list_util(root) while root.left: root = root.left return root
[ "def", "bin_tree_to_list", "(", "root", ")", ":", "if", "not", "root", ":", "return", "root", "root", "=", "bin_tree_to_list_util", "(", "root", ")", "while", "root", ".", "left", ":", "root", "=", "root", ".", "left", "return", "root" ]
type root: root class
[ "type", "root", ":", "root", "class" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/tree/bin_tree_to_list.py#L4-L13
train
converts a binary tree to a list of objects
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2189 - 2141) + chr(0b1100100 + 0o13) + chr(723 - 673) + chr(0b110110) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(2099 - 2048) + chr(2309 - 2257) + chr(2338 - 2289), 51925 - 51917), ehT0Px3KOsy9(chr(1034 - 986) + '\157' + '\062' + chr(0b100010 + 0o16) + '\063', 17463 - 17455), ehT0Px3KOsy9('\x30' + '\157' + chr(0b111 + 0o52) + chr(53) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(48) + chr(0b11101 + 0o24), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10248 - 10137) + '\062' + '\066' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(740 - 692) + chr(0b1101111) + '\x33', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(275 - 226) + chr(0b11100 + 0o31) + chr(53), 0b1000), ehT0Px3KOsy9(chr(983 - 935) + '\157' + '\x31' + '\062' + chr(48), 12707 - 12699), ehT0Px3KOsy9(chr(1386 - 1338) + chr(111) + chr(51) + '\063', 0o10), ehT0Px3KOsy9(chr(1422 - 1374) + '\x6f' + chr(0b110010) + chr(0b1010 + 0o47) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(8640 - 8529) + '\061' + chr(0b110001) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b111100 + 0o63) + chr(256 - 205) + chr(0b110110 + 0o1) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + '\063' + chr(119 - 65) + '\064', 14019 - 14011), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + '\x35' + chr(0b110000), 65513 - 65505), ehT0Px3KOsy9(chr(240 - 192) + chr(0b1101111) + chr(0b10000 + 0o42) + '\x32' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(294 - 183) + chr(0b110011) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(1016 - 968) + '\157' + '\063' + chr(52) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(850 - 802) + chr(111) + chr(776 - 727) + '\064', 54059 - 54051), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + '\064' + chr(1213 - 1162), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110010) + chr(0b110101 + 0o2), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(2597 - 2546) + '\066' + '\060', 39468 - 39460), ehT0Px3KOsy9(chr(692 - 644) + '\157' + '\x33' + chr(2040 - 1990) + chr(0b101010 + 0o11), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(726 - 675) + chr(2262 - 2214) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\x6f' + chr(0b11000 + 0o35) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10000 + 0o41) + chr(55), 0b1000), ehT0Px3KOsy9(chr(881 - 833) + '\x6f' + chr(2183 - 2132) + chr(53) + chr(0b101101 + 0o3), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\064' + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(0b10010 + 0o44) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101111 + 0o4), 8), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(11638 - 11527) + '\061' + '\060' + '\x37', 53492 - 53484), ehT0Px3KOsy9(chr(2158 - 2110) + chr(111) + chr(99 - 49) + '\x31' + chr(54), 14422 - 14414), ehT0Px3KOsy9(chr(313 - 265) + chr(0b1101111) + chr(1451 - 1399) + chr(0b11111 + 0o24), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + chr(2336 - 2286) + chr(288 - 240), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10011 + 0o40) + chr(0b101101 + 0o4) + '\x35', ord("\x08")), ehT0Px3KOsy9('\060' + chr(9028 - 8917) + chr(2318 - 2268), 20115 - 20107), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\x35' + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1110 + 0o141) + chr(1265 - 1214) + chr(51) + chr(2269 - 2218), 0o10), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(1927 - 1877) + '\x34' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b110001 + 0o76) + '\065' + '\x34', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\x6f' + '\x35' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d'), '\x64' + chr(4894 - 4793) + '\x63' + chr(111) + chr(0b1100100) + '\145')('\165' + chr(0b1011 + 0o151) + chr(0b1001100 + 0o32) + '\055' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def c2lA4U6TqozC(FiL2Xt3u2AMN): if not FiL2Xt3u2AMN: return FiL2Xt3u2AMN FiL2Xt3u2AMN = mNAQKEcZqqUH(FiL2Xt3u2AMN) while xafqLlk3kkUe(FiL2Xt3u2AMN, xafqLlk3kkUe(SXOLrMavuUCe(b'\xde\x95\xdbZ\x89\xe2L\x01\x07r\xd2;'), chr(753 - 653) + '\x65' + chr(0b1100011) + '\157' + '\x64' + chr(0b1010110 + 0o17))('\x75' + chr(827 - 711) + chr(0b1100110) + chr(45) + chr(2405 - 2349))): FiL2Xt3u2AMN = FiL2Xt3u2AMN.mtX6HPOlWiYu return FiL2Xt3u2AMN
keon/algorithms
algorithms/backtrack/add_operators.py
add_operators
def add_operators(num, target): """ :type num: str :type target: int :rtype: List[str] """ def dfs(res, path, num, target, pos, prev, multed): if pos == len(num): if target == prev: res.append(path) return for i in range(pos, len(num)): if i != pos and num[pos] == '0': # all digits have to be used break cur = int(num[pos:i+1]) if pos == 0: dfs(res, path + str(cur), num, target, i+1, cur, cur) else: dfs(res, path + "+" + str(cur), num, target, i+1, prev + cur, cur) dfs(res, path + "-" + str(cur), num, target, i+1, prev - cur, -cur) dfs(res, path + "*" + str(cur), num, target, i+1, prev - multed + multed * cur, multed * cur) res = [] if not num: return res dfs(res, "", num, target, 0, 0, 0) return res
python
def add_operators(num, target): """ :type num: str :type target: int :rtype: List[str] """ def dfs(res, path, num, target, pos, prev, multed): if pos == len(num): if target == prev: res.append(path) return for i in range(pos, len(num)): if i != pos and num[pos] == '0': # all digits have to be used break cur = int(num[pos:i+1]) if pos == 0: dfs(res, path + str(cur), num, target, i+1, cur, cur) else: dfs(res, path + "+" + str(cur), num, target, i+1, prev + cur, cur) dfs(res, path + "-" + str(cur), num, target, i+1, prev - cur, -cur) dfs(res, path + "*" + str(cur), num, target, i+1, prev - multed + multed * cur, multed * cur) res = [] if not num: return res dfs(res, "", num, target, 0, 0, 0) return res
[ "def", "add_operators", "(", "num", ",", "target", ")", ":", "def", "dfs", "(", "res", ",", "path", ",", "num", ",", "target", ",", "pos", ",", "prev", ",", "multed", ")", ":", "if", "pos", "==", "len", "(", "num", ")", ":", "if", "target", "==", "prev", ":", "res", ".", "append", "(", "path", ")", "return", "for", "i", "in", "range", "(", "pos", ",", "len", "(", "num", ")", ")", ":", "if", "i", "!=", "pos", "and", "num", "[", "pos", "]", "==", "'0'", ":", "# all digits have to be used", "break", "cur", "=", "int", "(", "num", "[", "pos", ":", "i", "+", "1", "]", ")", "if", "pos", "==", "0", ":", "dfs", "(", "res", ",", "path", "+", "str", "(", "cur", ")", ",", "num", ",", "target", ",", "i", "+", "1", ",", "cur", ",", "cur", ")", "else", ":", "dfs", "(", "res", ",", "path", "+", "\"+\"", "+", "str", "(", "cur", ")", ",", "num", ",", "target", ",", "i", "+", "1", ",", "prev", "+", "cur", ",", "cur", ")", "dfs", "(", "res", ",", "path", "+", "\"-\"", "+", "str", "(", "cur", ")", ",", "num", ",", "target", ",", "i", "+", "1", ",", "prev", "-", "cur", ",", "-", "cur", ")", "dfs", "(", "res", ",", "path", "+", "\"*\"", "+", "str", "(", "cur", ")", ",", "num", ",", "target", ",", "i", "+", "1", ",", "prev", "-", "multed", "+", "multed", "*", "cur", ",", "multed", "*", "cur", ")", "res", "=", "[", "]", "if", "not", "num", ":", "return", "res", "dfs", "(", "res", ",", "\"\"", ",", "num", ",", "target", ",", "0", ",", "0", ",", "0", ")", "return", "res" ]
:type num: str :type target: int :rtype: List[str]
[ ":", "type", "num", ":", "str", ":", "type", "target", ":", "int", ":", "rtype", ":", "List", "[", "str", "]" ]
4d6569464a62a75c1357acc97e2dd32ee2f9f4a3
https://github.com/keon/algorithms/blob/4d6569464a62a75c1357acc97e2dd32ee2f9f4a3/algorithms/backtrack/add_operators.py#L15-L45
train
Adds operators to the list of the n - grams that are used to create the n - grams.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(0b1001 + 0o56) + chr(49), 49547 - 49539), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100101 + 0o15) + chr(1193 - 1141) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1011100 + 0o23) + '\063' + chr(684 - 636) + chr(996 - 948), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + chr(50) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\157' + chr(0b110011) + chr(0b110001) + '\062', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + chr(2437 - 2386) + '\063' + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + '\x34' + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111 + 0o0) + chr(0b100111 + 0o14) + '\065', 64994 - 64986), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(1566 - 1518) + '\067', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + chr(54) + chr(0b100010 + 0o20), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + '\065' + '\062', 0o10), ehT0Px3KOsy9(chr(53 - 5) + chr(1924 - 1813) + chr(0b110001) + '\x30' + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x34' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1010001 + 0o36) + chr(2031 - 1981) + '\060' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100011 + 0o14) + '\062' + chr(49) + chr(811 - 758), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110111 + 0o70) + '\x33' + chr(0b101000 + 0o16) + chr(779 - 725), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101100 + 0o103) + chr(49) + chr(1087 - 1033) + '\x35', 39411 - 39403), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110000) + '\063', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(115 - 65) + '\x36' + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + '\x34' + chr(0b100100 + 0o20), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1101111) + chr(49) + '\x35' + chr(0b110011), 36376 - 36368), ehT0Px3KOsy9(chr(1757 - 1709) + chr(0b1101111) + chr(51) + chr(0b110000) + chr(1398 - 1347), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(533 - 483) + chr(245 - 194) + chr(51), 30944 - 30936), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(657 - 607) + chr(0b110100 + 0o3) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(702 - 654) + chr(0b1001011 + 0o44) + '\x32' + chr(851 - 797) + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\063' + chr(0b101001 + 0o16), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + chr(0b110010) + chr(0b10001 + 0o44) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(2025 - 1914) + '\x32' + chr(0b110001) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(60 - 12) + chr(0b110000), 8), ehT0Px3KOsy9(chr(1382 - 1334) + chr(0b111111 + 0o60) + chr(123 - 71) + chr(53), 8), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + chr(2755 - 2701) + '\x36', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(1882 - 1828) + chr(0b100001 + 0o23), 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\157' + '\x31' + chr(49) + chr(1760 - 1711), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(49) + chr(0b10101 + 0o36), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1011 + 0o47) + '\062' + '\x31', 6768 - 6760), ehT0Px3KOsy9(chr(0b110000) + chr(5924 - 5813) + chr(0b110011) + chr(0b110000) + chr(2014 - 1962), ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(111) + '\x33' + chr(2809 - 2756) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(0b1001 + 0o50) + chr(1598 - 1546) + chr(0b111 + 0o53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(759 - 708) + chr(0b110001) + '\065', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + '\x35' + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'W'), chr(3060 - 2960) + chr(5180 - 5079) + '\143' + '\x6f' + '\x64' + chr(101))(chr(117) + chr(116) + '\x66' + chr(0b10011 + 0o32) + chr(0b111000 + 0o0)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def n8ckELSr6oJJ(jFuGPhnxN9fq, GR1581dR5rDS): def BGGbIqK43CaL(MsbwfslwLjRO, EaCjyhZptSer, jFuGPhnxN9fq, GR1581dR5rDS, NXd0aqYJd4lK, RIir6MzmTiCT, NvbBcJfmUlD_): if NXd0aqYJd4lK == c2A0yzQpDQB3(jFuGPhnxN9fq): if GR1581dR5rDS == RIir6MzmTiCT: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x18\xd7\xb0s\xa4\xbe'), chr(0b1100100) + chr(101) + chr(1939 - 1840) + chr(0b1010000 + 0o37) + chr(2519 - 2419) + '\x65')(chr(0b1100111 + 0o16) + chr(0b1110100) + chr(3725 - 3623) + chr(45) + chr(0b111000)))(EaCjyhZptSer) return for WVxHKyX45z_L in vQr8gNKaIaWE(NXd0aqYJd4lK, c2A0yzQpDQB3(jFuGPhnxN9fq)): if WVxHKyX45z_L != NXd0aqYJd4lK and jFuGPhnxN9fq[NXd0aqYJd4lK] == xafqLlk3kkUe(SXOLrMavuUCe(b'I'), chr(9287 - 9187) + chr(101) + '\143' + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))('\x75' + '\164' + chr(1572 - 1470) + '\x2d' + '\070'): break wL6S4kgnTowq = ehT0Px3KOsy9(jFuGPhnxN9fq[NXd0aqYJd4lK:WVxHKyX45z_L + ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49), 8)]) if NXd0aqYJd4lK == ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1522 - 1474), 0b1000): BGGbIqK43CaL(MsbwfslwLjRO, EaCjyhZptSer + M8_cKLkHVB2V(wL6S4kgnTowq), jFuGPhnxN9fq, GR1581dR5rDS, WVxHKyX45z_L + ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(4462 - 4351) + chr(0b11011 + 0o26), 8), wL6S4kgnTowq, wL6S4kgnTowq) else: BGGbIqK43CaL(MsbwfslwLjRO, EaCjyhZptSer + xafqLlk3kkUe(SXOLrMavuUCe(b'R'), '\144' + chr(0b100110 + 0o77) + chr(0b1100011) + chr(111) + chr(100) + chr(0b1001001 + 0o34))(chr(3739 - 3622) + chr(116) + chr(0b11010 + 0o114) + chr(1587 - 1542) + chr(56)) + M8_cKLkHVB2V(wL6S4kgnTowq), jFuGPhnxN9fq, GR1581dR5rDS, WVxHKyX45z_L + ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\157' + chr(49), 8), RIir6MzmTiCT + wL6S4kgnTowq, wL6S4kgnTowq) BGGbIqK43CaL(MsbwfslwLjRO, EaCjyhZptSer + xafqLlk3kkUe(SXOLrMavuUCe(b'T'), '\144' + '\x65' + chr(0b1100001 + 0o2) + '\x6f' + chr(0b10010 + 0o122) + chr(0b11111 + 0o106))('\165' + chr(5751 - 5635) + chr(0b1100110) + chr(1379 - 1334) + chr(0b111000)) + M8_cKLkHVB2V(wL6S4kgnTowq), jFuGPhnxN9fq, GR1581dR5rDS, WVxHKyX45z_L + ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001), 8), RIir6MzmTiCT - wL6S4kgnTowq, -wL6S4kgnTowq) BGGbIqK43CaL(MsbwfslwLjRO, EaCjyhZptSer + xafqLlk3kkUe(SXOLrMavuUCe(b'S'), chr(100) + '\145' + chr(0b1100011) + chr(111) + '\144' + chr(101))('\x75' + chr(8487 - 8371) + chr(102) + chr(1679 - 1634) + chr(56)) + M8_cKLkHVB2V(wL6S4kgnTowq), jFuGPhnxN9fq, GR1581dR5rDS, WVxHKyX45z_L + ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49), 8), RIir6MzmTiCT - NvbBcJfmUlD_ + NvbBcJfmUlD_ * wL6S4kgnTowq, NvbBcJfmUlD_ * wL6S4kgnTowq) MsbwfslwLjRO = [] if not jFuGPhnxN9fq: return MsbwfslwLjRO BGGbIqK43CaL(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b''), chr(0b1100100) + '\x65' + chr(5995 - 5896) + chr(0b101111 + 0o100) + chr(0b101001 + 0o73) + chr(0b1100101))(chr(0b1110101) + chr(116) + '\x66' + chr(45) + chr(0b111000)), jFuGPhnxN9fq, GR1581dR5rDS, ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(8443 - 8332) + '\x30', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\060', 8), ehT0Px3KOsy9('\060' + '\157' + chr(48), 8)) return MsbwfslwLjRO
dmlc/xgboost
python-package/xgboost/rabit.py
_init_rabit
def _init_rabit(): """internal library initializer.""" if _LIB is not None: _LIB.RabitGetRank.restype = ctypes.c_int _LIB.RabitGetWorldSize.restype = ctypes.c_int _LIB.RabitIsDistributed.restype = ctypes.c_int _LIB.RabitVersionNumber.restype = ctypes.c_int
python
def _init_rabit(): """internal library initializer.""" if _LIB is not None: _LIB.RabitGetRank.restype = ctypes.c_int _LIB.RabitGetWorldSize.restype = ctypes.c_int _LIB.RabitIsDistributed.restype = ctypes.c_int _LIB.RabitVersionNumber.restype = ctypes.c_int
[ "def", "_init_rabit", "(", ")", ":", "if", "_LIB", "is", "not", "None", ":", "_LIB", ".", "RabitGetRank", ".", "restype", "=", "ctypes", ".", "c_int", "_LIB", ".", "RabitGetWorldSize", ".", "restype", "=", "ctypes", ".", "c_int", "_LIB", ".", "RabitIsDistributed", ".", "restype", "=", "ctypes", ".", "c_int", "_LIB", ".", "RabitVersionNumber", ".", "restype", "=", "ctypes", ".", "c_int" ]
internal library initializer.
[ "internal", "library", "initializer", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/rabit.py#L14-L20
train
internal library initializer.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b100000 + 0o117) + chr(51) + chr(1109 - 1059) + '\061', 48435 - 48427), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(53) + '\064', 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(3726 - 3615) + chr(0b110011) + chr(53) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b111010 + 0o65) + chr(51) + chr(0b110110) + chr(0b101101 + 0o10), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b11 + 0o154) + chr(51) + '\062' + chr(0b111 + 0o55), 0b1000), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(111) + chr(0b11011 + 0o33) + chr(0b100110 + 0o16), 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(1243 - 1132) + chr(1507 - 1458) + '\x33' + '\064', 0o10), ehT0Px3KOsy9(chr(314 - 266) + chr(0b10101 + 0o132) + chr(0b110010) + chr(1493 - 1440) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(11061 - 10950) + chr(0b110001) + '\064' + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(49) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(2838 - 2783) + chr(0b110011), 13794 - 13786), ehT0Px3KOsy9('\060' + chr(11856 - 11745) + '\061' + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + '\x31' + '\060', 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(1673 - 1562) + '\063' + chr(1273 - 1223) + chr(54), 13035 - 13027), ehT0Px3KOsy9('\060' + '\157' + chr(0b10101 + 0o37) + '\x32', 0b1000), ehT0Px3KOsy9(chr(2133 - 2085) + '\157' + '\x31' + '\060' + chr(0b110111), 13189 - 13181), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(3496 - 3385) + '\061' + chr(1566 - 1511) + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + chr(5248 - 5137) + '\x31' + '\x33' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\063' + chr(50) + chr(0b100100 + 0o14), 20927 - 20919), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101010 + 0o10) + chr(269 - 219) + chr(54), 46980 - 46972), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + chr(0b110001) + chr(0b110001) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(0b110000 + 0o2) + '\x35', 30804 - 30796), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(48) + chr(2610 - 2558), 0o10), ehT0Px3KOsy9(chr(446 - 398) + chr(2594 - 2483) + chr(0b1111 + 0o43) + '\x31' + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + chr(0b111011 + 0o64) + chr(0b110010) + chr(0b100101 + 0o13) + '\061', 0b1000), ehT0Px3KOsy9(chr(2074 - 2026) + chr(111) + '\x33' + '\061' + chr(2349 - 2295), 10216 - 10208), ehT0Px3KOsy9(chr(1464 - 1416) + '\157' + chr(51) + chr(51) + '\x34', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1814 - 1763) + '\063' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(50) + chr(2641 - 2586), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(2472 - 2422) + chr(0b111 + 0o53) + '\060', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\063' + chr(49) + chr(0b11111 + 0o27), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101110 + 0o3) + '\x37' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1047 - 999) + chr(0b1100110 + 0o11) + chr(1532 - 1478) + chr(1985 - 1931), 36895 - 36887), ehT0Px3KOsy9(chr(1243 - 1195) + '\157' + '\061' + chr(482 - 428) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(0b110001) + '\067', 33809 - 33801), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(10835 - 10724) + '\x32' + '\x35' + '\x30', 15931 - 15923), ehT0Px3KOsy9(chr(867 - 819) + '\x6f' + chr(0b101000 + 0o11) + chr(0b10 + 0o56) + chr(2804 - 2751), 28097 - 28089), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + '\x31' + chr(53) + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(4847 - 4736) + chr(0b110001) + chr(140 - 88) + '\x35', 0b1000), ehT0Px3KOsy9(chr(1895 - 1847) + chr(8881 - 8770) + '\x32' + '\x36' + chr(0b11100 + 0o24), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(868 - 815) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xff'), chr(6763 - 6663) + chr(0b10110 + 0o117) + '\143' + '\157' + chr(100) + chr(0b11011 + 0o112))('\165' + '\x74' + chr(0b1100110) + chr(45) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def odE7th9hkbg4(): if Wotx5x7oxVzK is not None: Wotx5x7oxVzK.RabitGetRank.AHQ7bom48z_s = RyQ4N1viUrfz.c_int Wotx5x7oxVzK.RabitGetWorldSize.AHQ7bom48z_s = RyQ4N1viUrfz.c_int Wotx5x7oxVzK.RabitIsDistributed.AHQ7bom48z_s = RyQ4N1viUrfz.c_int Wotx5x7oxVzK.RabitVersionNumber.AHQ7bom48z_s = RyQ4N1viUrfz.c_int
dmlc/xgboost
python-package/xgboost/rabit.py
init
def init(args=None): """Initialize the rabit library with arguments""" if args is None: args = [] arr = (ctypes.c_char_p * len(args))() arr[:] = args _LIB.RabitInit(len(arr), arr)
python
def init(args=None): """Initialize the rabit library with arguments""" if args is None: args = [] arr = (ctypes.c_char_p * len(args))() arr[:] = args _LIB.RabitInit(len(arr), arr)
[ "def", "init", "(", "args", "=", "None", ")", ":", "if", "args", "is", "None", ":", "args", "=", "[", "]", "arr", "=", "(", "ctypes", ".", "c_char_p", "*", "len", "(", "args", ")", ")", "(", ")", "arr", "[", ":", "]", "=", "args", "_LIB", ".", "RabitInit", "(", "len", "(", "arr", ")", ",", "arr", ")" ]
Initialize the rabit library with arguments
[ "Initialize", "the", "rabit", "library", "with", "arguments" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/rabit.py#L23-L29
train
Initialize the rabit library with arguments
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\x35' + chr(0b100110 + 0o20), 10743 - 10735), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\065' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + '\x31' + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(1218 - 1170) + '\157' + chr(0b1011 + 0o47) + chr(0b110001) + chr(0b10100 + 0o42), 52661 - 52653), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(0b110011) + '\063', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(995 - 945) + chr(48) + chr(0b110110), 16518 - 16510), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(52) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(377 - 329) + '\157' + '\x32' + chr(0b110011) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1010110 + 0o31) + chr(0b1001 + 0o52) + '\067' + chr(0b101010 + 0o11), 20810 - 20802), ehT0Px3KOsy9(chr(0b110000) + chr(234 - 123) + '\063' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b100110 + 0o13) + chr(0b11001 + 0o34) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(1719 - 1671) + '\x6f' + chr(0b110101), 62513 - 62505), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + '\x33' + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(50), 23933 - 23925), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(55) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(3954 - 3843) + chr(1187 - 1137) + '\x37' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\157' + chr(50) + chr(48) + '\060', 0b1000), ehT0Px3KOsy9(chr(1367 - 1319) + chr(0b1101111) + '\x33' + chr(2302 - 2247) + chr(0b110011), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(54) + chr(926 - 872), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + '\x36' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(0b1110 + 0o42) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b10110 + 0o33) + chr(0b110000 + 0o6), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + chr(0b110010) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(9282 - 9171) + '\x33' + chr(0b101110 + 0o7), 0o10), ehT0Px3KOsy9(chr(1425 - 1377) + '\157' + chr(0b110001) + chr(54) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(1681 - 1633) + '\157' + chr(52) + chr(0b110110), 0o10), ehT0Px3KOsy9('\x30' + chr(4880 - 4769) + '\x33' + '\064' + '\062', 43580 - 43572), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(1102 - 1052) + chr(50), 8), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1101111) + '\x31' + chr(955 - 906) + chr(0b110011), 63278 - 63270), ehT0Px3KOsy9(chr(426 - 378) + chr(0b1001101 + 0o42) + '\x31' + '\x36' + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(51) + chr(0b11000 + 0o37) + '\061', 30415 - 30407), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + '\x34' + chr(0b10100 + 0o40), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011001 + 0o26) + chr(0b110010) + '\060' + chr(0b11 + 0o60), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1997 - 1946) + chr(0b111 + 0o57) + '\x32', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1980 - 1929) + chr(51) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(766 - 718) + '\x6f' + chr(54) + chr(0b101100 + 0o5), 36839 - 36831), ehT0Px3KOsy9(chr(48) + chr(0b110110 + 0o71) + chr(0b110001) + chr(0b11110 + 0o26) + '\x34', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11101 + 0o26) + '\061' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + '\x30' + '\x34', 62731 - 62723), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(6921 - 6810) + chr(52) + chr(49), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(453 - 405) + chr(3168 - 3057) + chr(53) + chr(0b111 + 0o51), 36927 - 36919)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'@'), chr(0b1100100) + chr(0b1001000 + 0o35) + chr(0b1000010 + 0o41) + chr(0b100101 + 0o112) + chr(0b100110 + 0o76) + chr(101))(chr(117) + '\x74' + chr(0b1100110) + '\055' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def A5GIpkDsgP4U(kJDRfRhcZHjS=None): if kJDRfRhcZHjS is None: kJDRfRhcZHjS = [] ZxkNvNvuRNy5 = (RyQ4N1viUrfz.c_char_p * c2A0yzQpDQB3(kJDRfRhcZHjS))() ZxkNvNvuRNy5[:] = kJDRfRhcZHjS xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'<J\xad\xe7\xef\xcfM\xf0\x8f'), chr(9841 - 9741) + chr(0b1100101) + chr(0b1011010 + 0o11) + chr(5320 - 5209) + '\144' + chr(7744 - 7643))(chr(117) + chr(0b1110100) + '\x66' + '\055' + '\070'))(c2A0yzQpDQB3(ZxkNvNvuRNy5), ZxkNvNvuRNy5)
dmlc/xgboost
python-package/xgboost/rabit.py
tracker_print
def tracker_print(msg): """Print message to the tracker. This function can be used to communicate the information of the progress to the tracker Parameters ---------- msg : str The message to be printed to tracker. """ if not isinstance(msg, STRING_TYPES): msg = str(msg) is_dist = _LIB.RabitIsDistributed() if is_dist != 0: _LIB.RabitTrackerPrint(c_str(msg)) else: sys.stdout.write(msg) sys.stdout.flush()
python
def tracker_print(msg): """Print message to the tracker. This function can be used to communicate the information of the progress to the tracker Parameters ---------- msg : str The message to be printed to tracker. """ if not isinstance(msg, STRING_TYPES): msg = str(msg) is_dist = _LIB.RabitIsDistributed() if is_dist != 0: _LIB.RabitTrackerPrint(c_str(msg)) else: sys.stdout.write(msg) sys.stdout.flush()
[ "def", "tracker_print", "(", "msg", ")", ":", "if", "not", "isinstance", "(", "msg", ",", "STRING_TYPES", ")", ":", "msg", "=", "str", "(", "msg", ")", "is_dist", "=", "_LIB", ".", "RabitIsDistributed", "(", ")", "if", "is_dist", "!=", "0", ":", "_LIB", ".", "RabitTrackerPrint", "(", "c_str", "(", "msg", ")", ")", "else", ":", "sys", ".", "stdout", ".", "write", "(", "msg", ")", "sys", ".", "stdout", ".", "flush", "(", ")" ]
Print message to the tracker. This function can be used to communicate the information of the progress to the tracker Parameters ---------- msg : str The message to be printed to tracker.
[ "Print", "message", "to", "the", "tracker", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/rabit.py#L61-L79
train
Print a message to the tracker.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\x6f' + chr(452 - 403) + chr(2141 - 2093) + '\x34', 43439 - 43431), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100100 + 0o16) + chr(0b11000 + 0o32), 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(0b1101111) + '\063' + '\x37' + chr(881 - 828), 0o10), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + '\062' + chr(50) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + chr(0b100001 + 0o20) + chr(0b10001 + 0o43) + chr(0b101001 + 0o16), 31968 - 31960), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(500 - 449) + '\x35' + '\x37', 0o10), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + chr(0b110001) + chr(53) + chr(0b11001 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(0b101110 + 0o3) + chr(0b10011 + 0o36) + '\067', 65413 - 65405), ehT0Px3KOsy9(chr(0b11001 + 0o27) + '\157' + '\x36' + chr(1025 - 972), 0o10), ehT0Px3KOsy9(chr(160 - 112) + '\157' + '\x31' + chr(0b101011 + 0o5), ord("\x08")), ehT0Px3KOsy9(chr(1797 - 1749) + chr(111) + chr(52) + chr(49), 14123 - 14115), ehT0Px3KOsy9('\x30' + chr(5850 - 5739) + chr(0b10101 + 0o34) + chr(1927 - 1875) + '\065', 44785 - 44777), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + '\066' + chr(0b110001 + 0o5), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(9178 - 9067) + '\061' + chr(0b110101), 13074 - 13066), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(325 - 276) + chr(53) + chr(0b101001 + 0o13), 54621 - 54613), ehT0Px3KOsy9('\x30' + '\157' + '\063' + chr(0b110101) + chr(0b1 + 0o60), ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(10527 - 10416) + chr(51) + chr(51) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11101 + 0o27) + chr(0b10100 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110100) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2221 - 2171) + chr(49) + '\063', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\062' + chr(0b10101 + 0o37) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b111101 + 0o62) + chr(0b110001) + chr(53) + chr(402 - 351), 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\x6f' + '\x32' + '\065' + '\067', 60770 - 60762), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x35' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(1319 - 1271) + '\x6f' + chr(0b10000 + 0o41) + chr(1948 - 1898) + chr(1216 - 1165), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + '\063' + '\062', 29478 - 29470), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110000 + 0o1) + '\x33' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(1722 - 1672) + '\062', 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(865 - 813) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + '\063' + '\x33' + chr(2036 - 1982), 15395 - 15387), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + chr(2179 - 2125) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b1 + 0o61) + chr(0b1110 + 0o44) + '\063', 0b1000), ehT0Px3KOsy9('\060' + chr(8554 - 8443) + '\x31' + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b110000) + chr(626 - 515) + '\x31' + chr(51) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(0b111000 + 0o67) + chr(0b11011 + 0o30) + chr(48) + chr(55), 64123 - 64115), ehT0Px3KOsy9('\060' + chr(0b1011000 + 0o27) + chr(50) + chr(54) + chr(0b100101 + 0o20), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x36' + chr(0b11101 + 0o32), 63795 - 63787), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b11111 + 0o22) + '\x31' + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(51) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1 + 0o61) + '\064' + chr(0b110100), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(8415 - 8304) + chr(53) + chr(0b110000), 28224 - 28216)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'j'), chr(6970 - 6870) + chr(0b1100010 + 0o3) + chr(0b1 + 0o142) + chr(0b1010100 + 0o33) + chr(4322 - 4222) + chr(9683 - 9582))(chr(0b1110101) + chr(116) + '\x66' + chr(1843 - 1798) + chr(0b11 + 0o65)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def hSt9SR9Pfgrx(jtbovtaIYjRB): if not PlSM16l2KDPD(jtbovtaIYjRB, LcfiyJiYVtmN): jtbovtaIYjRB = M8_cKLkHVB2V(jtbovtaIYjRB) E0Trvs8ModhI = Wotx5x7oxVzK.fS9MAkSU_JVa() if E0Trvs8ModhI != ehT0Px3KOsy9(chr(139 - 91) + chr(0b1101101 + 0o2) + chr(0b110000), 0b1000): xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x16s\x9f\xfb\x13\xbb\x1f.VcD\x17&\x7f\x05\x87\xac'), chr(7566 - 7466) + '\x65' + chr(3727 - 3628) + chr(7325 - 7214) + chr(0b11001 + 0o113) + chr(101))(chr(5523 - 5406) + '\164' + chr(3088 - 2986) + '\x2d' + chr(56)))(ZYHUZuTony_e(jtbovtaIYjRB)) else: xafqLlk3kkUe(a2SYDDomXDZ2.stdout, xafqLlk3kkUe(SXOLrMavuUCe(b'3`\x94\xe6\x02'), chr(0b1010010 + 0o22) + chr(0b1101 + 0o130) + chr(0b1100011) + '\157' + chr(0b100001 + 0o103) + chr(10008 - 9907))('\165' + '\x74' + chr(0b1100110) + chr(851 - 806) + chr(1393 - 1337)))(jtbovtaIYjRB) xafqLlk3kkUe(a2SYDDomXDZ2.stdout, xafqLlk3kkUe(SXOLrMavuUCe(b'"~\x88\xe1\x0f'), '\x64' + chr(8903 - 8802) + chr(0b1010110 + 0o15) + chr(111) + '\144' + '\145')('\x75' + '\164' + chr(0b1100110) + '\x2d' + chr(0b111000)))()
dmlc/xgboost
python-package/xgboost/rabit.py
get_processor_name
def get_processor_name(): """Get the processor name. Returns ------- name : str the name of processor(host) """ mxlen = 256 length = ctypes.c_ulong() buf = ctypes.create_string_buffer(mxlen) _LIB.RabitGetProcessorName(buf, ctypes.byref(length), mxlen) return buf.value
python
def get_processor_name(): """Get the processor name. Returns ------- name : str the name of processor(host) """ mxlen = 256 length = ctypes.c_ulong() buf = ctypes.create_string_buffer(mxlen) _LIB.RabitGetProcessorName(buf, ctypes.byref(length), mxlen) return buf.value
[ "def", "get_processor_name", "(", ")", ":", "mxlen", "=", "256", "length", "=", "ctypes", ".", "c_ulong", "(", ")", "buf", "=", "ctypes", ".", "create_string_buffer", "(", "mxlen", ")", "_LIB", ".", "RabitGetProcessorName", "(", "buf", ",", "ctypes", ".", "byref", "(", "length", ")", ",", "mxlen", ")", "return", "buf", ".", "value" ]
Get the processor name. Returns ------- name : str the name of processor(host)
[ "Get", "the", "processor", "name", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/rabit.py#L82-L94
train
Get the name of the processor.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + '\064' + '\x31', 0b1000), ehT0Px3KOsy9('\x30' + chr(421 - 310) + chr(0b110001) + '\062' + chr(1429 - 1376), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\061' + chr(0b0 + 0o61) + chr(217 - 168), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + chr(0b110100) + '\064', 44634 - 44626), ehT0Px3KOsy9('\060' + chr(4117 - 4006) + chr(51) + chr(0b110001) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2297 - 2186) + chr(0b110001) + '\063' + '\066', 19693 - 19685), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(52) + chr(0b110010 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(748 - 700) + '\x6f' + '\064' + '\x35', 15938 - 15930), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110111) + chr(816 - 761), 34424 - 34416), ehT0Px3KOsy9(chr(173 - 125) + '\x6f' + chr(0b10110 + 0o41) + chr(794 - 739), 8), ehT0Px3KOsy9(chr(48) + chr(0b1011 + 0o144) + chr(0b10 + 0o57) + chr(55) + chr(0b1011 + 0o51), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(285 - 236) + chr(0b101001 + 0o14), 3084 - 3076), ehT0Px3KOsy9(chr(48) + chr(0b1100001 + 0o16) + '\063' + chr(0b110001) + chr(0b1 + 0o66), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\061' + '\x30' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1038 - 989), 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(3956 - 3845) + chr(0b110010) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(884 - 836) + chr(0b1101111) + '\x32' + '\063', 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\157' + chr(0b10111 + 0o36) + chr(48), 0b1000), ehT0Px3KOsy9(chr(1834 - 1786) + chr(4043 - 3932) + '\063' + chr(0b110101) + chr(54), 54158 - 54150), ehT0Px3KOsy9('\060' + '\157' + chr(477 - 427) + chr(50) + '\x37', 0b1000), ehT0Px3KOsy9(chr(1390 - 1342) + '\157' + '\x32' + chr(0b110000) + chr(115 - 61), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100111 + 0o12) + chr(0b1000 + 0o56) + chr(55), 0o10), ehT0Px3KOsy9(chr(1251 - 1203) + chr(0b1101111) + chr(0b110010) + '\067' + chr(0b11011 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(8765 - 8654) + '\x31' + '\x30' + chr(0b1010 + 0o47), 10783 - 10775), ehT0Px3KOsy9(chr(658 - 610) + chr(0b1101111) + chr(50) + chr(50) + chr(1853 - 1804), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101101 + 0o4) + chr(49) + chr(1938 - 1884), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11000 + 0o127) + chr(50) + chr(529 - 476), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + '\067' + '\060', 4959 - 4951), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(627 - 577) + chr(1822 - 1773) + '\x37', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b1010 + 0o47) + chr(55) + chr(364 - 315), 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + '\x31' + '\067' + chr(50), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + '\064' + chr(1969 - 1920), 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1 + 0o156) + chr(2101 - 2050) + chr(0b100001 + 0o25) + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6328 - 6217) + '\063' + chr(52) + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\064' + '\065', 8), ehT0Px3KOsy9(chr(0b110000) + chr(5332 - 5221) + chr(1977 - 1926) + '\065' + '\x35', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(477 - 428) + '\062' + chr(1907 - 1859), 0o10), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\157' + '\x31' + chr(126 - 78) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(1165 - 1117) + '\157' + chr(0b101 + 0o54) + '\x37' + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + '\x36' + chr(48), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(808 - 755) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x0f'), chr(0b1100100) + '\145' + chr(5832 - 5733) + chr(111) + '\x64' + chr(101))(chr(179 - 62) + chr(0b1110100) + chr(9968 - 9866) + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def wiYXv2IEJjTh(): kHw8vqZOIWQl = ehT0Px3KOsy9(chr(2023 - 1975) + '\157' + '\064' + chr(0b110000) + chr(0b11101 + 0o23), ord("\x08")) CHAOgk5VCHH_ = RyQ4N1viUrfz.c_ulong() b3K7dbpII422 = RyQ4N1viUrfz.create_string_buffer(kHw8vqZOIWQl) xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b's4+\x8d\xbd\x19AQoM\x13\xee\xaa6ryaf\x8f\xfa\xe3'), chr(0b1010111 + 0o15) + chr(101) + chr(99) + chr(0b1101111) + chr(2495 - 2395) + chr(101))('\x75' + '\164' + chr(0b11101 + 0o111) + chr(0b11110 + 0o17) + chr(56)))(b3K7dbpII422, xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'C,;\x81\xaf'), chr(643 - 543) + '\x65' + chr(0b100010 + 0o101) + chr(111) + chr(0b1100100) + '\x65')('\165' + chr(0b1110100) + chr(0b1100110) + '\x2d' + '\x38'))(CHAOgk5VCHH_), kHw8vqZOIWQl) return xafqLlk3kkUe(b3K7dbpII422, xafqLlk3kkUe(SXOLrMavuUCe(b'p8$\x83\x9e\x0bf\x14\x0ci?\xc7'), '\144' + chr(0b1100101) + chr(0b1000001 + 0o42) + chr(0b1000001 + 0o56) + '\144' + '\145')('\165' + chr(0b1001000 + 0o54) + chr(6246 - 6144) + '\055' + '\070'))
dmlc/xgboost
python-package/xgboost/rabit.py
broadcast
def broadcast(data, root): """Broadcast object from one node to all other nodes. Parameters ---------- data : any type that can be pickled Input data, if current rank does not equal root, this can be None root : int Rank of the node to broadcast data from. Returns ------- object : int the result of broadcast. """ rank = get_rank() length = ctypes.c_ulong() if root == rank: assert data is not None, 'need to pass in data when broadcasting' s = pickle.dumps(data, protocol=pickle.HIGHEST_PROTOCOL) length.value = len(s) # run first broadcast _LIB.RabitBroadcast(ctypes.byref(length), ctypes.sizeof(ctypes.c_ulong), root) if root != rank: dptr = (ctypes.c_char * length.value)() # run second _LIB.RabitBroadcast(ctypes.cast(dptr, ctypes.c_void_p), length.value, root) data = pickle.loads(dptr.raw) del dptr else: _LIB.RabitBroadcast(ctypes.cast(ctypes.c_char_p(s), ctypes.c_void_p), length.value, root) del s return data
python
def broadcast(data, root): """Broadcast object from one node to all other nodes. Parameters ---------- data : any type that can be pickled Input data, if current rank does not equal root, this can be None root : int Rank of the node to broadcast data from. Returns ------- object : int the result of broadcast. """ rank = get_rank() length = ctypes.c_ulong() if root == rank: assert data is not None, 'need to pass in data when broadcasting' s = pickle.dumps(data, protocol=pickle.HIGHEST_PROTOCOL) length.value = len(s) # run first broadcast _LIB.RabitBroadcast(ctypes.byref(length), ctypes.sizeof(ctypes.c_ulong), root) if root != rank: dptr = (ctypes.c_char * length.value)() # run second _LIB.RabitBroadcast(ctypes.cast(dptr, ctypes.c_void_p), length.value, root) data = pickle.loads(dptr.raw) del dptr else: _LIB.RabitBroadcast(ctypes.cast(ctypes.c_char_p(s), ctypes.c_void_p), length.value, root) del s return data
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Broadcast object from one node to all other nodes. Parameters ---------- data : any type that can be pickled Input data, if current rank does not equal root, this can be None root : int Rank of the node to broadcast data from. Returns ------- object : int the result of broadcast.
[ "Broadcast", "object", "from", "one", "node", "to", "all", "other", "nodes", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/rabit.py#L97-L132
train
Broadcasts data from one node to all other nodes.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + '\064' + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(11035 - 10924) + chr(378 - 327) + chr(0b110110) + chr(2359 - 2306), 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\x6f' + chr(1641 - 1592) + chr(51) + chr(663 - 608), ord("\x08")), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b10110 + 0o131) + chr(130 - 80) + '\062' + chr(0b110110), 61624 - 61616), ehT0Px3KOsy9('\060' + chr(0b1011 + 0o144) + '\062' + chr(0b110100) + '\062', 53661 - 53653), ehT0Px3KOsy9('\x30' + chr(627 - 516) + chr(1667 - 1617) + chr(0b110101 + 0o0) + '\x31', 31550 - 31542), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + chr(50) + chr(0b110111), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b10010 + 0o40), 0b1000), ehT0Px3KOsy9(chr(48) + chr(10840 - 10729) + '\x32' + chr(0b11000 + 0o34) + '\x31', 57961 - 57953), ehT0Px3KOsy9(chr(818 - 770) + chr(111) + chr(0b110100 + 0o3) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1101111) + chr(0b1000 + 0o53) + chr(1029 - 980) + chr(0b110000), 48995 - 48987), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(10616 - 10505) + '\x32' + chr(51) + chr(0b101111 + 0o1), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(51) + chr(0b110011) + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1627 - 1576) + chr(50) + chr(0b11011 + 0o25), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(719 - 665) + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + chr(53) + chr(0b11010 + 0o34), 54455 - 54447), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(10657 - 10546) + chr(0b110011) + chr(134 - 79) + '\x30', 0o10), ehT0Px3KOsy9(chr(885 - 837) + '\x6f' + '\061' + chr(0b11001 + 0o32) + '\062', 32298 - 32290), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + chr(212 - 161) + chr(0b110110), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + '\062' + chr(52) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + '\x37' + chr(0b110001), 46253 - 46245), ehT0Px3KOsy9('\060' + chr(0b1101110 + 0o1) + '\063' + chr(319 - 265) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(8410 - 8299) + chr(0b100010 + 0o16), 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x36' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(1527 - 1479) + '\x6f' + '\x31' + chr(0b110111) + chr(258 - 203), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\062' + chr(0b11111 + 0o22), 19954 - 19946), ehT0Px3KOsy9('\060' + '\157' + chr(53) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(728 - 678) + chr(50) + '\x36', 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(136 - 87) + chr(0b110001) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(52) + chr(0b101011 + 0o10), 45957 - 45949), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101111 + 0o3) + '\x30' + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(596 - 547) + chr(943 - 895), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(0b110010) + chr(1553 - 1502), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + chr(1221 - 1171) + chr(226 - 177), ord("\x08")), ehT0Px3KOsy9(chr(1491 - 1443) + chr(0b1101111) + '\063' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11302 - 11191) + '\062' + chr(55) + chr(0b10110 + 0o33), 21784 - 21776), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(1023 - 970) + chr(0b101111 + 0o3), 54919 - 54911), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\157' + '\x31' + '\065' + chr(0b11000 + 0o32), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + '\060' + chr(0b110000), 0o10), ehT0Px3KOsy9('\x30' + chr(12024 - 11913) + chr(0b110010) + chr(1140 - 1089) + chr(0b110011), 44066 - 44058)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\157' + chr(0b110 + 0o57) + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xca'), chr(0b1001101 + 0o27) + chr(0b111100 + 0o51) + chr(0b1100011) + chr(0b1001110 + 0o41) + chr(9786 - 9686) + '\145')(chr(117) + '\164' + chr(0b1001001 + 0o35) + chr(45) + chr(0b10101 + 0o43)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def SFLwxj1AxqH2(ULnjp6D6efFH, FiL2Xt3u2AMN): SIkZeGCA53HL = FWgdg7N_f0Ik() CHAOgk5VCHH_ = RyQ4N1viUrfz.c_ulong() if FiL2Xt3u2AMN == SIkZeGCA53HL: assert ULnjp6D6efFH is not None, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8a\x90:\xf2\x82\xdd8"\xd1[\xbb\xeb\xfb\xb9YN\x9c;*\xc4\xd9\x80hW\x111L\xe4%B\xe0k2"h\xd0\xc4\r'), chr(0b110 + 0o136) + chr(101) + chr(0b110011 + 0o60) + '\x6f' + chr(0b1100100) + chr(7022 - 6921))(chr(5233 - 5116) + '\164' + chr(4412 - 4310) + chr(1084 - 1039) + chr(2416 - 2360)) vGrByMSYMp9h = b1Ng5DsPF9ZY.dumps(ULnjp6D6efFH, protocol=b1Ng5DsPF9ZY.HIGHEST_PROTOCOL) CHAOgk5VCHH_.QmmgWUB13VCJ = c2A0yzQpDQB3(vGrByMSYMp9h) xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\x94=\xff\xd6\xeb%m\xc0^\xab\xf9\xa8\xa4'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(0b1100001 + 0o16) + chr(0b110110 + 0o56) + '\x65')(chr(117) + '\x74' + chr(1243 - 1141) + '\055' + chr(0b11100 + 0o34)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\x8c-\xf3\xc4'), chr(100) + chr(0b101000 + 0o75) + chr(6387 - 6288) + chr(0b100000 + 0o117) + chr(3892 - 3792) + chr(0b1100101))(chr(0b1110101) + '\x74' + '\146' + '\x2d' + chr(0b111000)))(CHAOgk5VCHH_), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x97\x9c%\xf3\xcd\xcf'), '\x64' + chr(0b1100101) + '\x63' + chr(111) + '\144' + '\x65')(chr(117) + '\164' + chr(5746 - 5644) + '\x2d' + chr(373 - 317)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\xaa*\xfa\xcd\xc70'), chr(0b1011011 + 0o11) + chr(101) + '\x63' + '\x6f' + chr(100) + chr(0b1100101))(chr(3626 - 3509) + chr(0b1110100) + chr(102) + chr(0b100001 + 0o14) + chr(1727 - 1671)))), FiL2Xt3u2AMN) if FiL2Xt3u2AMN != SIkZeGCA53HL: Gx4XrUITKPdI = (RyQ4N1viUrfz.c_char * CHAOgk5VCHH_.QmmgWUB13VCJ)() xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\x94=\xff\xd6\xeb%m\xc0^\xab\xf9\xa8\xa4'), chr(0b1100100) + chr(0b1010011 + 0o22) + '\143' + chr(0b1100011 + 0o14) + chr(4683 - 4583) + chr(0b1100000 + 0o5))('\165' + chr(0b1111 + 0o145) + '\146' + '\x2d' + chr(809 - 753)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\x94,\xe2'), chr(0b1100100) + '\x65' + '\143' + '\x6f' + chr(0b1100100) + chr(101))('\165' + chr(116) + chr(6171 - 6069) + chr(0b101101) + chr(56)))(Gx4XrUITKPdI, xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\xaa)\xf9\xcb\xcd\x08r'), chr(0b1100100) + '\x65' + '\x63' + chr(0b1000000 + 0o57) + '\x64' + chr(0b101111 + 0o66))(chr(0b1110101) + '\164' + chr(0b1100110) + '\055' + chr(0b111000)))), xafqLlk3kkUe(CHAOgk5VCHH_, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb5\x982\xf1\xf5\xfc\x153\x92l\x8b\xd2'), '\x64' + chr(0b11001 + 0o114) + '\143' + '\157' + chr(0b110 + 0o136) + chr(514 - 413))('\x75' + chr(116) + '\146' + chr(0b101101) + '\x38')), FiL2Xt3u2AMN) ULnjp6D6efFH = b1Ng5DsPF9ZY.loads(Gx4XrUITKPdI.raw) del Gx4XrUITKPdI else: xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6\x94=\xff\xd6\xeb%m\xc0^\xab\xf9\xa8\xa4'), '\x64' + chr(101) + chr(0b111011 + 0o50) + chr(2843 - 2732) + chr(100) + chr(7402 - 7301))(chr(117) + chr(9773 - 9657) + chr(6998 - 6896) + chr(0b101101) + '\x38'))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\x94,\xe2'), chr(100) + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(2980 - 2880) + chr(4340 - 4239))('\x75' + chr(10235 - 10119) + '\146' + '\055' + chr(56)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\xaa<\xfe\xc3\xdb\x08r'), chr(3468 - 3368) + '\145' + '\x63' + '\x6f' + chr(7073 - 6973) + '\145')(chr(7189 - 7072) + '\x74' + '\x66' + chr(0b101001 + 0o4) + chr(0b111000)))(vGrByMSYMp9h), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\xaa)\xf9\xcb\xcd\x08r'), chr(0b1100100) + chr(0b101001 + 0o74) + '\143' + chr(0b111001 + 0o66) + chr(0b1100100) + chr(0b10111 + 0o116))('\165' + chr(0b1101010 + 0o12) + chr(0b1100100 + 0o2) + chr(45) + '\x38'))), xafqLlk3kkUe(CHAOgk5VCHH_, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb5\x982\xf1\xf5\xfc\x153\x92l\x8b\xd2'), chr(100) + '\145' + chr(99) + chr(0b10011 + 0o134) + '\144' + '\145')('\x75' + chr(12446 - 12330) + chr(1272 - 1170) + chr(0b101101) + chr(56))), FiL2Xt3u2AMN) del vGrByMSYMp9h return ULnjp6D6efFH
dmlc/xgboost
jvm-packages/create_jni.py
normpath
def normpath(path): """Normalize UNIX path to a native path.""" normalized = os.path.join(*path.split("/")) if os.path.isabs(path): return os.path.abspath("/") + normalized else: return normalized
python
def normpath(path): """Normalize UNIX path to a native path.""" normalized = os.path.join(*path.split("/")) if os.path.isabs(path): return os.path.abspath("/") + normalized else: return normalized
[ "def", "normpath", "(", "path", ")", ":", "normalized", "=", "os", ".", "path", ".", "join", "(", "*", "path", ".", "split", "(", "\"/\"", ")", ")", "if", "os", ".", "path", ".", "isabs", "(", "path", ")", ":", "return", "os", ".", "path", ".", "abspath", "(", "\"/\"", ")", "+", "normalized", "else", ":", "return", "normalized" ]
Normalize UNIX path to a native path.
[ "Normalize", "UNIX", "path", "to", "a", "native", "path", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/jvm-packages/create_jni.py#L61-L67
train
Normalize UNIX path to a native path.
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2311) + chr(1527 - 1479), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\x31', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(0b100011 + 0o20) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1101111) + chr(1701 - 1651) + chr(0b110111) + chr(48), 8), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\157' + chr(0b1001 + 0o50) + '\067' + '\x33', 23624 - 23616), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(486 - 432) + chr(0b111 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(51) + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110001 + 0o76) + chr(0b110011) + chr(0b1101 + 0o51), 54911 - 54903), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101110 + 0o5) + '\063' + chr(0b110111), 8), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(52) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(2109 - 2061) + chr(0b1101111) + '\x33' + chr(0b10111 + 0o36) + '\x33', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1011 + 0o144) + chr(54) + chr(564 - 511), 0b1000), ehT0Px3KOsy9('\060' + chr(10007 - 9896) + chr(0b110010) + chr(1049 - 1000) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b100111 + 0o14) + '\060' + chr(1088 - 1035), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(5949 - 5838) + chr(0b10000 + 0o41) + '\066' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + '\x31' + chr(0b100 + 0o56) + chr(0b110100), 57453 - 57445), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1101111) + '\063' + chr(50) + '\x30', 33254 - 33246), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10101 + 0o34) + '\065' + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(50) + chr(2130 - 2081), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100001 + 0o21) + chr(53) + chr(0b10101 + 0o40), 8045 - 8037), ehT0Px3KOsy9(chr(48) + chr(0b1000011 + 0o54) + chr(51) + chr(59 - 7) + '\x36', 7867 - 7859), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b111 + 0o54) + '\064' + '\x34', 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b11011 + 0o124) + chr(0b110010) + chr(48) + chr(0b100 + 0o57), 54746 - 54738), ehT0Px3KOsy9('\060' + '\157' + chr(747 - 692) + chr(329 - 281), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(0b110110) + '\065', 61080 - 61072), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(111) + chr(0b110011) + '\063' + chr(0b1 + 0o65), 51092 - 51084), ehT0Px3KOsy9('\x30' + chr(184 - 73) + chr(0b11101 + 0o24) + chr(1480 - 1427), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(54) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\060' + chr(9711 - 9600) + chr(0b110011) + chr(0b110010) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(114 - 66) + chr(111) + chr(0b110001) + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6417 - 6306) + chr(52) + chr(0b110101), 5434 - 5426), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + chr(0b110010) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(1810 - 1762) + chr(111) + chr(85 - 34) + chr(0b101001 + 0o15) + '\x33', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101101 + 0o2) + chr(0b10010 + 0o37) + '\x30' + chr(0b11000 + 0o34), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\x35' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(1987 - 1939) + '\157' + chr(51) + chr(0b110110) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x34' + chr(0b110110), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + chr(0b10011 + 0o42) + chr(1453 - 1405), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x96'), '\x64' + '\145' + chr(0b1100011) + '\x6f' + '\144' + '\145')('\x75' + '\164' + chr(102) + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def dSYLXt0kkBCZ(EaCjyhZptSer): FRzF_AGYk44w = oqhJDdMJfuwx.path.join(*EaCjyhZptSer.split(xafqLlk3kkUe(SXOLrMavuUCe(b'\x97'), chr(100) + chr(0b101110 + 0o67) + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b1100101))(chr(117) + chr(116) + '\x66' + chr(0b1100 + 0o41) + chr(0b111000)))) if xafqLlk3kkUe(oqhJDdMJfuwx.path, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1T\xdajz'), '\x64' + '\x65' + chr(99) + '\157' + chr(3107 - 3007) + chr(0b1100101))('\165' + chr(5193 - 5077) + chr(102) + chr(0b101101) + chr(0b100100 + 0o24)))(EaCjyhZptSer): return xafqLlk3kkUe(oqhJDdMJfuwx.path, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9E\xc8xh*\xd0'), chr(0b1100100) + '\145' + chr(99) + chr(111) + '\x64' + '\x65')(chr(3417 - 3300) + chr(0b1100101 + 0o17) + '\x66' + chr(0b101101) + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x97'), '\144' + chr(9031 - 8930) + '\143' + chr(111) + chr(7856 - 7756) + chr(0b1100101))(chr(13483 - 13366) + '\164' + '\x66' + '\x2d' + chr(0b11110 + 0o32))) + FRzF_AGYk44w else: return FRzF_AGYk44w
dmlc/xgboost
python-package/xgboost/training.py
_train_internal
def _train_internal(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, xgb_model=None, callbacks=None): """internal training function""" callbacks = [] if callbacks is None else callbacks evals = list(evals) if isinstance(params, dict) \ and 'eval_metric' in params \ and isinstance(params['eval_metric'], list): params = dict((k, v) for k, v in params.items()) eval_metrics = params['eval_metric'] params.pop("eval_metric", None) params = list(params.items()) for eval_metric in eval_metrics: params += [('eval_metric', eval_metric)] bst = Booster(params, [dtrain] + [d[0] for d in evals]) nboost = 0 num_parallel_tree = 1 if xgb_model is not None: if not isinstance(xgb_model, STRING_TYPES): xgb_model = xgb_model.save_raw() bst = Booster(params, [dtrain] + [d[0] for d in evals], model_file=xgb_model) nboost = len(bst.get_dump()) _params = dict(params) if isinstance(params, list) else params if 'num_parallel_tree' in _params: num_parallel_tree = _params['num_parallel_tree'] nboost //= num_parallel_tree if 'num_class' in _params: nboost //= _params['num_class'] # Distributed code: Load the checkpoint from rabit. version = bst.load_rabit_checkpoint() assert rabit.get_world_size() != 1 or version == 0 rank = rabit.get_rank() start_iteration = int(version / 2) nboost += start_iteration callbacks_before_iter = [ cb for cb in callbacks if cb.__dict__.get('before_iteration', False)] callbacks_after_iter = [ cb for cb in callbacks if not cb.__dict__.get('before_iteration', False)] for i in range(start_iteration, num_boost_round): for cb in callbacks_before_iter: cb(CallbackEnv(model=bst, cvfolds=None, iteration=i, begin_iteration=start_iteration, end_iteration=num_boost_round, rank=rank, evaluation_result_list=None)) # Distributed code: need to resume to this point. # Skip the first update if it is a recovery step. if version % 2 == 0: bst.update(dtrain, i, obj) bst.save_rabit_checkpoint() version += 1 assert rabit.get_world_size() == 1 or version == rabit.version_number() nboost += 1 evaluation_result_list = [] # check evaluation result. if evals: bst_eval_set = bst.eval_set(evals, i, feval) if isinstance(bst_eval_set, STRING_TYPES): msg = bst_eval_set else: msg = bst_eval_set.decode() res = [x.split(':') for x in msg.split()] evaluation_result_list = [(k, float(v)) for k, v in res[1:]] try: for cb in callbacks_after_iter: cb(CallbackEnv(model=bst, cvfolds=None, iteration=i, begin_iteration=start_iteration, end_iteration=num_boost_round, rank=rank, evaluation_result_list=evaluation_result_list)) except EarlyStopException: break # do checkpoint after evaluation, in case evaluation also updates booster. bst.save_rabit_checkpoint() version += 1 if bst.attr('best_score') is not None: bst.best_score = float(bst.attr('best_score')) bst.best_iteration = int(bst.attr('best_iteration')) else: bst.best_iteration = nboost - 1 bst.best_ntree_limit = (bst.best_iteration + 1) * num_parallel_tree return bst
python
def _train_internal(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, xgb_model=None, callbacks=None): """internal training function""" callbacks = [] if callbacks is None else callbacks evals = list(evals) if isinstance(params, dict) \ and 'eval_metric' in params \ and isinstance(params['eval_metric'], list): params = dict((k, v) for k, v in params.items()) eval_metrics = params['eval_metric'] params.pop("eval_metric", None) params = list(params.items()) for eval_metric in eval_metrics: params += [('eval_metric', eval_metric)] bst = Booster(params, [dtrain] + [d[0] for d in evals]) nboost = 0 num_parallel_tree = 1 if xgb_model is not None: if not isinstance(xgb_model, STRING_TYPES): xgb_model = xgb_model.save_raw() bst = Booster(params, [dtrain] + [d[0] for d in evals], model_file=xgb_model) nboost = len(bst.get_dump()) _params = dict(params) if isinstance(params, list) else params if 'num_parallel_tree' in _params: num_parallel_tree = _params['num_parallel_tree'] nboost //= num_parallel_tree if 'num_class' in _params: nboost //= _params['num_class'] # Distributed code: Load the checkpoint from rabit. version = bst.load_rabit_checkpoint() assert rabit.get_world_size() != 1 or version == 0 rank = rabit.get_rank() start_iteration = int(version / 2) nboost += start_iteration callbacks_before_iter = [ cb for cb in callbacks if cb.__dict__.get('before_iteration', False)] callbacks_after_iter = [ cb for cb in callbacks if not cb.__dict__.get('before_iteration', False)] for i in range(start_iteration, num_boost_round): for cb in callbacks_before_iter: cb(CallbackEnv(model=bst, cvfolds=None, iteration=i, begin_iteration=start_iteration, end_iteration=num_boost_round, rank=rank, evaluation_result_list=None)) # Distributed code: need to resume to this point. # Skip the first update if it is a recovery step. if version % 2 == 0: bst.update(dtrain, i, obj) bst.save_rabit_checkpoint() version += 1 assert rabit.get_world_size() == 1 or version == rabit.version_number() nboost += 1 evaluation_result_list = [] # check evaluation result. if evals: bst_eval_set = bst.eval_set(evals, i, feval) if isinstance(bst_eval_set, STRING_TYPES): msg = bst_eval_set else: msg = bst_eval_set.decode() res = [x.split(':') for x in msg.split()] evaluation_result_list = [(k, float(v)) for k, v in res[1:]] try: for cb in callbacks_after_iter: cb(CallbackEnv(model=bst, cvfolds=None, iteration=i, begin_iteration=start_iteration, end_iteration=num_boost_round, rank=rank, evaluation_result_list=evaluation_result_list)) except EarlyStopException: break # do checkpoint after evaluation, in case evaluation also updates booster. bst.save_rabit_checkpoint() version += 1 if bst.attr('best_score') is not None: bst.best_score = float(bst.attr('best_score')) bst.best_iteration = int(bst.attr('best_iteration')) else: bst.best_iteration = nboost - 1 bst.best_ntree_limit = (bst.best_iteration + 1) * num_parallel_tree return bst
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"Booster", "(", "params", ",", "[", "dtrain", "]", "+", "[", "d", "[", "0", "]", "for", "d", "in", "evals", "]", ")", "nboost", "=", "0", "num_parallel_tree", "=", "1", "if", "xgb_model", "is", "not", "None", ":", "if", "not", "isinstance", "(", "xgb_model", ",", "STRING_TYPES", ")", ":", "xgb_model", "=", "xgb_model", ".", "save_raw", "(", ")", "bst", "=", "Booster", "(", "params", ",", "[", "dtrain", "]", "+", "[", "d", "[", "0", "]", "for", "d", "in", "evals", "]", ",", "model_file", "=", "xgb_model", ")", "nboost", "=", "len", "(", "bst", ".", "get_dump", "(", ")", ")", "_params", "=", "dict", "(", "params", ")", "if", "isinstance", "(", "params", ",", "list", ")", "else", "params", "if", "'num_parallel_tree'", "in", "_params", ":", "num_parallel_tree", "=", "_params", "[", "'num_parallel_tree'", "]", "nboost", "//=", "num_parallel_tree", "if", "'num_class'", "in", "_params", ":", "nboost", "//=", "_params", "[", "'num_class'", "]", "# Distributed code: Load the checkpoint from rabit.", "version", "=", "bst", ".", "load_rabit_checkpoint", "(", ")", "assert", "rabit", ".", "get_world_size", "(", ")", "!=", "1", "or", "version", "==", "0", "rank", "=", "rabit", ".", "get_rank", "(", ")", "start_iteration", "=", "int", "(", "version", "/", "2", ")", "nboost", "+=", "start_iteration", "callbacks_before_iter", "=", "[", "cb", "for", "cb", "in", "callbacks", "if", "cb", ".", "__dict__", ".", "get", "(", "'before_iteration'", ",", "False", ")", "]", "callbacks_after_iter", "=", "[", "cb", "for", "cb", "in", "callbacks", "if", "not", "cb", ".", "__dict__", ".", "get", "(", "'before_iteration'", ",", "False", ")", "]", "for", "i", "in", "range", "(", "start_iteration", ",", "num_boost_round", ")", ":", "for", "cb", "in", "callbacks_before_iter", ":", "cb", "(", "CallbackEnv", "(", "model", "=", "bst", ",", "cvfolds", "=", "None", ",", "iteration", "=", "i", ",", "begin_iteration", "=", "start_iteration", ",", "end_iteration", "=", "num_boost_round", ",", "rank", "=", "rank", ",", "evaluation_result_list", "=", "None", ")", ")", "# Distributed code: need to resume to this point.", "# Skip the first update if it is a recovery step.", "if", "version", "%", "2", "==", "0", ":", "bst", ".", "update", "(", "dtrain", ",", "i", ",", "obj", ")", "bst", ".", "save_rabit_checkpoint", "(", ")", "version", "+=", "1", "assert", "rabit", ".", "get_world_size", "(", ")", "==", "1", "or", "version", "==", "rabit", ".", "version_number", "(", ")", "nboost", "+=", "1", "evaluation_result_list", "=", "[", "]", "# check evaluation result.", "if", "evals", ":", "bst_eval_set", "=", "bst", ".", "eval_set", "(", "evals", ",", "i", ",", "feval", ")", "if", "isinstance", "(", "bst_eval_set", ",", "STRING_TYPES", ")", ":", "msg", "=", "bst_eval_set", "else", ":", "msg", "=", "bst_eval_set", ".", "decode", "(", ")", "res", "=", "[", "x", ".", "split", "(", "':'", ")", "for", "x", "in", "msg", ".", "split", "(", ")", "]", "evaluation_result_list", "=", "[", "(", "k", ",", "float", "(", "v", ")", ")", "for", "k", ",", "v", "in", "res", "[", "1", ":", "]", "]", "try", ":", "for", "cb", "in", "callbacks_after_iter", ":", "cb", "(", "CallbackEnv", "(", "model", "=", "bst", ",", "cvfolds", "=", "None", ",", "iteration", "=", "i", ",", "begin_iteration", "=", "start_iteration", ",", "end_iteration", "=", "num_boost_round", ",", "rank", "=", "rank", ",", "evaluation_result_list", "=", "evaluation_result_list", ")", ")", "except", "EarlyStopException", ":", "break", "# do checkpoint after evaluation, in case evaluation also updates booster.", "bst", ".", "save_rabit_checkpoint", "(", ")", "version", "+=", "1", "if", "bst", ".", "attr", "(", "'best_score'", ")", "is", "not", "None", ":", "bst", ".", "best_score", "=", "float", "(", "bst", ".", "attr", "(", "'best_score'", ")", ")", "bst", ".", "best_iteration", "=", "int", "(", "bst", ".", "attr", "(", "'best_iteration'", ")", ")", "else", ":", "bst", ".", "best_iteration", "=", "nboost", "-", "1", "bst", ".", "best_ntree_limit", "=", "(", "bst", ".", "best_iteration", "+", "1", ")", "*", "num_parallel_tree", "return", "bst" ]
internal training function
[ "internal", "training", "function" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L15-L112
train
internal training function
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b100000 + 0o117) + '\x32' + chr(0b101101 + 0o12), 2106 - 2098), ehT0Px3KOsy9('\x30' + chr(11000 - 10889) + '\x33' + chr(50) + chr(53), 55979 - 55971), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50) + '\x34' + chr(53), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110011) + chr(0b100101 + 0o21) + chr(0b100 + 0o54), 36155 - 36147), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1640 - 1591) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\x6f' + chr(0b11111 + 0o23) + '\x37', 8), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b1010 + 0o50) + chr(53), 30699 - 30691), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010 + 0o145) + chr(2221 - 2172) + '\065' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b1 + 0o63) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + '\x32' + chr(54) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b1000 + 0o50) + '\157' + '\065' + chr(0b100100 + 0o17), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b11100 + 0o30) + chr(0b110010 + 0o1), ord("\x08")), ehT0Px3KOsy9('\060' + chr(773 - 662) + chr(0b110100) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + chr(51) + chr(84 - 33) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b100110 + 0o13) + chr(51) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + chr(11116 - 11005) + '\063' + chr(0b110101) + chr(0b100101 + 0o14), 1008 - 1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100110 + 0o111) + chr(0b110001) + chr(0b1101 + 0o45) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(1697 - 1646) + '\x34', 3288 - 3280), ehT0Px3KOsy9('\x30' + chr(757 - 646) + chr(49) + '\065' + chr(0b100110 + 0o17), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + '\x33' + chr(1488 - 1438), 10940 - 10932), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(51) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(4701 - 4590) + chr(0b1110 + 0o50) + chr(1086 - 1034), 24859 - 24851), ehT0Px3KOsy9(chr(48) + chr(0b100011 + 0o114) + '\063' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(1382 - 1334) + chr(0b1101111) + chr(0b10101 + 0o35) + '\066' + chr(54), 31463 - 31455), ehT0Px3KOsy9('\060' + chr(8944 - 8833) + chr(0b110011) + '\065' + chr(0b110111), 61104 - 61096), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + chr(2152 - 2103) + '\x31', 0b1000), ehT0Px3KOsy9(chr(492 - 444) + '\157' + chr(51) + chr(53) + chr(49), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(0b10011 + 0o36), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\x33' + '\x30' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + chr(0b1110 + 0o44) + '\063' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(4036 - 3925) + chr(50) + chr(0b10101 + 0o37) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(0b1010001 + 0o36) + chr(0b110011) + '\x37' + chr(1749 - 1695), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(1929 - 1881) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(0b11001 + 0o31) + chr(766 - 716), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + '\x33' + '\x30', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b110111 + 0o70) + '\x31' + chr(49) + '\x32', 0b1000), ehT0Px3KOsy9(chr(2289 - 2241) + chr(6749 - 6638) + chr(0b10011 + 0o36) + chr(0b1100 + 0o50) + '\x34', 31659 - 31651), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(897 - 847) + chr(0b110010) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2253 - 2202) + '\x32' + '\x35', 8), ehT0Px3KOsy9(chr(399 - 351) + chr(111) + chr(0b110011) + '\x36' + chr(0b110101), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + '\x35' + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'9'), chr(100) + '\145' + '\x63' + chr(11516 - 11405) + '\144' + chr(258 - 157))(chr(117) + chr(116) + chr(0b1100110) + chr(45) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def PYpBno0WGxaQ(nEbJZ4wfte2w, M0_8bfxceOKb, gDLSr9ZIYy_D=ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b101100 + 0o6), 0o10), yC3g_2bG96Pz=(), mDuDykdz0pcm=None, VcFaHHaIedSQ=None, fCBPt7kjkmQp=None, PX4b0z2UpTWH=None): PX4b0z2UpTWH = [] if PX4b0z2UpTWH is None else PX4b0z2UpTWH yC3g_2bG96Pz = YyaZ4tpXu4lf(yC3g_2bG96Pz) if PlSM16l2KDPD(nEbJZ4wfte2w, wLqBDw8l0eIm) and xafqLlk3kkUe(SXOLrMavuUCe(b'r\xa3\xc4\x9cWz0\x1b\xd1\xdcH'), chr(5542 - 5442) + chr(101) + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(0b1010100 + 0o21))(chr(0b1110101) + '\x74' + chr(4565 - 4463) + chr(45) + chr(0b100111 + 0o21)) in nEbJZ4wfte2w and PlSM16l2KDPD(nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'r\xa3\xc4\x9cWz0\x1b\xd1\xdcH'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(8927 - 8816) + '\x64' + chr(0b1100101 + 0o0))('\x75' + '\x74' + chr(1976 - 1874) + chr(740 - 695) + chr(0b111000))], YyaZ4tpXu4lf): nEbJZ4wfte2w = wLqBDw8l0eIm(((OolUPRJhRaJd, cMbll0QYhULo) for (OolUPRJhRaJd, cMbll0QYhULo) in nEbJZ4wfte2w.NzveIZ3IlSH9())) gEY30c7K0x8W = nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'r\xa3\xc4\x9cWz0\x1b\xd1\xdcH'), chr(0b1011110 + 0o6) + chr(0b1100101) + chr(0b1011011 + 0o10) + chr(111) + chr(0b11000 + 0o114) + '\145')(chr(3615 - 3498) + chr(0b1110100) + chr(5311 - 5209) + chr(0b10000 + 0o35) + chr(0b111000))] xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b'g\xba\xd5'), chr(100) + chr(101) + chr(99) + chr(0b1000010 + 0o55) + chr(100) + '\x65')(chr(117) + '\164' + chr(7412 - 7310) + chr(0b101101) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'r\xa3\xc4\x9cWz0\x1b\xd1\xdcH'), chr(0b1010100 + 0o20) + chr(5412 - 5311) + chr(0b1100011) + chr(0b1101111) + '\x64' + '\x65')(chr(117) + chr(1918 - 1802) + '\146' + chr(45) + '\070'), None) nEbJZ4wfte2w = YyaZ4tpXu4lf(nEbJZ4wfte2w.NzveIZ3IlSH9()) for tbbpbfMnen5w in gEY30c7K0x8W: nEbJZ4wfte2w += [(xafqLlk3kkUe(SXOLrMavuUCe(b'r\xa3\xc4\x9cWz0\x1b\xd1\xdcH'), chr(0b1001100 + 0o30) + '\x65' + chr(99) + '\x6f' + chr(2282 - 2182) + chr(0b1100101))('\x75' + '\164' + chr(0b1100110) + '\055' + chr(2459 - 2403)), tbbpbfMnen5w)] pDYXtXpy577X = aNUKgF1A22gy(nEbJZ4wfte2w, [M0_8bfxceOKb] + [pd3lxn9vqWxp[ehT0Px3KOsy9(chr(0b110000) + chr(0b1010011 + 0o34) + '\x30', 0b1000)] for pd3lxn9vqWxp in yC3g_2bG96Pz]) kyFCbhspjeVV = ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(111) + chr(48), 8) McMUmtUOn9Yw = ehT0Px3KOsy9('\x30' + chr(111) + chr(0b1 + 0o60), 0b1000) if fCBPt7kjkmQp is not None: if not PlSM16l2KDPD(fCBPt7kjkmQp, LcfiyJiYVtmN): fCBPt7kjkmQp = fCBPt7kjkmQp.save_raw() pDYXtXpy577X = aNUKgF1A22gy(nEbJZ4wfte2w, [M0_8bfxceOKb] + [pd3lxn9vqWxp[ehT0Px3KOsy9(chr(48) + chr(0b1100000 + 0o17) + '\x30', 8)] for pd3lxn9vqWxp in yC3g_2bG96Pz], model_file=fCBPt7kjkmQp) kyFCbhspjeVV = c2A0yzQpDQB3(pDYXtXpy577X.get_dump()) pHroJelArxJz = wLqBDw8l0eIm(nEbJZ4wfte2w) if PlSM16l2KDPD(nEbJZ4wfte2w, YyaZ4tpXu4lf) else nEbJZ4wfte2w if xafqLlk3kkUe(SXOLrMavuUCe(b"y\xa0\xc8\xafxv'\x0e\xcf\xd9NOy\xad*\x8c4"), chr(100) + '\x65' + chr(0b1100011) + '\157' + '\144' + '\145')('\165' + chr(7455 - 7339) + chr(102) + '\x2d' + '\070') in pHroJelArxJz: McMUmtUOn9Yw = pHroJelArxJz[xafqLlk3kkUe(SXOLrMavuUCe(b"y\xa0\xc8\xafxv'\x0e\xcf\xd9NOy\xad*\x8c4"), chr(100) + chr(101) + chr(1956 - 1857) + chr(0b1101111) + chr(1645 - 1545) + '\145')('\165' + chr(11697 - 11581) + '\146' + chr(45) + '\x38')] kyFCbhspjeVV //= McMUmtUOn9Yw if xafqLlk3kkUe(SXOLrMavuUCe(b'y\xa0\xc8\xafk{4\x1c\xd0'), chr(100) + '\x65' + chr(99) + '\157' + chr(100) + chr(0b11101 + 0o110))(chr(117) + '\x74' + '\146' + '\x2d' + '\070') in pHroJelArxJz: kyFCbhspjeVV //= pHroJelArxJz[xafqLlk3kkUe(SXOLrMavuUCe(b'y\xa0\xc8\xafk{4\x1c\xd0'), chr(100) + '\x65' + chr(6609 - 6510) + '\157' + '\144' + '\145')('\x75' + '\x74' + '\x66' + chr(45) + chr(227 - 171))] cpMfQ_4_Vb7C = pDYXtXpy577X.load_rabit_checkpoint() assert xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b"p\xb0\xd1\xaf\x7fx'\x03\xc7\xeaXJ\\\xbc"), '\144' + chr(5599 - 5498) + chr(0b1100011) + chr(111) + chr(6699 - 6599) + chr(1543 - 1442))(chr(117) + chr(116) + chr(0b1100110) + chr(45) + chr(0b101100 + 0o14)))() != ehT0Px3KOsy9(chr(1899 - 1851) + chr(0b1010001 + 0o36) + chr(1726 - 1677), 8) or cpMfQ_4_Vb7C == ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(48), 8) SIkZeGCA53HL = jDJbIgz4pE9e.get_rank() ONTA_SuNfemN = ehT0Px3KOsy9(cpMfQ_4_Vb7C / ehT0Px3KOsy9('\060' + '\157' + chr(50), 0b1000)) kyFCbhspjeVV += ONTA_SuNfemN MRpZLXdFpOoT = [hfOA2bIyYn7s for hfOA2bIyYn7s in PX4b0z2UpTWH if hfOA2bIyYn7s.__dict__.get(xafqLlk3kkUe(SXOLrMavuUCe(b'u\xb0\xc3\x9fzr\n\x06\xd7\xd0YBR\xb07\x87'), chr(100) + chr(0b1100101) + '\x63' + chr(1530 - 1419) + chr(1355 - 1255) + chr(6422 - 6321))(chr(1481 - 1364) + chr(0b1110100) + chr(3226 - 3124) + chr(0b0 + 0o55) + '\x38'), ehT0Px3KOsy9('\x30' + chr(111) + chr(48), 8))] Z_SfCG1t9PAY = [hfOA2bIyYn7s for hfOA2bIyYn7s in PX4b0z2UpTWH if not hfOA2bIyYn7s.__dict__.get(xafqLlk3kkUe(SXOLrMavuUCe(b'u\xb0\xc3\x9fzr\n\x06\xd7\xd0YBR\xb07\x87'), chr(2282 - 2182) + '\145' + '\x63' + '\x6f' + chr(4644 - 4544) + chr(0b100000 + 0o105))(chr(0b10100 + 0o141) + chr(0b11000 + 0o134) + chr(0b1100110) + chr(0b101101) + chr(0b111000)), ehT0Px3KOsy9(chr(0b110000) + chr(568 - 457) + '\x30', 8))] for WVxHKyX45z_L in vQr8gNKaIaWE(ONTA_SuNfemN, gDLSr9ZIYy_D): for hfOA2bIyYn7s in MRpZLXdFpOoT: hfOA2bIyYn7s(Rjgs5HwruK3a(model=pDYXtXpy577X, cvfolds=None, iteration=WVxHKyX45z_L, begin_iteration=ONTA_SuNfemN, end_iteration=gDLSr9ZIYy_D, rank=SIkZeGCA53HL, evaluation_result_list=None)) if cpMfQ_4_Vb7C % ehT0Px3KOsy9(chr(1135 - 1087) + chr(0b1101111) + chr(0b110010), 8) == ehT0Px3KOsy9('\x30' + chr(111) + '\060', 8): xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'M\xa1\xe4\xb5aY\x1f\x01\xda\x81N\x13'), chr(100) + chr(1002 - 901) + chr(0b1100011) + chr(111) + '\x64' + chr(101))('\165' + chr(13154 - 13038) + '\x66' + chr(1086 - 1041) + chr(56)))(M0_8bfxceOKb, WVxHKyX45z_L, mDuDykdz0pcm) xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'd\xb4\xd3\x95We4\r\xca\xc1t@N\xbc;\x82!\xb3\x044i'), '\x64' + chr(0b1100001 + 0o4) + chr(0b100110 + 0o75) + chr(4352 - 4241) + chr(0b1100100) + chr(101))(chr(0b11001 + 0o134) + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(0b10 + 0o66)))() cpMfQ_4_Vb7C += ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001), 8) assert xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b"p\xb0\xd1\xaf\x7fx'\x03\xc7\xeaXJ\\\xbc"), chr(0b1100001 + 0o3) + chr(0b1100101) + chr(0b1010100 + 0o17) + chr(111) + chr(0b1100100) + chr(559 - 458))('\x75' + chr(116) + chr(8896 - 8794) + '\055' + chr(0b111000)))() == ehT0Px3KOsy9('\060' + chr(0b1000001 + 0o56) + chr(49), 8) or cpMfQ_4_Vb7C == xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b'a\xb0\xd7\x83ax;0\xcd\xc0FAC\xab'), chr(8324 - 8224) + chr(0b1011001 + 0o14) + '\x63' + '\x6f' + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(56)))() kyFCbhspjeVV += ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061', 8) w0wWZf0gUnEx = [] if yC3g_2bG96Pz: umxqe604owKF = pDYXtXpy577X.eval_set(yC3g_2bG96Pz, WVxHKyX45z_L, VcFaHHaIedSQ) if PlSM16l2KDPD(umxqe604owKF, LcfiyJiYVtmN): jtbovtaIYjRB = umxqe604owKF else: jtbovtaIYjRB = umxqe604owKF.decode() MsbwfslwLjRO = [OeWW0F1dBPRQ.split(xafqLlk3kkUe(SXOLrMavuUCe(b'-'), chr(0b1100100) + '\x65' + '\143' + '\157' + chr(0b1100100) + chr(10164 - 10063))('\165' + chr(4047 - 3931) + chr(102) + chr(1313 - 1268) + chr(487 - 431))) for OeWW0F1dBPRQ in jtbovtaIYjRB.split()] w0wWZf0gUnEx = [(OolUPRJhRaJd, kkSX4ccExqw4(cMbll0QYhULo)) for (OolUPRJhRaJd, cMbll0QYhULo) in MsbwfslwLjRO[ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101100 + 0o5), 8):]] try: for hfOA2bIyYn7s in Z_SfCG1t9PAY: hfOA2bIyYn7s(Rjgs5HwruK3a(model=pDYXtXpy577X, cvfolds=None, iteration=WVxHKyX45z_L, begin_iteration=ONTA_SuNfemN, end_iteration=gDLSr9ZIYy_D, rank=SIkZeGCA53HL, evaluation_result_list=w0wWZf0gUnEx)) except xmGY3MZLWh1t: break xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'd\xb4\xd3\x95We4\r\xca\xc1t@N\xbc;\x82!\xb3\x044i'), chr(0b1100100) + chr(0b10001 + 0o124) + chr(0b1100001 + 0o2) + chr(111) + '\x64' + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(1178 - 1133) + chr(645 - 589)))() cpMfQ_4_Vb7C += ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b101110 + 0o3), 8) if xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'v\xa1\xd1\x82'), chr(0b100011 + 0o101) + chr(0b101 + 0o140) + chr(0b1011100 + 0o7) + '\x6f' + chr(0b1100100) + '\145')('\165' + chr(0b1101011 + 0o11) + '\146' + '\x2d' + '\070'))(xafqLlk3kkUe(SXOLrMavuUCe(b'u\xb0\xd6\x84Wd6\x00\xd1\xd0'), chr(9703 - 9603) + '\145' + chr(0b100000 + 0o103) + '\157' + '\x64' + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(285 - 183) + chr(0b101101) + '\070')) is not None: pDYXtXpy577X.kSswkTBYPNvZ = kkSX4ccExqw4(pDYXtXpy577X.attr(xafqLlk3kkUe(SXOLrMavuUCe(b'u\xb0\xd6\x84Wd6\x00\xd1\xd0'), chr(100) + '\x65' + '\143' + '\157' + chr(0b1100011 + 0o1) + chr(0b1100101))(chr(11445 - 11328) + chr(0b10111 + 0o135) + chr(0b1100110) + '\x2d' + chr(0b111000)))) pDYXtXpy577X.Wvr86fkbsoQE = ehT0Px3KOsy9(pDYXtXpy577X.attr(xafqLlk3kkUe(SXOLrMavuUCe(b'u\xb0\xd6\x84W~!\n\xd1\xd4_JI\xb7'), chr(0b1100100) + '\x65' + '\143' + '\x6f' + chr(2546 - 2446) + chr(0b101110 + 0o67))(chr(5975 - 5858) + chr(4335 - 4219) + chr(4664 - 4562) + chr(910 - 865) + chr(603 - 547)))) else: pDYXtXpy577X.Wvr86fkbsoQE = kyFCbhspjeVV - ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + chr(0b110001), 8) pDYXtXpy577X.WVk3BDUV2DVi = (pDYXtXpy577X.Wvr86fkbsoQE + ehT0Px3KOsy9(chr(0b1001 + 0o47) + '\157' + chr(1297 - 1248), 8)) * McMUmtUOn9Yw return pDYXtXpy577X
dmlc/xgboost
python-package/xgboost/training.py
train
def train(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, evals_result=None, verbose_eval=True, xgb_model=None, callbacks=None, learning_rates=None): # pylint: disable=too-many-statements,too-many-branches, attribute-defined-outside-init """Train a booster with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round: int Number of boosting iterations. evals: list of pairs (DMatrix, string) List of items to be evaluated during training, this allows user to watch performance on the validation set. obj : function Customized objective function. feval : function Customized evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. Validation error needs to decrease at least every **early_stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) evals_result: dict This dictionary stores the evaluation results of all the items in watchlist. Example: with a watchlist containing ``[(dtest,'eval'), (dtrain,'train')]`` and a parameter containing ``('eval_metric': 'logloss')``, the **evals_result** returns .. code-block:: python {'train': {'logloss': ['0.48253', '0.35953']}, 'eval': {'logloss': ['0.480385', '0.357756']}} verbose_eval : bool or int Requires at least one item in **evals**. If **verbose_eval** is True then the evaluation metric on the validation set is printed at each boosting stage. If **verbose_eval** is an integer then the evaluation metric on the validation set is printed at every given **verbose_eval** boosting stage. The last boosting stage / the boosting stage found by using **early_stopping_rounds** is also printed. Example: with ``verbose_eval=4`` and at least one item in **evals**, an evaluation metric is printed every 4 boosting stages, instead of every boosting stage. learning_rates: list or function (deprecated - use callback API instead) List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) xgb_model : file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] Returns ------- Booster : a trained booster model """ callbacks = [] if callbacks is None else callbacks # Most of legacy advanced options becomes callbacks if isinstance(verbose_eval, bool) and verbose_eval: callbacks.append(callback.print_evaluation()) else: if isinstance(verbose_eval, int): callbacks.append(callback.print_evaluation(verbose_eval)) if early_stopping_rounds is not None: callbacks.append(callback.early_stop(early_stopping_rounds, maximize=maximize, verbose=bool(verbose_eval))) if evals_result is not None: callbacks.append(callback.record_evaluation(evals_result)) if learning_rates is not None: warnings.warn("learning_rates parameter is deprecated - use callback API instead", DeprecationWarning) callbacks.append(callback.reset_learning_rate(learning_rates)) return _train_internal(params, dtrain, num_boost_round=num_boost_round, evals=evals, obj=obj, feval=feval, xgb_model=xgb_model, callbacks=callbacks)
python
def train(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, evals_result=None, verbose_eval=True, xgb_model=None, callbacks=None, learning_rates=None): # pylint: disable=too-many-statements,too-many-branches, attribute-defined-outside-init """Train a booster with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round: int Number of boosting iterations. evals: list of pairs (DMatrix, string) List of items to be evaluated during training, this allows user to watch performance on the validation set. obj : function Customized objective function. feval : function Customized evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. Validation error needs to decrease at least every **early_stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) evals_result: dict This dictionary stores the evaluation results of all the items in watchlist. Example: with a watchlist containing ``[(dtest,'eval'), (dtrain,'train')]`` and a parameter containing ``('eval_metric': 'logloss')``, the **evals_result** returns .. code-block:: python {'train': {'logloss': ['0.48253', '0.35953']}, 'eval': {'logloss': ['0.480385', '0.357756']}} verbose_eval : bool or int Requires at least one item in **evals**. If **verbose_eval** is True then the evaluation metric on the validation set is printed at each boosting stage. If **verbose_eval** is an integer then the evaluation metric on the validation set is printed at every given **verbose_eval** boosting stage. The last boosting stage / the boosting stage found by using **early_stopping_rounds** is also printed. Example: with ``verbose_eval=4`` and at least one item in **evals**, an evaluation metric is printed every 4 boosting stages, instead of every boosting stage. learning_rates: list or function (deprecated - use callback API instead) List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) xgb_model : file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] Returns ------- Booster : a trained booster model """ callbacks = [] if callbacks is None else callbacks # Most of legacy advanced options becomes callbacks if isinstance(verbose_eval, bool) and verbose_eval: callbacks.append(callback.print_evaluation()) else: if isinstance(verbose_eval, int): callbacks.append(callback.print_evaluation(verbose_eval)) if early_stopping_rounds is not None: callbacks.append(callback.early_stop(early_stopping_rounds, maximize=maximize, verbose=bool(verbose_eval))) if evals_result is not None: callbacks.append(callback.record_evaluation(evals_result)) if learning_rates is not None: warnings.warn("learning_rates parameter is deprecated - use callback API instead", DeprecationWarning) callbacks.append(callback.reset_learning_rate(learning_rates)) return _train_internal(params, dtrain, num_boost_round=num_boost_round, evals=evals, obj=obj, feval=feval, xgb_model=xgb_model, callbacks=callbacks)
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Train a booster with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round: int Number of boosting iterations. evals: list of pairs (DMatrix, string) List of items to be evaluated during training, this allows user to watch performance on the validation set. obj : function Customized objective function. feval : function Customized evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. Validation error needs to decrease at least every **early_stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) evals_result: dict This dictionary stores the evaluation results of all the items in watchlist. Example: with a watchlist containing ``[(dtest,'eval'), (dtrain,'train')]`` and a parameter containing ``('eval_metric': 'logloss')``, the **evals_result** returns .. code-block:: python {'train': {'logloss': ['0.48253', '0.35953']}, 'eval': {'logloss': ['0.480385', '0.357756']}} verbose_eval : bool or int Requires at least one item in **evals**. If **verbose_eval** is True then the evaluation metric on the validation set is printed at each boosting stage. If **verbose_eval** is an integer then the evaluation metric on the validation set is printed at every given **verbose_eval** boosting stage. The last boosting stage / the boosting stage found by using **early_stopping_rounds** is also printed. Example: with ``verbose_eval=4`` and at least one item in **evals**, an evaluation metric is printed every 4 boosting stages, instead of every boosting stage. learning_rates: list or function (deprecated - use callback API instead) List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) xgb_model : file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] Returns ------- Booster : a trained booster model
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L115-L216
train
Train a booster with given parameters.
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162) + chr(0b100100 + 0o113) + chr(49) + chr(2855 - 2801) + chr(0b110110), 656 - 648), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\x30' + chr(0b110 + 0o53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101011 + 0o4) + chr(0b110010) + '\x32' + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(7168 - 7057) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(1251 - 1203) + '\x6f' + chr(51) + '\060' + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + chr(4835 - 4724) + '\x32' + '\060' + '\x37', 0o10), ehT0Px3KOsy9('\x30' + chr(2671 - 2560) + chr(1343 - 1294) + '\065' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1383 - 1334) + chr(0b10100 + 0o34) + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(154 - 103) + chr(49) + chr(1570 - 1520), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(50) + chr(0b1 + 0o62) + chr(0b1 + 0o64), 0b1000), ehT0Px3KOsy9(chr(1942 - 1894) + chr(1127 - 1016) + '\x31' + '\066' + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(10046 - 9935) + chr(0b110011) + '\063' + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(0b110011) + chr(1749 - 1697), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(2601 - 2550) + '\x37' + '\x37', 65329 - 65321), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(0b11000 + 0o31) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b1101 + 0o45) + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1111 + 0o42) + chr(0b110010) + chr(1103 - 1048), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(2086 - 2034), 0o10), ehT0Px3KOsy9('\060' + chr(6500 - 6389) + '\062' + '\060' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(0b110001) + chr(0b1 + 0o64) + chr(663 - 611), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + '\062' + chr(0b10011 + 0o40) + chr(0b110110), 14313 - 14305), ehT0Px3KOsy9(chr(2230 - 2182) + '\157' + chr(0b11011 + 0o30) + chr(0b110011) + chr(0b0 + 0o67), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001000 + 0o47) + chr(0b10100 + 0o36) + chr(0b101101 + 0o7) + chr(0b110100), 0o10), ehT0Px3KOsy9('\060' + chr(10016 - 9905) + chr(0b110001) + '\060' + '\x33', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(4118 - 4007) + chr(623 - 569) + '\067', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(236 - 187) + '\066' + '\x31', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100010 + 0o22) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b10001 + 0o136) + '\x31' + chr(1107 - 1054), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(53) + chr(54), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + chr(138 - 84) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(49) + chr(0b1010 + 0o52), 64480 - 64472), ehT0Px3KOsy9('\060' + '\x6f' + chr(403 - 353) + '\x32' + chr(0b100101 + 0o16), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(774 - 725) + chr(0b101010 + 0o6) + chr(0b1010 + 0o53), 35770 - 35762), ehT0Px3KOsy9(chr(1128 - 1080) + chr(0b1101111) + chr(0b110011) + chr(0b110110) + chr(1961 - 1906), 0o10), ehT0Px3KOsy9(chr(48) + chr(7226 - 7115) + '\063' + '\x36' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10011 + 0o36) + '\061' + chr(0b101010 + 0o11), 11870 - 11862), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011000 + 0o27) + chr(1412 - 1362) + chr(308 - 256) + chr(1728 - 1680), 58241 - 58233), ehT0Px3KOsy9(chr(1744 - 1696) + chr(9318 - 9207) + chr(49) + chr(0b110110) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + '\x31' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(1014 - 966) + '\x6f' + chr(0b101000 + 0o13) + '\x36' + '\061', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1010 + 0o53) + '\x30', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'X'), chr(100) + '\145' + chr(0b1100011) + '\157' + '\144' + '\145')(chr(9083 - 8966) + chr(3951 - 3835) + chr(2225 - 2123) + chr(50 - 5) + chr(1072 - 1016)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def e80gRioCjdat(nEbJZ4wfte2w, M0_8bfxceOKb, gDLSr9ZIYy_D=ehT0Px3KOsy9('\060' + chr(0b1100110 + 0o11) + chr(947 - 898) + chr(0b101100 + 0o6), 37309 - 37301), yC3g_2bG96Pz=(), mDuDykdz0pcm=None, VcFaHHaIedSQ=None, EohVenAZcTV8=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1661 - 1613), 0b1000), k4mrqJWJE3I8=None, nBtR31W_gjTY=None, VCvtI14Lpdbu=ehT0Px3KOsy9('\060' + '\x6f' + '\061', 0b1000), fCBPt7kjkmQp=None, PX4b0z2UpTWH=None, wGSMhE9DB7dV=None): PX4b0z2UpTWH = [] if PX4b0z2UpTWH is None else PX4b0z2UpTWH if PlSM16l2KDPD(VCvtI14Lpdbu, WbBjf8Y7v9VN) and VCvtI14Lpdbu: xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x171\xe4a\xa9\xe3'), '\x64' + chr(0b1100101) + '\143' + chr(0b10110 + 0o131) + chr(0b1100011 + 0o1) + chr(0b1000001 + 0o44))('\165' + chr(0b1011011 + 0o31) + '\146' + chr(45) + chr(0b110110 + 0o2)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x063\xfdj\xb3\xd8\x0b0\xab\xf1\x04\xbe\xe8\x96\xe5z'), chr(100) + '\145' + chr(0b111111 + 0o44) + chr(0b1101111) + chr(3842 - 3742) + '\x65')('\x75' + '\164' + '\x66' + chr(45) + chr(0b11010 + 0o36)))()) elif PlSM16l2KDPD(VCvtI14Lpdbu, ehT0Px3KOsy9): xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x171\xe4a\xa9\xe3'), chr(2934 - 2834) + '\145' + chr(0b1000001 + 0o42) + chr(0b111101 + 0o62) + chr(0b11011 + 0o111) + chr(0b1111 + 0o126))(chr(0b1110101) + chr(0b10 + 0o162) + chr(102) + chr(45) + '\x38'))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x063\xfdj\xb3\xd8\x0b0\xab\xf1\x04\xbe\xe8\x96\xe5z'), chr(0b1100100) + '\x65' + chr(99) + chr(111) + chr(0b1100100) + '\x65')(chr(11581 - 11464) + '\x74' + '\x66' + chr(0b101101) + chr(212 - 156)))(VCvtI14Lpdbu)) if k4mrqJWJE3I8 is not None: xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x171\xe4a\xa9\xe3'), chr(0b111000 + 0o54) + chr(101) + '\143' + chr(0b1101111) + '\144' + chr(101))(chr(117) + chr(8968 - 8852) + chr(0b1001100 + 0o32) + chr(1868 - 1823) + chr(587 - 531)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x13 \xe6h\xbe\xd8\x1d2\xa5\xed'), chr(7028 - 6928) + chr(0b1100100 + 0o1) + chr(99) + '\157' + chr(0b1000110 + 0o36) + '\x65')(chr(117) + chr(0b10111 + 0o135) + '\x66' + chr(45) + chr(56)))(k4mrqJWJE3I8, maximize=EohVenAZcTV8, verbose=WbBjf8Y7v9VN(VCvtI14Lpdbu))) if nBtR31W_gjTY is not None: xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x171\xe4a\xa9\xe3'), chr(100) + chr(0b1100101) + chr(518 - 419) + chr(0b1011110 + 0o21) + chr(0b1100100) + chr(0b101111 + 0o66))(chr(0b1110101) + '\164' + chr(0b100010 + 0o104) + chr(0b101101) + chr(0b11000 + 0o40)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x04$\xf7k\xb5\xe31#\xbc\xfc\x1d\xaa\xfd\x8b\xe3{9'), chr(100) + '\x65' + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1110101) + chr(0b10101 + 0o137) + chr(7572 - 7470) + chr(0b101101) + '\x38'))(nBtR31W_gjTY)) if wGSMhE9DB7dV is not None: xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'\x18\x05\xd1j\x89\xc5\x0f$\x8c\xd3:\xb2'), chr(2052 - 1952) + '\x65' + chr(0b1100011) + chr(3064 - 2953) + chr(100) + '\145')(chr(0b1100110 + 0o17) + chr(0b1011 + 0o151) + chr(4938 - 4836) + chr(0b101101) + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a$\xf5v\xa9\xee\x00!\x95\xef\x10\xab\xf9\x8c\xaad6~\xe7\x01\xfb\xab\xc11\x17\x18Q-\n\x96<\xe1 \x94\x95?\xc5\x16\xa8\xdcV4\xe7a\xe7\xe4\x0f*\xa6\xff\x10\xbc\xf7\xdf\xcbD\x1e,\xef\x02\xed\xab\xc1"S'), '\x64' + chr(0b1100101) + chr(0b1100011) + chr(2789 - 2678) + chr(0b1100100) + chr(101))('\165' + chr(3741 - 3625) + '\146' + chr(45) + chr(981 - 925)), ker4pIJmdvxf) xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x171\xe4a\xa9\xe3'), '\144' + chr(101) + '\x63' + chr(111) + chr(8194 - 8094) + chr(0b1010001 + 0o24))(chr(0b1110101) + '\x74' + '\x66' + chr(0b101101) + chr(1023 - 967)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x04$\xe7a\xb3\xd8\x02#\xab\xef\x1f\xb6\xf2\x98\xd5f6x\xe3'), chr(0b1100001 + 0o3) + '\145' + chr(99) + '\157' + '\144' + '\x65')(chr(9191 - 9074) + '\164' + chr(9612 - 9510) + chr(45) + chr(0b111000 + 0o0)))(wGSMhE9DB7dV)) return PYpBno0WGxaQ(nEbJZ4wfte2w, M0_8bfxceOKb, num_boost_round=gDLSr9ZIYy_D, evals=yC3g_2bG96Pz, obj=mDuDykdz0pcm, feval=VcFaHHaIedSQ, xgb_model=fCBPt7kjkmQp, callbacks=PX4b0z2UpTWH)
dmlc/xgboost
python-package/xgboost/training.py
mknfold
def mknfold(dall, nfold, param, seed, evals=(), fpreproc=None, stratified=False, folds=None, shuffle=True): """ Make an n-fold list of CVPack from random indices. """ evals = list(evals) np.random.seed(seed) if stratified is False and folds is None: # Do standard k-fold cross validation if shuffle is True: idx = np.random.permutation(dall.num_row()) else: idx = np.arange(dall.num_row()) out_idset = np.array_split(idx, nfold) in_idset = [ np.concatenate([out_idset[i] for i in range(nfold) if k != i]) for k in range(nfold) ] elif folds is not None: # Use user specified custom split using indices try: in_idset = [x[0] for x in folds] out_idset = [x[1] for x in folds] except TypeError: # Custom stratification using Sklearn KFoldSplit object splits = list(folds.split(X=dall.get_label(), y=dall.get_label())) in_idset = [x[0] for x in splits] out_idset = [x[1] for x in splits] nfold = len(out_idset) else: # Do standard stratefied shuffle k-fold split sfk = XGBStratifiedKFold(n_splits=nfold, shuffle=True, random_state=seed) splits = list(sfk.split(X=dall.get_label(), y=dall.get_label())) in_idset = [x[0] for x in splits] out_idset = [x[1] for x in splits] nfold = len(out_idset) ret = [] for k in range(nfold): dtrain = dall.slice(in_idset[k]) dtest = dall.slice(out_idset[k]) # run preprocessing on the data set if needed if fpreproc is not None: dtrain, dtest, tparam = fpreproc(dtrain, dtest, param.copy()) else: tparam = param plst = list(tparam.items()) + [('eval_metric', itm) for itm in evals] ret.append(CVPack(dtrain, dtest, plst)) return ret
python
def mknfold(dall, nfold, param, seed, evals=(), fpreproc=None, stratified=False, folds=None, shuffle=True): """ Make an n-fold list of CVPack from random indices. """ evals = list(evals) np.random.seed(seed) if stratified is False and folds is None: # Do standard k-fold cross validation if shuffle is True: idx = np.random.permutation(dall.num_row()) else: idx = np.arange(dall.num_row()) out_idset = np.array_split(idx, nfold) in_idset = [ np.concatenate([out_idset[i] for i in range(nfold) if k != i]) for k in range(nfold) ] elif folds is not None: # Use user specified custom split using indices try: in_idset = [x[0] for x in folds] out_idset = [x[1] for x in folds] except TypeError: # Custom stratification using Sklearn KFoldSplit object splits = list(folds.split(X=dall.get_label(), y=dall.get_label())) in_idset = [x[0] for x in splits] out_idset = [x[1] for x in splits] nfold = len(out_idset) else: # Do standard stratefied shuffle k-fold split sfk = XGBStratifiedKFold(n_splits=nfold, shuffle=True, random_state=seed) splits = list(sfk.split(X=dall.get_label(), y=dall.get_label())) in_idset = [x[0] for x in splits] out_idset = [x[1] for x in splits] nfold = len(out_idset) ret = [] for k in range(nfold): dtrain = dall.slice(in_idset[k]) dtest = dall.slice(out_idset[k]) # run preprocessing on the data set if needed if fpreproc is not None: dtrain, dtest, tparam = fpreproc(dtrain, dtest, param.copy()) else: tparam = param plst = list(tparam.items()) + [('eval_metric', itm) for itm in evals] ret.append(CVPack(dtrain, dtest, plst)) return ret
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Make an n-fold list of CVPack from random indices.
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L237-L286
train
Make an n - fold list from random indices.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(111) + '\063' + '\062', 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(8298 - 8187) + chr(1459 - 1404) + chr(1229 - 1176), ord("\x08")), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + '\x32' + chr(0b100001 + 0o23), 41420 - 41412), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(0b110110) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + chr(0b100110 + 0o13) + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(51) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(2015 - 1962) + chr(2590 - 2539), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + '\063' + chr(0b110011), 61202 - 61194), ehT0Px3KOsy9('\060' + chr(0b111000 + 0o67) + chr(51) + chr(0b110010 + 0o2) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(256 - 205) + chr(0b101101 + 0o6) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2352 - 2301) + chr(0b110010 + 0o1), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(257 - 208) + chr(0b100110 + 0o21) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + '\065' + '\x31', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(2830 - 2775) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b1100 + 0o44) + '\157' + chr(49) + chr(53) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(1294 - 1245) + chr(0b110010 + 0o1), 0o10), ehT0Px3KOsy9(chr(951 - 903) + chr(111) + chr(0b101010 + 0o11) + chr(51) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(617 - 566) + '\x37' + chr(0b110 + 0o53), ord("\x08")), ehT0Px3KOsy9(chr(808 - 760) + chr(0b1101111) + chr(0b1 + 0o61) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(378 - 329) + '\066' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(1333 - 1285) + '\157' + chr(0b110001) + chr(0b110111) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(414 - 366) + '\157' + '\061' + '\x31' + chr(55), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x33' + chr(829 - 774) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b10000 + 0o43) + chr(332 - 278) + chr(0b10001 + 0o45), 47812 - 47804), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + chr(0b110100) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(1222 - 1174) + chr(0b1101111) + chr(50) + chr(1165 - 1113) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(2350 - 2239) + chr(53) + chr(937 - 887), ord("\x08")), ehT0Px3KOsy9(chr(872 - 824) + '\x6f' + chr(528 - 477) + chr(54) + '\x33', 8), ehT0Px3KOsy9(chr(0b110000) + chr(5100 - 4989) + chr(0b101111 + 0o2) + chr(0b110101) + '\067', 1202 - 1194), ehT0Px3KOsy9('\060' + chr(111) + chr(0b100011 + 0o16) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100000 + 0o117) + '\x33' + chr(0b101101 + 0o3) + '\062', 0b1000), ehT0Px3KOsy9(chr(1103 - 1055) + chr(0b1101111) + chr(0b110001) + chr(50) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3441 - 3330) + chr(0b110011) + '\x36', 28762 - 28754), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1100 + 0o47) + chr(50) + chr(1453 - 1398), 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + '\062' + '\x32' + chr(52), 55782 - 55774), ehT0Px3KOsy9(chr(0b110000) + chr(6655 - 6544) + chr(0b110010) + chr(213 - 158), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001010 + 0o45) + chr(2370 - 2321) + '\065' + '\x30', 42509 - 42501), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(0b1100 + 0o45) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1211 - 1161) + chr(0b110100) + chr(0b1110 + 0o43), 8), ehT0Px3KOsy9(chr(0b110000) + chr(9836 - 9725) + chr(849 - 798) + chr(465 - 410) + '\067', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\157' + chr(53) + '\060', 3361 - 3353)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'4'), '\144' + chr(0b1100101) + '\x63' + '\157' + '\x64' + chr(101))('\x75' + '\164' + '\x66' + '\x2d' + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def F3oE45dZD5KZ(hCZuxjEvLetR, dqP0UuGQkYQ_, NOaGA2BHucaX, cEhryM0YPR0h, yC3g_2bG96Pz=(), sIO0lVrbVkqQ=None, wGPm52bKtbVk=ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\060', 0b1000), gbfrh0c8Whhv=None, iVWwODfFXHPF=ehT0Px3KOsy9('\060' + '\x6f' + '\x31', ord("\x08"))): yC3g_2bG96Pz = YyaZ4tpXu4lf(yC3g_2bG96Pz) xafqLlk3kkUe(WqUC3KWvYVup.random, xafqLlk3kkUe(SXOLrMavuUCe(b'iXq\x97'), chr(0b100 + 0o140) + chr(101) + chr(0b111010 + 0o51) + chr(0b1101111) + chr(0b1100100) + '\145')(chr(7638 - 7521) + chr(11401 - 11285) + chr(2198 - 2096) + chr(45) + chr(2598 - 2542)))(cEhryM0YPR0h) if wGPm52bKtbVk is ehT0Px3KOsy9(chr(48) + '\157' + '\060', 8) and gbfrh0c8Whhv is None: if iVWwODfFXHPF is ehT0Px3KOsy9('\060' + chr(7380 - 7269) + chr(2249 - 2200), 8): YlqusYB6InkM = WqUC3KWvYVup.random.permutation(hCZuxjEvLetR.num_row()) else: YlqusYB6InkM = WqUC3KWvYVup.arange(hCZuxjEvLetR.num_row()) LvloJdyDGPKg = WqUC3KWvYVup.array_split(YlqusYB6InkM, dqP0UuGQkYQ_) HnH9ml02T8R7 = [WqUC3KWvYVup.concatenate([LvloJdyDGPKg[WVxHKyX45z_L] for WVxHKyX45z_L in vQr8gNKaIaWE(dqP0UuGQkYQ_) if OolUPRJhRaJd != WVxHKyX45z_L]) for OolUPRJhRaJd in vQr8gNKaIaWE(dqP0UuGQkYQ_)] elif gbfrh0c8Whhv is not None: try: HnH9ml02T8R7 = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(8859 - 8748) + chr(2025 - 1977), 8)] for OeWW0F1dBPRQ in gbfrh0c8Whhv] LvloJdyDGPKg = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11 + 0o56), 8)] for OeWW0F1dBPRQ in gbfrh0c8Whhv] except sznFqDbNBHlx: uSBCRSw0LUmo = YyaZ4tpXu4lf(gbfrh0c8Whhv.split(X=hCZuxjEvLetR.RRgjM7NzmF57(), y=hCZuxjEvLetR.RRgjM7NzmF57())) HnH9ml02T8R7 = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(0b110000) + chr(11688 - 11577) + '\060', 8)] for OeWW0F1dBPRQ in uSBCRSw0LUmo] LvloJdyDGPKg = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49), 8)] for OeWW0F1dBPRQ in uSBCRSw0LUmo] dqP0UuGQkYQ_ = c2A0yzQpDQB3(LvloJdyDGPKg) else: p9m0Od8L4mU2 = NY4vYjoFTqST(n_splits=dqP0UuGQkYQ_, shuffle=ehT0Px3KOsy9('\060' + chr(5977 - 5866) + chr(0b110001), 8), random_state=cEhryM0YPR0h) uSBCRSw0LUmo = YyaZ4tpXu4lf(p9m0Od8L4mU2.split(X=hCZuxjEvLetR.RRgjM7NzmF57(), y=hCZuxjEvLetR.RRgjM7NzmF57())) HnH9ml02T8R7 = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(48) + chr(11636 - 11525) + chr(48), 8)] for OeWW0F1dBPRQ in uSBCRSw0LUmo] LvloJdyDGPKg = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(197 - 148), 8)] for OeWW0F1dBPRQ in uSBCRSw0LUmo] dqP0UuGQkYQ_ = c2A0yzQpDQB3(LvloJdyDGPKg) VHn4CV4Ymrei = [] for OolUPRJhRaJd in vQr8gNKaIaWE(dqP0UuGQkYQ_): M0_8bfxceOKb = hCZuxjEvLetR.slice(HnH9ml02T8R7[OolUPRJhRaJd]) qcWNE3srsyoU = hCZuxjEvLetR.slice(LvloJdyDGPKg[OolUPRJhRaJd]) if sIO0lVrbVkqQ is not None: (M0_8bfxceOKb, qcWNE3srsyoU, tuUM2695g64e) = sIO0lVrbVkqQ(M0_8bfxceOKb, qcWNE3srsyoU, NOaGA2BHucaX.igThHS4jwVsa()) else: tuUM2695g64e = NOaGA2BHucaX CF7FUfPa1Cqi = YyaZ4tpXu4lf(tuUM2695g64e.NzveIZ3IlSH9()) + [(xafqLlk3kkUe(SXOLrMavuUCe(b'\x7fKu\x9f\xd2\xf6N/\x93\xb1x'), chr(100) + '\x65' + '\x63' + '\x6f' + '\144' + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(3792 - 3690) + '\x2d' + chr(0b100101 + 0o23)), rbSbVpQDKT1O) for rbSbVpQDKT1O in yC3g_2bG96Pz] xafqLlk3kkUe(VHn4CV4Ymrei, xafqLlk3kkUe(SXOLrMavuUCe(b'{Md\x96\xe3\xff'), chr(1189 - 1089) + chr(8740 - 8639) + chr(99) + '\x6f' + chr(100) + '\x65')(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(0b10101 + 0o30) + '\x38'))(PXU6QH3pPSux(M0_8bfxceOKb, qcWNE3srsyoU, CF7FUfPa1Cqi)) return VHn4CV4Ymrei
dmlc/xgboost
python-package/xgboost/training.py
aggcv
def aggcv(rlist): # pylint: disable=invalid-name """ Aggregate cross-validation results. If verbose_eval is true, progress is displayed in every call. If verbose_eval is an integer, progress will only be displayed every `verbose_eval` trees, tracked via trial. """ cvmap = {} idx = rlist[0].split()[0] for line in rlist: arr = line.split() assert idx == arr[0] for it in arr[1:]: if not isinstance(it, STRING_TYPES): it = it.decode() k, v = it.split(':') if k not in cvmap: cvmap[k] = [] cvmap[k].append(float(v)) msg = idx results = [] for k, v in sorted(cvmap.items(), key=lambda x: (x[0].startswith('test'), x[0])): v = np.array(v) if not isinstance(msg, STRING_TYPES): msg = msg.decode() mean, std = np.mean(v), np.std(v) results.extend([(k, mean, std)]) return results
python
def aggcv(rlist): # pylint: disable=invalid-name """ Aggregate cross-validation results. If verbose_eval is true, progress is displayed in every call. If verbose_eval is an integer, progress will only be displayed every `verbose_eval` trees, tracked via trial. """ cvmap = {} idx = rlist[0].split()[0] for line in rlist: arr = line.split() assert idx == arr[0] for it in arr[1:]: if not isinstance(it, STRING_TYPES): it = it.decode() k, v = it.split(':') if k not in cvmap: cvmap[k] = [] cvmap[k].append(float(v)) msg = idx results = [] for k, v in sorted(cvmap.items(), key=lambda x: (x[0].startswith('test'), x[0])): v = np.array(v) if not isinstance(msg, STRING_TYPES): msg = msg.decode() mean, std = np.mean(v), np.std(v) results.extend([(k, mean, std)]) return results
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Aggregate cross-validation results. If verbose_eval is true, progress is displayed in every call. If verbose_eval is an integer, progress will only be displayed every `verbose_eval` trees, tracked via trial.
[ "Aggregate", "cross", "-", "validation", "results", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L289-L318
train
Aggregate cross - validation results.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(49) + '\064', 35463 - 35455), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1 + 0o62) + '\061' + '\065', 0b1000), ehT0Px3KOsy9(chr(2168 - 2120) + chr(7224 - 7113) + chr(0b110001) + chr(0b110010 + 0o2) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101010 + 0o7) + chr(0b100001 + 0o24) + chr(1974 - 1921), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\067' + chr(319 - 268), 0o10), ehT0Px3KOsy9(chr(643 - 595) + '\x6f' + chr(1737 - 1688) + '\062' + '\065', 0o10), ehT0Px3KOsy9(chr(1655 - 1607) + chr(0b10101 + 0o132) + chr(1107 - 1058) + '\x34' + chr(835 - 785), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(985 - 934) + chr(2262 - 2209) + '\061', 24984 - 24976), ehT0Px3KOsy9('\x30' + chr(9838 - 9727) + chr(2063 - 2011) + chr(2492 - 2442), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1111 + 0o42) + chr(0b110000) + chr(49), 0b1000), ehT0Px3KOsy9(chr(474 - 426) + '\157' + chr(317 - 268) + '\x31' + chr(1896 - 1842), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1011 + 0o46) + chr(0b110111) + '\x36', 4128 - 4120), ehT0Px3KOsy9('\060' + chr(0b1001101 + 0o42) + '\x33' + '\061' + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b10 + 0o56) + chr(111) + chr(49) + chr(0b10101 + 0o33) + chr(50), 7975 - 7967), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + chr(980 - 926) + chr(0b100111 + 0o12), 32299 - 32291), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(0b110001) + chr(0b10001 + 0o45) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(2993 - 2882) + chr(0b0 + 0o62) + chr(0b10010 + 0o45) + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + '\x33' + chr(579 - 525) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(10575 - 10464) + '\062' + chr(53) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(2053 - 2005) + '\157' + chr(515 - 466) + chr(575 - 524) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + chr(49) + chr(0b110010) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + '\067' + chr(1493 - 1439), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + '\x32' + chr(0b101010 + 0o11), 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + '\061' + '\067' + chr(2459 - 2407), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + '\x32' + '\062', 0b1000), ehT0Px3KOsy9(chr(1933 - 1885) + chr(0b101110 + 0o101) + chr(0b10 + 0o61) + '\061' + chr(51), 0b1000), ehT0Px3KOsy9(chr(2288 - 2240) + chr(111) + '\x32' + '\x37' + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b110011) + '\x33', 0b1000), ehT0Px3KOsy9('\060' + chr(0b110 + 0o151) + chr(0b100101 + 0o15) + chr(68 - 14) + '\x32', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1011100 + 0o23) + '\x33' + '\065' + chr(289 - 238), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b111000 + 0o67) + chr(0b110001) + chr(55) + '\x33', 28417 - 28409), ehT0Px3KOsy9(chr(2196 - 2148) + '\x6f' + chr(0b110001) + chr(52) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(492 - 444) + '\x6f' + chr(52) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(49) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + '\x35' + '\x32', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1011100 + 0o23) + '\x31' + chr(0b110100) + chr(0b110100), 64639 - 64631), ehT0Px3KOsy9(chr(1772 - 1724) + chr(0b1101111) + '\x33' + '\x33' + chr(51), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(789 - 740), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10111 + 0o34) + '\x37' + '\x33', 0o10), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\x6f' + chr(0b110010) + chr(0b110110) + chr(0b110011), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1848 - 1800) + chr(111) + chr(53) + '\x30', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xa2'), chr(0b1100100) + chr(0b100010 + 0o103) + '\x63' + '\157' + chr(100) + chr(0b1001001 + 0o34))(chr(117) + '\x74' + chr(3106 - 3004) + chr(0b11011 + 0o22) + chr(0b101011 + 0o15)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def eesXdxjMs3S6(oo4427qRnSVe): szv53OY0oI17 = {} YlqusYB6InkM = oo4427qRnSVe[ehT0Px3KOsy9('\060' + chr(0b1100001 + 0o16) + '\060', 0o10)].split()[ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x30', 8)] for LycYkDpyelF6 in oo4427qRnSVe: ZxkNvNvuRNy5 = LycYkDpyelF6.split() assert YlqusYB6InkM == ZxkNvNvuRNy5[ehT0Px3KOsy9('\x30' + '\x6f' + chr(2126 - 2078), 8)] for SdOiQfoVLiMl in ZxkNvNvuRNy5[ehT0Px3KOsy9('\x30' + chr(0b100011 + 0o114) + chr(1595 - 1546), ord("\x08")):]: if not PlSM16l2KDPD(SdOiQfoVLiMl, LcfiyJiYVtmN): SdOiQfoVLiMl = SdOiQfoVLiMl.decode() (OolUPRJhRaJd, cMbll0QYhULo) = SdOiQfoVLiMl.split(xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6'), '\144' + chr(0b1000110 + 0o37) + chr(99) + chr(0b1101111) + chr(0b1100100) + '\x65')('\165' + chr(3678 - 3562) + chr(102) + chr(0b101101) + '\070')) if OolUPRJhRaJd not in szv53OY0oI17: szv53OY0oI17[OolUPRJhRaJd] = [] xafqLlk3kkUe(szv53OY0oI17[OolUPRJhRaJd], xafqLlk3kkUe(SXOLrMavuUCe(b'\xed\xbd\x17\x08U1'), chr(0b101111 + 0o65) + chr(0b110001 + 0o64) + chr(0b110010 + 0o61) + chr(0b1101111) + chr(100) + chr(6726 - 6625))(chr(0b1110101) + chr(2813 - 2697) + chr(0b110100 + 0o62) + '\055' + chr(1796 - 1740)))(kkSX4ccExqw4(cMbll0QYhULo)) jtbovtaIYjRB = YlqusYB6InkM iIGKX2zSEGYP = [] for (OolUPRJhRaJd, cMbll0QYhULo) in vUlqIvNSaRMa(xafqLlk3kkUe(szv53OY0oI17, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2\xb7\x11\x08r\x0fQ\xa0N\x12\x06G'), chr(100) + chr(10115 - 10014) + '\143' + '\x6f' + chr(0b110000 + 0o64) + '\x65')(chr(117) + '\164' + '\x66' + chr(0b101101) + '\x38'))(), key=lambda OeWW0F1dBPRQ: (xafqLlk3kkUe(OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(0b110000) + chr(0b101101 + 0o102) + chr(48), 8)], xafqLlk3kkUe(SXOLrMavuUCe(b'\xff\xb9\x06\x1fO&\x15\x80V)'), chr(0b1100100) + chr(0b1100101) + chr(1373 - 1274) + chr(10640 - 10529) + chr(100) + chr(0b100011 + 0o102))(chr(0b1110101) + chr(0b1110100) + '\146' + chr(0b100111 + 0o6) + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8\xa8\x14\x19'), '\x64' + chr(0b1001100 + 0o31) + chr(0b1100011) + chr(111) + chr(100) + '\145')('\165' + chr(0b100101 + 0o117) + chr(102) + chr(0b101101) + '\070')), OeWW0F1dBPRQ[ehT0Px3KOsy9('\060' + '\157' + chr(1347 - 1299), 8)])): cMbll0QYhULo = WqUC3KWvYVup.B0ePDhpqxN5n(cMbll0QYhULo) if not PlSM16l2KDPD(jtbovtaIYjRB, LcfiyJiYVtmN): jtbovtaIYjRB = jtbovtaIYjRB.decode() (aJhItC_Vawlw, o3E_VFExiNOk) = (WqUC3KWvYVup.aJhItC_Vawlw(cMbll0QYhULo), WqUC3KWvYVup.o3E_VFExiNOk(cMbll0QYhULo)) xafqLlk3kkUe(iIGKX2zSEGYP, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9\xb5\x13\x08U1'), '\144' + '\x65' + '\x63' + '\x6f' + '\x64' + chr(0b1100101))('\165' + chr(0b1011001 + 0o33) + chr(0b1100110) + '\x2d' + chr(0b111000)))([(OolUPRJhRaJd, aJhItC_Vawlw, o3E_VFExiNOk)]) return iIGKX2zSEGYP
dmlc/xgboost
python-package/xgboost/training.py
cv
def cv(params, dtrain, num_boost_round=10, nfold=3, stratified=False, folds=None, metrics=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, fpreproc=None, as_pandas=True, verbose_eval=None, show_stdv=True, seed=0, callbacks=None, shuffle=True): # pylint: disable = invalid-name """Cross-validation with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round : int Number of boosting iterations. nfold : int Number of folds in CV. stratified : bool Perform stratified sampling. folds : a KFold or StratifiedKFold instance or list of fold indices Sklearn KFolds or StratifiedKFolds object. Alternatively may explicitly pass sample indices for each fold. For ``n`` folds, **folds** should be a length ``n`` list of tuples. Each tuple is ``(in,out)`` where ``in`` is a list of indices to be used as the training samples for the ``n`` th fold and ``out`` is a list of indices to be used as the testing samples for the ``n`` th fold. metrics : string or list of strings Evaluation metrics to be watched in CV. obj : function Custom objective function. feval : function Custom evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. CV error needs to decrease at least every <early_stopping_rounds> round(s) to continue. Last entry in evaluation history is the one from best iteration. fpreproc : function Preprocessing function that takes (dtrain, dtest, param) and returns transformed versions of those. as_pandas : bool, default True Return pd.DataFrame when pandas is installed. If False or pandas is not installed, return np.ndarray verbose_eval : bool, int, or None, default None Whether to display the progress. If None, progress will be displayed when np.ndarray is returned. If True, progress will be displayed at boosting stage. If an integer is given, progress will be displayed at every given `verbose_eval` boosting stage. show_stdv : bool, default True Whether to display the standard deviation in progress. Results are not affected, and always contains std. seed : int Seed used to generate the folds (passed to numpy.random.seed). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] shuffle : bool Shuffle data before creating folds. Returns ------- evaluation history : list(string) """ if stratified is True and not SKLEARN_INSTALLED: raise XGBoostError('sklearn needs to be installed in order to use stratified cv') if isinstance(metrics, str): metrics = [metrics] if isinstance(params, list): _metrics = [x[1] for x in params if x[0] == 'eval_metric'] params = dict(params) if 'eval_metric' in params: params['eval_metric'] = _metrics else: params = dict((k, v) for k, v in params.items()) if (not metrics) and 'eval_metric' in params: if isinstance(params['eval_metric'], list): metrics = params['eval_metric'] else: metrics = [params['eval_metric']] params.pop("eval_metric", None) results = {} cvfolds = mknfold(dtrain, nfold, params, seed, metrics, fpreproc, stratified, folds, shuffle) # setup callbacks callbacks = [] if callbacks is None else callbacks if early_stopping_rounds is not None: callbacks.append(callback.early_stop(early_stopping_rounds, maximize=maximize, verbose=False)) if isinstance(verbose_eval, bool) and verbose_eval: callbacks.append(callback.print_evaluation(show_stdv=show_stdv)) else: if isinstance(verbose_eval, int): callbacks.append(callback.print_evaluation(verbose_eval, show_stdv=show_stdv)) callbacks_before_iter = [ cb for cb in callbacks if cb.__dict__.get('before_iteration', False)] callbacks_after_iter = [ cb for cb in callbacks if not cb.__dict__.get('before_iteration', False)] for i in range(num_boost_round): for cb in callbacks_before_iter: cb(CallbackEnv(model=None, cvfolds=cvfolds, iteration=i, begin_iteration=0, end_iteration=num_boost_round, rank=0, evaluation_result_list=None)) for fold in cvfolds: fold.update(i, obj) res = aggcv([f.eval(i, feval) for f in cvfolds]) for key, mean, std in res: if key + '-mean' not in results: results[key + '-mean'] = [] if key + '-std' not in results: results[key + '-std'] = [] results[key + '-mean'].append(mean) results[key + '-std'].append(std) try: for cb in callbacks_after_iter: cb(CallbackEnv(model=None, cvfolds=cvfolds, iteration=i, begin_iteration=0, end_iteration=num_boost_round, rank=0, evaluation_result_list=res)) except EarlyStopException as e: for k in results: results[k] = results[k][:(e.best_iteration + 1)] break if as_pandas: try: import pandas as pd results = pd.DataFrame.from_dict(results) except ImportError: pass return results
python
def cv(params, dtrain, num_boost_round=10, nfold=3, stratified=False, folds=None, metrics=(), obj=None, feval=None, maximize=False, early_stopping_rounds=None, fpreproc=None, as_pandas=True, verbose_eval=None, show_stdv=True, seed=0, callbacks=None, shuffle=True): # pylint: disable = invalid-name """Cross-validation with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round : int Number of boosting iterations. nfold : int Number of folds in CV. stratified : bool Perform stratified sampling. folds : a KFold or StratifiedKFold instance or list of fold indices Sklearn KFolds or StratifiedKFolds object. Alternatively may explicitly pass sample indices for each fold. For ``n`` folds, **folds** should be a length ``n`` list of tuples. Each tuple is ``(in,out)`` where ``in`` is a list of indices to be used as the training samples for the ``n`` th fold and ``out`` is a list of indices to be used as the testing samples for the ``n`` th fold. metrics : string or list of strings Evaluation metrics to be watched in CV. obj : function Custom objective function. feval : function Custom evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. CV error needs to decrease at least every <early_stopping_rounds> round(s) to continue. Last entry in evaluation history is the one from best iteration. fpreproc : function Preprocessing function that takes (dtrain, dtest, param) and returns transformed versions of those. as_pandas : bool, default True Return pd.DataFrame when pandas is installed. If False or pandas is not installed, return np.ndarray verbose_eval : bool, int, or None, default None Whether to display the progress. If None, progress will be displayed when np.ndarray is returned. If True, progress will be displayed at boosting stage. If an integer is given, progress will be displayed at every given `verbose_eval` boosting stage. show_stdv : bool, default True Whether to display the standard deviation in progress. Results are not affected, and always contains std. seed : int Seed used to generate the folds (passed to numpy.random.seed). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] shuffle : bool Shuffle data before creating folds. Returns ------- evaluation history : list(string) """ if stratified is True and not SKLEARN_INSTALLED: raise XGBoostError('sklearn needs to be installed in order to use stratified cv') if isinstance(metrics, str): metrics = [metrics] if isinstance(params, list): _metrics = [x[1] for x in params if x[0] == 'eval_metric'] params = dict(params) if 'eval_metric' in params: params['eval_metric'] = _metrics else: params = dict((k, v) for k, v in params.items()) if (not metrics) and 'eval_metric' in params: if isinstance(params['eval_metric'], list): metrics = params['eval_metric'] else: metrics = [params['eval_metric']] params.pop("eval_metric", None) results = {} cvfolds = mknfold(dtrain, nfold, params, seed, metrics, fpreproc, stratified, folds, shuffle) # setup callbacks callbacks = [] if callbacks is None else callbacks if early_stopping_rounds is not None: callbacks.append(callback.early_stop(early_stopping_rounds, maximize=maximize, verbose=False)) if isinstance(verbose_eval, bool) and verbose_eval: callbacks.append(callback.print_evaluation(show_stdv=show_stdv)) else: if isinstance(verbose_eval, int): callbacks.append(callback.print_evaluation(verbose_eval, show_stdv=show_stdv)) callbacks_before_iter = [ cb for cb in callbacks if cb.__dict__.get('before_iteration', False)] callbacks_after_iter = [ cb for cb in callbacks if not cb.__dict__.get('before_iteration', False)] for i in range(num_boost_round): for cb in callbacks_before_iter: cb(CallbackEnv(model=None, cvfolds=cvfolds, iteration=i, begin_iteration=0, end_iteration=num_boost_round, rank=0, evaluation_result_list=None)) for fold in cvfolds: fold.update(i, obj) res = aggcv([f.eval(i, feval) for f in cvfolds]) for key, mean, std in res: if key + '-mean' not in results: results[key + '-mean'] = [] if key + '-std' not in results: results[key + '-std'] = [] results[key + '-mean'].append(mean) results[key + '-std'].append(std) try: for cb in callbacks_after_iter: cb(CallbackEnv(model=None, cvfolds=cvfolds, iteration=i, begin_iteration=0, end_iteration=num_boost_round, rank=0, evaluation_result_list=res)) except EarlyStopException as e: for k in results: results[k] = results[k][:(e.best_iteration + 1)] break if as_pandas: try: import pandas as pd results = pd.DataFrame.from_dict(results) except ImportError: pass return results
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Cross-validation with given parameters. Parameters ---------- params : dict Booster params. dtrain : DMatrix Data to be trained. num_boost_round : int Number of boosting iterations. nfold : int Number of folds in CV. stratified : bool Perform stratified sampling. folds : a KFold or StratifiedKFold instance or list of fold indices Sklearn KFolds or StratifiedKFolds object. Alternatively may explicitly pass sample indices for each fold. For ``n`` folds, **folds** should be a length ``n`` list of tuples. Each tuple is ``(in,out)`` where ``in`` is a list of indices to be used as the training samples for the ``n`` th fold and ``out`` is a list of indices to be used as the testing samples for the ``n`` th fold. metrics : string or list of strings Evaluation metrics to be watched in CV. obj : function Custom objective function. feval : function Custom evaluation function. maximize : bool Whether to maximize feval. early_stopping_rounds: int Activates early stopping. CV error needs to decrease at least every <early_stopping_rounds> round(s) to continue. Last entry in evaluation history is the one from best iteration. fpreproc : function Preprocessing function that takes (dtrain, dtest, param) and returns transformed versions of those. as_pandas : bool, default True Return pd.DataFrame when pandas is installed. If False or pandas is not installed, return np.ndarray verbose_eval : bool, int, or None, default None Whether to display the progress. If None, progress will be displayed when np.ndarray is returned. If True, progress will be displayed at boosting stage. If an integer is given, progress will be displayed at every given `verbose_eval` boosting stage. show_stdv : bool, default True Whether to display the standard deviation in progress. Results are not affected, and always contains std. seed : int Seed used to generate the folds (passed to numpy.random.seed). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`Callback API <callback_api>`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] shuffle : bool Shuffle data before creating folds. Returns ------- evaluation history : list(string)
[ "Cross", "-", "validation", "with", "given", "parameters", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L321-L474
train
Cross - validation with given parameters.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1001001 + 0o46) + '\x31' + chr(0b110100) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b11011 + 0o30) + chr(0b101011 + 0o10) + chr(0b100011 + 0o21), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + '\060' + chr(0b11010 + 0o33), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10110 + 0o35) + '\x30' + chr(1133 - 1083), 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(5525 - 5414) + chr(52) + '\067', 35254 - 35246), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1538 - 1489) + '\060' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(871 - 818) + chr(0b101 + 0o56), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b11111 + 0o120) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(1257 - 1209) + chr(0b110001 + 0o76) + '\x33' + chr(0b10001 + 0o41) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + '\x35' + chr(728 - 674), 28571 - 28563), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1101 + 0o44) + chr(0b11 + 0o61) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110000 + 0o2) + '\x37' + chr(53), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(0b110011) + '\x34', 8), ehT0Px3KOsy9(chr(0b11100 + 0o24) + '\x6f' + chr(0b110010) + chr(0b1101 + 0o46) + '\x35', 0o10), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b10000 + 0o137) + '\065' + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1001 + 0o146) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\157' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\x36' + '\063', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1010 + 0o47) + chr(2317 - 2268) + chr(417 - 364), 3886 - 3878), ehT0Px3KOsy9('\060' + '\x6f' + chr(564 - 515) + chr(1542 - 1493) + '\x36', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(0b110001) + chr(0b100111 + 0o15), 29315 - 29307), ehT0Px3KOsy9('\060' + chr(2215 - 2104) + '\x32' + '\063' + '\063', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(53) + chr(1693 - 1643), ord("\x08")), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(111) + chr(0b110011) + chr(52) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b10110 + 0o34) + chr(0b101101 + 0o10) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1764 - 1714) + chr(0b10 + 0o65) + chr(2580 - 2525), 26334 - 26326), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b1000 + 0o52) + chr(2835 - 2781) + chr(0b11011 + 0o32), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + '\x32' + '\x37', 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(7099 - 6988) + chr(49) + '\065' + chr(0b100010 + 0o24), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101100 + 0o3) + chr(0b110011) + chr(0b110110) + chr(0b110100), 53386 - 53378), ehT0Px3KOsy9(chr(1285 - 1237) + chr(0b1010011 + 0o34) + chr(0b110011) + chr(0b11010 + 0o26) + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\x6f' + '\066', 29903 - 29895), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + '\060' + chr(1583 - 1534), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + '\157' + chr(0b1010 + 0o51) + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b100 + 0o153) + chr(0b110011) + '\x30' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + chr(9427 - 9316) + chr(53) + '\065', 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1101111) + chr(50) + chr(0b110000) + chr(1031 - 978), 45859 - 45851), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(1418 - 1364) + '\x30', 60362 - 60354), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\061' + '\061', 30077 - 30069)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101111) + '\x35' + chr(0b100111 + 0o11), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'I'), chr(0b110110 + 0o56) + '\145' + chr(99) + chr(0b100000 + 0o117) + '\144' + chr(101))('\x75' + '\164' + chr(10381 - 10279) + chr(1776 - 1731) + chr(0b101010 + 0o16)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def io3OA6wTBl1L(nEbJZ4wfte2w, M0_8bfxceOKb, gDLSr9ZIYy_D=ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10010 + 0o37) + '\x32', 0b1000), dqP0UuGQkYQ_=ehT0Px3KOsy9(chr(48) + '\x6f' + '\063', 8), wGPm52bKtbVk=ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(48), 8), gbfrh0c8Whhv=None, yYegMqDoSfs5=(), mDuDykdz0pcm=None, VcFaHHaIedSQ=None, EohVenAZcTV8=ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(2044 - 1996), 8), k4mrqJWJE3I8=None, sIO0lVrbVkqQ=None, tufw3R_PoI0U=ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1100001 + 0o16) + chr(0b1110 + 0o43), 64916 - 64908), VCvtI14Lpdbu=None, KKk3jPpNtD46=ehT0Px3KOsy9('\060' + '\157' + chr(49), 8), cEhryM0YPR0h=ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110000), 8), PX4b0z2UpTWH=None, iVWwODfFXHPF=ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001), 8)): if wGPm52bKtbVk is ehT0Px3KOsy9(chr(0b110000) + chr(0b10001 + 0o136) + '\061', 8) and (not uZxMnknjBywQ): raise aqexxf3gNzf5(xafqLlk3kkUe(SXOLrMavuUCe(b"\x14\xb7\xa9\xa7F2E \xbci\x8b\x07\xce\xfc\xe9F#g\x96m'\xe2\xe8^\x83\xc0\xd3\xd0\xf3N\x9d\xab&.i\xa3H\xf7\x90}\x08\xfc\xb0\xb1B`Xt\xa0m\x9a\n\xdb\xb5\xf8M#f\x85"), chr(539 - 439) + chr(0b1100101) + chr(0b100000 + 0o103) + chr(111) + chr(2613 - 2513) + chr(0b111101 + 0o50))(chr(11757 - 11640) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b111000))) if PlSM16l2KDPD(yYegMqDoSfs5, M8_cKLkHVB2V): yYegMqDoSfs5 = [yYegMqDoSfs5] if PlSM16l2KDPD(nEbJZ4wfte2w, YyaZ4tpXu4lf): swnXl3UQrD4m = [OeWW0F1dBPRQ[ehT0Px3KOsy9(chr(178 - 130) + '\x6f' + chr(892 - 843), 8)] for OeWW0F1dBPRQ in nEbJZ4wfte2w if OeWW0F1dBPRQ[ehT0Px3KOsy9('\x30' + chr(111) + chr(48), 8)] == xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), '\x64' + '\145' + chr(0b1100011) + chr(0b1101111) + chr(419 - 319) + chr(101))(chr(117) + chr(970 - 854) + chr(1999 - 1897) + chr(1167 - 1122) + '\070')] nEbJZ4wfte2w = wLqBDw8l0eIm(nEbJZ4wfte2w) if xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), '\x64' + chr(101) + chr(0b1000100 + 0o37) + '\157' + '\144' + chr(101))('\165' + chr(0b101 + 0o157) + chr(102) + chr(1617 - 1572) + chr(56)) in nEbJZ4wfte2w: nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), chr(5828 - 5728) + '\x65' + chr(4312 - 4213) + '\157' + '\x64' + '\x65')(chr(0b1110101) + chr(116) + chr(102) + chr(0b101101) + '\070')] = swnXl3UQrD4m else: nEbJZ4wfte2w = wLqBDw8l0eIm(((OolUPRJhRaJd, cMbll0QYhULo) for (OolUPRJhRaJd, cMbll0QYhULo) in nEbJZ4wfte2w.NzveIZ3IlSH9())) if not yYegMqDoSfs5 and xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), '\x64' + chr(0b1100101) + chr(0b1100011) + '\x6f' + chr(0b101 + 0o137) + chr(101))(chr(0b1110010 + 0o3) + '\164' + chr(102) + chr(0b10100 + 0o31) + chr(769 - 713)) in nEbJZ4wfte2w: if PlSM16l2KDPD(nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), chr(4203 - 4103) + chr(7696 - 7595) + chr(0b111111 + 0o44) + '\x6f' + chr(100) + chr(9553 - 9452))(chr(2380 - 2263) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(268 - 212))], YyaZ4tpXu4lf): yYegMqDoSfs5 = nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), chr(0b1000 + 0o134) + chr(0b1100101) + chr(3249 - 3150) + chr(0b1101111) + chr(100) + '\x65')('\165' + chr(0b1110100) + chr(102) + '\055' + '\070')] else: yYegMqDoSfs5 = [nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), chr(0b1100100) + '\145' + chr(0b1100011) + chr(0b1100010 + 0o15) + chr(0b1000010 + 0o42) + chr(101))('\165' + '\x74' + chr(0b110101 + 0o61) + chr(0b100010 + 0o13) + chr(176 - 120))]] xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b'\x17\xb3\xb5'), chr(100) + '\x65' + '\x63' + '\x6f' + chr(0b1100100) + '\145')(chr(13644 - 13527) + chr(0b1110100) + chr(0b100010 + 0o104) + chr(45) + '\070'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xaa\xa4\xaex-Nt\xa0e\x8d'), chr(0b100111 + 0o75) + chr(101) + chr(0b1100011) + '\x6f' + '\144' + '\145')('\165' + chr(116) + chr(0b111010 + 0o54) + '\x2d' + chr(0b111000)), None) iIGKX2zSEGYP = {} srfppvdJf30S = F3oE45dZD5KZ(M0_8bfxceOKb, dqP0UuGQkYQ_, nEbJZ4wfte2w, cEhryM0YPR0h, yYegMqDoSfs5, sIO0lVrbVkqQ, wGPm52bKtbVk, gbfrh0c8Whhv, iVWwODfFXHPF) PX4b0z2UpTWH = [] if PX4b0z2UpTWH is None else PX4b0z2UpTWH if k4mrqJWJE3I8 is not None: xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x06\xac\xb5\xa7I$'), '\144' + chr(2326 - 2225) + chr(0b1011110 + 0o5) + chr(0b1101111) + chr(6123 - 6023) + '\x65')(chr(12143 - 12026) + '\164' + chr(0b1100110) + chr(0b10101 + 0o30) + chr(56)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x02\xbd\xb7\xae^\x1fXt\xbd|'), chr(0b1100100) + chr(101) + chr(0b1100011) + '\x6f' + chr(8843 - 8743) + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(6916 - 6814) + chr(0b101101) + chr(56)))(k4mrqJWJE3I8, maximize=EohVenAZcTV8, verbose=ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1001100 + 0o43) + '\060', 8))) if PlSM16l2KDPD(VCvtI14Lpdbu, WbBjf8Y7v9VN) and VCvtI14Lpdbu: xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x06\xac\xb5\xa7I$'), chr(100) + chr(101) + chr(99) + '\x6f' + chr(0b111110 + 0o46) + chr(0b1100101))(chr(117) + '\164' + '\146' + chr(0b101101) + chr(0b11010 + 0o36)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x17\xae\xac\xacS\x1fNv\xb3`\x9b\x02\xc9\xb5\xf2G'), '\x64' + chr(4982 - 4881) + chr(0b111100 + 0o47) + '\157' + chr(0b1010100 + 0o20) + '\145')(chr(117) + chr(0b1101100 + 0o10) + chr(0b110101 + 0o61) + chr(2016 - 1971) + chr(56)))(show_stdv=KKk3jPpNtD46)) elif PlSM16l2KDPD(VCvtI14Lpdbu, ehT0Px3KOsy9): xafqLlk3kkUe(PX4b0z2UpTWH, xafqLlk3kkUe(SXOLrMavuUCe(b'\x06\xac\xb5\xa7I$'), chr(100) + '\145' + '\143' + '\x6f' + '\x64' + '\x65')(chr(0b1110101) + chr(0b1110100) + '\146' + chr(0b101101) + chr(0b111000)))(xafqLlk3kkUe(vPVvVtX29J_P, xafqLlk3kkUe(SXOLrMavuUCe(b'\x17\xae\xac\xacS\x1fNv\xb3`\x9b\x02\xc9\xb5\xf2G'), chr(3842 - 3742) + chr(0b11000 + 0o115) + '\x63' + chr(0b1101111) + '\144' + chr(0b1100101))(chr(117) + '\164' + chr(7150 - 7048) + chr(0b1001 + 0o44) + chr(0b110010 + 0o6)))(VCvtI14Lpdbu, show_stdv=KKk3jPpNtD46)) MRpZLXdFpOoT = [hfOA2bIyYn7s for hfOA2bIyYn7s in PX4b0z2UpTWH if hfOA2bIyYn7s.__dict__.get(xafqLlk3kkUe(SXOLrMavuUCe(b'\x05\xb9\xa3\xadU%ti\xa6i\x9c\x02\xc9\xb5\xf2G'), '\x64' + chr(101) + chr(0b1100011) + chr(111) + chr(5388 - 5288) + '\x65')('\x75' + chr(116) + chr(102) + chr(45) + chr(56)), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(48), 8))] Z_SfCG1t9PAY = [hfOA2bIyYn7s for hfOA2bIyYn7s in PX4b0z2UpTWH if not hfOA2bIyYn7s.__dict__.get(xafqLlk3kkUe(SXOLrMavuUCe(b'\x05\xb9\xa3\xadU%ti\xa6i\x9c\x02\xc9\xb5\xf2G'), '\144' + chr(101) + chr(5686 - 5587) + chr(111) + '\x64' + chr(0b1100101))('\x75' + '\164' + chr(0b1010100 + 0o22) + '\x2d' + '\x38'), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\157' + chr(48), 8))] for WVxHKyX45z_L in vQr8gNKaIaWE(gDLSr9ZIYy_D): for hfOA2bIyYn7s in MRpZLXdFpOoT: hfOA2bIyYn7s(Rjgs5HwruK3a(model=None, cvfolds=srfppvdJf30S, iteration=WVxHKyX45z_L, begin_iteration=ehT0Px3KOsy9('\x30' + '\x6f' + chr(1132 - 1084), 8), end_iteration=gDLSr9ZIYy_D, rank=ehT0Px3KOsy9('\060' + chr(111) + '\x30', 8), evaluation_result_list=None)) for rb_3SwHlfXmR in srfppvdJf30S: xafqLlk3kkUe(rb_3SwHlfXmR, xafqLlk3kkUe(SXOLrMavuUCe(b'=\xa8\x84\x87N\x0ean\xab8\x8bS'), '\x64' + '\145' + chr(99) + chr(0b1100110 + 0o11) + '\144' + chr(0b1100101))(chr(0b1010001 + 0o44) + chr(10601 - 10485) + '\x66' + chr(0b10111 + 0o26) + chr(77 - 21)))(WVxHKyX45z_L, mDuDykdz0pcm) MsbwfslwLjRO = eesXdxjMs3S6([EGyt1xfPT1P6.eval(WVxHKyX45z_L, VcFaHHaIedSQ) for EGyt1xfPT1P6 in srfppvdJf30S]) for (K3J4ZwSlE0sT, aJhItC_Vawlw, o3E_VFExiNOk) in MsbwfslwLjRO: if K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xb1\xa0\xa3I'), '\x64' + '\x65' + chr(0b1001001 + 0o32) + chr(7456 - 7345) + '\144' + chr(0b1011100 + 0o11))(chr(117) + '\x74' + chr(5227 - 5125) + chr(1891 - 1846) + chr(0b100111 + 0o21)) not in iIGKX2zSEGYP: iIGKX2zSEGYP[K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xb1\xa0\xa3I'), '\144' + '\145' + '\x63' + chr(7204 - 7093) + '\x64' + chr(0b1001101 + 0o30))('\x75' + chr(116) + chr(0b1100110) + chr(351 - 306) + chr(0b111000))] = [] if K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xaf\xb1\xa6'), chr(0b1011001 + 0o13) + '\145' + '\143' + chr(111) + chr(9405 - 9305) + chr(0b10010 + 0o123))('\x75' + chr(0b1110100) + chr(7502 - 7400) + '\055' + chr(1772 - 1716)) not in iIGKX2zSEGYP: iIGKX2zSEGYP[K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xaf\xb1\xa6'), chr(1462 - 1362) + chr(0b1100101) + '\x63' + chr(0b0 + 0o157) + chr(0b1100 + 0o130) + '\145')(chr(0b111011 + 0o72) + chr(116) + chr(0b10000 + 0o126) + chr(171 - 126) + '\x38')] = [] xafqLlk3kkUe(iIGKX2zSEGYP[K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xb1\xa0\xa3I'), chr(100) + '\x65' + chr(1116 - 1017) + chr(7075 - 6964) + chr(0b1100100) + chr(0b0 + 0o145))(chr(0b1110001 + 0o4) + chr(116) + '\146' + chr(0b11000 + 0o25) + chr(0b0 + 0o70))], xafqLlk3kkUe(SXOLrMavuUCe(b'\x06\xac\xb5\xa7I$'), '\144' + chr(4595 - 4494) + chr(0b100001 + 0o102) + '\157' + '\144' + '\145')(chr(0b1011110 + 0o27) + chr(4073 - 3957) + chr(0b101010 + 0o74) + chr(0b101101) + chr(0b1110 + 0o52)))(aJhItC_Vawlw) xafqLlk3kkUe(iIGKX2zSEGYP[K3J4ZwSlE0sT + xafqLlk3kkUe(SXOLrMavuUCe(b'J\xaf\xb1\xa6'), '\144' + chr(0b1100101) + chr(0b111000 + 0o53) + '\157' + chr(6766 - 6666) + chr(0b1100101))(chr(117) + '\x74' + chr(0b1100110) + chr(0b10010 + 0o33) + '\070')], xafqLlk3kkUe(SXOLrMavuUCe(b'\x06\xac\xb5\xa7I$'), chr(100) + '\x65' + chr(0b11100 + 0o107) + chr(0b100000 + 0o117) + '\x64' + '\x65')(chr(0b100110 + 0o117) + chr(687 - 571) + '\146' + '\x2d' + chr(0b11101 + 0o33)))(o3E_VFExiNOk) try: for hfOA2bIyYn7s in Z_SfCG1t9PAY: hfOA2bIyYn7s(Rjgs5HwruK3a(model=None, cvfolds=srfppvdJf30S, iteration=WVxHKyX45z_L, begin_iteration=ehT0Px3KOsy9('\x30' + chr(3932 - 3821) + '\x30', 8), end_iteration=gDLSr9ZIYy_D, rank=ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1 + 0o57), 8), evaluation_result_list=MsbwfslwLjRO)) except xmGY3MZLWh1t as GlnVAPeT6CUe: for OolUPRJhRaJd in iIGKX2zSEGYP: iIGKX2zSEGYP[OolUPRJhRaJd] = iIGKX2zSEGYP[OolUPRJhRaJd][:GlnVAPeT6CUe.Wvr86fkbsoQE + ehT0Px3KOsy9(chr(1654 - 1606) + '\x6f' + '\061', 8)] break if tufw3R_PoI0U: try: (dubtF9GfzOdC,) = (jFWsnpHpAUWz(xafqLlk3kkUe(SXOLrMavuUCe(b'\x17\xbd\xab\xa6F3'), '\144' + '\145' + chr(99) + chr(0b1000011 + 0o54) + chr(100) + chr(1454 - 1353))(chr(0b1110101) + chr(0b1110100) + chr(0b111111 + 0o47) + chr(0b101101) + chr(0b111000))),) iIGKX2zSEGYP = dubtF9GfzOdC.DataFrame.from_dict(iIGKX2zSEGYP) except yROw0HWBk0Qc: pass return iIGKX2zSEGYP
dmlc/xgboost
python-package/xgboost/training.py
CVPack.update
def update(self, iteration, fobj): """"Update the boosters for one iteration""" self.bst.update(self.dtrain, iteration, fobj)
python
def update(self, iteration, fobj): """"Update the boosters for one iteration""" self.bst.update(self.dtrain, iteration, fobj)
[ "def", "update", "(", "self", ",", "iteration", ",", "fobj", ")", ":", "self", ".", "bst", ".", "update", "(", "self", ".", "dtrain", ",", "iteration", ",", "fobj", ")" ]
Update the boosters for one iteration
[ "Update", "the", "boosters", "for", "one", "iteration" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L228-L230
train
Update the boosters for one iteration
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1152 - 1101) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(243 - 195) + chr(0b1001 + 0o146) + chr(0b110001) + chr(2095 - 2047), ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(815 - 704) + '\x32' + '\064' + '\x33', 0o10), ehT0Px3KOsy9(chr(509 - 461) + chr(0b1101111) + '\x31' + chr(0b110100) + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100010 + 0o115) + chr(0b1010 + 0o50) + chr(0b101100 + 0o5), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + '\060' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(1606 - 1558) + '\157' + chr(55) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + '\063' + chr(1732 - 1683), 0o10), ehT0Px3KOsy9('\x30' + chr(10914 - 10803) + chr(0b110011) + chr(0b11000 + 0o37) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(0b100 + 0o57) + chr(51) + chr(0b101000 + 0o13), 12420 - 12412), ehT0Px3KOsy9(chr(48) + chr(6400 - 6289) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(2267 - 2217) + chr(0b10110 + 0o41) + '\x31', 39269 - 39261), ehT0Px3KOsy9(chr(48) + chr(12280 - 12169) + '\x34' + chr(51), 25846 - 25838), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + '\063' + '\x33', 8), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(10000 - 9889) + chr(0b110011) + chr(0b10 + 0o65) + chr(1387 - 1337), 0b1000), ehT0Px3KOsy9(chr(1049 - 1001) + chr(0b1011001 + 0o26) + chr(50) + chr(2208 - 2154) + '\061', 0o10), ehT0Px3KOsy9(chr(1280 - 1232) + chr(4636 - 4525) + chr(53) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001001 + 0o46) + chr(0b10010 + 0o37) + chr(0b110010) + '\x34', 0o10), ehT0Px3KOsy9('\060' + chr(0b101000 + 0o107) + chr(49) + '\061' + chr(1207 - 1155), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b110010) + chr(54), 0b1000), ehT0Px3KOsy9(chr(1368 - 1320) + chr(0b110011 + 0o74) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(51) + chr(0b11100 + 0o25) + '\062', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1110 + 0o45) + '\060' + chr(1662 - 1608), ord("\x08")), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(992 - 942) + '\x37' + '\061', 8), ehT0Px3KOsy9('\060' + chr(8524 - 8413) + chr(620 - 570) + chr(54) + chr(0b101100 + 0o13), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000000 + 0o57) + chr(0b100101 + 0o15) + '\061' + chr(0b11 + 0o55), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(2412 - 2359) + chr(1959 - 1908), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b100001 + 0o22) + chr(620 - 565) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1488 - 1440) + chr(0b1010011 + 0o34) + chr(930 - 879) + chr(50) + '\062', 4152 - 4144), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(49) + chr(1138 - 1084), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(3508 - 3397) + chr(660 - 609) + chr(49) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11000 + 0o31) + chr(0b110110) + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(0b1101111) + chr(49) + chr(52) + chr(0b11011 + 0o30), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b11 + 0o154) + chr(0b100011 + 0o20) + chr(52) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b100011 + 0o15) + '\x6f' + chr(1360 - 1311) + chr(0b110100) + '\x30', 8), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(111) + '\x31' + chr(876 - 826) + chr(124 - 72), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(1388 - 1339) + chr(1373 - 1324) + '\065', 63335 - 63327), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\x33' + chr(51), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(221 - 171) + chr(0b110001), 7293 - 7285)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b111001 + 0o66) + '\065' + chr(0b100001 + 0o17), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'1'), '\x64' + chr(0b1100101) + chr(99) + chr(0b1101111) + '\144' + chr(0b1100101))(chr(117) + chr(116) + chr(102) + chr(1658 - 1613) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ZtAEiNJny4e0(oVre8I6UXc3b, HTak90t_SLN1, JWVqwaDexarR): xafqLlk3kkUe(oVre8I6UXc3b.bst, xafqLlk3kkUe(SXOLrMavuUCe(b'E|\xe2%x\x8bt\xf7\x85\xefc\x89'), chr(0b111010 + 0o52) + '\x65' + chr(0b1000011 + 0o40) + chr(111) + chr(8295 - 8195) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(102) + '\055' + chr(0b101000 + 0o20)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'{|\xd1\x01x\xab'), chr(0b111 + 0o135) + '\x65' + chr(0b10100 + 0o117) + '\157' + '\144' + '\145')('\x75' + chr(10928 - 10812) + chr(0b1010011 + 0o23) + chr(403 - 358) + chr(56))), HTak90t_SLN1, JWVqwaDexarR)
dmlc/xgboost
python-package/xgboost/training.py
CVPack.eval
def eval(self, iteration, feval): """"Evaluate the CVPack for one iteration.""" return self.bst.eval_set(self.watchlist, iteration, feval)
python
def eval(self, iteration, feval): """"Evaluate the CVPack for one iteration.""" return self.bst.eval_set(self.watchlist, iteration, feval)
[ "def", "eval", "(", "self", ",", "iteration", ",", "feval", ")", ":", "return", "self", ".", "bst", ".", "eval_set", "(", "self", ".", "watchlist", ",", "iteration", ",", "feval", ")" ]
Evaluate the CVPack for one iteration.
[ "Evaluate", "the", "CVPack", "for", "one", "iteration", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/training.py#L232-L234
train
Evaluate the CVPack for one iteration.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(877 - 829) + chr(111) + '\x30', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1704 - 1654) + chr(234 - 185) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(516 - 466) + '\x33' + chr(0b11 + 0o55), 18576 - 18568), ehT0Px3KOsy9(chr(0b110000) + chr(0b11101 + 0o122) + '\063' + '\x31' + chr(1760 - 1708), 20385 - 20377), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + '\063' + '\062', 36360 - 36352), ehT0Px3KOsy9(chr(192 - 144) + chr(111) + chr(50) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1110 + 0o45) + chr(0b110010) + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + chr(7374 - 7263) + '\061' + '\065' + '\x36', 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(8662 - 8551) + chr(0b110 + 0o53) + chr(0b110011) + chr(466 - 418), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101000 + 0o7) + chr(0b100000 + 0o27) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(6217 - 6106) + chr(51) + '\x30' + chr(53), 10564 - 10556), ehT0Px3KOsy9(chr(1237 - 1189) + '\157' + chr(50) + '\061' + chr(1509 - 1461), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(53) + chr(0b110100), 20138 - 20130), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x32' + chr(0b10010 + 0o41) + chr(749 - 699), 38912 - 38904), ehT0Px3KOsy9('\x30' + chr(111) + chr(1659 - 1610) + chr(48), 39978 - 39970), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + '\067' + chr(0b110001), 0o10), ehT0Px3KOsy9('\x30' + chr(0b110111 + 0o70) + chr(50) + chr(55), 0o10), ehT0Px3KOsy9(chr(2130 - 2082) + chr(0b1000011 + 0o54) + chr(2444 - 2393) + chr(1097 - 1045) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(0b11101 + 0o31) + chr(51), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10111 + 0o33) + chr(1621 - 1566) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(50) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1988 - 1939) + chr(2210 - 2157) + chr(54), 8), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(50) + '\066', 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(1265 - 1216) + chr(0b110001) + chr(0b11001 + 0o35), 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\x6f' + '\062' + chr(0b100001 + 0o20) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(10561 - 10450) + chr(51) + '\066' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(11415 - 11304) + '\061' + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b11010 + 0o27) + chr(0b1 + 0o61) + chr(0b110 + 0o54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101101 + 0o2) + chr(1496 - 1445) + chr(0b110111) + chr(50), 41223 - 41215), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1101111) + chr(0b110010), 19616 - 19608), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b110111 + 0o70) + chr(1797 - 1747) + chr(2272 - 2224) + chr(48), 48910 - 48902), ehT0Px3KOsy9('\x30' + chr(0b111 + 0o150) + chr(50) + '\x37' + chr(0b110110), 64846 - 64838), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + chr(0b11011 + 0o26) + '\066' + '\067', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(705 - 656) + chr(1777 - 1722) + chr(184 - 136), 0o10), ehT0Px3KOsy9(chr(2083 - 2035) + '\157' + '\061' + chr(0b110100) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b1101111) + chr(0b11101 + 0o26) + chr(0b110101) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1089 - 1041) + chr(0b1101111) + chr(49) + chr(0b10111 + 0o34), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(52) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + chr(52) + chr(0b101011 + 0o5), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\065' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'.'), chr(0b101110 + 0o66) + chr(0b1100010 + 0o3) + '\x63' + chr(111) + '\144' + chr(0b1100101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(0b11011 + 0o22) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def MCqssyYhLtLC(oVre8I6UXc3b, HTak90t_SLN1, VcFaHHaIedSQ): return xafqLlk3kkUe(oVre8I6UXc3b.bst, xafqLlk3kkUe(SXOLrMavuUCe(b'e\xf9\xf9\xa0\x05b\xb7\x1a'), chr(0b1011110 + 0o6) + chr(9307 - 9206) + chr(8086 - 7987) + chr(8779 - 8668) + '\x64' + chr(0b1100101))(chr(117) + chr(116) + chr(102) + '\055' + chr(0b10 + 0o66)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'w\xee\xec\xaf2}\xbb\x1d,'), chr(8233 - 8133) + chr(5115 - 5014) + chr(0b1100011) + chr(6421 - 6310) + chr(0b1010111 + 0o15) + '\145')(chr(0b1110011 + 0o2) + '\164' + chr(10069 - 9967) + '\055' + chr(56))), HTak90t_SLN1, VcFaHHaIedSQ)
dmlc/xgboost
python-package/xgboost/callback.py
_get_callback_context
def _get_callback_context(env): """return whether the current callback context is cv or train""" if env.model is not None and env.cvfolds is None: context = 'train' elif env.model is None and env.cvfolds is not None: context = 'cv' return context
python
def _get_callback_context(env): """return whether the current callback context is cv or train""" if env.model is not None and env.cvfolds is None: context = 'train' elif env.model is None and env.cvfolds is not None: context = 'cv' return context
[ "def", "_get_callback_context", "(", "env", ")", ":", "if", "env", ".", "model", "is", "not", "None", "and", "env", ".", "cvfolds", "is", "None", ":", "context", "=", "'train'", "elif", "env", ".", "model", "is", "None", "and", "env", ".", "cvfolds", "is", "not", "None", ":", "context", "=", "'cv'", "return", "context" ]
return whether the current callback context is cv or train
[ "return", "whether", "the", "current", "callback", "context", "is", "cv", "or", "train" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L10-L16
train
return whether the current callback context is cv or train
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + '\x6f' + chr(1181 - 1132) + chr(0b100011 + 0o17) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(54) + '\066', 0b1000), ehT0Px3KOsy9(chr(531 - 483) + '\x6f' + '\x31' + chr(0b110100) + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10010 + 0o41) + '\060' + chr(1737 - 1685), 55105 - 55097), ehT0Px3KOsy9(chr(48) + '\157' + chr(49) + chr(55) + chr(0b100100 + 0o17), 62492 - 62484), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(1614 - 1562), ord("\x08")), ehT0Px3KOsy9(chr(871 - 823) + '\x6f' + chr(0b101100 + 0o5) + chr(0b10 + 0o63) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101011 + 0o104) + chr(50) + '\060' + chr(0b100101 + 0o17), 0o10), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101111) + chr(0b110110) + chr(0b10010 + 0o43), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1011 + 0o50) + chr(0b110010) + chr(2112 - 2061), 24125 - 24117), ehT0Px3KOsy9('\x30' + '\157' + '\065' + chr(49), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110110) + chr(0b100100 + 0o17), 46965 - 46957), ehT0Px3KOsy9('\060' + chr(8454 - 8343) + chr(0b11010 + 0o31) + chr(2566 - 2515) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(2004 - 1956) + chr(11360 - 11249) + chr(0b100100 + 0o15) + chr(0b1011 + 0o53) + chr(1674 - 1619), 0o10), ehT0Px3KOsy9(chr(1564 - 1516) + chr(0b1101111) + chr(2194 - 2144) + '\x32' + '\x33', 0o10), ehT0Px3KOsy9(chr(637 - 589) + chr(6200 - 6089) + chr(0b110001) + chr(0b10001 + 0o46) + chr(55), 60447 - 60439), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b100011 + 0o24) + chr(0b110011), 17578 - 17570), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + chr(0b110011) + '\060' + '\064', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101010 + 0o5) + '\x32' + chr(0b110000) + '\x31', 42125 - 42117), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + '\065', 0o10), ehT0Px3KOsy9(chr(1860 - 1812) + chr(0b1101111) + '\x33' + '\064' + chr(48), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10110 + 0o34) + chr(50) + chr(0b110011), 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110 + 0o151) + '\x32' + chr(0b110111) + chr(0b110101), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010) + '\066' + chr(979 - 929), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10110 + 0o33) + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(0b1101111) + chr(0b100101 + 0o16) + chr(80 - 30) + chr(0b1100 + 0o52), ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + chr(872 - 823) + chr(741 - 686) + '\x37', 8), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + chr(0b110010) + '\065' + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(10290 - 10179) + chr(0b110010) + chr(1523 - 1474) + '\063', 11393 - 11385), ehT0Px3KOsy9(chr(113 - 65) + chr(2585 - 2474) + chr(712 - 661) + chr(49) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(1027 - 977) + '\060' + '\x33', 62036 - 62028), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + '\063' + chr(0b110101), 35549 - 35541), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1011 + 0o50) + chr(55) + '\065', 0o10), ehT0Px3KOsy9(chr(48) + chr(7816 - 7705) + chr(0b110010) + chr(0b11101 + 0o24) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + '\x32' + '\x33', 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2274 - 2224) + chr(48) + chr(52), 8), ehT0Px3KOsy9('\060' + chr(8921 - 8810) + chr(50) + chr(0b110100) + chr(1004 - 952), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1596 - 1544) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(2069 - 2018) + '\064' + chr(0b111 + 0o54), 37178 - 37170)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\157' + '\x35' + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'y'), chr(0b11100 + 0o110) + '\x65' + chr(99) + chr(0b1101111) + '\144' + chr(7987 - 7886))(chr(4786 - 4669) + chr(0b0 + 0o164) + chr(0b1011110 + 0o10) + chr(45) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def _JIr1ywir1Fj(xzsHIGfR8Ip5): if xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\x11}V\xb2\nv2\xb1R\x83g\x05'), chr(0b111 + 0o135) + '\145' + chr(0b1100011) + chr(0b1101111) + chr(0b11001 + 0o113) + chr(9883 - 9782))(chr(0b1110101) + chr(10456 - 10340) + '\146' + chr(1925 - 1880) + chr(56))) is not None and xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'4@\x00\xab\x17h\x1b'), chr(0b111111 + 0o45) + chr(7870 - 7769) + chr(0b1000100 + 0o37) + chr(111) + '\x64' + chr(0b1100101))(chr(117) + chr(9655 - 9539) + '\x66' + chr(0b100101 + 0o10) + '\070')) is None: vUUG4_3aIqQC = xafqLlk3kkUe(SXOLrMavuUCe(b'#D\x07\xad\x15'), chr(0b1100100) + chr(0b1110 + 0o127) + '\x63' + '\x6f' + chr(0b1100100) + '\145')(chr(117) + '\164' + chr(0b1100011 + 0o3) + '\x2d' + chr(0b111 + 0o61)) elif xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\x11}V\xb2\nv2\xb1R\x83g\x05'), chr(8156 - 8056) + chr(101) + chr(99) + chr(4966 - 4855) + chr(0b1100100) + chr(0b1100101))(chr(117) + chr(0b1000110 + 0o56) + '\146' + chr(1018 - 973) + chr(56))) is None and xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'4@\x00\xab\x17h\x1b'), '\x64' + chr(101) + '\143' + chr(0b1101111) + chr(100) + '\145')(chr(0b1110101) + chr(0b10110 + 0o136) + chr(0b1100110) + chr(0b101101) + chr(56))) is not None: vUUG4_3aIqQC = xafqLlk3kkUe(SXOLrMavuUCe(b'4@'), chr(6901 - 6801) + '\145' + chr(0b11110 + 0o105) + chr(11812 - 11701) + chr(0b1100100) + chr(0b11110 + 0o107))('\165' + '\x74' + chr(6679 - 6577) + '\x2d' + chr(2474 - 2418)) return vUUG4_3aIqQC
dmlc/xgboost
python-package/xgboost/callback.py
_fmt_metric
def _fmt_metric(value, show_stdv=True): """format metric string""" if len(value) == 2: return '%s:%g' % (value[0], value[1]) if len(value) == 3: if show_stdv: return '%s:%g+%g' % (value[0], value[1], value[2]) return '%s:%g' % (value[0], value[1]) raise ValueError("wrong metric value")
python
def _fmt_metric(value, show_stdv=True): """format metric string""" if len(value) == 2: return '%s:%g' % (value[0], value[1]) if len(value) == 3: if show_stdv: return '%s:%g+%g' % (value[0], value[1], value[2]) return '%s:%g' % (value[0], value[1]) raise ValueError("wrong metric value")
[ "def", "_fmt_metric", "(", "value", ",", "show_stdv", "=", "True", ")", ":", "if", "len", "(", "value", ")", "==", "2", ":", "return", "'%s:%g'", "%", "(", "value", "[", "0", "]", ",", "value", "[", "1", "]", ")", "if", "len", "(", "value", ")", "==", "3", ":", "if", "show_stdv", ":", "return", "'%s:%g+%g'", "%", "(", "value", "[", "0", "]", ",", "value", "[", "1", "]", ",", "value", "[", "2", "]", ")", "return", "'%s:%g'", "%", "(", "value", "[", "0", "]", ",", "value", "[", "1", "]", ")", "raise", "ValueError", "(", "\"wrong metric value\"", ")" ]
format metric string
[ "format", "metric", "string" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L19-L27
train
format metric string
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(863 - 815) + chr(111) + chr(0b110001) + '\x30' + chr(53), 56285 - 56277), ehT0Px3KOsy9('\060' + '\x6f' + chr(317 - 267) + chr(0b1110 + 0o47) + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + chr(1940 - 1891) + chr(0b110101 + 0o2), 9450 - 9442), ehT0Px3KOsy9(chr(1069 - 1021) + '\x6f' + '\x33' + chr(1614 - 1565) + chr(874 - 822), 31576 - 31568), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10011 + 0o41) + chr(0b110000 + 0o5), 0b1000), ehT0Px3KOsy9(chr(48) + chr(3431 - 3320) + '\x32' + chr(0b110010), 46130 - 46122), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1003 - 952) + chr(0b110110) + chr(55), 58377 - 58369), ehT0Px3KOsy9('\060' + chr(0b1000000 + 0o57) + chr(49) + chr(52) + chr(0b100010 + 0o22), ord("\x08")), ehT0Px3KOsy9(chr(1881 - 1833) + '\x6f' + chr(0b110010) + chr(51) + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b110000 + 0o77) + chr(49) + chr(0b100010 + 0o22) + '\062', 0b1000), ehT0Px3KOsy9(chr(547 - 499) + chr(12102 - 11991) + chr(49) + '\064' + chr(0b110001), 16511 - 16503), ehT0Px3KOsy9('\060' + chr(6196 - 6085) + chr(0b110011) + chr(873 - 821), 0b1000), ehT0Px3KOsy9(chr(2139 - 2091) + '\157' + '\x33' + '\x36' + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1000001 + 0o56) + '\x32' + chr(48) + chr(0b11010 + 0o27), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\067' + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(6098 - 5987) + chr(887 - 838) + '\x35', 0b1000), ehT0Px3KOsy9(chr(2070 - 2022) + chr(4076 - 3965) + '\063' + '\064' + '\063', 0b1000), ehT0Px3KOsy9(chr(637 - 589) + '\157' + '\061' + chr(0b110110) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b110010) + '\065', 5618 - 5610), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(0b10001 + 0o43), 55677 - 55669), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + chr(0b110 + 0o56) + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(53) + chr(51), 0o10), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(3392 - 3281) + chr(49) + chr(0b10100 + 0o41) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b1101111) + chr(49) + chr(0b1101 + 0o45) + chr(0b110 + 0o56), 25524 - 25516), ehT0Px3KOsy9('\060' + chr(5816 - 5705) + chr(49) + '\x30' + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(111 - 63) + chr(111) + chr(1027 - 978) + chr(0b110001) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(1629 - 1518) + '\063' + '\066' + '\x31', 27521 - 27513), ehT0Px3KOsy9('\060' + chr(111) + chr(54) + chr(0b1101 + 0o52), 38758 - 38750), ehT0Px3KOsy9(chr(276 - 228) + chr(0b1101111) + chr(0b1100 + 0o46) + '\064' + chr(99 - 45), ord("\x08")), ehT0Px3KOsy9(chr(402 - 354) + chr(0b100100 + 0o113) + chr(2205 - 2156) + chr(55) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(312 - 264) + chr(111) + '\062' + '\x37' + chr(0b110000), 65217 - 65209), ehT0Px3KOsy9(chr(0b110000) + chr(1125 - 1014) + '\067' + chr(0b11001 + 0o32), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(1595 - 1541) + chr(787 - 733), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10111 + 0o34) + '\x36' + '\063', ord("\x08")), ehT0Px3KOsy9(chr(2098 - 2050) + chr(111) + chr(1243 - 1192) + chr(0b1110 + 0o46) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(52) + chr(51), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(0b110011) + '\060', 59848 - 59840), ehT0Px3KOsy9(chr(0b110000) + chr(1069 - 958) + chr(665 - 614) + chr(49) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b100000 + 0o117) + '\x31' + '\x35' + '\x33', 8), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + '\x31' + chr(51) + '\067', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\065' + chr(48), 35108 - 35100)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'k'), '\144' + chr(0b111110 + 0o47) + '\x63' + chr(7873 - 7762) + '\x64' + chr(0b111101 + 0o50))(chr(0b1011000 + 0o35) + '\164' + '\146' + chr(507 - 462) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def Ai3TFmy45vr2(QmmgWUB13VCJ, KKk3jPpNtD46=ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(955 - 906), 0o10)): if c2A0yzQpDQB3(QmmgWUB13VCJ) == ehT0Px3KOsy9(chr(1412 - 1364) + chr(111) + chr(74 - 24), ord("\x08")): return xafqLlk3kkUe(SXOLrMavuUCe(b'`\xddu\xe9B'), chr(100) + chr(0b1100101) + chr(0b100101 + 0o76) + '\x6f' + chr(6445 - 6345) + chr(0b101000 + 0o75))('\x75' + chr(2525 - 2409) + '\146' + chr(45) + chr(56)) % (QmmgWUB13VCJ[ehT0Px3KOsy9('\x30' + '\157' + chr(0b11 + 0o55), ord("\x08"))], QmmgWUB13VCJ[ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(1441 - 1392), 8)]) if c2A0yzQpDQB3(QmmgWUB13VCJ) == ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b1101111) + '\063', 49684 - 49676): if KKk3jPpNtD46: return xafqLlk3kkUe(SXOLrMavuUCe(b'`\xddu\xe9B9\xd2\x03'), '\x64' + chr(0b1100101) + chr(2833 - 2734) + '\157' + chr(0b1000011 + 0o41) + chr(4038 - 3937))(chr(117) + chr(0b1110100) + '\x66' + '\055' + '\070') % (QmmgWUB13VCJ[ehT0Px3KOsy9(chr(48) + chr(6739 - 6628) + '\x30', 8)], QmmgWUB13VCJ[ehT0Px3KOsy9(chr(1547 - 1499) + chr(0b1101111) + '\061', 8)], QmmgWUB13VCJ[ehT0Px3KOsy9(chr(715 - 667) + chr(8384 - 8273) + chr(50), 8)]) return xafqLlk3kkUe(SXOLrMavuUCe(b'`\xddu\xe9B'), '\x64' + '\145' + chr(8556 - 8457) + '\x6f' + '\144' + '\145')(chr(117) + chr(116) + chr(0b1100110) + chr(159 - 114) + chr(98 - 42)) % (QmmgWUB13VCJ[ehT0Px3KOsy9('\x30' + chr(111) + chr(1885 - 1837), 8)], QmmgWUB13VCJ[ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49), 8)]) raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'2\xdc \xa2B2\x9a\x01\xea\x10\x08\x7f\xd0\xf7\xdaa\x96\x15'), chr(100) + '\x65' + chr(99) + '\x6f' + chr(0b1011110 + 0o6) + chr(0b1100101))(chr(117) + chr(0b101010 + 0o112) + chr(0b100000 + 0o106) + chr(45) + chr(0b1001 + 0o57)))
dmlc/xgboost
python-package/xgboost/callback.py
print_evaluation
def print_evaluation(period=1, show_stdv=True): """Create a callback that print evaluation result. We print the evaluation results every **period** iterations and on the first and the last iterations. Parameters ---------- period : int The period to log the evaluation results show_stdv : bool, optional Whether show stdv if provided Returns ------- callback : function A callback that print evaluation every period iterations. """ def callback(env): """internal function""" if env.rank != 0 or (not env.evaluation_result_list) or period is False or period == 0: return i = env.iteration if i % period == 0 or i + 1 == env.begin_iteration or i + 1 == env.end_iteration: msg = '\t'.join([_fmt_metric(x, show_stdv) for x in env.evaluation_result_list]) rabit.tracker_print('[%d]\t%s\n' % (i, msg)) return callback
python
def print_evaluation(period=1, show_stdv=True): """Create a callback that print evaluation result. We print the evaluation results every **period** iterations and on the first and the last iterations. Parameters ---------- period : int The period to log the evaluation results show_stdv : bool, optional Whether show stdv if provided Returns ------- callback : function A callback that print evaluation every period iterations. """ def callback(env): """internal function""" if env.rank != 0 or (not env.evaluation_result_list) or period is False or period == 0: return i = env.iteration if i % period == 0 or i + 1 == env.begin_iteration or i + 1 == env.end_iteration: msg = '\t'.join([_fmt_metric(x, show_stdv) for x in env.evaluation_result_list]) rabit.tracker_print('[%d]\t%s\n' % (i, msg)) return callback
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Create a callback that print evaluation result. We print the evaluation results every **period** iterations and on the first and the last iterations. Parameters ---------- period : int The period to log the evaluation results show_stdv : bool, optional Whether show stdv if provided Returns ------- callback : function A callback that print evaluation every period iterations.
[ "Create", "a", "callback", "that", "print", "evaluation", "result", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L30-L57
train
Create a callback that prints the evaluation result for a single node.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(0b10001 + 0o136) + '\x32' + '\062' + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(10649 - 10538) + chr(0b110001) + '\x33' + chr(622 - 568), ord("\x08")), ehT0Px3KOsy9(chr(1213 - 1165) + chr(0b101111 + 0o100) + chr(0b11001 + 0o31) + '\x32' + chr(0b11010 + 0o34), 50507 - 50499), ehT0Px3KOsy9('\060' + chr(0b10010 + 0o135) + chr(0b110010) + chr(1685 - 1634) + chr(0b1101 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(0b10100 + 0o36) + chr(0b101 + 0o53) + chr(0b110000), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(0b1 + 0o65) + chr(0b1001 + 0o47), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(2272 - 2222) + '\x36' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + chr(51) + chr(1404 - 1352), 58820 - 58812), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b100100 + 0o113) + chr(100 - 50) + chr(49) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\x6f' + '\063' + '\066' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(11038 - 10927) + chr(49) + chr(0b110111) + chr(2723 - 2670), 15527 - 15519), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010010 + 0o35) + chr(0b10110 + 0o35) + '\060' + chr(472 - 421), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + chr(0b110010) + chr(0b10 + 0o62) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(55) + chr(2716 - 2662), 53276 - 53268), ehT0Px3KOsy9('\x30' + chr(2633 - 2522) + chr(0b110001) + chr(1295 - 1246) + chr(54), 65327 - 65319), ehT0Px3KOsy9(chr(48) + chr(0b100100 + 0o113) + chr(0b110001) + chr(0b100 + 0o63) + chr(0b11101 + 0o23), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + chr(0b11000 + 0o32) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3409 - 3298) + chr(1409 - 1354) + chr(0b101010 + 0o12), 0b1000), ehT0Px3KOsy9(chr(1899 - 1851) + '\157' + chr(50) + chr(54) + chr(936 - 886), 8), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b101010 + 0o10) + chr(51) + chr(0b101111 + 0o7), 43464 - 43456), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100010 + 0o17) + chr(0b100011 + 0o17) + chr(352 - 301), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(2754 - 2643) + chr(1050 - 999) + chr(0b10010 + 0o45), 0b1000), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + chr(0b10001 + 0o40) + chr(0b101100 + 0o10) + '\x35', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + chr(0b110011) + chr(0b111 + 0o60), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(394 - 340) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(1620 - 1572) + chr(111) + chr(0b10101 + 0o35) + '\x32' + '\065', 8), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + chr(51) + chr(0b1101 + 0o46) + chr(0b110100), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(1212 - 1163) + chr(1986 - 1933), 0b1000), ehT0Px3KOsy9(chr(2198 - 2150) + '\157' + chr(54) + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(0b110100) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\062' + chr(49), 17060 - 17052), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1500 - 1451) + '\061' + '\x32', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(231 - 180) + '\064' + chr(1204 - 1156), 8), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001), 61203 - 61195), ehT0Px3KOsy9(chr(225 - 177) + chr(0b1101111) + chr(51) + '\x32' + chr(48), 0o10), ehT0Px3KOsy9('\060' + '\157' + '\x34' + chr(0b1110 + 0o42), 57046 - 57038), ehT0Px3KOsy9('\060' + chr(0b1101010 + 0o5) + '\062' + chr(2023 - 1972) + chr(1875 - 1827), ord("\x08")), ehT0Px3KOsy9(chr(2202 - 2154) + '\x6f' + chr(0b100 + 0o55) + chr(50) + chr(51), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1258 - 1207) + chr(0b101101 + 0o4) + chr(0b11 + 0o55), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(53) + chr(1152 - 1104), 59196 - 59188)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb'), '\x64' + '\x65' + '\143' + '\157' + chr(0b1100000 + 0o4) + '\145')(chr(0b1110101) + '\164' + chr(0b11110 + 0o110) + '\055' + chr(0b11111 + 0o31)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def YwsPk3k1dny0(JKfNLw_NGs6k=ehT0Px3KOsy9(chr(48) + chr(0b1011101 + 0o22) + '\x31', 8), KKk3jPpNtD46=ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(0b110001), 8)): def vPVvVtX29J_P(xzsHIGfR8Ip5): if xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7?\xf8\xf2'), chr(1643 - 1543) + chr(0b1100101) + chr(0b1100011) + '\x6f' + '\144' + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(45) + '\x38')) != ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(467 - 419), 0o10) or not xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf0(\xf7\xf5\xf5\x91\xc65\xe3\x9c"\xb1`\xd6K"\x0c\xcbP\xdb\xed\''), '\x64' + chr(3825 - 3724) + chr(99) + chr(9691 - 9580) + chr(0b1000101 + 0o37) + chr(101))('\x75' + '\164' + '\146' + '\x2d' + chr(0b100011 + 0o25))) or JKfNLw_NGs6k is ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b100011 + 0o114) + chr(0b110000), 8) or (JKfNLw_NGs6k == ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(48), 8)): return WVxHKyX45z_L = xzsHIGfR8Ip5.iteration if WVxHKyX45z_L % JKfNLw_NGs6k == ehT0Px3KOsy9(chr(48) + chr(5785 - 5674) + '\060', 8) or WVxHKyX45z_L + ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001), 8) == xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf7;\xf1\xf0\xee\xaf\xdb(\xe9\x80\x1c\xb7l\xcaP'), '\144' + chr(0b100000 + 0o105) + chr(99) + chr(0b1011101 + 0o22) + chr(100) + chr(1645 - 1544))(chr(0b1110101) + '\x74' + '\x66' + chr(1548 - 1503) + '\070')) or WVxHKyX45z_L + ehT0Px3KOsy9(chr(679 - 631) + chr(0b100111 + 0o110) + chr(0b110001), 8) == xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf00\xf2\xc6\xe9\x84\xd7.\xed\x86\x14\xack'), chr(100) + chr(101) + chr(6020 - 5921) + chr(11124 - 11013) + chr(0b1100100) + '\x65')(chr(0b1100101 + 0o20) + chr(116) + chr(0b1100110) + chr(63 - 18) + chr(2623 - 2567))): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c'), chr(0b1011 + 0o131) + chr(0b101100 + 0o71) + '\x63' + '\157' + chr(7849 - 7749) + '\145')(chr(117) + '\x74' + chr(102) + chr(45) + '\070').join([Ai3TFmy45vr2(OeWW0F1dBPRQ, KKk3jPpNtD46) for OeWW0F1dBPRQ in xzsHIGfR8Ip5.evaluation_result_list]) xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe1,\xf7\xfa\xeb\x95\xc0\x03\xfc\x80\x14\xadq'), chr(100) + chr(0b1100 + 0o131) + chr(8176 - 8077) + '\x6f' + chr(6115 - 6015) + chr(0b1100 + 0o131))('\x75' + chr(0b1101101 + 0o7) + chr(9858 - 9756) + chr(45) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xce{\xf2\xc4\x89\xd5\xc1V'), chr(0b1100100) + '\145' + chr(0b1000111 + 0o34) + chr(1079 - 968) + '\x64' + chr(8391 - 8290))(chr(0b1110101) + '\x74' + chr(0b1100110) + chr(957 - 912) + chr(1812 - 1756)) % (WVxHKyX45z_L, jtbovtaIYjRB)) return vPVvVtX29J_P
dmlc/xgboost
python-package/xgboost/callback.py
record_evaluation
def record_evaluation(eval_result): """Create a call back that records the evaluation history into **eval_result**. Parameters ---------- eval_result : dict A dictionary to store the evaluation results. Returns ------- callback : function The requested callback function. """ if not isinstance(eval_result, dict): raise TypeError('eval_result has to be a dictionary') eval_result.clear() def init(env): """internal function""" for k, _ in env.evaluation_result_list: pos = k.index('-') key = k[:pos] metric = k[pos + 1:] if key not in eval_result: eval_result[key] = {} if metric not in eval_result[key]: eval_result[key][metric] = [] def callback(env): """internal function""" if not eval_result: init(env) for k, v in env.evaluation_result_list: pos = k.index('-') key = k[:pos] metric = k[pos + 1:] eval_result[key][metric].append(v) return callback
python
def record_evaluation(eval_result): """Create a call back that records the evaluation history into **eval_result**. Parameters ---------- eval_result : dict A dictionary to store the evaluation results. Returns ------- callback : function The requested callback function. """ if not isinstance(eval_result, dict): raise TypeError('eval_result has to be a dictionary') eval_result.clear() def init(env): """internal function""" for k, _ in env.evaluation_result_list: pos = k.index('-') key = k[:pos] metric = k[pos + 1:] if key not in eval_result: eval_result[key] = {} if metric not in eval_result[key]: eval_result[key][metric] = [] def callback(env): """internal function""" if not eval_result: init(env) for k, v in env.evaluation_result_list: pos = k.index('-') key = k[:pos] metric = k[pos + 1:] eval_result[key][metric].append(v) return callback
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Create a call back that records the evaluation history into **eval_result**. Parameters ---------- eval_result : dict A dictionary to store the evaluation results. Returns ------- callback : function The requested callback function.
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L60-L97
train
Create a callback that records the evaluation history into eval_result.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\x6f' + chr(1732 - 1681) + chr(751 - 703) + chr(0b101 + 0o60), 40738 - 40730), ehT0Px3KOsy9('\x30' + chr(285 - 174) + chr(0b110001) + chr(0b110110) + '\060', 0o10), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(2700 - 2589) + '\061' + chr(1879 - 1831) + chr(0b110100 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110011) + '\062' + '\062', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11011 + 0o26), 1631 - 1623), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(2061 - 1950) + '\065', 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\157' + chr(1098 - 1047) + '\064' + '\x35', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101011 + 0o4) + '\063' + chr(0b110000), 46233 - 46225), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110010 + 0o1) + '\x34' + '\x35', 8), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b100 + 0o153) + chr(0b1110 + 0o44) + chr(55) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(704 - 656) + '\157' + chr(0b110001) + chr(53) + '\065', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\066' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110111) + chr(1139 - 1086), 33614 - 33606), ehT0Px3KOsy9(chr(764 - 716) + '\x6f' + chr(0b110010) + chr(0b110000) + chr(1775 - 1727), 0o10), ehT0Px3KOsy9(chr(999 - 951) + chr(0b1001001 + 0o46) + chr(0b100111 + 0o16), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1101 + 0o46) + chr(0b101001 + 0o14) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + chr(2468 - 2414) + chr(0b100011 + 0o23), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b10110 + 0o131) + '\x31' + chr(55) + chr(0b101000 + 0o10), 0b1000), ehT0Px3KOsy9(chr(673 - 625) + '\157' + '\x32' + chr(0b100010 + 0o23) + chr(2755 - 2701), 27365 - 27357), ehT0Px3KOsy9(chr(384 - 336) + chr(0b1101111) + chr(929 - 880) + chr(0b10001 + 0o42) + '\x31', ord("\x08")), ehT0Px3KOsy9('\060' + chr(2181 - 2070) + chr(0b110101) + '\x31', 21543 - 21535), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1100011 + 0o14) + chr(1963 - 1912) + chr(0b1001 + 0o54) + '\x35', 13355 - 13347), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + chr(0b110 + 0o55), 0b1000), ehT0Px3KOsy9('\x30' + chr(8490 - 8379) + chr(0b11001 + 0o31) + chr(0b110110) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(111) + '\062' + '\x34' + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\x6f' + chr(2482 - 2428) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + chr(51) + chr(1704 - 1649) + '\064', 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + chr(0b110010) + '\x33' + chr(798 - 749), 0o10), ehT0Px3KOsy9(chr(55 - 7) + chr(111) + chr(0b110011) + chr(0b11110 + 0o31) + chr(0b110101), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + chr(0b110111) + chr(0b110000), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(52) + chr(0b110001), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(571 - 522) + chr(0b110011) + '\065', 33664 - 33656), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(1843 - 1792) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(0b1 + 0o63) + '\x33', 53790 - 53782), ehT0Px3KOsy9('\x30' + chr(0b1100000 + 0o17) + chr(0b110010) + chr(0b101000 + 0o12) + '\x36', 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\065', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(52) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b110011) + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(1314 - 1263) + chr(0b110001) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\065' + chr(0b110000), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1100 + 0o51) + chr(0b110000), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xeb'), chr(0b101 + 0o137) + '\145' + '\x63' + '\157' + chr(0b1100100) + chr(2097 - 1996))(chr(117) + chr(0b1110100) + '\146' + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def NDcPL42borkW(OVo3Umca4q1I): if not PlSM16l2KDPD(OVo3Umca4q1I, wLqBDw8l0eIm): raise sznFqDbNBHlx(xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0\x06$\xbe^w\x80k\x90\xd2\x19\x14\xd5\xe1v\xcb\x82\x17\x8e;L\xcdj\x96\xc2^\x9f\xed\x94\x17\x0f<.\xda'), chr(0b101100 + 0o70) + chr(0b1001 + 0o134) + chr(99) + chr(111) + chr(0b1010010 + 0o22) + chr(6404 - 6303))('\x75' + chr(0b1110100) + '\x66' + chr(0b1101 + 0o40) + chr(56))) xafqLlk3kkUe(OVo3Umca4q1I, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa6\x1c \xb3s'), chr(4704 - 4604) + '\x65' + '\x63' + '\x6f' + '\x64' + chr(0b1010110 + 0o17))(chr(117) + '\164' + chr(102) + chr(0b10110 + 0o27) + chr(696 - 640)))() def A5GIpkDsgP4U(xzsHIGfR8Ip5): for (OolUPRJhRaJd, VNGQdHSFPrso) in xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b"\xa0\x06$\xbetd\x91q\x8a\xd02F\xd8\xf3p\x87\x82'\xc20Z\x99"), '\x64' + chr(9411 - 9310) + chr(0b1100011) + chr(0b1100110 + 0o11) + chr(0b1100100) + chr(0b1010000 + 0o25))('\x75' + chr(0b1110100) + '\146' + chr(0b101101) + chr(56))): NXd0aqYJd4lK = OolUPRJhRaJd.XdowRbJKZWL9(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe8'), chr(0b100011 + 0o101) + '\145' + chr(0b1100011) + chr(0b1101111) + chr(0b110110 + 0o56) + '\145')(chr(0b1100000 + 0o25) + chr(0b11 + 0o161) + chr(0b1100110) + '\055' + chr(0b111000))) K3J4ZwSlE0sT = OolUPRJhRaJd[:NXd0aqYJd4lK] UyTbk4dY9zDl = OolUPRJhRaJd[NXd0aqYJd4lK + ehT0Px3KOsy9('\x30' + chr(111) + chr(0b101 + 0o54), 8):] if K3J4ZwSlE0sT not in OVo3Umca4q1I: OVo3Umca4q1I[K3J4ZwSlE0sT] = {} if UyTbk4dY9zDl not in OVo3Umca4q1I[K3J4ZwSlE0sT]: OVo3Umca4q1I[K3J4ZwSlE0sT][UyTbk4dY9zDl] = [] def vPVvVtX29J_P(xzsHIGfR8Ip5): if not OVo3Umca4q1I: A5GIpkDsgP4U(xzsHIGfR8Ip5) for (OolUPRJhRaJd, cMbll0QYhULo) in xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b"\xa0\x06$\xbetd\x91q\x8a\xd02F\xd8\xf3p\x87\x82'\xc20Z\x99"), chr(0b1100100) + chr(6010 - 5909) + '\143' + '\x6f' + chr(0b11010 + 0o112) + chr(5424 - 5323))(chr(3516 - 3399) + '\x74' + '\x66' + '\x2d' + chr(0b111000))): NXd0aqYJd4lK = OolUPRJhRaJd.XdowRbJKZWL9(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe8'), chr(0b1100100) + '\x65' + chr(0b1010000 + 0o23) + chr(111) + chr(0b1011011 + 0o11) + chr(101))('\x75' + chr(116) + chr(102) + chr(45) + '\x38')) K3J4ZwSlE0sT = OolUPRJhRaJd[:NXd0aqYJd4lK] UyTbk4dY9zDl = OolUPRJhRaJd[NXd0aqYJd4lK + ehT0Px3KOsy9(chr(0b110000) + chr(5589 - 5478) + '\061', 8):] xafqLlk3kkUe(OVo3Umca4q1I[K3J4ZwSlE0sT][UyTbk4dY9zDl], xafqLlk3kkUe(SXOLrMavuUCe(b'\xa4\x005\xb7oa'), chr(296 - 196) + '\x65' + '\x63' + chr(111) + chr(0b1100100) + chr(101))(chr(10757 - 10640) + chr(4054 - 3938) + chr(0b1111 + 0o127) + chr(45) + chr(125 - 69)))(cMbll0QYhULo) return vPVvVtX29J_P
dmlc/xgboost
python-package/xgboost/callback.py
reset_learning_rate
def reset_learning_rate(learning_rates): """Reset learning rate after iteration 1 NOTE: the initial learning rate will still take in-effect on first iteration. Parameters ---------- learning_rates: list or function List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) * list ``l``: ``eta = l[boosting_round]`` * function ``f``: ``eta = f(boosting_round, num_boost_round)`` Returns ------- callback : function The requested callback function. """ def get_learning_rate(i, n, learning_rates): """helper providing the learning rate""" if isinstance(learning_rates, list): if len(learning_rates) != n: raise ValueError("Length of list 'learning_rates' has to equal 'num_boost_round'.") new_learning_rate = learning_rates[i] else: new_learning_rate = learning_rates(i, n) return new_learning_rate def callback(env): """internal function""" context = _get_callback_context(env) if context == 'train': bst, i, n = env.model, env.iteration, env.end_iteration bst.set_param('learning_rate', get_learning_rate(i, n, learning_rates)) elif context == 'cv': i, n = env.iteration, env.end_iteration for cvpack in env.cvfolds: bst = cvpack.bst bst.set_param('learning_rate', get_learning_rate(i, n, learning_rates)) callback.before_iteration = True return callback
python
def reset_learning_rate(learning_rates): """Reset learning rate after iteration 1 NOTE: the initial learning rate will still take in-effect on first iteration. Parameters ---------- learning_rates: list or function List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) * list ``l``: ``eta = l[boosting_round]`` * function ``f``: ``eta = f(boosting_round, num_boost_round)`` Returns ------- callback : function The requested callback function. """ def get_learning_rate(i, n, learning_rates): """helper providing the learning rate""" if isinstance(learning_rates, list): if len(learning_rates) != n: raise ValueError("Length of list 'learning_rates' has to equal 'num_boost_round'.") new_learning_rate = learning_rates[i] else: new_learning_rate = learning_rates(i, n) return new_learning_rate def callback(env): """internal function""" context = _get_callback_context(env) if context == 'train': bst, i, n = env.model, env.iteration, env.end_iteration bst.set_param('learning_rate', get_learning_rate(i, n, learning_rates)) elif context == 'cv': i, n = env.iteration, env.end_iteration for cvpack in env.cvfolds: bst = cvpack.bst bst.set_param('learning_rate', get_learning_rate(i, n, learning_rates)) callback.before_iteration = True return callback
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Reset learning rate after iteration 1 NOTE: the initial learning rate will still take in-effect on first iteration. Parameters ---------- learning_rates: list or function List of learning rate for each boosting round or a customized function that calculates eta in terms of current number of round and the total number of boosting round (e.g. yields learning rate decay) * list ``l``: ``eta = l[boosting_round]`` * function ``f``: ``eta = f(boosting_round, num_boost_round)`` Returns ------- callback : function The requested callback function.
[ "Reset", "learning", "rate", "after", "iteration", "1" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L100-L145
train
Reset learning rate after iteration 1.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(9307 - 9196) + chr(0b101101 + 0o6) + '\x30' + chr(0b10101 + 0o42), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + chr(0b100 + 0o60) + chr(0b10111 + 0o33), 19630 - 19622), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(2163 - 2115) + '\157' + chr(2544 - 2493) + chr(0b110110) + chr(0b1001 + 0o56), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1000001 + 0o56) + chr(0b110001) + chr(0b110101 + 0o2) + '\060', 9188 - 9180), ehT0Px3KOsy9(chr(497 - 449) + chr(111) + chr(1334 - 1283) + chr(48) + chr(0b110011 + 0o4), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(0b110101) + chr(1365 - 1313), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\x6f' + chr(0b110001) + chr(2521 - 2468) + chr(1592 - 1537), 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101111) + chr(50) + chr(373 - 325), 60743 - 60735), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10 + 0o61) + chr(0b110011) + chr(502 - 453), ord("\x08")), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1101111) + '\x36' + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(715 - 666) + chr(53) + chr(55), 8), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + chr(0b0 + 0o61) + chr(0b1110 + 0o51) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011) + chr(54) + chr(1476 - 1424), 291 - 283), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(0b11101 + 0o26) + chr(2166 - 2115), 0o10), ehT0Px3KOsy9(chr(904 - 856) + '\157' + '\063' + chr(931 - 877) + chr(0b110111), 8), ehT0Px3KOsy9(chr(0b110000) + chr(6546 - 6435) + '\061' + chr(0b101110 + 0o5) + chr(0b110100 + 0o0), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(2638 - 2585) + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(51) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10101 + 0o132) + chr(0b1010 + 0o47) + chr(1895 - 1841) + chr(2713 - 2658), 0o10), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\157' + '\x32' + '\063' + '\x35', 36897 - 36889), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(0b101111 + 0o7) + chr(0b10101 + 0o41), 46038 - 46030), ehT0Px3KOsy9(chr(0b110000) + chr(811 - 700) + chr(1170 - 1121) + '\061' + chr(0b110010), 28315 - 28307), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + '\x31' + chr(0b1011 + 0o51) + chr(0b10101 + 0o35), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010 + 0o145) + chr(0b110011) + '\x30' + chr(0b100110 + 0o12), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + '\062' + chr(0b10100 + 0o37) + chr(2175 - 2122), 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(8925 - 8814) + chr(0b101101 + 0o5) + '\062' + chr(0b101000 + 0o12), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(710 - 660) + chr(52) + chr(386 - 336), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110010) + chr(728 - 676), 0o10), ehT0Px3KOsy9(chr(223 - 175) + '\x6f' + chr(0b110001) + '\064' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(8083 - 7972) + chr(50) + '\x35' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + chr(2228 - 2173) + chr(0b110001 + 0o2), 0b1000), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\157' + chr(51) + '\x33' + chr(0b1110 + 0o43), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(49) + '\x32' + chr(55), 0o10), ehT0Px3KOsy9('\060' + chr(0b111010 + 0o65) + chr(54) + chr(1122 - 1071), ord("\x08")), ehT0Px3KOsy9(chr(2039 - 1991) + chr(0b1101111) + '\062' + chr(0b1001 + 0o54) + '\067', 31609 - 31601), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b1101111) + chr(0b100000 + 0o23) + '\060' + '\x30', 8), ehT0Px3KOsy9(chr(48) + chr(6908 - 6797) + '\x31' + chr(0b11101 + 0o30) + chr(0b101110 + 0o2), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(111) + chr(0b110001) + chr(0b110110) + chr(0b110111), 8), ehT0Px3KOsy9('\060' + chr(0b1001100 + 0o43) + '\x31' + chr(55) + '\x36', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110101) + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9'), chr(0b1100100) + chr(5802 - 5701) + '\143' + '\x6f' + '\x64' + chr(0b1100101))('\165' + '\164' + chr(0b1000110 + 0o40) + chr(258 - 213) + chr(731 - 675)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def HN5FYH8KUPaF(wGSMhE9DB7dV): def yegoIDYSft0p(WVxHKyX45z_L, m1NkCryOw9Bx, wGSMhE9DB7dV): if PlSM16l2KDPD(wGSMhE9DB7dV, YyaZ4tpXu4lf): if c2A0yzQpDQB3(wGSMhE9DB7dV) != m1NkCryOw9Bx: raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\xc7{\x90\x0c\xafL\x00v\xf9\\\x06\r\x80\xfb\xd00\x08\xb9\x05\xf3\xdf$\x05\x9f\xef\xf3\xd6q\x15\x8a\xdb\xb16@\x8f\xb4\x07W\x1b\xb6\xd7t\x9bX\xe0\x02\x1a}\x86R\x00\x11\x87\xaf\xa8.\x02\xad\x19\xf9\x91d'), chr(100) + '\145' + chr(99) + '\157' + chr(100) + chr(0b1011011 + 0o12))(chr(0b11 + 0o162) + chr(116) + chr(102) + '\055' + '\x38')) ugjQZnlE6s79 = wGSMhE9DB7dV[WVxHKyX45z_L] else: ugjQZnlE6s79 = wGSMhE9DB7dV(WVxHKyX45z_L, m1NkCryOw9Bx) return ugjQZnlE6s79 def vPVvVtX29J_P(xzsHIGfR8Ip5): vUUG4_3aIqQC = _JIr1ywir1Fj(xzsHIGfR8Ip5) if vUUG4_3aIqQC == xafqLlk3kkUe(SXOLrMavuUCe(b'\xb3\xd0t\x9e\x16'), chr(0b110110 + 0o56) + chr(5284 - 5183) + chr(0b1100011) + '\x6f' + chr(100) + '\x65')('\165' + chr(0b1000000 + 0o64) + chr(102) + '\x2d' + '\070'): (pDYXtXpy577X, WVxHKyX45z_L, m1NkCryOw9Bx) = (xzsHIGfR8Ip5.FK0vqzZ5gPN6, xzsHIGfR8Ip5.iteration, xzsHIGfR8Ip5.end_iteration) xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb4\xc7a\xa8\x08\xa6\x1e\x0e}'), chr(0b1100100) + chr(0b111000 + 0o55) + '\x63' + chr(4355 - 4244) + chr(100) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + '\070'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xab\xc7t\x85\x16\xae\x02\x08O\xabQ\x1b\x1b'), '\x64' + '\x65' + chr(0b11110 + 0o105) + '\x6f' + '\144' + chr(101))(chr(4392 - 4275) + chr(9132 - 9016) + '\146' + chr(1482 - 1437) + '\x38'), yegoIDYSft0p(WVxHKyX45z_L, m1NkCryOw9Bx, wGSMhE9DB7dV)) elif vUUG4_3aIqQC == xafqLlk3kkUe(SXOLrMavuUCe(b'\xa4\xd4'), chr(100) + chr(0b111111 + 0o46) + chr(0b1000111 + 0o34) + chr(0b1101111) + chr(0b1001111 + 0o25) + chr(5193 - 5092))('\x75' + chr(844 - 728) + chr(102) + chr(0b11110 + 0o17) + '\x38'): (WVxHKyX45z_L, m1NkCryOw9Bx) = (xzsHIGfR8Ip5.iteration, xzsHIGfR8Ip5.end_iteration) for LjNlTn2cKq8K in xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa4\xd4s\x98\x14\xa3\x1f'), '\x64' + chr(101) + chr(99) + chr(7480 - 7369) + chr(0b1001111 + 0o25) + chr(6775 - 6674))('\x75' + chr(116) + chr(7756 - 7654) + chr(0b11101 + 0o20) + '\x38')): pDYXtXpy577X = LjNlTn2cKq8K.bst xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb4\xc7a\xa8\x08\xa6\x1e\x0e}'), '\x64' + '\x65' + chr(0b1100011) + '\x6f' + '\144' + chr(0b111 + 0o136))('\165' + '\164' + '\x66' + '\055' + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xab\xc7t\x85\x16\xae\x02\x08O\xabQ\x1b\x1b'), '\x64' + chr(0b1100101) + chr(0b1100011) + chr(111) + chr(0b1100100) + '\145')(chr(0b1110101) + '\164' + '\146' + '\055' + chr(0b1 + 0o67)), yegoIDYSft0p(WVxHKyX45z_L, m1NkCryOw9Bx, wGSMhE9DB7dV)) vPVvVtX29J_P.M4V_qmpU1Lct = ehT0Px3KOsy9(chr(0b110000) + chr(0b1011101 + 0o22) + '\x31', 0o10) return vPVvVtX29J_P
dmlc/xgboost
python-package/xgboost/callback.py
early_stop
def early_stop(stopping_rounds, maximize=False, verbose=True): """Create a callback that activates early stoppping. Validation error needs to decrease at least every **stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) Parameters ---------- stopp_rounds : int The stopping rounds before the trend occur. maximize : bool Whether to maximize evaluation metric. verbose : optional, bool Whether to print message about early stopping information. Returns ------- callback : function The requested callback function. """ state = {} def init(env): """internal function""" bst = env.model if not env.evaluation_result_list: raise ValueError('For early stopping you need at least one set in evals.') if len(env.evaluation_result_list) > 1 and verbose: msg = ("Multiple eval metrics have been passed: " "'{0}' will be used for early stopping.\n\n") rabit.tracker_print(msg.format(env.evaluation_result_list[-1][0])) maximize_metrics = ('auc', 'aucpr', 'map', 'ndcg') maximize_at_n_metrics = ('auc@', 'aucpr@', 'map@', 'ndcg@') maximize_score = maximize metric_label = env.evaluation_result_list[-1][0] metric = metric_label.split('-', 1)[-1] if any(metric.startswith(x) for x in maximize_at_n_metrics): maximize_score = True if any(metric.split(":")[0] == x for x in maximize_metrics): maximize_score = True if verbose and env.rank == 0: msg = "Will train until {} hasn't improved in {} rounds.\n" rabit.tracker_print(msg.format(metric_label, stopping_rounds)) state['maximize_score'] = maximize_score state['best_iteration'] = 0 if maximize_score: state['best_score'] = float('-inf') else: state['best_score'] = float('inf') if bst is not None: if bst.attr('best_score') is not None: state['best_score'] = float(bst.attr('best_score')) state['best_iteration'] = int(bst.attr('best_iteration')) state['best_msg'] = bst.attr('best_msg') else: bst.set_attr(best_iteration=str(state['best_iteration'])) bst.set_attr(best_score=str(state['best_score'])) else: assert env.cvfolds is not None def callback(env): """internal function""" score = env.evaluation_result_list[-1][1] if not state: init(env) best_score = state['best_score'] best_iteration = state['best_iteration'] maximize_score = state['maximize_score'] if (maximize_score and score > best_score) or \ (not maximize_score and score < best_score): msg = '[%d]\t%s' % ( env.iteration, '\t'.join([_fmt_metric(x) for x in env.evaluation_result_list])) state['best_msg'] = msg state['best_score'] = score state['best_iteration'] = env.iteration # save the property to attributes, so they will occur in checkpoint. if env.model is not None: env.model.set_attr(best_score=str(state['best_score']), best_iteration=str(state['best_iteration']), best_msg=state['best_msg']) elif env.iteration - best_iteration >= stopping_rounds: best_msg = state['best_msg'] if verbose and env.rank == 0: msg = "Stopping. Best iteration:\n{}\n\n" rabit.tracker_print(msg.format(best_msg)) raise EarlyStopException(best_iteration) return callback
python
def early_stop(stopping_rounds, maximize=False, verbose=True): """Create a callback that activates early stoppping. Validation error needs to decrease at least every **stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) Parameters ---------- stopp_rounds : int The stopping rounds before the trend occur. maximize : bool Whether to maximize evaluation metric. verbose : optional, bool Whether to print message about early stopping information. Returns ------- callback : function The requested callback function. """ state = {} def init(env): """internal function""" bst = env.model if not env.evaluation_result_list: raise ValueError('For early stopping you need at least one set in evals.') if len(env.evaluation_result_list) > 1 and verbose: msg = ("Multiple eval metrics have been passed: " "'{0}' will be used for early stopping.\n\n") rabit.tracker_print(msg.format(env.evaluation_result_list[-1][0])) maximize_metrics = ('auc', 'aucpr', 'map', 'ndcg') maximize_at_n_metrics = ('auc@', 'aucpr@', 'map@', 'ndcg@') maximize_score = maximize metric_label = env.evaluation_result_list[-1][0] metric = metric_label.split('-', 1)[-1] if any(metric.startswith(x) for x in maximize_at_n_metrics): maximize_score = True if any(metric.split(":")[0] == x for x in maximize_metrics): maximize_score = True if verbose and env.rank == 0: msg = "Will train until {} hasn't improved in {} rounds.\n" rabit.tracker_print(msg.format(metric_label, stopping_rounds)) state['maximize_score'] = maximize_score state['best_iteration'] = 0 if maximize_score: state['best_score'] = float('-inf') else: state['best_score'] = float('inf') if bst is not None: if bst.attr('best_score') is not None: state['best_score'] = float(bst.attr('best_score')) state['best_iteration'] = int(bst.attr('best_iteration')) state['best_msg'] = bst.attr('best_msg') else: bst.set_attr(best_iteration=str(state['best_iteration'])) bst.set_attr(best_score=str(state['best_score'])) else: assert env.cvfolds is not None def callback(env): """internal function""" score = env.evaluation_result_list[-1][1] if not state: init(env) best_score = state['best_score'] best_iteration = state['best_iteration'] maximize_score = state['maximize_score'] if (maximize_score and score > best_score) or \ (not maximize_score and score < best_score): msg = '[%d]\t%s' % ( env.iteration, '\t'.join([_fmt_metric(x) for x in env.evaluation_result_list])) state['best_msg'] = msg state['best_score'] = score state['best_iteration'] = env.iteration # save the property to attributes, so they will occur in checkpoint. if env.model is not None: env.model.set_attr(best_score=str(state['best_score']), best_iteration=str(state['best_iteration']), best_msg=state['best_msg']) elif env.iteration - best_iteration >= stopping_rounds: best_msg = state['best_msg'] if verbose and env.rank == 0: msg = "Stopping. Best iteration:\n{}\n\n" rabit.tracker_print(msg.format(best_msg)) raise EarlyStopException(best_iteration) return callback
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Create a callback that activates early stoppping. Validation error needs to decrease at least every **stopping_rounds** round(s) to continue training. Requires at least one item in **evals**. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: ``bst.best_score``, ``bst.best_iteration`` and ``bst.best_ntree_limit``. (Use ``bst.best_ntree_limit`` to get the correct value if ``num_parallel_tree`` and/or ``num_class`` appears in the parameters) Parameters ---------- stopp_rounds : int The stopping rounds before the trend occur. maximize : bool Whether to maximize evaluation metric. verbose : optional, bool Whether to print message about early stopping information. Returns ------- callback : function The requested callback function.
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/callback.py#L148-L250
train
Create a callback function that activates early stopping.
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9446), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\061' + '\x37' + chr(746 - 694), 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + '\061' + '\x30' + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b101001 + 0o15) + chr(0b110110), 8), ehT0Px3KOsy9('\x30' + chr(698 - 587) + chr(0b100 + 0o55) + chr(53) + '\062', 0b1000), ehT0Px3KOsy9(chr(1527 - 1479) + '\x6f' + chr(809 - 759) + '\064' + '\x32', 0o10), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101111) + chr(49) + chr(49) + chr(0b10001 + 0o43), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x35' + chr(581 - 526), 65414 - 65406), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + chr(0b110001) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100101 + 0o22) + chr(0b110011), 8834 - 8826), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(0b11100 + 0o26) + '\064' + chr(0b10010 + 0o43), 8), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + '\x37' + '\067', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b10100 + 0o40) + chr(52), 0o10), ehT0Px3KOsy9(chr(563 - 515) + chr(0b1101111) + chr(0b110010) + chr(2781 - 2728) + chr(485 - 436), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + chr(1547 - 1494) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1037 - 986) + chr(1562 - 1513) + chr(575 - 522), ord("\x08")), ehT0Px3KOsy9(chr(1166 - 1118) + '\x6f' + '\x33' + '\x34' + '\x33', 0b1000), ehT0Px3KOsy9('\060' + chr(9448 - 9337) + '\061' + chr(0b101111 + 0o3) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b101101 + 0o3) + '\x6f' + chr(51) + chr(2053 - 2004) + chr(2737 - 2683), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\063' + '\064' + '\x32', 60156 - 60148), ehT0Px3KOsy9(chr(0b110000) + chr(9076 - 8965) + chr(0b100011 + 0o16) + '\x37' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b11001 + 0o126) + '\061' + chr(53) + chr(0b101000 + 0o17), 0b1000), ehT0Px3KOsy9('\x30' + chr(3100 - 2989) + chr(1667 - 1617) + chr(51), 63116 - 63108), ehT0Px3KOsy9(chr(984 - 936) + '\x6f' + chr(0b110001) + chr(96 - 48) + chr(0b110010 + 0o4), 8), ehT0Px3KOsy9(chr(864 - 816) + chr(111) + chr(51) + '\067', 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\x6f' + chr(0b11111 + 0o27) + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8181 - 8070) + chr(1575 - 1526) + chr(55) + chr(50), 8), ehT0Px3KOsy9(chr(48) + chr(6243 - 6132) + chr(49) + chr(0b110110) + chr(0b101100 + 0o10), 54711 - 54703), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(7094 - 6983) + chr(49) + '\061' + chr(0b110010), 10468 - 10460)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11 + 0o62) + chr(0b1000 + 0o50), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8'), chr(0b1100100) + chr(2687 - 2586) + chr(0b1100011) + '\157' + '\x64' + '\x65')(chr(0b111 + 0o156) + '\164' + chr(0b1100001 + 0o5) + chr(45) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def hoRXXhZTVa1I(bXhdvotfdytn, EohVenAZcTV8=ehT0Px3KOsy9('\060' + chr(10386 - 10275) + chr(48), 0b1000), j5jgrsOGZdZ4=ehT0Px3KOsy9('\x30' + '\x6f' + chr(828 - 779), ord("\x08"))): KKFQISrGeiAm = {} def A5GIpkDsgP4U(xzsHIGfR8Ip5): pDYXtXpy577X = xzsHIGfR8Ip5.FK0vqzZ5gPN6 if not xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3q\x92\x96\r\xde\xd1\xfa\xefM)\xca\x195\x03\x06\xd6\x13C$H\xd1'), '\144' + chr(101) + chr(0b100101 + 0o76) + chr(111) + chr(0b100110 + 0o76) + '\145')(chr(1785 - 1668) + chr(0b1000111 + 0o55) + '\x66' + chr(0b10011 + 0o32) + chr(0b1000 + 0o60))): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc0h\x81\xda\x1d\xde\xd7\xff\xf9\x03\x05\xcc\x136\x06\x03\xcc+\x0f4T\xd0_J\xcc\xce\xa9\xc34\xba\xc2\x16\nr5k\x17\x15\x1a/\xa6t\x96\x8eX\xd6\xcb\xb3\xe5U\x17\xd4\x0fh'), chr(0b10010 + 0o122) + chr(8102 - 8001) + chr(99) + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(12678 - 12561) + chr(10547 - 10431) + chr(0b10001 + 0o125) + '\055' + '\x38')) if c2A0yzQpDQB3(xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3q\x92\x96\r\xde\xd1\xfa\xefM)\xca\x195\x03\x06\xd6\x13C$H\xd1'), chr(6401 - 6301) + chr(0b10110 + 0o117) + chr(0b1 + 0o142) + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(2453 - 2336) + chr(116) + '\146' + chr(45) + '\x38'))) > ehT0Px3KOsy9(chr(48) + chr(10799 - 10688) + chr(2298 - 2249), 8) and j5jgrsOGZdZ4: jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\xcbr\x9f\x8e\x11\xcf\xc9\xf6\xa0F\x00\xd9\x10f\x1b\x0f\xd6>F.H\x85\x17E\xdf\xce\xed\x810\xab\x8cZ\x1fr5lR\x1eNj\xa1|\xc3\x87_\x9f\xd2\xfa\xecOV\xda\x19f\x03\x19\xc7(\x0f+T\xd7_A\xc8\xd9\xa1\x9au\xbd\x96\x15\x1fc/qPT~@'), chr(0b100101 + 0o77) + chr(0b1100101) + chr(0b1100011) + chr(8683 - 8572) + chr(0b1100100) + chr(101))('\165' + chr(0b11001 + 0o133) + chr(9645 - 9543) + chr(0b111 + 0o46) + chr(0b111000)) xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2u\x92\x99\x13\xda\xd7\xcc\xf0Q\x1f\xd6\x08'), chr(2958 - 2858) + '\x65' + chr(0b1011011 + 0o10) + chr(2420 - 2309) + chr(100) + '\x65')('\x75' + chr(116) + chr(0b101100 + 0o72) + chr(0b101101) + '\x38'))(xafqLlk3kkUe(jtbovtaIYjRB, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd03\x81\x950\xde\xf6\xa0\xd0S\x13\xd2'), '\144' + '\x65' + chr(0b1100011) + '\x6f' + chr(3007 - 2907) + chr(0b1100101))('\165' + '\x74' + '\146' + chr(175 - 130) + chr(0b111000)))(xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe3q\x92\x96\r\xde\xd1\xfa\xefM)\xca\x195\x03\x06\xd6\x13C$H\xd1'), chr(100) + chr(0b110110 + 0o57) + '\143' + '\x6f' + chr(100) + chr(101))(chr(0b1101100 + 0o11) + chr(116) + '\146' + chr(1890 - 1845) + chr(0b111000)))[-ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061', 8)][ehT0Px3KOsy9('\060' + chr(0b1100111 + 0o10) + chr(48), 8)])) FVIrJz6nILsp = (xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7r\x90'), '\x64' + chr(0b1100101) + chr(0b1100011) + '\157' + '\144' + '\145')('\x75' + chr(116) + chr(9745 - 9643) + chr(45) + chr(0b11111 + 0o31)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7r\x90\x8a\n'), chr(0b1000100 + 0o40) + chr(0b1100101) + chr(99) + chr(4776 - 4665) + chr(0b1100100) + chr(101))(chr(117) + chr(116) + chr(6096 - 5994) + chr(0b101101) + '\070'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xebf\x83'), chr(0b1000111 + 0o35) + chr(0b1100101) + chr(0b100100 + 0o77) + chr(4514 - 4403) + '\144' + chr(101))('\x75' + chr(0b11110 + 0o126) + chr(0b1100110) + chr(45) + chr(0b11000 + 0o40)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe8c\x90\x9d'), chr(0b100000 + 0o104) + chr(0b1011100 + 0o11) + chr(0b110100 + 0o57) + chr(0b1001 + 0o146) + '\144' + '\x65')(chr(0b1110101) + '\x74' + '\146' + chr(1808 - 1763) + chr(0b111000))) OERtMT4YeOmB = (xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7r\x90\xba'), chr(100) + chr(101) + chr(0b1011 + 0o130) + chr(0b1101111) + chr(0b1100100) + chr(7817 - 7716))(chr(117) + '\x74' + chr(0b1100110) + '\x2d' + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7r\x90\x8a\n\xff'), '\x64' + chr(101) + '\143' + chr(111) + '\x64' + chr(6740 - 6639))('\165' + '\164' + '\x66' + '\x2d' + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xebf\x83\xba'), chr(0b10111 + 0o115) + '\145' + chr(99) + chr(0b1101111) + '\144' + chr(0b1100101))(chr(2900 - 2783) + chr(0b11 + 0o161) + '\x66' + '\055' + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe8c\x90\x9d8'), '\144' + chr(0b1001101 + 0o30) + chr(0b1010000 + 0o23) + '\x6f' + chr(0b101011 + 0o71) + chr(640 - 539))(chr(0b1110101) + chr(3873 - 3757) + chr(1300 - 1198) + chr(160 - 115) + chr(2001 - 1945))) m7D_azMRUSQC = EohVenAZcTV8 vdNVLGPL05Qe = xzsHIGfR8Ip5.evaluation_result_list[-ehT0Px3KOsy9('\x30' + '\x6f' + '\x31', 8)][ehT0Px3KOsy9(chr(0b110000) + chr(0b1001111 + 0o40) + '\x30', 8)] UyTbk4dY9zDl = vdNVLGPL05Qe.split(xafqLlk3kkUe(SXOLrMavuUCe(b'\xab'), chr(713 - 613) + '\x65' + chr(0b111110 + 0o45) + chr(111) + chr(0b1100100) + chr(3998 - 3897))(chr(0b1000010 + 0o63) + chr(0b10001 + 0o143) + '\x66' + chr(45) + chr(1558 - 1502)), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31', 8))[-ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b10100 + 0o35), 8)] if UVSi4XW7eBIM((xafqLlk3kkUe(UyTbk4dY9zDl, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5s\x92\x88\x0c\xcc\xd2\xfa\xf4K'), chr(100) + chr(5169 - 5068) + chr(794 - 695) + chr(0b11000 + 0o127) + chr(100) + chr(2296 - 2195))('\x75' + '\x74' + chr(0b1100110) + chr(0b101101) + '\070'))(OeWW0F1dBPRQ) for OeWW0F1dBPRQ in OERtMT4YeOmB)): m7D_azMRUSQC = ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b1101111) + chr(49), 8) if UVSi4XW7eBIM((xafqLlk3kkUe(UyTbk4dY9zDl, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5w\x9f\x93\x0c'), chr(580 - 480) + chr(101) + chr(0b1100011) + chr(2997 - 2886) + chr(0b1100100) + '\145')(chr(117) + '\x74' + '\146' + chr(855 - 810) + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc'), chr(100) + chr(0b11011 + 0o112) + '\x63' + '\157' + '\x64' + '\x65')(chr(0b1101110 + 0o7) + chr(0b1110100) + chr(0b111 + 0o137) + '\x2d' + chr(1472 - 1416)))[ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(2052 - 2004), 8)] == OeWW0F1dBPRQ for OeWW0F1dBPRQ in FVIrJz6nILsp)): m7D_azMRUSQC = ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(11062 - 10951) + '\061', 8) if j5jgrsOGZdZ4 and xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf4f\x9d\x91'), chr(3368 - 3268) + chr(8146 - 8045) + chr(99) + chr(0b1101 + 0o142) + chr(0b1100100) + '\x65')(chr(0b1110101) + '\x74' + chr(0b101110 + 0o70) + chr(45) + chr(0b111000))) == ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x30', 8): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1n\x9f\x96X\xcb\xd7\xf2\xe9MV\xcd\x122\x1f\x06\x827RmS\xc4\x0cJ\x8e\xdf\xed\x8a8\xbe\x90\x15\x19v"?^\x14T1\xfb\'\x81\x95\r\xd1\xc1\xe0\xae)'), '\144' + chr(101) + chr(1048 - 949) + chr(0b1101111) + '\x64' + chr(0b100001 + 0o104))(chr(117) + chr(0b1110100) + chr(2874 - 2772) + chr(0b100111 + 0o6) + chr(56)) xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2u\x92\x99\x13\xda\xd7\xcc\xf0Q\x1f\xd6\x08'), '\x64' + chr(0b1100101) + chr(8356 - 8257) + chr(0b111 + 0o150) + '\x64' + '\145')(chr(0b1110101) + '\x74' + '\x66' + chr(1582 - 1537) + '\x38'))(xafqLlk3kkUe(jtbovtaIYjRB, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd03\x81\x950\xde\xf6\xa0\xd0S\x13\xd2'), chr(100) + chr(0b0 + 0o145) + chr(0b1100011) + '\157' + '\144' + '\145')(chr(0b1110101) + chr(1941 - 1825) + '\x66' + '\x2d' + chr(56)))(vdNVLGPL05Qe, bXhdvotfdytn)) KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b'\xebf\x8b\x93\x15\xd6\xdf\xf6\xdfP\x15\xd7\x0e#'), chr(0b1000000 + 0o44) + chr(0b1100101) + '\143' + '\157' + '\144' + chr(0b1100011 + 0o2))(chr(0b100111 + 0o116) + chr(0b1110100) + chr(7638 - 7536) + chr(0b101101) + chr(0b111000))] = m7D_azMRUSQC KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), chr(0b110000 + 0o64) + chr(0b1000110 + 0o37) + chr(99) + chr(0b1101111) + '\x64' + '\x65')(chr(5255 - 5138) + chr(8090 - 7974) + chr(7483 - 7381) + '\x2d' + chr(0b111000))] = ehT0Px3KOsy9(chr(48) + chr(12077 - 11966) + chr(0b110000), 8) if m7D_azMRUSQC: KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), chr(0b1100100) + chr(0b100110 + 0o77) + chr(0b1100011) + '\x6f' + chr(100) + chr(1629 - 1528))(chr(0b1110101) + chr(116) + '\146' + chr(0b101101) + '\x38')] = kkSX4ccExqw4(xafqLlk3kkUe(SXOLrMavuUCe(b'\xabn\x9d\x9c'), chr(4548 - 4448) + chr(0b10 + 0o143) + chr(0b1011101 + 0o6) + chr(11126 - 11015) + chr(6286 - 6186) + '\145')('\x75' + chr(0b1110011 + 0o1) + '\146' + '\055' + '\x38')) else: KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), '\x64' + '\145' + chr(9236 - 9137) + chr(0b1000010 + 0o55) + '\x64' + chr(0b1000101 + 0o40))(chr(0b1010001 + 0o44) + chr(116) + '\146' + chr(0b101101) + '\070')] = kkSX4ccExqw4(xafqLlk3kkUe(SXOLrMavuUCe(b'\xefi\x95'), chr(0b111010 + 0o52) + chr(0b101110 + 0o67) + '\x63' + '\x6f' + '\x64' + chr(0b1100101))(chr(10849 - 10732) + chr(0b1000101 + 0o57) + chr(102) + '\055' + '\070')) if pDYXtXpy577X is not None: if xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe7s\x87\x88'), '\144' + chr(488 - 387) + chr(1438 - 1339) + chr(0b1101111) + '\x64' + chr(101))(chr(0b100001 + 0o124) + chr(116) + '\146' + chr(0b10010 + 0o33) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), '\144' + chr(0b101000 + 0o75) + '\143' + chr(0b1101111) + '\144' + chr(0b1100101))('\x75' + chr(0b111101 + 0o67) + chr(9784 - 9682) + chr(45) + chr(0b111 + 0o61))) is not None: KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), chr(0b11001 + 0o113) + '\x65' + '\143' + chr(0b1001100 + 0o43) + chr(636 - 536) + chr(0b1100101))(chr(117) + '\x74' + '\146' + chr(45) + chr(0b110011 + 0o5))] = kkSX4ccExqw4(pDYXtXpy577X.attr(xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), '\144' + chr(0b1100000 + 0o5) + '\x63' + chr(11845 - 11734) + chr(2883 - 2783) + chr(7508 - 7407))('\165' + chr(116) + '\146' + '\055' + chr(0b111000)))) KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), chr(100) + chr(3510 - 3409) + chr(3683 - 3584) + '\157' + '\144' + '\145')('\x75' + chr(0b1110100) + '\x66' + chr(0b10010 + 0o33) + chr(0b110 + 0o62))] = ehT0Px3KOsy9(pDYXtXpy577X.attr(xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), '\144' + chr(8646 - 8545) + chr(0b100011 + 0o100) + '\x6f' + '\x64' + chr(0b111101 + 0o50))('\x75' + chr(0b1110100) + '\146' + chr(45) + chr(1366 - 1310)))) KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd2\xd6\xf4"), chr(1534 - 1434) + chr(0b11 + 0o142) + '\x63' + chr(11929 - 11818) + chr(0b1100100) + chr(0b1100101))(chr(1347 - 1230) + chr(0b1000001 + 0o63) + chr(3203 - 3101) + chr(0b101101) + chr(0b111000))] = pDYXtXpy577X.attr(xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd2\xd6\xf4"), chr(0b1100100) + '\x65' + '\143' + '\x6f' + '\x64' + chr(5774 - 5673))('\165' + '\x74' + chr(0b1010011 + 0o23) + chr(45) + '\070')) else: xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5b\x87\xa5\x19\xcb\xd1\xe1'), '\x64' + chr(0b1010110 + 0o17) + chr(99) + chr(6940 - 6829) + chr(0b101110 + 0o66) + chr(0b1100101))(chr(0b1110101) + '\x74' + chr(102) + chr(0b101101) + '\x38'))(best_iteration=M8_cKLkHVB2V(KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), chr(2399 - 2299) + chr(101) + '\x63' + chr(0b1101111) + chr(5947 - 5847) + chr(1748 - 1647))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(0b111000))])) xafqLlk3kkUe(pDYXtXpy577X, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5b\x87\xa5\x19\xcb\xd1\xe1'), chr(1232 - 1132) + chr(0b1100101) + chr(0b11110 + 0o105) + chr(7721 - 7610) + chr(0b1100100) + chr(0b1001111 + 0o26))(chr(0b1110101) + chr(7622 - 7506) + chr(0b100001 + 0o105) + '\x2d' + chr(1306 - 1250)))(best_score=M8_cKLkHVB2V(KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), chr(100) + chr(10195 - 10094) + '\143' + chr(0b1101111) + chr(0b1100 + 0o130) + chr(101))(chr(117) + '\164' + chr(337 - 235) + '\x2d' + '\x38')])) else: assert xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe5q\x95\x95\x14\xdb\xd6'), '\144' + chr(0b110 + 0o137) + chr(5078 - 4979) + '\157' + chr(254 - 154) + '\x65')(chr(13356 - 13239) + chr(0b1101010 + 0o12) + chr(0b1010111 + 0o17) + chr(0b101101) + chr(56))) is not None def vPVvVtX29J_P(xzsHIGfR8Ip5): n9fd4FsgoqFs = xzsHIGfR8Ip5.evaluation_result_list[-ehT0Px3KOsy9(chr(2024 - 1976) + chr(0b101000 + 0o107) + chr(0b110001), 8)][ehT0Px3KOsy9('\060' + '\157' + '\x31', 8)] if not KKFQISrGeiAm: A5GIpkDsgP4U(xzsHIGfR8Ip5) kSswkTBYPNvZ = KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), chr(0b1100100) + chr(0b1011011 + 0o12) + chr(0b11100 + 0o107) + chr(0b100011 + 0o114) + '\144' + chr(0b1010011 + 0o22))('\165' + chr(0b1110100) + chr(0b1100110) + '\x2d' + '\x38')] Wvr86fkbsoQE = KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), chr(1633 - 1533) + chr(7107 - 7006) + chr(1822 - 1723) + chr(2374 - 2263) + chr(0b101111 + 0o65) + '\145')(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(45) + '\x38')] m7D_azMRUSQC = KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b'\xebf\x8b\x93\x15\xd6\xdf\xf6\xdfP\x15\xd7\x0e#'), chr(100) + chr(0b1100101) + chr(3804 - 3705) + chr(5681 - 5570) + '\x64' + '\x65')(chr(117) + chr(12292 - 12176) + chr(102) + chr(0b101010 + 0o3) + chr(0b110111 + 0o1))] if m7D_azMRUSQC and n9fd4FsgoqFs > kSswkTBYPNvZ or (not m7D_azMRUSQC and n9fd4FsgoqFs < kSswkTBYPNvZ): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\xdd"\x97\xa7q\x9a\xd6'), '\x64' + chr(566 - 465) + chr(99) + '\157' + chr(0b100101 + 0o77) + chr(0b1100101))(chr(0b1110101) + chr(12711 - 12595) + chr(0b1000 + 0o136) + chr(45) + chr(56)) % (xzsHIGfR8Ip5.iteration, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f'), chr(2663 - 2563) + chr(101) + chr(0b1100011) + '\157' + chr(0b1100100) + '\x65')(chr(117) + chr(116) + '\x66' + '\055' + '\070').join([Ai3TFmy45vr2(OeWW0F1dBPRQ) for OeWW0F1dBPRQ in xzsHIGfR8Ip5.evaluation_result_list])) KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd2\xd6\xf4"), '\x64' + '\145' + chr(6563 - 6464) + chr(0b1100111 + 0o10) + chr(0b1100100) + '\x65')('\165' + '\x74' + chr(102) + chr(1258 - 1213) + chr(0b111000))] = jtbovtaIYjRB KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), chr(0b1100100) + '\145' + chr(0b1100011) + chr(0b10010 + 0o135) + chr(0b1100100) + '\x65')(chr(1420 - 1303) + chr(0b1110100) + '\x66' + chr(1796 - 1751) + '\070')] = n9fd4FsgoqFs KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), chr(0b1100100) + chr(0b111000 + 0o55) + chr(0b1100000 + 0o3) + '\x6f' + '\144' + chr(0b1000110 + 0o37))('\165' + chr(0b10011 + 0o141) + '\146' + chr(0b101101) + '\x38')] = xzsHIGfR8Ip5.iteration if xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc0L\xc3\x8c\t\xc5\xff\xa6\xe7s8\x8e'), chr(1775 - 1675) + chr(990 - 889) + '\x63' + chr(0b0 + 0o157) + chr(100) + '\145')('\165' + chr(3614 - 3498) + chr(0b1100110) + '\x2d' + chr(0b1101 + 0o53))) is not None: xafqLlk3kkUe(xzsHIGfR8Ip5.model, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5b\x87\xa5\x19\xcb\xd1\xe1'), '\x64' + '\145' + chr(0b1100011) + '\x6f' + chr(100) + '\145')('\165' + chr(0b1101 + 0o147) + '\x66' + '\x2d' + '\x38'))(best_score=M8_cKLkHVB2V(KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xcc\xc6\xfc\xf2F"), '\144' + chr(0b1100101) + chr(0b1100011) + chr(7141 - 7030) + '\x64' + chr(101))(chr(610 - 493) + '\x74' + '\146' + chr(0b111 + 0o46) + chr(56))]), best_iteration=M8_cKLkHVB2V(KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd6\xd1\xf6\xf2B\x02\xd1\x13("), '\x64' + '\145' + chr(99) + chr(0b1101111) + '\144' + '\145')(chr(117) + chr(0b1000111 + 0o55) + chr(7508 - 7406) + '\055' + '\x38')]), best_msg=KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd2\xd6\xf4"), chr(0b101001 + 0o73) + chr(0b1100101) + chr(8554 - 8455) + '\157' + '\144' + chr(0b1100 + 0o131))('\165' + chr(0b1110100) + '\146' + '\x2d' + chr(0b111000))]) elif xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xefs\x96\x88\x19\xcb\xcc\xfc\xee'), chr(1442 - 1342) + chr(8241 - 8140) + chr(99) + chr(0b10001 + 0o136) + '\x64' + '\x65')('\x75' + chr(7213 - 7097) + chr(9422 - 9320) + '\x2d' + chr(0b111000))) - Wvr86fkbsoQE >= bXhdvotfdytn: HLP8fdMKcY2k = KKFQISrGeiAm[xafqLlk3kkUe(SXOLrMavuUCe(b"\xe4b\x80\x8e'\xd2\xd6\xf4"), chr(100) + chr(0b1100101) + chr(99) + '\x6f' + '\144' + chr(101))('\x75' + chr(0b1110100 + 0o0) + chr(0b1100110) + '\055' + chr(1100 - 1044))] if j5jgrsOGZdZ4 and xafqLlk3kkUe(xzsHIGfR8Ip5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf4f\x9d\x91'), chr(0b1100100) + '\x65' + '\x63' + '\157' + chr(6608 - 6508) + chr(0b1001 + 0o134))('\x75' + '\x74' + chr(102) + chr(0b0 + 0o55) + chr(1016 - 960))) == ehT0Px3KOsy9('\x30' + '\157' + chr(0b110000), 8): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\xd5s\x9c\x8a\x08\xd6\xcb\xf4\xae\x034\xdd\x0f2V\x03\xd6)],O\xcc\x10J\x93\xa1\xb6\x9e_\xc4'), chr(100) + '\x65' + chr(3469 - 3370) + '\157' + chr(0b110101 + 0o57) + chr(101))('\165' + chr(0b111101 + 0o67) + chr(0b1100110) + chr(0b101101) + chr(0b11110 + 0o32)) xafqLlk3kkUe(jDJbIgz4pE9e, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2u\x92\x99\x13\xda\xd7\xcc\xf0Q\x1f\xd6\x08'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + '\144' + chr(0b1100100 + 0o1))(chr(0b1101011 + 0o12) + chr(116) + chr(8487 - 8385) + chr(0b101001 + 0o4) + '\070'))(xafqLlk3kkUe(jtbovtaIYjRB, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd03\x81\x950\xde\xf6\xa0\xd0S\x13\xd2'), chr(0b1100100) + chr(101) + chr(0b1100001 + 0o2) + chr(0b101000 + 0o107) + chr(0b1100100) + chr(0b1100101))('\165' + chr(116) + chr(0b1001110 + 0o30) + chr(0b11110 + 0o17) + chr(56)))(HLP8fdMKcY2k)) raise xmGY3MZLWh1t(Wvr86fkbsoQE) return vPVvVtX29J_P
dmlc/xgboost
doc/conf.py
run_doxygen
def run_doxygen(folder): """Run the doxygen make command in the designated folder.""" try: retcode = subprocess.call("cd %s; make doxygen" % folder, shell=True) if retcode < 0: sys.stderr.write("doxygen terminated by signal %s" % (-retcode)) except OSError as e: sys.stderr.write("doxygen execution failed: %s" % e)
python
def run_doxygen(folder): """Run the doxygen make command in the designated folder.""" try: retcode = subprocess.call("cd %s; make doxygen" % folder, shell=True) if retcode < 0: sys.stderr.write("doxygen terminated by signal %s" % (-retcode)) except OSError as e: sys.stderr.write("doxygen execution failed: %s" % e)
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Run the doxygen make command in the designated folder.
[ "Run", "the", "doxygen", "make", "command", "in", "the", "designated", "folder", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/doc/conf.py#L196-L203
train
Run the doxygen make command in the designated folder.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + chr(111) + chr(1149 - 1097) + chr(0b100001 + 0o25), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(49) + chr(0b110111) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(1794 - 1746) + '\157' + '\x33' + '\x37' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000011 + 0o54) + '\x31' + '\x33' + '\x33', 33571 - 33563), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(55) + chr(0b110001), 37827 - 37819), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b100110 + 0o13) + chr(0b1 + 0o66) + chr(2292 - 2241), 8), ehT0Px3KOsy9(chr(1605 - 1557) + chr(0b1101111) + chr(0b110010) + chr(0b110001), 23751 - 23743), ehT0Px3KOsy9(chr(0b1 + 0o57) + '\157' + '\x33' + chr(1203 - 1149) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(243 - 195) + chr(111) + chr(1581 - 1532) + chr(0b110000) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110111) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\x6f' + chr(50) + chr(0b101111 + 0o7), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(0b110001) + chr(214 - 161), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x36' + '\060', 36173 - 36165), ehT0Px3KOsy9(chr(48) + chr(0b100001 + 0o116) + '\x31' + chr(53) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b110111) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\x32' + chr(51) + chr(0b110011 + 0o1), 0o10), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1010 + 0o145) + chr(49) + chr(0b110011) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(0b100 + 0o56) + chr(0b10000 + 0o40) + '\061', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x31' + chr(0b1010 + 0o50) + chr(1939 - 1887), 3095 - 3087), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111) + '\x31' + chr(0b110011) + chr(2890 - 2835), 8), ehT0Px3KOsy9('\060' + chr(8246 - 8135) + chr(328 - 277) + '\x37' + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1101111) + chr(1325 - 1275) + chr(0b110100) + chr(48), 40053 - 40045), ehT0Px3KOsy9('\060' + chr(2870 - 2759) + '\067' + chr(559 - 507), 8), ehT0Px3KOsy9(chr(332 - 284) + chr(0b1000100 + 0o53) + chr(0b110100) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(552 - 504) + chr(0b1100011 + 0o14) + chr(49) + chr(0b110110) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11251 - 11140) + chr(0b100100 + 0o17) + chr(1964 - 1910) + '\x30', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + '\065' + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(0b11101 + 0o122) + chr(1347 - 1297) + '\x31' + chr(421 - 373), ord("\x08")), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + chr(547 - 497) + chr(49) + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110110) + chr(995 - 943), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1101 + 0o142) + chr(0b110001) + '\062', 32961 - 32953), ehT0Px3KOsy9('\060' + '\x6f' + chr(292 - 242) + chr(1858 - 1804) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + '\063' + chr(1412 - 1363) + chr(1470 - 1419), ord("\x08")), ehT0Px3KOsy9(chr(2146 - 2098) + chr(0b100100 + 0o113) + '\063' + '\x35' + '\x33', 0o10), ehT0Px3KOsy9(chr(1016 - 968) + '\157' + chr(52) + chr(54), 8), ehT0Px3KOsy9(chr(1191 - 1143) + '\x6f' + '\x31' + chr(1418 - 1369) + '\060', 10869 - 10861), ehT0Px3KOsy9('\x30' + chr(0b1100110 + 0o11) + '\063' + chr(2437 - 2382) + chr(1836 - 1788), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + chr(0b110010 + 0o1) + '\064', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010) + '\x36', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + chr(53) + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x08'), chr(0b1011001 + 0o13) + chr(0b1100101) + '\143' + chr(0b1101111) + chr(100) + '\145')('\165' + '\164' + chr(0b1100110) + chr(45) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def iHKyHdwwxYo8(CVmiUiclDQ_k): try: sDFxTGqx5mzW = SorA9b5x63bd.call(xafqLlk3kkUe(SXOLrMavuUCe(b"E\x1f\xde~J@1\x9e'Ws\xad}_\x17\x01\xfb:\xef"), chr(0b1100100) + chr(0b1100101 + 0o0) + '\x63' + chr(0b1101111) + chr(0b1100100) + '\145')('\x75' + chr(8110 - 7994) + chr(102) + chr(0b101101) + '\x38') % CVmiUiclDQ_k, shell=ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2132 - 2083), 33488 - 33480)) if sDFxTGqx5mzW < ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x30', ord("\x08")): xafqLlk3kkUe(a2SYDDomXDZ2.stderr, xafqLlk3kkUe(SXOLrMavuUCe(b'Q\t\x97/\\'), chr(0b1100000 + 0o4) + chr(0b1100101) + chr(0b10101 + 0o116) + chr(0b1101111) + '\x64' + chr(0b11010 + 0o113))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(45) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'B\x14\x86"^\x1e\x7f\xd32Yd\xe0p^\x0e\x0c\xf9;\xa16&\xdd\xd3UC\x19\x91\x01\xa8\xa9G'), chr(7656 - 7556) + chr(101) + '\143' + '\157' + chr(0b111 + 0o135) + '\x65')(chr(7170 - 7053) + '\x74' + chr(102) + chr(1006 - 961) + chr(0b111000)) % -sDFxTGqx5mzW) except KlPSljPzIJ_u as GlnVAPeT6CUe: xafqLlk3kkUe(a2SYDDomXDZ2.stderr, xafqLlk3kkUe(SXOLrMavuUCe(b'Q\t\x97/\\'), chr(100) + chr(0b11011 + 0o112) + chr(0b1000100 + 0o37) + '\x6f' + '\x64' + '\x65')(chr(12259 - 12142) + chr(0b1110100) + chr(0b1100110) + '\055' + chr(0b1001 + 0o57)))(xafqLlk3kkUe(SXOLrMavuUCe(b'B\x14\x86"^\x1e\x7f\xd3#Ds\xeelD\x06\x17\xf2\x7f\xe756\x91\xc5X\x1eW\xd5\x1e'), '\x64' + chr(2774 - 2673) + '\x63' + '\x6f' + '\x64' + chr(0b1100101))(chr(463 - 346) + chr(7249 - 7133) + chr(102) + '\055' + chr(60 - 4)) % GlnVAPeT6CUe)
dmlc/xgboost
python-package/xgboost/sklearn.py
_objective_decorator
def _objective_decorator(func): """Decorate an objective function Converts an objective function using the typical sklearn metrics signature so that it is usable with ``xgboost.training.train`` Parameters ---------- func: callable Expects a callable with signature ``func(y_true, y_pred)``: y_true: array_like of shape [n_samples] The target values y_pred: array_like of shape [n_samples] The predicted values Returns ------- new_func: callable The new objective function as expected by ``xgboost.training.train``. The signature is ``new_func(preds, dmatrix)``: preds: array_like, shape [n_samples] The predicted values dmatrix: ``DMatrix`` The training set from which the labels will be extracted using ``dmatrix.get_label()`` """ def inner(preds, dmatrix): """internal function""" labels = dmatrix.get_label() return func(labels, preds) return inner
python
def _objective_decorator(func): """Decorate an objective function Converts an objective function using the typical sklearn metrics signature so that it is usable with ``xgboost.training.train`` Parameters ---------- func: callable Expects a callable with signature ``func(y_true, y_pred)``: y_true: array_like of shape [n_samples] The target values y_pred: array_like of shape [n_samples] The predicted values Returns ------- new_func: callable The new objective function as expected by ``xgboost.training.train``. The signature is ``new_func(preds, dmatrix)``: preds: array_like, shape [n_samples] The predicted values dmatrix: ``DMatrix`` The training set from which the labels will be extracted using ``dmatrix.get_label()`` """ def inner(preds, dmatrix): """internal function""" labels = dmatrix.get_label() return func(labels, preds) return inner
[ "def", "_objective_decorator", "(", "func", ")", ":", "def", "inner", "(", "preds", ",", "dmatrix", ")", ":", "\"\"\"internal function\"\"\"", "labels", "=", "dmatrix", ".", "get_label", "(", ")", "return", "func", "(", "labels", ",", "preds", ")", "return", "inner" ]
Decorate an objective function Converts an objective function using the typical sklearn metrics signature so that it is usable with ``xgboost.training.train`` Parameters ---------- func: callable Expects a callable with signature ``func(y_true, y_pred)``: y_true: array_like of shape [n_samples] The target values y_pred: array_like of shape [n_samples] The predicted values Returns ------- new_func: callable The new objective function as expected by ``xgboost.training.train``. The signature is ``new_func(preds, dmatrix)``: preds: array_like, shape [n_samples] The predicted values dmatrix: ``DMatrix`` The training set from which the labels will be extracted using ``dmatrix.get_label()``
[ "Decorate", "an", "objective", "function" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L18-L50
train
Decorator that converts an objective function using the typical sklearn metrics signature so that it is usable with xgboost. training. train.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(9931 - 9820) + '\061' + chr(53), 0o10), ehT0Px3KOsy9(chr(285 - 237) + chr(0b1011000 + 0o27) + '\063' + '\x37' + chr(54), 34571 - 34563), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(49) + chr(52) + chr(0b101010 + 0o6), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(3303 - 3192) + chr(0b11110 + 0o25) + chr(0b110111) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1001111 + 0o40) + chr(369 - 318) + chr(0b1011 + 0o46) + chr(737 - 685), 0o10), ehT0Px3KOsy9('\060' + chr(0b10 + 0o155) + chr(0b110001) + chr(0b110000) + chr(0b110011), 19176 - 19168), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + '\x33' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1149 - 1101) + '\157' + '\x33' + chr(2886 - 2831) + chr(0b11111 + 0o21), 0o10), ehT0Px3KOsy9('\060' + chr(1402 - 1291) + chr(0b110001) + chr(2652 - 2597) + '\x34', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(48), 24134 - 24126), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(0b1000011 + 0o54) + chr(54) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010101 + 0o32) + chr(0b1000 + 0o51) + chr(49) + chr(0b110111), 0o10), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(6446 - 6335) + chr(0b100 + 0o57) + chr(0b10110 + 0o40) + chr(52), 39104 - 39096), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(2387 - 2276) + '\061' + chr(0b110111) + chr(48), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1001011 + 0o44) + chr(1867 - 1818) + chr(0b110111) + chr(53), 10247 - 10239), ehT0Px3KOsy9(chr(1854 - 1806) + '\x6f' + '\062' + '\061' + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b11011 + 0o124) + '\x37' + chr(0b100101 + 0o20), 29307 - 29299), ehT0Px3KOsy9('\x30' + chr(9832 - 9721) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + '\061' + chr(54), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(0b101010 + 0o10) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b100101 + 0o112) + chr(0b110011) + '\060' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\157' + chr(49) + '\063' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + chr(50) + '\067' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\062' + '\x33', 63570 - 63562), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + '\x33' + chr(0b110011) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1100110 + 0o11) + chr(51) + chr(0b101110 + 0o10) + chr(911 - 860), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + '\157' + chr(1305 - 1253) + '\x30', 0b1000), ehT0Px3KOsy9(chr(48) + chr(188 - 77) + chr(0b101010 + 0o10) + chr(0b110001) + chr(0b10000 + 0o44), 0o10), ehT0Px3KOsy9(chr(835 - 787) + '\157' + '\063' + '\x31' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1 + 0o60) + '\063' + chr(0b110111), 36288 - 36280), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + '\067' + '\061', 0b1000), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(111) + chr(212 - 163) + chr(0b10101 + 0o42) + chr(0b10110 + 0o34), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + chr(54) + chr(0b100010 + 0o20), 0o10), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(111) + '\065' + chr(0b100000 + 0o24), 10177 - 10169), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1101 + 0o45) + chr(0b100011 + 0o17) + chr(1296 - 1246), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011000 + 0o27) + chr(1364 - 1315) + '\x34' + chr(0b110000), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + '\x32' + chr(55), 30304 - 30296), ehT0Px3KOsy9('\060' + chr(0b1100010 + 0o15) + chr(49) + chr(50) + chr(1308 - 1259), 8), ehT0Px3KOsy9(chr(1906 - 1858) + '\x6f' + chr(0b101110 + 0o4) + '\063' + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b11010 + 0o27) + '\x30' + chr(1606 - 1558), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(467 - 419) + chr(7315 - 7204) + chr(53) + '\x30', 41631 - 41623)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'#'), chr(0b1001110 + 0o26) + chr(0b111011 + 0o52) + chr(99) + chr(6985 - 6874) + chr(0b1100100) + '\145')(chr(0b1110101) + '\x74' + chr(5613 - 5511) + '\055' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def HwbuKmC4Hdvq(EzOtJ3kbK5x4): def jJzEr4DyhL6c(rFir39ju85_Z, AqStCUkoNzsw): uXMK81tmdpTM = AqStCUkoNzsw.RRgjM7NzmF57() return EzOtJ3kbK5x4(uXMK81tmdpTM, rFir39ju85_Z) return jJzEr4DyhL6c
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.set_params
def set_params(self, **params): """Set the parameters of this estimator. Modification of the sklearn method to allow unknown kwargs. This allows using the full range of xgboost parameters that are not defined as member variables in sklearn grid search. Returns ------- self """ if not params: # Simple optimization to gain speed (inspect is slow) return self for key, value in params.items(): if hasattr(self, key): setattr(self, key, value) else: self.kwargs[key] = value return self
python
def set_params(self, **params): """Set the parameters of this estimator. Modification of the sklearn method to allow unknown kwargs. This allows using the full range of xgboost parameters that are not defined as member variables in sklearn grid search. Returns ------- self """ if not params: # Simple optimization to gain speed (inspect is slow) return self for key, value in params.items(): if hasattr(self, key): setattr(self, key, value) else: self.kwargs[key] = value return self
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Set the parameters of this estimator. Modification of the sklearn method to allow unknown kwargs. This allows using the full range of xgboost parameters that are not defined as member variables in sklearn grid search. Returns ------- self
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L196-L215
train
Set the parameters of this estimator.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + chr(50) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10011 + 0o37) + chr(0b110111) + chr(0b110111), 60905 - 60897), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(55) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(597 - 486) + chr(2199 - 2150) + chr(0b110010), 17259 - 17251), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(10489 - 10378) + chr(50) + '\x34' + chr(0b1101 + 0o47), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1030 - 981) + chr(53) + chr(0b11111 + 0o22), ord("\x08")), ehT0Px3KOsy9('\060' + chr(534 - 423) + chr(50) + chr(54) + chr(0b110011), 60534 - 60526), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(0b110 + 0o52) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(0b110101) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + '\x37' + '\062', 0o10), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + '\x31' + chr(0b101010 + 0o15) + chr(0b100100 + 0o20), 61619 - 61611), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b111 + 0o150) + chr(1640 - 1589) + '\062' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + chr(55) + '\x37', 8), ehT0Px3KOsy9(chr(1662 - 1614) + '\x6f' + chr(0b110011) + chr(48) + chr(0b100000 + 0o26), ord("\x08")), ehT0Px3KOsy9('\060' + chr(5535 - 5424) + chr(0b110010) + '\x37' + '\060', 6374 - 6366), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1343 - 1292) + '\066' + chr(332 - 284), 0b1000), ehT0Px3KOsy9(chr(2199 - 2151) + '\x6f' + '\063' + chr(54) + chr(0b100010 + 0o23), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(8623 - 8512) + chr(0b100111 + 0o12) + chr(0b11101 + 0o27) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + '\063' + chr(0b100100 + 0o14), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b101001 + 0o106) + chr(51) + chr(48) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(2300 - 2189) + '\067' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(1011 - 963) + '\x6f' + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\x6f' + chr(0b110101) + '\064', 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(2127 - 2076) + '\x35', 0o10), ehT0Px3KOsy9(chr(439 - 391) + '\157' + chr(0b10110 + 0o41) + chr(48), 28376 - 28368), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(55) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\157' + '\x33' + chr(0b11100 + 0o25) + chr(0b110000), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(0b101111 + 0o7) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(0b110111) + chr(1766 - 1717), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1001 + 0o51) + chr(0b110110) + '\x37', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8435 - 8324) + '\061' + chr(54) + chr(0b101001 + 0o10), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101110 + 0o1) + '\x31' + '\060' + chr(0b11011 + 0o25), 15754 - 15746), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(0b101010 + 0o12) + '\x35', 51166 - 51158), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\x30' + chr(0b100 + 0o62), 8247 - 8239), ehT0Px3KOsy9(chr(2258 - 2210) + chr(3303 - 3192) + chr(49) + chr(0b110010) + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111000 + 0o67) + chr(1377 - 1326) + chr(53) + '\066', 0b1000), ehT0Px3KOsy9(chr(48) + chr(11684 - 11573) + '\x32' + '\x33', 24335 - 24327), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b101011 + 0o12) + chr(0b11100 + 0o27), 0b1000), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\157' + chr(50) + chr(2600 - 2546), 26793 - 26785)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\065' + '\x30', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b':'), chr(100) + chr(0b1100101) + chr(6792 - 6693) + chr(111) + chr(0b10001 + 0o123) + '\145')(chr(0b1110101) + '\164' + chr(0b1100110) + chr(0b101101) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def NDNV0NPDDpxO(oVre8I6UXc3b, **nEbJZ4wfte2w): if not nEbJZ4wfte2w: return oVre8I6UXc3b for (K3J4ZwSlE0sT, QmmgWUB13VCJ) in xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b'Z\xc5\x08o\xed3\x80\x8a\x03i4\xed'), '\x64' + chr(101) + chr(0b1101 + 0o126) + chr(0b1101111) + chr(1644 - 1544) + chr(8011 - 7910))(chr(0b100110 + 0o117) + '\x74' + '\146' + chr(112 - 67) + chr(0b100101 + 0o23)))(): if lot1PSoAwYhj(oVre8I6UXc3b, K3J4ZwSlE0sT): t0rOMsrOC7R_(oVre8I6UXc3b, K3J4ZwSlE0sT, QmmgWUB13VCJ) else: oVre8I6UXc3b.M8EIoTs2GJXE[K3J4ZwSlE0sT] = QmmgWUB13VCJ return oVre8I6UXc3b
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.get_params
def get_params(self, deep=False): """Get parameters.""" params = super(XGBModel, self).get_params(deep=deep) if isinstance(self.kwargs, dict): # if kwargs is a dict, update params accordingly params.update(self.kwargs) if params['missing'] is np.nan: params['missing'] = None # sklearn doesn't handle nan. see #4725 if not params.get('eval_metric', True): del params['eval_metric'] # don't give as None param to Booster return params
python
def get_params(self, deep=False): """Get parameters.""" params = super(XGBModel, self).get_params(deep=deep) if isinstance(self.kwargs, dict): # if kwargs is a dict, update params accordingly params.update(self.kwargs) if params['missing'] is np.nan: params['missing'] = None # sklearn doesn't handle nan. see #4725 if not params.get('eval_metric', True): del params['eval_metric'] # don't give as None param to Booster return params
[ "def", "get_params", "(", "self", ",", "deep", "=", "False", ")", ":", "params", "=", "super", "(", "XGBModel", ",", "self", ")", ".", "get_params", "(", "deep", "=", "deep", ")", "if", "isinstance", "(", "self", ".", "kwargs", ",", "dict", ")", ":", "# if kwargs is a dict, update params accordingly", "params", ".", "update", "(", "self", ".", "kwargs", ")", "if", "params", "[", "'missing'", "]", "is", "np", ".", "nan", ":", "params", "[", "'missing'", "]", "=", "None", "# sklearn doesn't handle nan. see #4725", "if", "not", "params", ".", "get", "(", "'eval_metric'", ",", "True", ")", ":", "del", "params", "[", "'eval_metric'", "]", "# don't give as None param to Booster", "return", "params" ]
Get parameters.
[ "Get", "parameters", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L217-L226
train
Get parameters.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110101) + '\x34', 10896 - 10888), ehT0Px3KOsy9('\060' + chr(7982 - 7871) + chr(2161 - 2111) + '\x33' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(111) + chr(49) + chr(0b110010) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + chr(2237 - 2189) + chr(55), 0o10), ehT0Px3KOsy9(chr(1332 - 1284) + chr(0b1101111) + chr(49) + chr(0b110111) + '\062', 13640 - 13632), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b11101 + 0o122) + chr(50) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(277 - 227) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101001 + 0o106) + chr(49) + '\x37', 0o10), ehT0Px3KOsy9(chr(823 - 775) + '\157' + '\063' + chr(0b110010) + chr(2328 - 2274), 6034 - 6026), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(1242 - 1194) + '\063', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(1291 - 1240) + '\x34' + chr(1879 - 1824), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b100000 + 0o117) + '\x33' + '\060' + chr(0b110111), 8), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(10829 - 10718) + chr(0b110011) + chr(2079 - 2029) + '\066', 8), ehT0Px3KOsy9(chr(1023 - 975) + chr(0b1001101 + 0o42) + '\061' + chr(53) + chr(0b101 + 0o62), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + '\062' + chr(0b110001), 36661 - 36653), ehT0Px3KOsy9(chr(0b1101 + 0o43) + '\x6f' + chr(0b111 + 0o57) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\060' + '\062', 59383 - 59375), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000000 + 0o57) + chr(0b110001) + chr(0b110010) + '\x33', 8), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + chr(0b10101 + 0o42) + chr(0b100000 + 0o24), 3557 - 3549), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(53) + chr(48), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(50) + '\065', 58912 - 58904), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1110 + 0o44) + '\x36' + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b111001 + 0o66) + '\x31' + chr(1623 - 1574) + chr(0b110001), 41338 - 41330), ehT0Px3KOsy9(chr(0b110000) + chr(0b10111 + 0o130) + '\x32' + chr(0b11011 + 0o34) + chr(0b101001 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1100 + 0o143) + '\067' + chr(776 - 727), 46531 - 46523), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + '\061' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(586 - 538) + chr(1989 - 1878) + chr(51) + '\x37' + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(53), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x31' + chr(54) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110010) + chr(51) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1017 - 968) + '\066' + chr(49), 0b1000), ehT0Px3KOsy9(chr(517 - 469) + chr(0b1101111) + '\061' + chr(0b110100) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b100001 + 0o116) + '\x31' + chr(2225 - 2175) + '\x32', 49489 - 49481), ehT0Px3KOsy9('\060' + chr(0b1010111 + 0o30) + '\x34' + '\x31', 0b1000), ehT0Px3KOsy9(chr(1702 - 1654) + '\x6f' + chr(0b110001) + '\061' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1000010 + 0o55) + chr(1993 - 1944) + chr(53) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(2164 - 2113) + '\066' + chr(2391 - 2342), 59330 - 59322), ehT0Px3KOsy9(chr(48) + '\157' + chr(280 - 231) + '\062' + chr(0b10010 + 0o37), 8), ehT0Px3KOsy9(chr(372 - 324) + chr(0b1000110 + 0o51) + chr(320 - 270) + chr(0b101000 + 0o12), 8), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + '\x36' + chr(2617 - 2564), 36627 - 36619)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b101010 + 0o105) + chr(53) + chr(0b110000), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x02'), '\x64' + chr(0b110111 + 0o56) + '\143' + chr(10766 - 10655) + chr(100) + '\145')(chr(0b1110101) + '\164' + '\x66' + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def k2sGft1Djlhj(oVre8I6UXc3b, _JgLpamLTDEN=ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(837 - 789), ord("\x08"))): nEbJZ4wfte2w = KNx0Ujaz9UM0(kwEa5FEcuG9f, oVre8I6UXc3b).get_params(deep=_JgLpamLTDEN) if PlSM16l2KDPD(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'a\xa1\x16\x8e\x15Aa=\x91\xc9\xbf\x82'), '\x64' + '\145' + chr(0b1011100 + 0o7) + '\x6f' + chr(100) + chr(3656 - 3555))(chr(0b1010111 + 0o36) + chr(116) + chr(3028 - 2926) + chr(0b10001 + 0o34) + chr(0b111000))), wLqBDw8l0eIm): xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b'v\xed\x12\x82\x13[Xa\xaf\xb7\x82\xf7'), chr(8139 - 8039) + '\x65' + '\143' + chr(111) + chr(0b1100100) + '\x65')('\165' + chr(5032 - 4916) + chr(0b1100110) + chr(45) + chr(378 - 322)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'a\xa1\x16\x8e\x15Aa=\x91\xc9\xbf\x82'), chr(0b110001 + 0o63) + '\x65' + '\143' + '\157' + chr(0b100 + 0o140) + chr(0b1100101))(chr(5970 - 5853) + chr(0b11110 + 0o126) + chr(0b1100110) + chr(0b101101) + chr(0b111000)))) if nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'A\xf0 \xb4\x13{u'), '\x64' + '\145' + chr(0b1100011) + chr(0b1101111) + chr(0b10000 + 0o124) + '\145')(chr(0b1011101 + 0o30) + chr(116) + chr(4078 - 3976) + chr(0b101101) + chr(3057 - 3001))] is xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'B\xf8='), chr(5544 - 5444) + chr(0b111001 + 0o54) + chr(0b1100011) + '\157' + chr(0b10 + 0o142) + chr(101))(chr(0b1110101) + '\x74' + chr(102) + chr(0b101101) + chr(0b111000))): nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'A\xf0 \xb4\x13{u'), chr(2662 - 2562) + chr(0b111011 + 0o52) + chr(0b1001101 + 0o26) + '\157' + '\144' + '\145')(chr(0b11111 + 0o126) + chr(0b1000110 + 0o56) + chr(3986 - 3884) + chr(502 - 457) + chr(2929 - 2873))] = None if not xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b"K\xfc'"), chr(0b110001 + 0o63) + '\145' + '\143' + '\x6f' + chr(0b101101 + 0o67) + '\x65')(chr(0b1110101) + chr(0b1110100) + '\x66' + '\x2d' + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'I\xef2\xab%xw{\xa4\xea\x84'), '\x64' + chr(0b1100101) + chr(0b1100011) + '\157' + chr(0b1001101 + 0o27) + '\145')(chr(6501 - 6384) + chr(0b111101 + 0o67) + chr(6038 - 5936) + chr(0b101101) + chr(56)), ehT0Px3KOsy9(chr(1874 - 1826) + chr(11592 - 11481) + chr(0b100110 + 0o13), ord("\x08"))): del nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'I\xef2\xab%xw{\xa4\xea\x84'), chr(0b111101 + 0o47) + chr(3290 - 3189) + chr(99) + chr(6387 - 6276) + chr(6678 - 6578) + chr(4875 - 4774))(chr(0b1110101) + '\164' + '\x66' + chr(0b101000 + 0o5) + chr(0b11111 + 0o31))] return nEbJZ4wfte2w
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.get_xgb_params
def get_xgb_params(self): """Get xgboost type parameters.""" xgb_params = self.get_params() random_state = xgb_params.pop('random_state') if 'seed' in xgb_params and xgb_params['seed'] is not None: warnings.warn('The seed parameter is deprecated as of version .6.' 'Please use random_state instead.' 'seed is deprecated.', DeprecationWarning) else: xgb_params['seed'] = random_state n_jobs = xgb_params.pop('n_jobs') if 'nthread' in xgb_params and xgb_params['nthread'] is not None: warnings.warn('The nthread parameter is deprecated as of version .6.' 'Please use n_jobs instead.' 'nthread is deprecated.', DeprecationWarning) else: xgb_params['nthread'] = n_jobs if 'silent' in xgb_params and xgb_params['silent'] is not None: warnings.warn('The silent parameter is deprecated.' 'Please use verbosity instead.' 'silent is depreated', DeprecationWarning) # TODO(canonizer): set verbosity explicitly if silent is removed from xgboost, # but remains in this API else: # silent=None shouldn't be passed to xgboost xgb_params.pop('silent', None) if xgb_params['nthread'] <= 0: xgb_params.pop('nthread', None) return xgb_params
python
def get_xgb_params(self): """Get xgboost type parameters.""" xgb_params = self.get_params() random_state = xgb_params.pop('random_state') if 'seed' in xgb_params and xgb_params['seed'] is not None: warnings.warn('The seed parameter is deprecated as of version .6.' 'Please use random_state instead.' 'seed is deprecated.', DeprecationWarning) else: xgb_params['seed'] = random_state n_jobs = xgb_params.pop('n_jobs') if 'nthread' in xgb_params and xgb_params['nthread'] is not None: warnings.warn('The nthread parameter is deprecated as of version .6.' 'Please use n_jobs instead.' 'nthread is deprecated.', DeprecationWarning) else: xgb_params['nthread'] = n_jobs if 'silent' in xgb_params and xgb_params['silent'] is not None: warnings.warn('The silent parameter is deprecated.' 'Please use verbosity instead.' 'silent is depreated', DeprecationWarning) # TODO(canonizer): set verbosity explicitly if silent is removed from xgboost, # but remains in this API else: # silent=None shouldn't be passed to xgboost xgb_params.pop('silent', None) if xgb_params['nthread'] <= 0: xgb_params.pop('nthread', None) return xgb_params
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Get xgboost type parameters.
[ "Get", "xgboost", "type", "parameters", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L228-L258
train
Get the xgboost type parameters.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110001) + '\x34' + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(8528 - 8417) + chr(0b1100 + 0o45) + '\061' + chr(2270 - 2215), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\x32' + '\x36' + '\061', 32375 - 32367), ehT0Px3KOsy9(chr(48) + chr(4792 - 4681) + '\x33' + '\067' + chr(52), 0o10), ehT0Px3KOsy9('\x30' + chr(9759 - 9648) + chr(0b1000 + 0o53) + chr(49) + chr(2924 - 2869), 19591 - 19583), ehT0Px3KOsy9('\x30' + chr(111) + chr(2415 - 2364) + '\067' + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(50) + chr(0b110000 + 0o6) + chr(0b1010 + 0o47), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + '\x32' + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b110100) + '\x30', 32182 - 32174), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101111) + chr(0b101000 + 0o11) + chr(0b110101) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b110001) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + chr(0b1010 + 0o51) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(2223 - 2112) + chr(51) + chr(0b1 + 0o57) + '\061', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101 + 0o142) + chr(891 - 841) + chr(0b110100) + chr(0b1 + 0o60), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + chr(55) + chr(1076 - 1027), 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b1101111) + '\x31' + chr(0b110100) + chr(1786 - 1736), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + '\x32' + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + '\x34' + '\063', ord("\x08")), ehT0Px3KOsy9(chr(2176 - 2128) + chr(5963 - 5852) + chr(0b110100) + chr(0b11111 + 0o22), 58884 - 58876), ehT0Px3KOsy9(chr(0b110000) + chr(0b100010 + 0o115) + chr(51) + '\x32' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + '\060' + '\061', 8), ehT0Px3KOsy9(chr(1696 - 1648) + chr(5393 - 5282) + chr(49) + chr(54) + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110101) + '\063', 17704 - 17696), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(2317 - 2268) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\067' + '\x36', 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(0b1 + 0o57) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b11010 + 0o125) + '\062' + chr(0b11011 + 0o33) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + '\x32' + '\067', 0o10), ehT0Px3KOsy9(chr(997 - 949) + chr(0b1101111) + '\063' + chr(0b100010 + 0o23) + chr(2096 - 2045), ord("\x08")), ehT0Px3KOsy9(chr(81 - 33) + chr(0b1001101 + 0o42) + chr(54) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b111011 + 0o64) + chr(0b110001) + chr(0b110101) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101010 + 0o5) + chr(2202 - 2153) + '\x37' + chr(0b10110 + 0o40), 0b1000), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(111) + chr(51) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + '\063' + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(646 - 597) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + '\x32' + '\x31', 9251 - 9243), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + chr(1130 - 1076) + chr(1458 - 1408), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(52) + chr(1203 - 1153), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + '\067' + chr(0b110011), 41864 - 41856), ehT0Px3KOsy9('\060' + '\157' + '\x31', 18158 - 18150)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b100110 + 0o12) + '\x6f' + chr(0b10100 + 0o41) + chr(0b11001 + 0o27), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'I'), chr(6038 - 5938) + chr(0b111001 + 0o54) + chr(99) + chr(0b1101111) + chr(100) + chr(101))(chr(0b1110101) + '\164' + '\146' + chr(0b101101) + chr(0b1110 + 0o52)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def APofxyifndUg(oVre8I6UXc3b): WcF9_3LvnS1U = oVre8I6UXc3b.get_params() KmuRhNvLygn2 = WcF9_3LvnS1U.pop(xafqLlk3kkUe(SXOLrMavuUCe(b'\x15.\xdf\x98\xa0\x92\xee\xa7\xd4\x0f:\xba'), chr(100) + '\x65' + chr(7988 - 7889) + '\157' + '\x64' + chr(0b11111 + 0o106))(chr(117) + '\x74' + '\x66' + chr(0b10010 + 0o33) + chr(2082 - 2026))) if xafqLlk3kkUe(SXOLrMavuUCe(b'\x14*\xd4\x98'), chr(100) + '\145' + chr(99) + chr(10727 - 10616) + chr(0b110101 + 0o57) + chr(4980 - 4879))('\x75' + '\164' + chr(0b1001001 + 0o35) + chr(247 - 202) + chr(56)) in WcF9_3LvnS1U and WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\x14*\xd4\x98'), '\x64' + '\145' + chr(0b1100011) + chr(0b1000100 + 0o53) + '\144' + '\145')(chr(0b111100 + 0o71) + '\164' + chr(1098 - 996) + '\055' + chr(0b101000 + 0o20))] is not None: xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'\t\x0b\xf4\x92\x81\xbd\xd0\xb6\xe6 \x05\xb2'), chr(100) + chr(0b0 + 0o145) + chr(0b1100011) + chr(111) + chr(6663 - 6563) + chr(101))(chr(10261 - 10144) + '\x74' + chr(4018 - 3916) + '\055' + chr(1482 - 1426)))(xafqLlk3kkUe(SXOLrMavuUCe(b"3'\xd4\xdc\xbc\x9a\xd4\xb0\x80\x1e/\xad\xa0\xcc\x1c\x16\xf4\xd1\x01\xba\xb2P\xcf\xe8N\xf2\xd0\xb4\x8aF\x08\x1a>\xbc\xbbq\x1dD[w\x02=\xc2\x95\xa0\x91\x91\xfa\x96@\x1e\xb3\xa4\xc0\n\x07\xb1\xd6R\xb6\xe1\x02\xca\xe3Z\xef\xd8\x88\x98F\x0c\n{\xfd\xa1?\x01V\x1e`\x03a\xc2\x99\xaa\x9b\x91\xbd\xd3N*\xba\xb1\xd3\x1c\x01\xf0\xd7D\xb7\xef"), chr(100) + '\x65' + chr(9700 - 9601) + chr(0b1011 + 0o144) + chr(100) + chr(101))('\x75' + chr(6902 - 6786) + chr(0b111010 + 0o54) + chr(1679 - 1634) + chr(0b10000 + 0o50)), ker4pIJmdvxf) else: WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\x14*\xd4\x98'), '\x64' + chr(0b1100101) + chr(0b10 + 0o141) + chr(0b1101111) + chr(0b1010100 + 0o20) + chr(0b1100101))(chr(0b1110101) + chr(116) + '\x66' + '\x2d' + chr(0b11010 + 0o36))] = KmuRhNvLygn2 AFd0x97BTRj7 = WcF9_3LvnS1U.pop(xafqLlk3kkUe(SXOLrMavuUCe(b'\t\x10\xdb\x93\xad\x8c'), chr(0b1100100) + chr(0b101001 + 0o74) + chr(0b1100011) + chr(0b1101111) + '\x64' + chr(101))('\x75' + chr(116) + chr(102) + chr(0b10001 + 0o34) + '\070')) if xafqLlk3kkUe(SXOLrMavuUCe(b'\t;\xd9\x8e\xaa\x9e\xd5'), chr(6303 - 6203) + chr(0b1001001 + 0o34) + chr(99) + chr(0b1100000 + 0o17) + chr(0b101100 + 0o70) + chr(101))(chr(0b1110101) + '\164' + '\x66' + '\x2d' + chr(0b111000)) in WcF9_3LvnS1U and WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\t;\xd9\x8e\xaa\x9e\xd5'), '\144' + chr(9106 - 9005) + '\143' + chr(111) + chr(100) + '\145')(chr(0b1011001 + 0o34) + chr(0b1110100) + chr(102) + '\055' + chr(56))] is not None: xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'\t\x0b\xf4\x92\x81\xbd\xd0\xb6\xe6 \x05\xb2'), '\x64' + chr(1148 - 1047) + chr(0b110101 + 0o56) + chr(6570 - 6459) + chr(100) + chr(0b1100101))(chr(117) + '\164' + '\146' + chr(45) + chr(3079 - 3023)))(xafqLlk3kkUe(SXOLrMavuUCe(b"3'\xd4\xdc\xa1\x8b\xd9\xa6\xc5\x0f*\xff\xb1\xc0\x0b\x03\xfc\xc6U\xb6\xb3P\xc2\xfe\x1e\xe4\xd0\xa7\x99W\x0e\x1fj\xb8\xacq\x13Q[n\x01o\xc7\x99\xbd\x8c\xd8\xbb\xceN`\xe9\xef\xf1\x15\x07\xf0\xd0D\xf3\xb4\x03\xce\xadP\xdf\xdf\xb8\x89AM\x17p\xae\xbc4\x13FUo\x13'\xc3\x99\xae\x9b\x91\xbd\xd3N*\xba\xb1\xd3\x1c\x01\xf0\xd7D\xb7\xef"), chr(0b1011000 + 0o14) + '\145' + '\143' + chr(0b1011101 + 0o22) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(9577 - 9475) + chr(0b101101) + chr(56)), ker4pIJmdvxf) else: WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\t;\xd9\x8e\xaa\x9e\xd5'), '\x64' + chr(0b1100101) + chr(4134 - 4035) + chr(0b1100 + 0o143) + chr(0b1100100) + '\x65')(chr(117) + chr(0b101101 + 0o107) + '\146' + chr(0b100 + 0o51) + '\x38')] = AFd0x97BTRj7 if xafqLlk3kkUe(SXOLrMavuUCe(b'\x14&\xdd\x99\xa1\x8b'), chr(0b1011011 + 0o11) + '\x65' + chr(0b1100011) + '\x6f' + chr(0b110010 + 0o62) + chr(0b1100101))('\165' + chr(8698 - 8582) + chr(4951 - 4849) + '\x2d' + '\x38') in WcF9_3LvnS1U and WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\x14&\xdd\x99\xa1\x8b'), '\144' + chr(101) + '\x63' + chr(3712 - 3601) + '\x64' + chr(1097 - 996))(chr(12610 - 12493) + chr(9965 - 9849) + chr(102) + chr(45) + chr(56))] is not None: xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'\t\x0b\xf4\x92\x81\xbd\xd0\xb6\xe6 \x05\xb2'), chr(0b1001011 + 0o31) + '\x65' + '\143' + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(117) + chr(0b1110100) + chr(0b1010 + 0o134) + chr(1565 - 1520) + chr(2887 - 2831)))(xafqLlk3kkUe(SXOLrMavuUCe(b"3'\xd4\xdc\xbc\x96\xdd\xb1\xce\x1an\xaf\xa0\xd3\x18\x0f\xf4\xd7D\xa1\xe1\x19\xd8\xadZ\xe5\xc5\xa5\x8eQ\x0c\n{\xb9\xe6\x01\x1eG\x1ar\x02o\xc4\x8f\xaa\xdf\xc7\xb1\xd2\x0c!\xac\xa8\xd5\x00B\xf8\xcdR\xa7\xa4\x11\xcf\xa3M\xe9\xd9\xb2\x85FM\x17m\xfd\xac4\x02P\x1e`\x13*\xd5"), chr(0b1000101 + 0o37) + '\145' + chr(99) + '\157' + '\144' + '\145')('\x75' + '\164' + chr(7470 - 7368) + chr(45) + '\070'), ker4pIJmdvxf) else: xafqLlk3kkUe(WcF9_3LvnS1U, xafqLlk3kkUe(SXOLrMavuUCe(b'\x17 \xc1'), chr(0b1001011 + 0o31) + '\x65' + '\143' + '\157' + chr(100) + chr(0b1100101))(chr(117) + chr(0b111111 + 0o65) + '\x66' + chr(45) + chr(0b10001 + 0o47)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x14&\xdd\x99\xa1\x8b'), '\144' + chr(101) + '\x63' + '\x6f' + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(11073 - 10957) + '\146' + chr(0b101101) + chr(56)), None) if WcF9_3LvnS1U[xafqLlk3kkUe(SXOLrMavuUCe(b'\t;\xd9\x8e\xaa\x9e\xd5'), chr(0b1010011 + 0o21) + chr(0b1100101) + '\x63' + '\157' + chr(0b101010 + 0o72) + '\145')(chr(0b1110101) + '\164' + chr(0b1011111 + 0o7) + chr(0b101101) + chr(0b110111 + 0o1))] <= ehT0Px3KOsy9('\x30' + '\157' + chr(546 - 498), 0o10): xafqLlk3kkUe(WcF9_3LvnS1U, xafqLlk3kkUe(SXOLrMavuUCe(b'\x17 \xc1'), chr(100) + chr(0b1001010 + 0o33) + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\145')(chr(117) + chr(0b1110100) + chr(102) + '\x2d' + '\x38'))(xafqLlk3kkUe(SXOLrMavuUCe(b'\t;\xd9\x8e\xaa\x9e\xd5'), chr(0b1100100) + chr(2458 - 2357) + chr(1351 - 1252) + '\x6f' + chr(9314 - 9214) + '\x65')('\165' + '\164' + chr(406 - 304) + '\x2d' + '\070'), None) return WcF9_3LvnS1U
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.load_model
def load_model(self, fname): """ Load the model from a file. The model is loaded from an XGBoost internal binary format which is universal among the various XGBoost interfaces. Auxiliary attributes of the Python Booster object (such as feature names) will not be loaded. Label encodings (text labels to numeric labels) will be also lost. **If you are using only the Python interface, we recommend pickling the model object for best results.** Parameters ---------- fname : string or a memory buffer Input file name or memory buffer(see also save_raw) """ if self._Booster is None: self._Booster = Booster({'nthread': self.n_jobs}) self._Booster.load_model(fname)
python
def load_model(self, fname): """ Load the model from a file. The model is loaded from an XGBoost internal binary format which is universal among the various XGBoost interfaces. Auxiliary attributes of the Python Booster object (such as feature names) will not be loaded. Label encodings (text labels to numeric labels) will be also lost. **If you are using only the Python interface, we recommend pickling the model object for best results.** Parameters ---------- fname : string or a memory buffer Input file name or memory buffer(see also save_raw) """ if self._Booster is None: self._Booster = Booster({'nthread': self.n_jobs}) self._Booster.load_model(fname)
[ "def", "load_model", "(", "self", ",", "fname", ")", ":", "if", "self", ".", "_Booster", "is", "None", ":", "self", ".", "_Booster", "=", "Booster", "(", "{", "'nthread'", ":", "self", ".", "n_jobs", "}", ")", "self", ".", "_Booster", ".", "load_model", "(", "fname", ")" ]
Load the model from a file. The model is loaded from an XGBoost internal binary format which is universal among the various XGBoost interfaces. Auxiliary attributes of the Python Booster object (such as feature names) will not be loaded. Label encodings (text labels to numeric labels) will be also lost. **If you are using only the Python interface, we recommend pickling the model object for best results.** Parameters ---------- fname : string or a memory buffer Input file name or memory buffer(see also save_raw)
[ "Load", "the", "model", "from", "a", "file", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L282-L300
train
Loads the model from a file.
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6063), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110111) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110100 + 0o73) + '\063' + '\063' + chr(0b10010 + 0o45), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + chr(0b100001 + 0o21) + chr(0b101011 + 0o11) + chr(1717 - 1663), 15869 - 15861), ehT0Px3KOsy9('\x30' + chr(0b1110 + 0o141) + '\x31' + chr(2740 - 2686), 54044 - 54036), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(50) + chr(0b110100), 12369 - 12361), ehT0Px3KOsy9(chr(1256 - 1208) + chr(0b10011 + 0o134) + chr(0b110010) + chr(49) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(556 - 508) + chr(0b100101 + 0o112) + chr(0b101000 + 0o12) + chr(0b10010 + 0o44) + chr(0b10101 + 0o40), 36601 - 36593), ehT0Px3KOsy9(chr(48) + chr(0b101110 + 0o101) + chr(49) + chr(1161 - 1112) + chr(1008 - 959), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(4467 - 4356) + chr(49) + chr(0b110101) + chr(1181 - 1131), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(111) + chr(132 - 82) + chr(0b110001 + 0o5) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(4908 - 4797) + chr(768 - 717) + chr(0b110001) + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b100111 + 0o15) + chr(1399 - 1350), 50551 - 50543), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + '\062' + chr(649 - 597), 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + chr(49) + chr(0b100010 + 0o24) + chr(57 - 5), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(8962 - 8851) + chr(935 - 886) + chr(0b100110 + 0o12) + chr(0b1 + 0o57), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110000 + 0o1) + chr(1728 - 1677) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x32' + chr(935 - 886) + chr(1228 - 1178), 8), ehT0Px3KOsy9(chr(576 - 528) + chr(6098 - 5987) + '\x34', 0b1000), ehT0Px3KOsy9(chr(440 - 392) + '\x6f' + chr(0b110001) + chr(0b110100) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b11110 + 0o121) + chr(474 - 424) + '\062' + chr(0b110011), 36610 - 36602), ehT0Px3KOsy9(chr(0b110000) + chr(0b111010 + 0o65) + chr(53) + chr(499 - 447), 0o10), ehT0Px3KOsy9(chr(2111 - 2063) + chr(111) + chr(0b100111 + 0o12) + chr(0b100101 + 0o14) + chr(54), 32772 - 32764), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010010 + 0o35) + '\x32' + chr(54) + '\063', 34632 - 34624), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\x35' + chr(0b101100 + 0o6), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x34', 8), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(111) + chr(0b101101 + 0o6) + chr(0b110110 + 0o1) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110001 + 0o76) + chr(0b1000 + 0o52) + chr(964 - 909) + chr(0b11110 + 0o25), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(415 - 362) + '\060', 0o10), ehT0Px3KOsy9(chr(1482 - 1434) + chr(0b1001110 + 0o41) + chr(1592 - 1542) + '\x33' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1101 + 0o45) + '\x37' + chr(0b11101 + 0o23), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(452 - 397) + chr(1600 - 1552), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b110001) + '\x33', 0o10), ehT0Px3KOsy9(chr(1126 - 1078) + '\x6f' + '\063' + chr(253 - 202) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b1000 + 0o147) + chr(0b100110 + 0o17), 0o10), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b110001 + 0o76) + chr(0b101111 + 0o4) + '\x35' + '\066', 0b1000), ehT0Px3KOsy9(chr(351 - 303) + '\157' + chr(1718 - 1668) + chr(0b110001) + chr(972 - 920), 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(111) + '\061' + '\067' + '\x30', 0b1000), ehT0Px3KOsy9('\060' + chr(8767 - 8656) + chr(0b100001 + 0o22) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(1159 - 1111) + '\x6f' + '\063' + chr(0b1100 + 0o52) + chr(0b110010), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2193 - 2145) + chr(111) + chr(739 - 686) + chr(0b101000 + 0o10), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xed'), '\x64' + chr(0b111011 + 0o52) + chr(99) + '\x6f' + chr(100) + '\145')(chr(117) + chr(0b100011 + 0o121) + '\146' + chr(45) + chr(1762 - 1706)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def cW8tcIfLyaAl(oVre8I6UXc3b, t3WbF0Ae42Pu): if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9c}\xb0\xc9}\xe0\xef\xc7'), '\x64' + chr(0b1101 + 0o130) + chr(1529 - 1430) + chr(0b1101111) + chr(0b1100100 + 0o0) + chr(6029 - 5928))('\x75' + chr(116) + chr(0b1100110) + chr(0b101101) + chr(0b111000))) is None: oVre8I6UXc3b.lxpinHwCmUpc = aNUKgF1A22gy({xafqLlk3kkUe(SXOLrMavuUCe(b'\xadK\xb7\xd4k\xf5\xee'), chr(0b1100100) + '\145' + chr(644 - 545) + '\157' + chr(100) + chr(101))(chr(0b1111 + 0o146) + chr(0b110101 + 0o77) + chr(102) + '\055' + '\x38'): oVre8I6UXc3b.n_jobs}) xafqLlk3kkUe(oVre8I6UXc3b._Booster, xafqLlk3kkUe(SXOLrMavuUCe(b'\xafP\xbe\xc2Q\xf9\xe5\xd1,\x06'), chr(0b1100100) + chr(0b1011111 + 0o6) + chr(5081 - 4982) + chr(111) + chr(0b1100100) + chr(0b1100101))(chr(0b1101001 + 0o14) + chr(3995 - 3879) + '\146' + chr(293 - 248) + chr(0b100101 + 0o23)))(t3WbF0Ae42Pu)
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.fit
def fit(self, X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None, sample_weight_eval_set=None, callbacks=None): # pylint: disable=missing-docstring,invalid-name,attribute-defined-outside-init """ Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like instance weights eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ if sample_weight is not None: trainDmatrix = DMatrix(X, label=y, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: trainDmatrix = DMatrix(X, label=y, missing=self.missing, nthread=self.n_jobs) evals_result = {} if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = list( DMatrix(eval_set[i][0], label=eval_set[i][1], missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set))) evals = list(zip(evals, ["validation_{}".format(i) for i in range(len(evals))])) else: evals = () params = self.get_xgb_params() if callable(self.objective): obj = _objective_decorator(self.objective) params["objective"] = "reg:linear" else: obj = None feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: params.update({'eval_metric': eval_metric}) self._Booster = train(params, trainDmatrix, self.get_num_boosting_rounds(), evals=evals, early_stopping_rounds=early_stopping_rounds, evals_result=evals_result, obj=obj, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result_ = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
python
def fit(self, X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None, sample_weight_eval_set=None, callbacks=None): # pylint: disable=missing-docstring,invalid-name,attribute-defined-outside-init """ Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like instance weights eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ if sample_weight is not None: trainDmatrix = DMatrix(X, label=y, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: trainDmatrix = DMatrix(X, label=y, missing=self.missing, nthread=self.n_jobs) evals_result = {} if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = list( DMatrix(eval_set[i][0], label=eval_set[i][1], missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set))) evals = list(zip(evals, ["validation_{}".format(i) for i in range(len(evals))])) else: evals = () params = self.get_xgb_params() if callable(self.objective): obj = _objective_decorator(self.objective) params["objective"] = "reg:linear" else: obj = None feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: params.update({'eval_metric': eval_metric}) self._Booster = train(params, trainDmatrix, self.get_num_boosting_rounds(), evals=evals, early_stopping_rounds=early_stopping_rounds, evals_result=evals_result, obj=obj, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result_ = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
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Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like instance weights eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)]
[ "Fit", "the", "gradient", "boosting", "model" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L302-L408
train
Fit the gradient boosting model to the given data.
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1791) + chr(1448 - 1395) + '\062', 12476 - 12468), ehT0Px3KOsy9(chr(0b110000) + chr(11915 - 11804) + chr(50) + '\065' + '\063', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(50) + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + chr(668 - 618) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(1219 - 1171) + '\157' + chr(49) + chr(100 - 48), 52586 - 52578), ehT0Px3KOsy9('\060' + '\x6f' + '\x32' + '\x36' + '\x30', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + '\062' + chr(50), 63520 - 63512), ehT0Px3KOsy9('\060' + '\157' + '\063' + chr(398 - 343) + chr(2378 - 2327), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(0b110011) + chr(0b110101), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + '\065' + chr(0b1110 + 0o42), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + chr(0b110111) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10011 + 0o40) + '\x30' + chr(0b101110 + 0o3), 2544 - 2536), ehT0Px3KOsy9('\x30' + chr(6354 - 6243) + chr(0b110010) + chr(0b110101) + '\062', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x31' + '\067' + chr(0b11100 + 0o25), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111 + 0o150) + chr(0b1100 + 0o46) + chr(0b11111 + 0o30) + chr(0b1111 + 0o46), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8805 - 8694) + '\x33' + chr(0b11001 + 0o30) + chr(1392 - 1338), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(781 - 670) + chr(0b110001) + chr(1949 - 1897) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + '\061' + chr(0b110110), 13251 - 13243), ehT0Px3KOsy9(chr(498 - 450) + chr(111) + chr(2355 - 2306) + '\062' + chr(0b110001), 59067 - 59059), ehT0Px3KOsy9('\x30' + chr(0b1101100 + 0o3) + chr(51) + '\x32' + chr(2325 - 2270), 18883 - 18875), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x35', 61261 - 61253), ehT0Px3KOsy9(chr(731 - 683) + '\157' + chr(0b100000 + 0o23) + chr(0b100111 + 0o14) + '\065', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(1381 - 1326) + '\x31', 8), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(0b110100) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1576 - 1526) + chr(54) + chr(0b1001 + 0o52), 0o10), ehT0Px3KOsy9(chr(1603 - 1555) + chr(111) + chr(0b110010) + '\x35' + '\x32', 8), ehT0Px3KOsy9(chr(48) + '\157' + '\064' + chr(0b110011), 35332 - 35324), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x34' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + chr(1809 - 1698) + chr(1076 - 1027) + chr(0b100011 + 0o21) + chr(54), 60133 - 60125), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + chr(0b100110 + 0o13), 681 - 673), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + chr(918 - 864), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\157' + chr(0b110001) + chr(0b110010 + 0o0), 0o10), ehT0Px3KOsy9(chr(141 - 93) + chr(0b11111 + 0o120) + chr(0b110011) + chr(700 - 648) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b101101 + 0o11) + chr(0b110011), 8), ehT0Px3KOsy9('\x30' + chr(3800 - 3689) + chr(0b110010) + '\x37' + chr(48), 28411 - 28403), ehT0Px3KOsy9(chr(1212 - 1164) + '\x6f' + chr(51) + '\064' + '\064', 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b10010 + 0o41) + '\064' + chr(249 - 201), 58000 - 57992), ehT0Px3KOsy9(chr(48) + chr(9032 - 8921) + '\062' + chr(0b110111) + '\065', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10 + 0o60) + chr(0b110101) + chr(0b11110 + 0o23), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\066' + '\060', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110101) + chr(48), 10303 - 10295)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc4'), '\x64' + chr(7957 - 7856) + chr(621 - 522) + chr(111) + '\x64' + chr(0b1100101))(chr(0b101101 + 0o110) + '\x74' + '\x66' + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def gggbGMeQaMBR(oVre8I6UXc3b, xEgrFJ0REugl, SqiSOtYOqOJH, dKFzs5yZvThT=None, B9iBAprBc4Cc=None, tbbpbfMnen5w=None, k4mrqJWJE3I8=None, j5jgrsOGZdZ4=ehT0Px3KOsy9(chr(2171 - 2123) + chr(0b11000 + 0o127) + '\061', ord("\x08")), fCBPt7kjkmQp=None, hPjWcB3ppe4K=None, PX4b0z2UpTWH=None): if dKFzs5yZvThT is not None: UResqqrnfmgV = cXNY33IF21Sj(xEgrFJ0REugl, label=SqiSOtYOqOJH, weight=dKFzs5yZvThT, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) else: UResqqrnfmgV = cXNY33IF21Sj(xEgrFJ0REugl, label=SqiSOtYOqOJH, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) nBtR31W_gjTY = {} if B9iBAprBc4Cc is not None: if hPjWcB3ppe4K is None: hPjWcB3ppe4K = [None] * c2A0yzQpDQB3(B9iBAprBc4Cc) yC3g_2bG96Pz = YyaZ4tpXu4lf((cXNY33IF21Sj(B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9(chr(1874 - 1826) + chr(0b1101111) + chr(0b110000), ord("\x08"))], label=B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31', 8)], missing=oVre8I6UXc3b.missing, weight=hPjWcB3ppe4K[WVxHKyX45z_L], nthread=oVre8I6UXc3b.n_jobs) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(B9iBAprBc4Cc)))) yC3g_2bG96Pz = YyaZ4tpXu4lf(pZ0NK2y6HRbn(yC3g_2bG96Pz, [xafqLlk3kkUe(SXOLrMavuUCe(b"\x9c\xca\xbd\xfch\xd1&\x92\xb2\x86'\xba\xd7"), chr(0b0 + 0o144) + '\145' + chr(0b111111 + 0o44) + '\157' + chr(100) + chr(101))(chr(117) + chr(0b1110100) + chr(0b101100 + 0o72) + '\055' + chr(2727 - 2671)).V4roHaS3Ppej(WVxHKyX45z_L) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(yC3g_2bG96Pz))])) else: yC3g_2bG96Pz = () nEbJZ4wfte2w = oVre8I6UXc3b.get_xgb_params() if tzcpInYwBvYW(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x85\xc9\xbb\xf0o\xc4;\x8d\xb8'), chr(0b1100100) + '\x65' + chr(0b10000 + 0o123) + '\x6f' + '\x64' + chr(101))(chr(0b1110101) + chr(5838 - 5722) + chr(0b10000 + 0o126) + chr(0b1000 + 0o45) + chr(0b111000)))): mDuDykdz0pcm = HwbuKmC4Hdvq(oVre8I6UXc3b.objective) nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\x85\xc9\xbb\xf0o\xc4;\x8d\xb8'), '\144' + chr(101) + '\x63' + chr(9058 - 8947) + chr(0b1100100) + chr(0b1100101))(chr(0b1110101) + chr(0b1000110 + 0o56) + chr(102) + chr(178 - 133) + chr(0b11100 + 0o34))] = xafqLlk3kkUe(SXOLrMavuUCe(b'\x98\xce\xb6\xaf`\xd9<\x9e\xbc\x9a'), '\x64' + chr(0b1100101) + chr(9383 - 9284) + '\157' + chr(100) + chr(0b1011100 + 0o11))(chr(2365 - 2248) + '\164' + '\x66' + chr(45) + chr(0b111000)) else: mDuDykdz0pcm = None VcFaHHaIedSQ = tbbpbfMnen5w if tzcpInYwBvYW(tbbpbfMnen5w) else None if tbbpbfMnen5w is not None: if tzcpInYwBvYW(tbbpbfMnen5w): tbbpbfMnen5w = None else: xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0\xdf\x90\xd0e\xfe\x18\x95\xa4\xdc\x1d\xf1'), '\144' + chr(4551 - 4450) + chr(99) + '\157' + '\144' + '\145')(chr(0b1110101) + chr(0b1110100) + chr(0b11101 + 0o111) + chr(999 - 954) + chr(1239 - 1183)))({xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xdd\xb0\xf9S\xdd7\x8f\xaf\x81\x1b'), '\x64' + chr(7472 - 7371) + '\x63' + chr(111) + '\x64' + chr(0b11101 + 0o110))(chr(0b1110101) + chr(0b1110100) + '\x66' + '\055' + chr(56)): tbbpbfMnen5w}) oVre8I6UXc3b.lxpinHwCmUpc = e80gRioCjdat(nEbJZ4wfte2w, UResqqrnfmgV, oVre8I6UXc3b.get_num_boosting_rounds(), evals=yC3g_2bG96Pz, early_stopping_rounds=k4mrqJWJE3I8, evals_result=nBtR31W_gjTY, obj=mDuDykdz0pcm, feval=VcFaHHaIedSQ, verbose_eval=j5jgrsOGZdZ4, xgb_model=fCBPt7kjkmQp, callbacks=PX4b0z2UpTWH) if nBtR31W_gjTY: for pQxH2D_k9sXQ in xafqLlk3kkUe(nBtR31W_gjTY, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa4\xd1\xa7\xf0E\xeaa\xb2\xb1\xbb0\xf8'), chr(0b1100100) + '\x65' + '\x63' + '\x6f' + '\x64' + '\x65')(chr(0b1001 + 0o154) + chr(0b1110100) + chr(0b10110 + 0o120) + chr(0b10110 + 0o27) + chr(56)))(): gnsDcSwZDWEu = YyaZ4tpXu4lf(pQxH2D_k9sXQ[ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001), 8)].keys())[ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1916 - 1868), 8)] nBtR31W_gjTY[pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(705 - 657) + chr(0b1101111) + chr(0b110000), 8)]][gnsDcSwZDWEu] = pQxH2D_k9sXQ[ehT0Px3KOsy9('\060' + chr(0b1101001 + 0o6) + chr(49), 8)][gnsDcSwZDWEu] oVre8I6UXc3b.rO5wTiCq76CH = nBtR31W_gjTY if k4mrqJWJE3I8 is not None: oVre8I6UXc3b.kSswkTBYPNvZ = oVre8I6UXc3b._Booster.kSswkTBYPNvZ oVre8I6UXc3b.Wvr86fkbsoQE = oVre8I6UXc3b._Booster.Wvr86fkbsoQE oVre8I6UXc3b.WVk3BDUV2DVi = oVre8I6UXc3b._Booster.WVk3BDUV2DVi return oVre8I6UXc3b
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.predict
def predict(self, data, output_margin=False, ntree_limit=None, validate_features=True): """ Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array """ # pylint: disable=missing-docstring,invalid-name test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) # get ntree_limit to use - if none specified, default to # best_ntree_limit if defined, otherwise 0. if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) return self.get_booster().predict(test_dmatrix, output_margin=output_margin, ntree_limit=ntree_limit, validate_features=validate_features)
python
def predict(self, data, output_margin=False, ntree_limit=None, validate_features=True): """ Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array """ # pylint: disable=missing-docstring,invalid-name test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) # get ntree_limit to use - if none specified, default to # best_ntree_limit if defined, otherwise 0. if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) return self.get_booster().predict(test_dmatrix, output_margin=output_margin, ntree_limit=ntree_limit, validate_features=validate_features)
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Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array
[ "Predict", "with", "data", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L410-L456
train
Predict with data.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11000 + 0o30) + chr(6733 - 6622) + '\x32' + '\x32' + chr(0b100110 + 0o14), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(9704 - 9593) + chr(1054 - 1004) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010001 + 0o36) + chr(0b110011), 20142 - 20134), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\063' + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(11675 - 11564) + '\062' + chr(0b11111 + 0o22), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x32' + chr(0b110001) + '\x37', 0o10), ehT0Px3KOsy9(chr(1970 - 1922) + chr(1289 - 1178) + chr(1084 - 1034) + '\x37' + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110010) + chr(2751 - 2697) + chr(730 - 680), 65528 - 65520), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(3440 - 3329) + chr(0b110100) + chr(0b1000 + 0o55), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(398 - 347) + '\x35', 6439 - 6431), ehT0Px3KOsy9(chr(48) + chr(0b110100 + 0o73) + chr(0b110001 + 0o0) + chr(52) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(234 - 186) + chr(0b100111 + 0o110) + '\x32' + '\062' + chr(0b110101), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110011) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11180 - 11069) + chr(0b100101 + 0o14) + chr(2115 - 2062) + chr(368 - 317), 11451 - 11443), ehT0Px3KOsy9(chr(119 - 71) + chr(8441 - 8330) + chr(0b110 + 0o54) + chr(552 - 503) + chr(49), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b1001 + 0o52) + chr(0b110111) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x35' + chr(1622 - 1571), 45143 - 45135), ehT0Px3KOsy9(chr(0b100111 + 0o11) + '\157' + '\x32' + chr(0b100100 + 0o20) + chr(0b110110), 52585 - 52577), ehT0Px3KOsy9(chr(992 - 944) + chr(111) + chr(0b11 + 0o57) + chr(0b110101) + chr(1646 - 1597), 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(4263 - 4152) + chr(0b100000 + 0o23) + chr(0b10 + 0o57), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001 + 0o146) + chr(1376 - 1326) + chr(52) + '\065', 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1010 + 0o145) + chr(0b101001 + 0o12) + chr(1155 - 1101) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b10110 + 0o41) + chr(0b101001 + 0o15), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(7571 - 7460) + chr(0b11101 + 0o26) + '\060' + chr(984 - 934), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(2444 - 2392), 2305 - 2297), ehT0Px3KOsy9('\060' + '\x6f' + '\063' + chr(0b110111) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(50) + '\x30' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b10011 + 0o134) + '\x32' + chr(0b110101) + chr(2175 - 2122), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(50) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110000 + 0o2) + chr(0b110101) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100101 + 0o16) + chr(1150 - 1098) + chr(0b110000), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\061' + chr(52) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b11 + 0o60) + '\x31', 8), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(111) + '\062' + chr(50) + '\066', 34533 - 34525), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(0b1101111) + '\x33' + chr(0b100100 + 0o15) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1010101 + 0o32) + chr(51) + chr(1853 - 1802) + chr(0b101110 + 0o4), 0o10), ehT0Px3KOsy9(chr(1142 - 1094) + chr(11995 - 11884) + '\x31' + chr(0b101100 + 0o7) + '\064', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(838 - 786) + chr(55), 29583 - 29575), ehT0Px3KOsy9('\x30' + chr(111) + '\065' + chr(0b101010 + 0o10), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(738 - 686), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2175 - 2127) + chr(4928 - 4817) + chr(53) + '\x30', ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xbc'), chr(100) + chr(101) + '\x63' + chr(1254 - 1143) + '\x64' + chr(0b1100101))('\165' + chr(0b1110100) + chr(8017 - 7915) + '\x2d' + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def POyImYQwg5VB(oVre8I6UXc3b, ULnjp6D6efFH, jaIGF5XP8wsh=ehT0Px3KOsy9(chr(0b110000) + chr(0b1010001 + 0o36) + chr(0b10001 + 0o37), 20935 - 20927), wbDauZky2S91=None, wWD2KeiCa3JL=ehT0Px3KOsy9(chr(0b110000) + chr(0b1001110 + 0o41) + chr(49), ord("\x08"))): rvd2jjaouiI1 = cXNY33IF21Sj(ULnjp6D6efFH, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) if wbDauZky2S91 is None: wbDauZky2S91 = xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf0pphN\xe1\xcb\xc0@x9\xf9p\x06\xe0\x8c'), chr(0b1001110 + 0o26) + chr(7779 - 7678) + chr(0b111100 + 0o47) + '\157' + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(0b1100111 + 0o15) + chr(6390 - 6288) + chr(440 - 395) + '\x38'), ehT0Px3KOsy9(chr(48) + '\157' + '\060', 8)) return xafqLlk3kkUe(oVre8I6UXc3b.get_booster(), xafqLlk3kkUe(SXOLrMavuUCe(b'\xe2gfxx\xec\xcb'), '\x64' + '\145' + '\143' + chr(7179 - 7068) + chr(0b1100100) + chr(5630 - 5529))(chr(6014 - 5897) + '\x74' + '\146' + '\x2d' + chr(2205 - 2149)))(rvd2jjaouiI1, output_margin=jaIGF5XP8wsh, ntree_limit=wbDauZky2S91, validate_features=wWD2KeiCa3JL)
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.apply
def apply(self, X, ntree_limit=0): """Return the predicted leaf every tree for each sample. Parameters ---------- X : array_like, shape=[n_samples, n_features] Input features matrix. ntree_limit : int Limit number of trees in the prediction; defaults to 0 (use all trees). Returns ------- X_leaves : array_like, shape=[n_samples, n_trees] For each datapoint x in X and for each tree, return the index of the leaf x ends up in. Leaves are numbered within ``[0; 2**(self.max_depth+1))``, possibly with gaps in the numbering. """ test_dmatrix = DMatrix(X, missing=self.missing, nthread=self.n_jobs) return self.get_booster().predict(test_dmatrix, pred_leaf=True, ntree_limit=ntree_limit)
python
def apply(self, X, ntree_limit=0): """Return the predicted leaf every tree for each sample. Parameters ---------- X : array_like, shape=[n_samples, n_features] Input features matrix. ntree_limit : int Limit number of trees in the prediction; defaults to 0 (use all trees). Returns ------- X_leaves : array_like, shape=[n_samples, n_trees] For each datapoint x in X and for each tree, return the index of the leaf x ends up in. Leaves are numbered within ``[0; 2**(self.max_depth+1))``, possibly with gaps in the numbering. """ test_dmatrix = DMatrix(X, missing=self.missing, nthread=self.n_jobs) return self.get_booster().predict(test_dmatrix, pred_leaf=True, ntree_limit=ntree_limit)
[ "def", "apply", "(", "self", ",", "X", ",", "ntree_limit", "=", "0", ")", ":", "test_dmatrix", "=", "DMatrix", "(", "X", ",", "missing", "=", "self", ".", "missing", ",", "nthread", "=", "self", ".", "n_jobs", ")", "return", "self", ".", "get_booster", "(", ")", ".", "predict", "(", "test_dmatrix", ",", "pred_leaf", "=", "True", ",", "ntree_limit", "=", "ntree_limit", ")" ]
Return the predicted leaf every tree for each sample. Parameters ---------- X : array_like, shape=[n_samples, n_features] Input features matrix. ntree_limit : int Limit number of trees in the prediction; defaults to 0 (use all trees). Returns ------- X_leaves : array_like, shape=[n_samples, n_trees] For each datapoint x in X and for each tree, return the index of the leaf x ends up in. Leaves are numbered within ``[0; 2**(self.max_depth+1))``, possibly with gaps in the numbering.
[ "Return", "the", "predicted", "leaf", "every", "tree", "for", "each", "sample", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L458-L479
train
Predict the predicted leaf every tree for each sample.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b0 + 0o60) + '\x6f' + chr(0b110010) + '\063' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(55) + chr(1177 - 1123), 60764 - 60756), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\157' + chr(1604 - 1554) + '\063' + chr(49), 0b1000), ehT0Px3KOsy9('\060' + chr(510 - 399) + chr(310 - 258) + '\063', 5712 - 5704), ehT0Px3KOsy9('\x30' + '\157' + '\061' + chr(2040 - 1986) + '\x31', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11010 + 0o35) + chr(1711 - 1659), ord("\x08")), ehT0Px3KOsy9(chr(1556 - 1508) + chr(7261 - 7150) + chr(54) + chr(2708 - 2654), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100100 + 0o13) + chr(50) + '\066' + chr(0b1001 + 0o52), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1010010 + 0o35) + chr(2402 - 2351) + '\060' + chr(0b100000 + 0o21), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111111 + 0o60) + '\062' + '\063' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1080 - 1029) + chr(951 - 898) + chr(0b11011 + 0o33), 18673 - 18665), ehT0Px3KOsy9('\060' + '\157' + chr(0b1011 + 0o46) + chr(49), 55522 - 55514), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b1 + 0o63) + '\067', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(7873 - 7762) + '\x31' + chr(0b11111 + 0o27) + '\063', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(1984 - 1935) + chr(49) + chr(49), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(0b110100) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(4801 - 4690) + chr(51) + '\x33' + chr(1571 - 1518), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(664 - 612), 36548 - 36540), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2213 - 2164) + chr(0b110010) + '\063', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1111 + 0o44) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(291 - 243) + chr(111) + chr(0b110011) + chr(0b100010 + 0o23) + chr(2225 - 2175), 10708 - 10700), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101111) + '\063' + chr(0b110101) + chr(0b110010), 8), ehT0Px3KOsy9(chr(1744 - 1696) + '\x6f' + '\061' + chr(54) + chr(0b110000), 42293 - 42285), ehT0Px3KOsy9(chr(2032 - 1984) + chr(9496 - 9385) + '\x32' + chr(336 - 282) + chr(1729 - 1681), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1011001 + 0o26) + chr(0b1 + 0o62) + chr(0b11000 + 0o30) + '\062', 51823 - 51815), ehT0Px3KOsy9(chr(1795 - 1747) + chr(6154 - 6043) + '\x32' + chr(763 - 714) + '\x35', 42363 - 42355), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1685 - 1635) + '\067' + '\x33', 0o10), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(3353 - 3242) + chr(372 - 321) + chr(0b101111 + 0o7) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(1821 - 1773) + chr(111) + chr(52) + chr(0b110110), 60443 - 60435), ehT0Px3KOsy9(chr(0b110000) + chr(0b10111 + 0o130) + chr(1195 - 1146) + chr(0b110101) + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(54) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(5004 - 4893) + chr(0b110011 + 0o2) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1000011 + 0o54) + chr(437 - 387) + '\063' + chr(603 - 555), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1 + 0o156) + chr(2019 - 1969) + chr(0b110011), 21873 - 21865), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(658 - 609) + chr(0b100111 + 0o11) + chr(0b101101 + 0o4), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\063' + '\065' + chr(0b11 + 0o57), 8), ehT0Px3KOsy9(chr(2183 - 2135) + chr(111) + chr(1422 - 1372) + chr(0b110101) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(674 - 626) + chr(111) + '\061' + chr(1836 - 1784) + '\x32', 0o10), ehT0Px3KOsy9('\x30' + chr(0b10101 + 0o132) + '\x31' + chr(0b110010 + 0o5) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1001101 + 0o42) + chr(2296 - 2244) + '\063', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110101) + chr(547 - 499), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb2'), chr(0b1001011 + 0o31) + '\x65' + chr(99) + chr(0b1101111) + chr(6461 - 6361) + '\x65')(chr(0b1011111 + 0o26) + '\164' + '\146' + chr(0b101101) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def hJbppFf0DTnk(oVre8I6UXc3b, xEgrFJ0REugl, wbDauZky2S91=ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\157' + chr(0b101001 + 0o7), 32468 - 32460)): rvd2jjaouiI1 = cXNY33IF21Sj(xEgrFJ0REugl, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) return xafqLlk3kkUe(oVre8I6UXc3b.get_booster(), xafqLlk3kkUe(SXOLrMavuUCe(b'\xec\x8c\xfcG\x18_B'), '\144' + '\145' + '\143' + chr(3450 - 3339) + '\x64' + chr(101))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(118 - 62)))(rvd2jjaouiI1, pred_leaf=ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10101 + 0o34), ord("\x08")), ntree_limit=wbDauZky2S91)
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.feature_importances_
def feature_importances_(self): """ Feature importances property .. note:: Feature importance is defined only for tree boosters Feature importance is only defined when the decision tree model is chosen as base learner (`booster=gbtree`). It is not defined for other base learner types, such as linear learners (`booster=gblinear`). Returns ------- feature_importances_ : array of shape ``[n_features]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gbtree': raise AttributeError('Feature importance is not defined for Booster type {}' .format(self.booster)) b = self.get_booster() score = b.get_score(importance_type=self.importance_type) all_features = [score.get(f, 0.) for f in b.feature_names] all_features = np.array(all_features, dtype=np.float32) return all_features / all_features.sum()
python
def feature_importances_(self): """ Feature importances property .. note:: Feature importance is defined only for tree boosters Feature importance is only defined when the decision tree model is chosen as base learner (`booster=gbtree`). It is not defined for other base learner types, such as linear learners (`booster=gblinear`). Returns ------- feature_importances_ : array of shape ``[n_features]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gbtree': raise AttributeError('Feature importance is not defined for Booster type {}' .format(self.booster)) b = self.get_booster() score = b.get_score(importance_type=self.importance_type) all_features = [score.get(f, 0.) for f in b.feature_names] all_features = np.array(all_features, dtype=np.float32) return all_features / all_features.sum()
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Feature importances property .. note:: Feature importance is defined only for tree boosters Feature importance is only defined when the decision tree model is chosen as base learner (`booster=gbtree`). It is not defined for other base learner types, such as linear learners (`booster=gblinear`). Returns ------- feature_importances_ : array of shape ``[n_features]``
[ "Feature", "importances", "property" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L524-L546
train
Property to get the feature importances for this base learner
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b10 + 0o64) + chr(54), 43862 - 43854), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(111) + chr(426 - 377) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(989 - 940) + chr(627 - 579) + chr(0b110111), 1427 - 1419), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(51) + chr(49) + chr(1190 - 1142), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(51) + chr(156 - 101) + chr(49), 0b1000), ehT0Px3KOsy9('\060' + chr(3549 - 3438) + chr(0b10 + 0o61) + chr(872 - 822) + chr(55), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(5970 - 5859) + chr(0b110001) + chr(52) + chr(1307 - 1252), 9891 - 9883), ehT0Px3KOsy9('\060' + chr(11507 - 11396) + '\061' + chr(1645 - 1595) + chr(0b100101 + 0o22), 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(49) + chr(0b101011 + 0o7), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(0b110001) + chr(2735 - 2682), ord("\x08")), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\157' + chr(53) + '\067', 0o10), ehT0Px3KOsy9('\060' + chr(0b1011010 + 0o25) + chr(50) + '\061' + chr(1702 - 1654), 28886 - 28878), ehT0Px3KOsy9(chr(501 - 453) + chr(111) + '\061' + chr(257 - 206) + chr(0b11110 + 0o25), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(0b11011 + 0o25) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + '\065' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1010001 + 0o36) + chr(919 - 869) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b1110 + 0o44) + '\063' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(2300 - 2252) + chr(0b1101111) + '\062' + '\062' + chr(53), 36254 - 36246), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(122 - 73) + chr(0b110000) + '\060', 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(111) + chr(0b100110 + 0o14) + chr(0b11101 + 0o24) + '\060', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\062' + chr(827 - 772) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110000 + 0o3) + chr(73 - 25) + chr(0b101111 + 0o4), 17892 - 17884), ehT0Px3KOsy9('\060' + chr(0b111011 + 0o64) + chr(330 - 280) + chr(1148 - 1098) + chr(0b110011), 43074 - 43066), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(50) + chr(0b1001 + 0o51) + chr(50), 63223 - 63215), ehT0Px3KOsy9(chr(0b110000) + chr(7476 - 7365) + chr(49) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1791 - 1743) + chr(8862 - 8751) + chr(361 - 311) + '\066' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + '\x33' + chr(0b110101) + chr(848 - 800), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + chr(0b0 + 0o62), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(52) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\157' + chr(0b11111 + 0o23) + '\060', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110010 + 0o0) + chr(0b110011) + '\x36', 0o10), ehT0Px3KOsy9(chr(1767 - 1719) + chr(7626 - 7515) + chr(54) + '\066', 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b10000 + 0o137) + chr(0b110011) + chr(2433 - 2379) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1101111) + '\x31' + chr(0b100011 + 0o15) + chr(0b110001), 29467 - 29459), ehT0Px3KOsy9(chr(0b10100 + 0o34) + chr(0b1101111) + chr(2474 - 2423) + chr(50) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x32' + chr(2199 - 2150) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(579 - 531) + '\x6f' + '\x32' + '\064', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\063' + chr(0b110110) + '\x32', 0b1000), ehT0Px3KOsy9(chr(2112 - 2064) + chr(0b101000 + 0o107) + chr(49) + chr(1563 - 1513) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x37' + '\x30', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + '\065' + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'X'), chr(0b1100100) + '\x65' + chr(9552 - 9453) + '\x6f' + chr(0b1100100 + 0o0) + '\x65')(chr(0b1110101) + chr(13093 - 12977) + chr(0b1100110) + '\055' + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def wo2jT6cJTGBl(oVre8I6UXc3b): if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x14`(\xbb\x8d\xb2\x15'), chr(0b1100100) + chr(0b111011 + 0o52) + '\x63' + chr(0b1101111) + '\144' + '\145')(chr(0b10001 + 0o144) + chr(0b11010 + 0o132) + chr(5799 - 5697) + chr(0b100 + 0o51) + chr(0b111000)), None) is not None and xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x14`(\xbb\x8d\xb2\x15'), chr(100) + chr(0b1100101 + 0o0) + chr(0b1100011) + chr(0b110001 + 0o76) + chr(0b10000 + 0o124) + chr(101))(chr(3714 - 3597) + '\164' + chr(8684 - 8582) + chr(45) + chr(1032 - 976))) != xafqLlk3kkUe(SXOLrMavuUCe(b'\x11m3\xba\x9c\xb2'), '\144' + '\145' + chr(0b1100011) + chr(111) + '\x64' + '\145')(chr(0b1110101) + chr(809 - 693) + chr(0b1100110) + chr(45) + chr(1004 - 948)): raise sHOWSIAKtU58(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'0j&\xbc\x8c\xa5\x02wc\xa0_\xe7)2\n\x7f\xfa\xf0`\xe1\xcb\xe3\xfd\xfd|\x97\x8c\x7fEy\xf0S\x94a\xb6\xe5f\xd2\x13W\x19|3\xad\x8b\xf7\x13.z\xa8\x0f\xf3&'), chr(2895 - 2795) + '\x65' + chr(0b1011010 + 0o11) + chr(0b1101111) + chr(0b1010010 + 0o22) + chr(0b100 + 0o141))(chr(0b1101001 + 0o14) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b' ;5\xa7\xb1\xb64dZ\xbdJ\xe2'), chr(100) + chr(0b100100 + 0o101) + chr(407 - 308) + chr(10161 - 10050) + chr(4090 - 3990) + chr(0b1 + 0o144))('\x75' + chr(0b110010 + 0o102) + chr(1208 - 1106) + chr(1087 - 1042) + chr(56)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x14`(\xbb\x8d\xb2\x15'), chr(0b1100100) + '\x65' + chr(0b1101 + 0o126) + chr(0b1101111) + chr(0b1111 + 0o125) + chr(0b1100101))('\x75' + chr(0b1011100 + 0o30) + chr(3269 - 3167) + '\055' + '\x38')))) wmN3dvez4qzC = oVre8I6UXc3b.get_booster() n9fd4FsgoqFs = wmN3dvez4qzC.get_score(importance_type=oVre8I6UXc3b.importance_type) u2LLlxKPFyGf = [n9fd4FsgoqFs.get(EGyt1xfPT1P6, 0.0) for EGyt1xfPT1P6 in wmN3dvez4qzC.feature_names] u2LLlxKPFyGf = WqUC3KWvYVup.B0ePDhpqxN5n(u2LLlxKPFyGf, dtype=WqUC3KWvYVup.float32) return u2LLlxKPFyGf / xafqLlk3kkUe(u2LLlxKPFyGf, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0ed?\x8a\x94\xb8Snr\xffn\xe6'), chr(100) + chr(6910 - 6809) + chr(0b1100011) + chr(111) + chr(6341 - 6241) + '\145')(chr(0b1110101) + chr(0b10111 + 0o135) + chr(102) + chr(0b101101) + chr(0b101010 + 0o16)))()
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.coef_
def coef_(self): """ Coefficients property .. note:: Coefficients are defined only for linear learners Coefficients are only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- coef_ : array of shape ``[n_features]`` or ``[n_classes, n_features]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gblinear': raise AttributeError('Coefficients are not defined for Booster type {}' .format(self.booster)) b = self.get_booster() coef = np.array(json.loads(b.get_dump(dump_format='json')[0])['weight']) # Logic for multiclass classification n_classes = getattr(self, 'n_classes_', None) if n_classes is not None: if n_classes > 2: assert len(coef.shape) == 1 assert coef.shape[0] % n_classes == 0 coef = coef.reshape((n_classes, -1)) return coef
python
def coef_(self): """ Coefficients property .. note:: Coefficients are defined only for linear learners Coefficients are only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- coef_ : array of shape ``[n_features]`` or ``[n_classes, n_features]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gblinear': raise AttributeError('Coefficients are not defined for Booster type {}' .format(self.booster)) b = self.get_booster() coef = np.array(json.loads(b.get_dump(dump_format='json')[0])['weight']) # Logic for multiclass classification n_classes = getattr(self, 'n_classes_', None) if n_classes is not None: if n_classes > 2: assert len(coef.shape) == 1 assert coef.shape[0] % n_classes == 0 coef = coef.reshape((n_classes, -1)) return coef
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Coefficients property .. note:: Coefficients are defined only for linear learners Coefficients are only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- coef_ : array of shape ``[n_features]`` or ``[n_classes, n_features]``
[ "Coefficients", "property" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L549-L575
train
Returns the weighted probability matrix for the base learner.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b111001 + 0o66) + chr(1195 - 1146) + chr(0b110110) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10001 + 0o42) + chr(0b10000 + 0o46) + chr(2025 - 1971), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(419 - 368) + chr(0b110110) + '\x30', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(52) + chr(2820 - 2766), 0b1000), ehT0Px3KOsy9(chr(1705 - 1657) + chr(2869 - 2758) + chr(0b1111 + 0o44) + chr(1126 - 1075) + chr(54), 0o10), ehT0Px3KOsy9(chr(924 - 876) + chr(2327 - 2216) + chr(50) + chr(0b10000 + 0o46) + chr(49), 3042 - 3034), ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(0b1101111) + '\x31' + chr(51) + chr(48), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(54) + '\062', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + chr(0b11001 + 0o33) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + chr(8353 - 8242) + '\062' + chr(2329 - 2278) + '\061', 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(9665 - 9554) + chr(0b110001 + 0o1) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\x34' + chr(49), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2253 - 2203) + chr(0b11000 + 0o32) + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x35' + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(5897 - 5786) + '\063' + '\060' + '\x37', 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(111) + chr(0b110001) + chr(0b10110 + 0o40) + chr(53), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1100001 + 0o16) + '\x33' + '\063' + chr(0b1111 + 0o46), 886 - 878), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(55) + '\064', 38227 - 38219), ehT0Px3KOsy9(chr(0b110000) + chr(0b11111 + 0o120) + chr(54) + '\061', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b0 + 0o62) + '\x31' + chr(313 - 262), 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1001000 + 0o47) + '\063' + chr(576 - 527) + '\063', 59866 - 59858), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b11001 + 0o30) + chr(2414 - 2359), ord("\x08")), ehT0Px3KOsy9('\060' + chr(10747 - 10636) + '\063' + chr(0b11111 + 0o21) + chr(0b10100 + 0o36), 0b1000), ehT0Px3KOsy9(chr(1876 - 1828) + chr(0b1101111) + '\x35' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1100001 + 0o16) + '\064' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1101111) + chr(50) + chr(0b10 + 0o62) + chr(1782 - 1734), ord("\x08")), ehT0Px3KOsy9(chr(310 - 262) + '\157' + '\x31' + chr(0b110011) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(51) + chr(49) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(49) + '\x36' + '\064', 8), ehT0Px3KOsy9(chr(0b110000) + chr(4080 - 3969) + '\063' + chr(0b110000) + chr(49), 30811 - 30803), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b10101 + 0o132) + chr(49) + chr(0b110101) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(0b1 + 0o60) + chr(1106 - 1058), 8), ehT0Px3KOsy9('\x30' + chr(0b1010001 + 0o36) + chr(52) + chr(561 - 508), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10111 + 0o130) + chr(0b11111 + 0o24) + chr(1910 - 1862) + chr(48), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(2241 - 2192) + chr(0b110000) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + '\067' + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + '\x36' + '\x36', 63755 - 63747), ehT0Px3KOsy9(chr(2241 - 2193) + '\157' + chr(478 - 428) + chr(0b110100) + '\x34', 61641 - 61633), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1 + 0o61) + chr(53) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1100001 + 0o16) + '\062' + chr(54), 5824 - 5816)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b100011 + 0o22) + chr(394 - 346), 49926 - 49918)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'Z'), '\x64' + chr(4123 - 4022) + chr(0b1100011) + chr(2778 - 2667) + chr(0b1010011 + 0o21) + '\x65')(chr(0b10010 + 0o143) + chr(0b1110100) + chr(102) + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def rhLihR7Qx49u(oVre8I6UXc3b): if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x16\x99\x9f\xd5\xaa\xd4*'), '\144' + chr(101) + chr(0b1100011) + chr(111) + chr(100) + chr(0b1100101))(chr(0b1110101) + chr(2288 - 2172) + chr(0b1100110) + chr(45) + chr(0b100010 + 0o26)), None) is not None and xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x16\x99\x9f\xd5\xaa\xd4*'), chr(0b1010100 + 0o20) + chr(0b100000 + 0o105) + chr(0b100101 + 0o76) + '\157' + chr(0b1100100) + chr(101))(chr(0b111110 + 0o67) + chr(116) + chr(449 - 347) + chr(0b101101) + chr(0b111000))) != xafqLlk3kkUe(SXOLrMavuUCe(b'\x13\x94\x9c\xcf\xb0\xd49\x00'), chr(100) + chr(0b1100101) + '\143' + chr(5250 - 5139) + chr(0b1100100) + chr(0b1100101))(chr(2488 - 2371) + chr(3107 - 2991) + '\x66' + chr(0b101 + 0o50) + '\x38'): raise sHOWSIAKtU58(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'7\x99\x95\xc0\xb8\xd8;\x1b\xc6\xf7f\x92\xb0J\xb5\x10\xfd\xd2^\xff\xebk\xa7JM\xce?\xacT\xa7\x01\xba\x05\x82*T\x05\xd0\xc9dT\x82\x89\xd6\xbb\x91#\x0f'), chr(0b1100100) + '\145' + chr(4955 - 4856) + '\157' + '\144' + chr(0b1100101))(chr(117) + chr(0b11111 + 0o125) + chr(0b101101 + 0o71) + '\055' + '\070'), xafqLlk3kkUe(SXOLrMavuUCe(b'"\xc2\x82\xc9\x96\xd0\x0bA\xf3\xe9w\x8b'), chr(0b1100100) + '\x65' + chr(0b100001 + 0o102) + chr(0b1010000 + 0o37) + '\x64' + chr(0b1100101))('\x75' + chr(116) + '\146' + chr(0b101101) + '\070'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x16\x99\x9f\xd5\xaa\xd4*'), '\144' + '\x65' + chr(0b1 + 0o142) + chr(0b111011 + 0o64) + chr(100) + chr(0b1001101 + 0o30))(chr(0b1110101) + chr(116) + '\x66' + chr(1404 - 1359) + chr(0b110000 + 0o10))))) wmN3dvez4qzC = oVre8I6UXc3b.get_booster() Td0AH9jEoPNV = WqUC3KWvYVup.B0ePDhpqxN5n(fXk443epxtd5.loads(wmN3dvez4qzC.get_dump(dump_format=xafqLlk3kkUe(SXOLrMavuUCe(b'\x1e\x85\x9f\xc8'), chr(0b1100100) + '\145' + chr(6192 - 6093) + chr(0b1101111) + chr(100) + '\145')('\165' + chr(116) + chr(0b1100110) + '\x2d' + chr(56)))[ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(48), ord("\x08"))])[xafqLlk3kkUe(SXOLrMavuUCe(b'\x03\x93\x99\xc1\xb6\xc5'), chr(3891 - 3791) + chr(101) + chr(996 - 897) + '\x6f' + chr(0b1100100) + chr(0b1001101 + 0o30))('\165' + chr(116) + '\146' + '\055' + '\070')]) CpUzH63GOr8k = xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a\xa9\x93\xca\xbf\xc2+\x17\xd0\xc6'), chr(0b1100100) + chr(101) + chr(99) + '\157' + chr(0b1010111 + 0o15) + '\145')('\x75' + chr(0b1101011 + 0o11) + chr(102) + chr(45) + chr(0b111000)), None) if CpUzH63GOr8k is not None: if CpUzH63GOr8k > ehT0Px3KOsy9('\x30' + chr(9643 - 9532) + chr(0b10011 + 0o37), 46625 - 46617): assert c2A0yzQpDQB3(xafqLlk3kkUe(Td0AH9jEoPNV, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a\x97\x85\xff\xb8\xfd?\x1e\xf7\xe9q\x83'), chr(0b1111 + 0o125) + chr(101) + chr(99) + chr(0b1101111) + chr(7407 - 7307) + chr(0b1100101))(chr(0b1100001 + 0o24) + '\164' + '\x66' + chr(1366 - 1321) + chr(1984 - 1928)))) == ehT0Px3KOsy9('\x30' + chr(1837 - 1726) + chr(2142 - 2093), 0b1000) assert xafqLlk3kkUe(Td0AH9jEoPNV, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1a\x97\x85\xff\xb8\xfd?\x1e\xf7\xe9q\x83'), '\x64' + '\145' + chr(0b101010 + 0o71) + chr(0b1000111 + 0o50) + chr(0b10001 + 0o123) + chr(101))(chr(0b1110101) + '\x74' + '\x66' + chr(45) + chr(0b111000)))[ehT0Px3KOsy9(chr(215 - 167) + chr(2683 - 2572) + '\x30', 8)] % CpUzH63GOr8k == ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100111 + 0o11), 8) Td0AH9jEoPNV = Td0AH9jEoPNV.reshape((CpUzH63GOr8k, -ehT0Px3KOsy9('\060' + chr(0b10011 + 0o134) + chr(0b101010 + 0o7), 8))) return Td0AH9jEoPNV
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBModel.intercept_
def intercept_(self): """ Intercept (bias) property .. note:: Intercept is defined only for linear learners Intercept (bias) is only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- intercept_ : array of shape ``(1,)`` or ``[n_classes]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gblinear': raise AttributeError('Intercept (bias) is not defined for Booster type {}' .format(self.booster)) b = self.get_booster() return np.array(json.loads(b.get_dump(dump_format='json')[0])['bias'])
python
def intercept_(self): """ Intercept (bias) property .. note:: Intercept is defined only for linear learners Intercept (bias) is only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- intercept_ : array of shape ``(1,)`` or ``[n_classes]`` """ if getattr(self, 'booster', None) is not None and self.booster != 'gblinear': raise AttributeError('Intercept (bias) is not defined for Booster type {}' .format(self.booster)) b = self.get_booster() return np.array(json.loads(b.get_dump(dump_format='json')[0])['bias'])
[ "def", "intercept_", "(", "self", ")", ":", "if", "getattr", "(", "self", ",", "'booster'", ",", "None", ")", "is", "not", "None", "and", "self", ".", "booster", "!=", "'gblinear'", ":", "raise", "AttributeError", "(", "'Intercept (bias) is not defined for Booster type {}'", ".", "format", "(", "self", ".", "booster", ")", ")", "b", "=", "self", ".", "get_booster", "(", ")", "return", "np", ".", "array", "(", "json", ".", "loads", "(", "b", ".", "get_dump", "(", "dump_format", "=", "'json'", ")", "[", "0", "]", ")", "[", "'bias'", "]", ")" ]
Intercept (bias) property .. note:: Intercept is defined only for linear learners Intercept (bias) is only defined when the linear model is chosen as base learner (`booster=gblinear`). It is not defined for other base learner types, such as tree learners (`booster=gbtree`). Returns ------- intercept_ : array of shape ``(1,)`` or ``[n_classes]``
[ "Intercept", "(", "bias", ")", "property" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L578-L596
train
Property to get the intercept of the base learner.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + chr(51) + '\060' + chr(226 - 176), 0o10), ehT0Px3KOsy9(chr(314 - 266) + '\157' + chr(0b1010 + 0o47) + chr(54) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + '\064' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\x6f' + chr(0b110001) + chr(2517 - 2462) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b111100 + 0o63) + '\x32' + chr(479 - 429) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(52) + '\062', 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1000101 + 0o52) + chr(0b10001 + 0o42) + chr(0b110110) + chr(0b100111 + 0o15), 0o10), ehT0Px3KOsy9(chr(99 - 51) + chr(0b110101 + 0o72) + chr(0b110011) + chr(0b110110) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(0b1101111) + chr(51) + '\061' + chr(0b10010 + 0o41), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(5224 - 5113) + chr(49) + chr(340 - 291) + chr(0b110001 + 0o0), 22591 - 22583), ehT0Px3KOsy9(chr(0b110000) + chr(0b100111 + 0o110) + chr(0b110001) + chr(0b11011 + 0o33) + chr(55), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x34' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + chr(0b110000) + chr(0b10 + 0o63), 57202 - 57194), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(2249 - 2138) + '\063' + '\064' + '\x33', 37200 - 37192), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\062' + '\x30' + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(54) + chr(356 - 305), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101110 + 0o5) + chr(1116 - 1061), 48202 - 48194), ehT0Px3KOsy9('\060' + '\x6f' + '\067', 64543 - 64535), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(1332 - 1279) + chr(2718 - 2665), 0b1000), ehT0Px3KOsy9(chr(2099 - 2051) + chr(0b1101111) + chr(0b101011 + 0o12) + chr(0b110111), 11050 - 11042), ehT0Px3KOsy9(chr(1744 - 1696) + chr(11568 - 11457) + '\x33' + '\x33' + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\065' + '\x36', 0b1000), ehT0Px3KOsy9(chr(2092 - 2044) + chr(111) + chr(51) + '\x37', 8), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\x6f' + '\x33' + '\067' + chr(2212 - 2159), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + chr(0b110110) + chr(0b110101 + 0o1), 0o10), ehT0Px3KOsy9(chr(437 - 389) + '\x6f' + chr(1079 - 1030) + chr(0b110011), 6560 - 6552), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + '\062', 11645 - 11637), ehT0Px3KOsy9(chr(0b110 + 0o52) + chr(5444 - 5333) + chr(0b10011 + 0o40) + chr(0b1110 + 0o44) + chr(0b110 + 0o57), 56170 - 56162), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\x32' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b10011 + 0o134) + '\062' + chr(53) + chr(2552 - 2498), 0o10), ehT0Px3KOsy9(chr(48) + chr(1593 - 1482) + chr(1177 - 1128) + chr(0b110000) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(49) + chr(55), 49170 - 49162), ehT0Px3KOsy9(chr(1967 - 1919) + chr(7208 - 7097) + chr(0b11000 + 0o33) + '\066' + chr(2444 - 2393), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(52) + chr(0b100110 + 0o13), 0o10), ehT0Px3KOsy9('\x30' + chr(2550 - 2439) + chr(88 - 37) + '\x32', 8), ehT0Px3KOsy9(chr(540 - 492) + '\157' + '\x33' + '\065' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(48) + chr(6252 - 6141) + chr(0b110001) + chr(52) + chr(0b110110), 36653 - 36645), ehT0Px3KOsy9(chr(0b110000) + chr(0b100100 + 0o113) + chr(937 - 886) + chr(288 - 235) + chr(0b1000 + 0o57), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\157' + '\065' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xec'), '\144' + chr(101) + chr(99) + '\157' + chr(100) + chr(0b1100101))(chr(117) + '\164' + '\x66' + '\055' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def UQOw5utzNkUA(oVre8I6UXc3b): if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0\x1b\n\n\xe7G\x86'), '\x64' + chr(0b1100101) + '\143' + chr(0b1101111) + chr(100) + chr(101))(chr(0b1000 + 0o155) + chr(116) + chr(0b1010110 + 0o20) + '\055' + chr(0b111000)), None) is not None and xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0\x1b\n\n\xe7G\x86'), chr(4092 - 3992) + chr(101) + '\143' + chr(0b1101111) + '\144' + chr(101))(chr(117) + chr(0b1110100) + chr(102) + '\055' + chr(0b11001 + 0o37))) != xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5\x16\t\x10\xfdG\x95\x83'), '\x64' + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(3509 - 3409) + chr(0b1100101))('\x75' + chr(0b1110100) + chr(102) + '\055' + chr(0b110111 + 0o1)): raise sHOWSIAKtU58(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\x1a\x11\x1c\xe1A\x91\x81\xbfi_F\xec{\x90\xaaSvtMA\xb1\x9a?\x99\x13m{\xbb1\xcag\xa9\x9cq\x81X\x82\t\x9c\xb6\x11\x17Y\xe7[\x84\x94\xeb2\n'), '\144' + chr(0b1100101) + chr(2470 - 2371) + chr(111) + chr(0b1100100) + chr(101))(chr(10707 - 10590) + '\164' + chr(0b1100110) + '\055' + chr(0b100 + 0o64)), xafqLlk3kkUe(SXOLrMavuUCe(b'\x94@\x17\x16\xdbC\xa7\xc2\x9b9\x12N'), chr(0b1100100) + chr(0b1100101) + '\143' + '\157' + chr(100) + chr(0b111110 + 0o47))('\165' + '\x74' + chr(0b0 + 0o146) + chr(286 - 241) + chr(1181 - 1125)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0\x1b\n\n\xe7G\x86'), chr(0b1100100) + chr(7065 - 6964) + '\143' + chr(5510 - 5399) + '\x64' + chr(0b11001 + 0o114))('\x75' + chr(0b1110100) + '\146' + '\x2d' + '\070')))) wmN3dvez4qzC = oVre8I6UXc3b.get_booster() return xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'\x80D\x00)\xd7J\x84\x80\xb3\x07BJ'), chr(1136 - 1036) + chr(0b1100101) + '\x63' + chr(4666 - 4555) + chr(0b10000 + 0o124) + chr(101))('\165' + chr(0b1010111 + 0o35) + chr(9081 - 8979) + chr(0b101101) + chr(56)))(xafqLlk3kkUe(fXk443epxtd5, xafqLlk3kkUe(SXOLrMavuUCe(b'\xae\x1b\x04\x1d\xe0'), chr(1430 - 1330) + chr(101) + chr(0b1100011) + chr(0b1101111) + chr(0b11010 + 0o112) + chr(1547 - 1446))('\x75' + '\164' + '\x66' + chr(45) + '\070'))(xafqLlk3kkUe(wmN3dvez4qzC, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5\x11\x11&\xf7W\x99\x81'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(111) + '\144' + '\145')(chr(0b1110101) + chr(116) + chr(9388 - 9286) + chr(1123 - 1078) + chr(56)))(dump_format=xafqLlk3kkUe(SXOLrMavuUCe(b'\xa8\x07\n\x17'), chr(100) + '\x65' + chr(1134 - 1035) + '\157' + chr(0b1100 + 0o130) + '\145')(chr(9705 - 9588) + chr(0b1110100) + '\146' + chr(45) + chr(56)))[ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b100010 + 0o115) + '\x30', ord("\x08"))])[xafqLlk3kkUe(SXOLrMavuUCe(b'\xa0\x1d\x04\n'), chr(0b1100100) + '\x65' + chr(4214 - 4115) + chr(0b1101111) + chr(3093 - 2993) + chr(8292 - 8191))('\x75' + chr(0b110110 + 0o76) + '\x66' + chr(0b1 + 0o54) + '\x38')])
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBClassifier.fit
def fit(self, X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None, sample_weight_eval_set=None, callbacks=None): # pylint: disable = attribute-defined-outside-init,arguments-differ """ Fit gradient boosting classifier Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like Weight for each instance eval_set : list, optional A list of (X, y) pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int, optional Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit (bst.best_ntree_limit is the ntree_limit parameter default value in predict method if not any other value is specified). (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ evals_result = {} self.classes_ = np.unique(y) self.n_classes_ = len(self.classes_) xgb_options = self.get_xgb_params() if callable(self.objective): obj = _objective_decorator(self.objective) # Use default value. Is it really not used ? xgb_options["objective"] = "binary:logistic" else: obj = None if self.n_classes_ > 2: # Switch to using a multiclass objective in the underlying XGB instance xgb_options["objective"] = "multi:softprob" xgb_options['num_class'] = self.n_classes_ feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: xgb_options.update({"eval_metric": eval_metric}) self._le = XGBLabelEncoder().fit(y) training_labels = self._le.transform(y) if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = list( DMatrix(eval_set[i][0], label=self._le.transform(eval_set[i][1]), missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set)) ) nevals = len(evals) eval_names = ["validation_{}".format(i) for i in range(nevals)] evals = list(zip(evals, eval_names)) else: evals = () self._features_count = X.shape[1] if sample_weight is not None: train_dmatrix = DMatrix(X, label=training_labels, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: train_dmatrix = DMatrix(X, label=training_labels, missing=self.missing, nthread=self.n_jobs) self._Booster = train(xgb_options, train_dmatrix, self.get_num_boosting_rounds(), evals=evals, early_stopping_rounds=early_stopping_rounds, evals_result=evals_result, obj=obj, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) self.objective = xgb_options["objective"] if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result_ = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
python
def fit(self, X, y, sample_weight=None, eval_set=None, eval_metric=None, early_stopping_rounds=None, verbose=True, xgb_model=None, sample_weight_eval_set=None, callbacks=None): # pylint: disable = attribute-defined-outside-init,arguments-differ """ Fit gradient boosting classifier Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like Weight for each instance eval_set : list, optional A list of (X, y) pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int, optional Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit (bst.best_ntree_limit is the ntree_limit parameter default value in predict method if not any other value is specified). (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ evals_result = {} self.classes_ = np.unique(y) self.n_classes_ = len(self.classes_) xgb_options = self.get_xgb_params() if callable(self.objective): obj = _objective_decorator(self.objective) # Use default value. Is it really not used ? xgb_options["objective"] = "binary:logistic" else: obj = None if self.n_classes_ > 2: # Switch to using a multiclass objective in the underlying XGB instance xgb_options["objective"] = "multi:softprob" xgb_options['num_class'] = self.n_classes_ feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: xgb_options.update({"eval_metric": eval_metric}) self._le = XGBLabelEncoder().fit(y) training_labels = self._le.transform(y) if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = list( DMatrix(eval_set[i][0], label=self._le.transform(eval_set[i][1]), missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set)) ) nevals = len(evals) eval_names = ["validation_{}".format(i) for i in range(nevals)] evals = list(zip(evals, eval_names)) else: evals = () self._features_count = X.shape[1] if sample_weight is not None: train_dmatrix = DMatrix(X, label=training_labels, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: train_dmatrix = DMatrix(X, label=training_labels, missing=self.missing, nthread=self.n_jobs) self._Booster = train(xgb_options, train_dmatrix, self.get_num_boosting_rounds(), evals=evals, early_stopping_rounds=early_stopping_rounds, evals_result=evals_result, obj=obj, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) self.objective = xgb_options["objective"] if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result_ = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
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Fit gradient boosting classifier Parameters ---------- X : array_like Feature matrix y : array_like Labels sample_weight : array_like Weight for each instance eval_set : list, optional A list of (X, y) pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of instance weights on the i-th validation set. eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int, optional Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit (bst.best_ntree_limit is the ntree_limit parameter default value in predict method if not any other value is specified). (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)]
[ "Fit", "gradient", "boosting", "classifier" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L622-L746
train
Fit gradient boosting classifier to the given data.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\063' + chr(0b110010) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(4807 - 4696) + chr(0b110001) + '\x32' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(50) + chr(144 - 90) + '\064', 23812 - 23804), ehT0Px3KOsy9('\x30' + '\157' + chr(996 - 945) + chr(0b1010 + 0o52) + chr(0b100100 + 0o23), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(0b10010 + 0o43) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(1213 - 1165) + chr(0b1101011 + 0o4) + '\061' + '\062' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\067' + chr(58 - 5), 5572 - 5564), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\157' + chr(0b110001) + '\062' + '\x30', 14594 - 14586), ehT0Px3KOsy9('\060' + chr(3842 - 3731) + chr(0b1000 + 0o53) + chr(0b10110 + 0o37) + chr(0b101100 + 0o10), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(786 - 735) + '\x35' + chr(1391 - 1343), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1100010 + 0o15) + chr(879 - 830) + '\x31' + '\x32', 0o10), ehT0Px3KOsy9(chr(2266 - 2218) + chr(111) + '\x32' + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + chr(6251 - 6140) + chr(0b10000 + 0o43) + chr(0b10011 + 0o35) + '\065', 33948 - 33940), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + '\067' + chr(1001 - 953), 0b1000), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(6069 - 5958) + chr(0b1100 + 0o46) + chr(55) + '\060', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(5068 - 4957) + chr(634 - 584) + '\064' + '\x35', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(1763 - 1712) + chr(0b110000) + chr(49), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(682 - 630) + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + '\x36' + chr(50), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(0b110101) + '\x34', 0o10), ehT0Px3KOsy9('\x30' + chr(6421 - 6310) + chr(0b110011) + '\x32' + chr(50), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1010001 + 0o36) + '\063' + chr(0b11010 + 0o30) + '\065', 61344 - 61336), ehT0Px3KOsy9(chr(613 - 565) + chr(428 - 317) + chr(0b101111 + 0o2) + '\065' + chr(0b10011 + 0o41), ord("\x08")), ehT0Px3KOsy9(chr(1068 - 1020) + chr(11732 - 11621) + chr(1215 - 1166) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b10 + 0o155) + chr(0b110010) + chr(820 - 771) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b101001 + 0o106) + '\061' + '\067' + chr(166 - 114), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(51) + '\065', 55066 - 55058), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + chr(427 - 373) + chr(0b101101 + 0o11), 0o10), ehT0Px3KOsy9('\060' + chr(0b1100001 + 0o16) + chr(50) + '\x37' + chr(0b1001 + 0o51), 15337 - 15329), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + chr(574 - 522), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b11 + 0o154) + chr(50) + chr(0b110000) + '\063', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(0b10010 + 0o40) + '\x37', 0o10), ehT0Px3KOsy9(chr(1861 - 1813) + chr(0b1101111) + '\x31' + chr(2443 - 2390) + '\065', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1822 - 1773) + chr(0b110000) + '\x35', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b100001 + 0o21) + chr(0b110011) + '\x37', 53139 - 53131), ehT0Px3KOsy9(chr(2075 - 2027) + chr(8961 - 8850) + '\062' + chr(48) + '\065', 0o10), ehT0Px3KOsy9('\x30' + '\157' + '\063' + chr(55) + '\x30', 0b1000), ehT0Px3KOsy9(chr(918 - 870) + chr(0b1101111) + chr(53) + chr(0b110 + 0o55), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + chr(55) + chr(0b110000), 8), ehT0Px3KOsy9('\060' + chr(2391 - 2280) + chr(51) + chr(0b110010) + chr(0b11000 + 0o35), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(111) + '\x35' + '\060', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xfe'), '\x64' + chr(4571 - 4470) + chr(0b1100011) + chr(0b111 + 0o150) + chr(100) + chr(0b1001 + 0o134))('\x75' + chr(0b1110100) + chr(646 - 544) + chr(45) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def gggbGMeQaMBR(oVre8I6UXc3b, xEgrFJ0REugl, SqiSOtYOqOJH, dKFzs5yZvThT=None, B9iBAprBc4Cc=None, tbbpbfMnen5w=None, k4mrqJWJE3I8=None, j5jgrsOGZdZ4=ehT0Px3KOsy9(chr(213 - 165) + chr(0b11110 + 0o121) + '\x31', 0b1000), fCBPt7kjkmQp=None, hPjWcB3ppe4K=None, PX4b0z2UpTWH=None): nBtR31W_gjTY = {} oVre8I6UXc3b.KWx4OykSAFHn = WqUC3KWvYVup.unique(SqiSOtYOqOJH) oVre8I6UXc3b.jGd0NCOjh0GW = c2A0yzQpDQB3(oVre8I6UXc3b.KWx4OykSAFHn) cZzYSzykREAj = oVre8I6UXc3b.get_xgb_params() if tzcpInYwBvYW(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf7\xde\x82\x8e&\xd4&\x89'), '\144' + chr(101) + '\x63' + chr(2449 - 2338) + chr(100) + '\145')(chr(0b1101001 + 0o14) + chr(0b1110011 + 0o1) + chr(7200 - 7098) + '\055' + '\x38'))): mDuDykdz0pcm = HwbuKmC4Hdvq(oVre8I6UXc3b.objective) cZzYSzykREAj[xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf7\xde\x82\x8e&\xd4&\x89'), '\144' + chr(0b111111 + 0o46) + chr(99) + chr(0b111101 + 0o62) + chr(100) + '\x65')(chr(8168 - 8051) + chr(0b1001000 + 0o54) + '\146' + chr(1303 - 1258) + '\x38')] = xafqLlk3kkUe(SXOLrMavuUCe(b'\xb2<\xda\x86\x9f+\x87<\x83\x8f#e\xb1\x11\xdb'), chr(100) + '\x65' + '\x63' + chr(111) + '\144' + chr(0b1100101))('\165' + chr(10198 - 10082) + '\x66' + '\x2d' + chr(0b111000)) else: mDuDykdz0pcm = None if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\x12\xd0\xd7\xa3\x11\xf2:\x84\xd8\rA'), chr(0b1100100) + '\x65' + '\143' + chr(5769 - 5658) + chr(0b111111 + 0o45) + chr(0b1010111 + 0o16))(chr(117) + '\164' + '\146' + chr(45) + chr(0b111000))) > ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010), ord("\x08")): cZzYSzykREAj[xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf7\xde\x82\x8e&\xd4&\x89'), chr(5919 - 5819) + chr(3569 - 3468) + '\x63' + chr(5908 - 5797) + chr(0b111001 + 0o53) + '\145')(chr(117) + chr(116) + chr(804 - 702) + '\x2d' + chr(0b100100 + 0o24))] = xafqLlk3kkUe(SXOLrMavuUCe(b'\xbd \xd8\x93\x84h\xce?\x8a\x9c:d\xaa\x1a'), '\x64' + '\145' + chr(0b1100011) + '\157' + '\x64' + chr(0b1100101))(chr(117) + chr(116) + chr(0b1100110) + '\x2d' + chr(56)) cZzYSzykREAj[xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe \xd9\xb8\x8e>\xdc#\x9f'), chr(100) + '\x65' + '\x63' + '\x6f' + chr(6403 - 6303) + '\x65')(chr(0b1101100 + 0o11) + '\x74' + '\146' + chr(0b11001 + 0o24) + chr(0b10101 + 0o43))] = oVre8I6UXc3b.jGd0NCOjh0GW VcFaHHaIedSQ = tbbpbfMnen5w if tzcpInYwBvYW(tbbpbfMnen5w) else None if tbbpbfMnen5w is not None: if tzcpInYwBvYW(tbbpbfMnen5w): tbbpbfMnen5w = None else: xafqLlk3kkUe(cZzYSzykREAj, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8a!\xf5\xa2\x84\x1c\xf7>\x95\xdc/&'), '\x64' + chr(9698 - 9597) + chr(0b101000 + 0o73) + chr(111) + chr(100) + chr(0b1100101))(chr(117) + chr(116) + chr(102) + chr(0b101101) + '\x38'))({xafqLlk3kkUe(SXOLrMavuUCe(b'\xb5#\xd5\x8b\xb2?\xd8$\x9e\x81)'), chr(0b1100100) + '\145' + '\143' + chr(0b1101111) + chr(3316 - 3216) + chr(8902 - 8801))('\x75' + chr(116) + chr(0b1100110) + chr(45) + chr(1754 - 1698)): tbbpbfMnen5w}) oVre8I6UXc3b.yhAd1mCV0Zpq = ZQtHtc7ElZzr().fit(SqiSOtYOqOJH) mIbEKRcQZDmB = oVre8I6UXc3b._le.transform(SqiSOtYOqOJH) if B9iBAprBc4Cc is not None: if hPjWcB3ppe4K is None: hPjWcB3ppe4K = [None] * c2A0yzQpDQB3(B9iBAprBc4Cc) yC3g_2bG96Pz = YyaZ4tpXu4lf((cXNY33IF21Sj(B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9(chr(48) + '\157' + '\060', 0o10)], label=oVre8I6UXc3b._le.transform(B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9(chr(48) + chr(0b1000110 + 0o51) + '\x31', 8)]), missing=oVre8I6UXc3b.missing, weight=hPjWcB3ppe4K[WVxHKyX45z_L], nthread=oVre8I6UXc3b.n_jobs) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(B9iBAprBc4Cc)))) ivsI0gF4iPqg = c2A0yzQpDQB3(yC3g_2bG96Pz) DgHfqQgK_9lu = [xafqLlk3kkUe(SXOLrMavuUCe(b'\xa64\xd8\x8e\x893\xc99\x83\x86\x15m\xb8'), chr(8916 - 8816) + chr(0b1100101) + chr(0b101110 + 0o65) + '\157' + chr(100) + chr(0b1010001 + 0o24))('\165' + chr(406 - 290) + chr(0b1001111 + 0o27) + '\x2d' + chr(0b111000 + 0o0)).V4roHaS3Ppej(WVxHKyX45z_L) for WVxHKyX45z_L in vQr8gNKaIaWE(ivsI0gF4iPqg)] yC3g_2bG96Pz = YyaZ4tpXu4lf(pZ0NK2y6HRbn(yC3g_2bG96Pz, DgHfqQgK_9lu)) else: yC3g_2bG96Pz = () oVre8I6UXc3b.Z6Hzk4drX0HI = xEgrFJ0REugl.nauYfLglTpcb[ehT0Px3KOsy9('\x30' + chr(111) + '\x31', 8)] if dKFzs5yZvThT is not None: pSbO0zu4pKsg = cXNY33IF21Sj(xEgrFJ0REugl, label=mIbEKRcQZDmB, weight=dKFzs5yZvThT, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) else: pSbO0zu4pKsg = cXNY33IF21Sj(xEgrFJ0REugl, label=mIbEKRcQZDmB, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) oVre8I6UXc3b.lxpinHwCmUpc = e80gRioCjdat(cZzYSzykREAj, pSbO0zu4pKsg, oVre8I6UXc3b.get_num_boosting_rounds(), evals=yC3g_2bG96Pz, early_stopping_rounds=k4mrqJWJE3I8, evals_result=nBtR31W_gjTY, obj=mDuDykdz0pcm, feval=VcFaHHaIedSQ, verbose_eval=j5jgrsOGZdZ4, xgb_model=fCBPt7kjkmQp, callbacks=PX4b0z2UpTWH) oVre8I6UXc3b.Ky8KMSzRafTo = cZzYSzykREAj[xafqLlk3kkUe(SXOLrMavuUCe(b'\xbf7\xde\x82\x8e&\xd4&\x89'), chr(0b11010 + 0o112) + chr(0b1100101) + '\143' + '\x6f' + chr(0b1100100) + chr(101))(chr(0b111110 + 0o67) + chr(0b1110100) + chr(9900 - 9798) + chr(305 - 260) + '\070')] if nBtR31W_gjTY: for pQxH2D_k9sXQ in xafqLlk3kkUe(nBtR31W_gjTY, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9e/\xc2\x82\xa4\x08\x8e\x19\x80\xbb\x02/'), '\x64' + '\x65' + '\143' + chr(111) + '\144' + chr(2411 - 2310))(chr(117) + '\164' + '\146' + '\x2d' + chr(0b101100 + 0o14)))(): gnsDcSwZDWEu = YyaZ4tpXu4lf(pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061', 8)].keys())[ehT0Px3KOsy9('\060' + '\x6f' + chr(2287 - 2239), 8)] nBtR31W_gjTY[pQxH2D_k9sXQ[ehT0Px3KOsy9('\060' + '\157' + chr(753 - 705), 8)]][gnsDcSwZDWEu] = pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(1454 - 1406) + chr(0b1100000 + 0o17) + chr(49), 8)][gnsDcSwZDWEu] oVre8I6UXc3b.rO5wTiCq76CH = nBtR31W_gjTY if k4mrqJWJE3I8 is not None: oVre8I6UXc3b.kSswkTBYPNvZ = oVre8I6UXc3b._Booster.kSswkTBYPNvZ oVre8I6UXc3b.Wvr86fkbsoQE = oVre8I6UXc3b._Booster.Wvr86fkbsoQE oVre8I6UXc3b.WVk3BDUV2DVi = oVre8I6UXc3b._Booster.WVk3BDUV2DVi return oVre8I6UXc3b
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBClassifier.predict
def predict(self, data, output_margin=False, ntree_limit=None, validate_features=True): """ Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array """ test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) class_probs = self.get_booster().predict(test_dmatrix, output_margin=output_margin, ntree_limit=ntree_limit, validate_features=validate_features) if output_margin: # If output_margin is active, simply return the scores return class_probs if len(class_probs.shape) > 1: column_indexes = np.argmax(class_probs, axis=1) else: column_indexes = np.repeat(0, class_probs.shape[0]) column_indexes[class_probs > 0.5] = 1 return self._le.inverse_transform(column_indexes)
python
def predict(self, data, output_margin=False, ntree_limit=None, validate_features=True): """ Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array """ test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) class_probs = self.get_booster().predict(test_dmatrix, output_margin=output_margin, ntree_limit=ntree_limit, validate_features=validate_features) if output_margin: # If output_margin is active, simply return the scores return class_probs if len(class_probs.shape) > 1: column_indexes = np.argmax(class_probs, axis=1) else: column_indexes = np.repeat(0, class_probs.shape[0]) column_indexes[class_probs > 0.5] = 1 return self._le.inverse_transform(column_indexes)
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Predict with `data`. .. note:: This function is not thread safe. For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call ``predict()``. .. note:: Using ``predict()`` with DART booster If the booster object is DART type, ``predict()`` will perform dropouts, i.e. only some of the trees will be evaluated. This will produce incorrect results if ``data`` is not the training data. To obtain correct results on test sets, set ``ntree_limit`` to a nonzero value, e.g. .. code-block:: python preds = bst.predict(dtest, ntree_limit=num_round) Parameters ---------- data : DMatrix The dmatrix storing the input. output_margin : bool Whether to output the raw untransformed margin value. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array
[ "Predict", "with", "data", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L748-L801
train
Predict with data.
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2299) + chr(52) + '\x30', 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(544 - 489) + chr(0b101000 + 0o14), ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + chr(49) + '\060' + chr(0b110001 + 0o4), 0b1000), ehT0Px3KOsy9(chr(1791 - 1743) + chr(0b1101111) + '\x31' + chr(0b11110 + 0o24) + chr(2032 - 1977), 0b1000), ehT0Px3KOsy9(chr(0b11000 + 0o30) + '\157' + chr(0b110110) + chr(1566 - 1516), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(0b110101) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(827 - 778) + chr(0b111 + 0o57) + chr(49), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(53) + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(2012 - 1964) + chr(111) + chr(48), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b10011 + 0o36) + chr(580 - 530) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(2536 - 2485) + chr(0b110100) + '\063', 0o10), ehT0Px3KOsy9(chr(401 - 353) + chr(111) + chr(0b110001) + chr(0b101101 + 0o7) + chr(621 - 566), 61578 - 61570), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101111) + '\x32' + chr(53) + chr(1120 - 1069), 0o10), ehT0Px3KOsy9(chr(170 - 122) + chr(1375 - 1264) + chr(0b110011) + chr(54) + chr(165 - 117), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\062' + chr(48) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(2074 - 2026) + '\157' + '\063' + chr(0b100111 + 0o20) + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1110 - 1061) + chr(0b10101 + 0o40) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(10948 - 10837) + chr(0b10100 + 0o43) + '\062', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1892 - 1843) + chr(0b110110) + '\x36', 0o10), ehT0Px3KOsy9(chr(2186 - 2138) + chr(111) + chr(2332 - 2281) + chr(53) + chr(0b100000 + 0o21), 0b1000), ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + chr(0b110010) + '\060' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1000010 + 0o55) + chr(53) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1034 - 984) + chr(48), 56538 - 56530), ehT0Px3KOsy9('\060' + chr(0b101 + 0o152) + chr(0b110001) + '\066' + '\x37', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\061' + chr(2140 - 2091) + chr(0b100101 + 0o22), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1010011 + 0o34) + chr(0b11111 + 0o27) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\063' + chr(52) + '\064', 16483 - 16475), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b101111 + 0o100) + chr(0b110001) + chr(2013 - 1958) + chr(2128 - 2079), 18821 - 18813), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b101 + 0o56) + chr(50) + '\066', 61952 - 61944), ehT0Px3KOsy9('\060' + '\157' + '\x32' + chr(1173 - 1125) + '\062', 8), ehT0Px3KOsy9(chr(1038 - 990) + chr(0b10010 + 0o135) + '\x33' + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1000011 + 0o54) + chr(50) + chr(50) + chr(55), 23630 - 23622), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + chr(0b110010) + '\x37' + chr(1420 - 1372), 8), ehT0Px3KOsy9(chr(1664 - 1616) + chr(0b1101111) + '\062' + '\063' + '\x34', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(49) + chr(0b101101 + 0o3), 0b1000), ehT0Px3KOsy9('\x30' + chr(1846 - 1735) + chr(811 - 762), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(852 - 803) + chr(0b101101 + 0o11) + '\067', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(1837 - 1787) + chr(0b1101 + 0o43) + chr(0b110100), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x35' + chr(229 - 181), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x96'), chr(6140 - 6040) + chr(101) + '\143' + '\157' + '\x64' + chr(7669 - 7568))(chr(0b1110101) + '\x74' + chr(0b1010001 + 0o25) + chr(45) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def POyImYQwg5VB(oVre8I6UXc3b, ULnjp6D6efFH, jaIGF5XP8wsh=ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b1101111) + '\x30', 8), wbDauZky2S91=None, wWD2KeiCa3JL=ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100 + 0o55), 8)): rvd2jjaouiI1 = cXNY33IF21Sj(ULnjp6D6efFH, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) if wbDauZky2S91 is None: wbDauZky2S91 = xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xda\xd2\x13H\x1a9F\xdf\x14\xcb_>\x8a\n\xc2\x84'), '\144' + chr(101) + '\x63' + chr(111) + chr(0b1001110 + 0o26) + chr(10013 - 9912))(chr(117) + chr(0b1110100) + chr(2115 - 2013) + '\055' + chr(56)), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(48), 8)) Gup6ocq5srk3 = oVre8I6UXc3b.get_booster().predict(rvd2jjaouiI1, output_margin=jaIGF5XP8wsh, ntree_limit=wbDauZky2S91, validate_features=wWD2KeiCa3JL) if jaIGF5XP8wsh: return Gup6ocq5srk3 if c2A0yzQpDQB3(xafqLlk3kkUe(Gup6ocq5srk3, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd6\xd6\x15e#\x1bU\xc1%\xdec0'), chr(100) + chr(3519 - 3418) + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(3766 - 3665))(chr(0b1011000 + 0o35) + chr(116) + chr(0b1100110) + chr(732 - 687) + chr(0b111000)))) > ehT0Px3KOsy9('\060' + '\157' + '\061', 8): dE_Bt5Wvl0AE = WqUC3KWvYVup.argmax(Gup6ocq5srk3, axis=ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(111) + chr(49), 8)) else: dE_Bt5Wvl0AE = WqUC3KWvYVup.repeat(ehT0Px3KOsy9('\x30' + chr(1841 - 1730) + chr(0b101010 + 0o6), 8), Gup6ocq5srk3.nauYfLglTpcb[ehT0Px3KOsy9('\x30' + chr(111) + chr(0b100001 + 0o17), 8)]) dE_Bt5Wvl0AE[Gup6ocq5srk3 > 0.5] = ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061', 8) return xafqLlk3kkUe(oVre8I6UXc3b._le, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1\xd9\x16Y7$W\xf2\x05\xdca<\x90\x01\xc4\x82\xef'), '\x64' + chr(0b1100101) + chr(99) + chr(111) + chr(0b101100 + 0o70) + chr(6157 - 6056))(chr(8787 - 8670) + '\x74' + chr(102) + chr(0b101101) + chr(56)))(dE_Bt5Wvl0AE)
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBClassifier.predict_proba
def predict_proba(self, data, ntree_limit=None, validate_features=True): """ Predict the probability of each `data` example being of a given class. .. note:: This function is not thread safe For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call predict Parameters ---------- data : DMatrix The dmatrix storing the input. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array a numpy array with the probability of each data example being of a given class. """ test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) class_probs = self.get_booster().predict(test_dmatrix, ntree_limit=ntree_limit, validate_features=validate_features) if self.objective == "multi:softprob": return class_probs classone_probs = class_probs classzero_probs = 1.0 - classone_probs return np.vstack((classzero_probs, classone_probs)).transpose()
python
def predict_proba(self, data, ntree_limit=None, validate_features=True): """ Predict the probability of each `data` example being of a given class. .. note:: This function is not thread safe For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call predict Parameters ---------- data : DMatrix The dmatrix storing the input. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array a numpy array with the probability of each data example being of a given class. """ test_dmatrix = DMatrix(data, missing=self.missing, nthread=self.n_jobs) if ntree_limit is None: ntree_limit = getattr(self, "best_ntree_limit", 0) class_probs = self.get_booster().predict(test_dmatrix, ntree_limit=ntree_limit, validate_features=validate_features) if self.objective == "multi:softprob": return class_probs classone_probs = class_probs classzero_probs = 1.0 - classone_probs return np.vstack((classzero_probs, classone_probs)).transpose()
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Predict the probability of each `data` example being of a given class. .. note:: This function is not thread safe For each booster object, predict can only be called from one thread. If you want to run prediction using multiple thread, call ``xgb.copy()`` to make copies of model object and then call predict Parameters ---------- data : DMatrix The dmatrix storing the input. ntree_limit : int Limit number of trees in the prediction; defaults to best_ntree_limit if defined (i.e. it has been trained with early stopping), otherwise 0 (use all trees). validate_features : bool When this is True, validate that the Booster's and data's feature_names are identical. Otherwise, it is assumed that the feature_names are the same. Returns ------- prediction : numpy array a numpy array with the probability of each data example being of a given class.
[ "Predict", "the", "probability", "of", "each", "data", "example", "being", "of", "a", "given", "class", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L803-L839
train
Predict the probability of each data example being of a given class.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(5362 - 5251) + chr(586 - 536) + '\x36' + chr(55), 28791 - 28783), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100000 + 0o26), 0o10), ehT0Px3KOsy9(chr(1216 - 1168) + chr(0b1101111) + chr(49) + '\x30' + chr(0b11101 + 0o26), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(924 - 875) + chr(0b110011) + chr(51), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2799 - 2746) + chr(0b101000 + 0o10), 0o10), ehT0Px3KOsy9(chr(1799 - 1751) + chr(111) + '\065' + chr(0b11110 + 0o31), 34307 - 34299), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + '\064' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1100 + 0o45) + chr(0b101000 + 0o14) + '\066', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b1 + 0o64) + chr(0b101110 + 0o6), 14335 - 14327), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10011 + 0o36) + chr(48) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(9892 - 9781) + '\x31' + chr(0b100100 + 0o14), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + '\067' + chr(0b10110 + 0o36), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101010 + 0o10) + '\x31' + chr(122 - 70), 0b1000), ehT0Px3KOsy9('\x30' + chr(9796 - 9685) + chr(0b110010) + chr(0b110101) + chr(294 - 244), 26697 - 26689), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1236 - 1185) + chr(0b11010 + 0o35) + '\060', 0o10), ehT0Px3KOsy9(chr(1117 - 1069) + chr(0b110000 + 0o77) + chr(0b110001) + chr(54) + chr(1741 - 1687), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + '\x6f' + chr(0b110011) + chr(0b100001 + 0o21) + '\064', 16687 - 16679), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10100 + 0o43) + chr(101 - 52), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(3516 - 3405) + chr(2129 - 2080) + '\064' + chr(0b1000 + 0o51), 0b1000), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\157' + chr(0b11000 + 0o31) + chr(2616 - 2564) + chr(1397 - 1345), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b10000 + 0o137) + '\063' + chr(51) + chr(288 - 235), ord("\x08")), ehT0Px3KOsy9('\060' + chr(11419 - 11308) + chr(0b110111), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(579 - 529) + '\x37' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1000000 + 0o57) + chr(0b110011) + '\x34' + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\x6f' + '\x31' + '\x31' + chr(656 - 603), 44023 - 44015), ehT0Px3KOsy9(chr(761 - 713) + chr(8244 - 8133) + chr(177 - 127) + chr(928 - 875), 39463 - 39455), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(6916 - 6805) + '\x35' + chr(0b110001), 65163 - 65155), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(0b1100 + 0o51) + chr(1990 - 1936), ord("\x08")), ehT0Px3KOsy9(chr(505 - 457) + '\x6f' + chr(1691 - 1642) + chr(0b110000) + '\065', 0o10), ehT0Px3KOsy9(chr(1927 - 1879) + '\x6f' + chr(0b1110 + 0o45) + chr(0b110000) + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(2188 - 2136) + chr(0b0 + 0o62), ord("\x08")), ehT0Px3KOsy9(chr(655 - 607) + chr(0b1101111) + '\x33' + chr(50) + '\060', 52630 - 52622), ehT0Px3KOsy9(chr(1137 - 1089) + chr(8006 - 7895) + chr(0b11010 + 0o30) + '\060' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(0b1101111) + '\x33' + chr(0b110100) + chr(53), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(2237 - 2182) + '\x33', 45805 - 45797), ehT0Px3KOsy9('\060' + '\157' + '\x31' + chr(0b110101 + 0o1) + '\063', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(8558 - 8447) + chr(1502 - 1450), 40694 - 40686), ehT0Px3KOsy9('\x30' + chr(111) + chr(51) + chr(189 - 136), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(51) + chr(52) + '\x36', 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(574 - 519) + chr(49), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b101011 + 0o5) + '\157' + chr(53) + '\x30', 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x99'), chr(1464 - 1364) + chr(8616 - 8515) + '\x63' + chr(0b1101111) + '\144' + chr(3467 - 3366))(chr(117) + chr(0b11110 + 0o126) + '\146' + '\055' + chr(0b110110 + 0o2)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def eFo697IDUkZO(oVre8I6UXc3b, ULnjp6D6efFH, wbDauZky2S91=None, wWD2KeiCa3JL=ehT0Px3KOsy9(chr(959 - 911) + '\x6f' + chr(0b10100 + 0o35), 33414 - 33406)): rvd2jjaouiI1 = cXNY33IF21Sj(ULnjp6D6efFH, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) if wbDauZky2S91 is None: wbDauZky2S91 = xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd5c0/wA\x12\x14I!W\x90\xe5\xc7\x91\x02'), chr(100) + chr(1113 - 1012) + chr(0b1100011) + chr(5429 - 5318) + chr(0b101010 + 0o72) + chr(0b100101 + 0o100))('\x75' + '\x74' + chr(0b1100110) + '\055' + '\070'), ehT0Px3KOsy9(chr(2087 - 2039) + chr(0b0 + 0o157) + chr(0b101011 + 0o5), ord("\x08"))) Gup6ocq5srk3 = oVre8I6UXc3b.get_booster().predict(rvd2jjaouiI1, ntree_limit=wbDauZky2S91, validate_features=wWD2KeiCa3JL) if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfc\x7f{\x10e|\x1c4M"\\\x93'), chr(0b1000011 + 0o41) + '\145' + chr(0b111000 + 0o53) + chr(0b101 + 0o152) + chr(0b1100100) + chr(8377 - 8276))('\x75' + chr(0b110111 + 0o75) + chr(0b100 + 0o142) + chr(0b101101) + '\x38')) == xafqLlk3kkUe(SXOLrMavuUCe(b'\xdas//A\x15\x15\tJ0x\x8e\xe3\xc8'), '\x64' + chr(0b1100101) + chr(99) + chr(4822 - 4711) + chr(0b1100100) + '\x65')(chr(117) + chr(8503 - 8387) + chr(0b1111 + 0o127) + chr(45) + chr(0b1011 + 0o55)): return Gup6ocq5srk3 mEB8auzTWxV9 = Gup6ocq5srk3 QIk61clW00TO = 1.0 - mEB8auzTWxV9 return xafqLlk3kkUe(WqUC3KWvYVup.vstack((QIk61clW00TO, mEB8auzTWxV9)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xc3t"5[_\t\x15I'), chr(100) + '\145' + chr(0b1100011) + '\x6f' + chr(0b1100100) + '\x65')(chr(117) + chr(0b1100 + 0o150) + chr(0b1100110) + '\x2d' + chr(56)))()
dmlc/xgboost
python-package/xgboost/sklearn.py
XGBRanker.fit
def fit(self, X, y, group, sample_weight=None, eval_set=None, sample_weight_eval_set=None, eval_group=None, eval_metric=None, early_stopping_rounds=None, verbose=False, xgb_model=None, callbacks=None): # pylint: disable = attribute-defined-outside-init,arguments-differ """ Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels group : array_like group size of training data sample_weight : array_like group weights .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of group weights on the i-th validation set. .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_group : list of arrays, optional A list that contains the group size corresponds to each (X, y) pair in eval_set eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ # check if group information is provided if group is None: raise ValueError("group is required for ranking task") if eval_set is not None: if eval_group is None: raise ValueError("eval_group is required if eval_set is not None") if len(eval_group) != len(eval_set): raise ValueError("length of eval_group should match that of eval_set") if any(group is None for group in eval_group): raise ValueError("group is required for all eval datasets for ranking task") def _dmat_init(group, **params): ret = DMatrix(**params) ret.set_group(group) return ret if sample_weight is not None: train_dmatrix = _dmat_init(group, data=X, label=y, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: train_dmatrix = _dmat_init(group, data=X, label=y, missing=self.missing, nthread=self.n_jobs) evals_result = {} if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = [_dmat_init(eval_group[i], data=eval_set[i][0], label=eval_set[i][1], missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set))] nevals = len(evals) eval_names = ["eval_{}".format(i) for i in range(nevals)] evals = list(zip(evals, eval_names)) else: evals = () params = self.get_xgb_params() feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: params.update({'eval_metric': eval_metric}) self._Booster = train(params, train_dmatrix, self.n_estimators, early_stopping_rounds=early_stopping_rounds, evals=evals, evals_result=evals_result, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) self.objective = params["objective"] if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
python
def fit(self, X, y, group, sample_weight=None, eval_set=None, sample_weight_eval_set=None, eval_group=None, eval_metric=None, early_stopping_rounds=None, verbose=False, xgb_model=None, callbacks=None): # pylint: disable = attribute-defined-outside-init,arguments-differ """ Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels group : array_like group size of training data sample_weight : array_like group weights .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of group weights on the i-th validation set. .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_group : list of arrays, optional A list that contains the group size corresponds to each (X, y) pair in eval_set eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)] """ # check if group information is provided if group is None: raise ValueError("group is required for ranking task") if eval_set is not None: if eval_group is None: raise ValueError("eval_group is required if eval_set is not None") if len(eval_group) != len(eval_set): raise ValueError("length of eval_group should match that of eval_set") if any(group is None for group in eval_group): raise ValueError("group is required for all eval datasets for ranking task") def _dmat_init(group, **params): ret = DMatrix(**params) ret.set_group(group) return ret if sample_weight is not None: train_dmatrix = _dmat_init(group, data=X, label=y, weight=sample_weight, missing=self.missing, nthread=self.n_jobs) else: train_dmatrix = _dmat_init(group, data=X, label=y, missing=self.missing, nthread=self.n_jobs) evals_result = {} if eval_set is not None: if sample_weight_eval_set is None: sample_weight_eval_set = [None] * len(eval_set) evals = [_dmat_init(eval_group[i], data=eval_set[i][0], label=eval_set[i][1], missing=self.missing, weight=sample_weight_eval_set[i], nthread=self.n_jobs) for i in range(len(eval_set))] nevals = len(evals) eval_names = ["eval_{}".format(i) for i in range(nevals)] evals = list(zip(evals, eval_names)) else: evals = () params = self.get_xgb_params() feval = eval_metric if callable(eval_metric) else None if eval_metric is not None: if callable(eval_metric): eval_metric = None else: params.update({'eval_metric': eval_metric}) self._Booster = train(params, train_dmatrix, self.n_estimators, early_stopping_rounds=early_stopping_rounds, evals=evals, evals_result=evals_result, feval=feval, verbose_eval=verbose, xgb_model=xgb_model, callbacks=callbacks) self.objective = params["objective"] if evals_result: for val in evals_result.items(): evals_result_key = list(val[1].keys())[0] evals_result[val[0]][evals_result_key] = val[1][evals_result_key] self.evals_result = evals_result if early_stopping_rounds is not None: self.best_score = self._Booster.best_score self.best_iteration = self._Booster.best_iteration self.best_ntree_limit = self._Booster.best_ntree_limit return self
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Fit the gradient boosting model Parameters ---------- X : array_like Feature matrix y : array_like Labels group : array_like group size of training data sample_weight : array_like group weights .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_set : list, optional A list of (X, y) tuple pairs to use as a validation set for early-stopping sample_weight_eval_set : list, optional A list of the form [L_1, L_2, ..., L_n], where each L_i is a list of group weights on the i-th validation set. .. note:: Weights are per-group for ranking tasks In ranking task, one weight is assigned to each group (not each data point). This is because we only care about the relative ordering of data points within each group, so it doesn't make sense to assign weights to individual data points. eval_group : list of arrays, optional A list that contains the group size corresponds to each (X, y) pair in eval_set eval_metric : str, callable, optional If a str, should be a built-in evaluation metric to use. See doc/parameter.rst. If callable, a custom evaluation metric. The call signature is func(y_predicted, y_true) where y_true will be a DMatrix object such that you may need to call the get_label method. It must return a str, value pair where the str is a name for the evaluation and value is the value of the evaluation function. This objective is always minimized. early_stopping_rounds : int Activates early stopping. Validation error needs to decrease at least every <early_stopping_rounds> round(s) to continue training. Requires at least one item in evals. If there's more than one, will use the last. Returns the model from the last iteration (not the best one). If early stopping occurs, the model will have three additional fields: bst.best_score, bst.best_iteration and bst.best_ntree_limit. (Use bst.best_ntree_limit to get the correct value if num_parallel_tree and/or num_class appears in the parameters) verbose : bool If `verbose` and an evaluation set is used, writes the evaluation metric measured on the validation set to stderr. xgb_model : str file name of stored xgb model or 'Booster' instance Xgb model to be loaded before training (allows training continuation). callbacks : list of callback functions List of callback functions that are applied at end of each iteration. It is possible to use predefined callbacks by using :ref:`callback_api`. Example: .. code-block:: python [xgb.callback.reset_learning_rate(custom_rates)]
[ "Fit", "the", "gradient", "boosting", "model" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/sklearn.py#L1078-L1220
train
Fit the gradient boosting model to the data points X and y.
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11520) + chr(50) + chr(0b110001 + 0o0) + chr(0b101011 + 0o13), ord("\x08")), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(0b1101111) + '\x31' + '\x35' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + chr(0b110101 + 0o72) + chr(0b10110 + 0o33) + chr(52) + chr(50), 8), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b100 + 0o153) + chr(1902 - 1852) + chr(63 - 13) + chr(0b100101 + 0o14), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(0b101111 + 0o1) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10001 + 0o136) + chr(50) + '\064' + chr(0b100000 + 0o21), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(0b1011 + 0o52) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b10000 + 0o43) + chr(0b110000) + '\x35', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110 + 0o54) + chr(552 - 497) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(2013 - 1965) + chr(12201 - 12090) + '\x33' + '\x30' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(0b1100101 + 0o12) + '\x32' + chr(55) + chr(0b110101), 29191 - 29183), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(0b1100010 + 0o15) + chr(49) + '\066' + chr(2549 - 2497), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + '\064' + chr(1666 - 1613), 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + '\x33' + chr(53) + '\065', 0b1000), ehT0Px3KOsy9(chr(1418 - 1370) + chr(0b100110 + 0o111) + chr(50) + chr(2039 - 1987), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(1496 - 1385) + chr(0b1000 + 0o51) + chr(1796 - 1743) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b11111 + 0o21) + '\x6f' + chr(2238 - 2189) + chr(49) + chr(0b110110), 15133 - 15125), ehT0Px3KOsy9(chr(48) + chr(0b100101 + 0o112) + chr(0b101 + 0o56) + chr(52) + '\060', 0b1000), ehT0Px3KOsy9('\060' + chr(1756 - 1645) + chr(399 - 350) + chr(1478 - 1424) + '\065', 0b1000), ehT0Px3KOsy9(chr(1985 - 1937) + chr(0b1101111) + chr(0b10011 + 0o40) + chr(836 - 786) + chr(51), 17784 - 17776), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101100 + 0o6) + chr(0b100010 + 0o21) + '\064', 7629 - 7621), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\062' + chr(50) + chr(50), 0b1000), ehT0Px3KOsy9(chr(403 - 355) + '\157' + chr(0b100100 + 0o15) + '\060', 0o10), ehT0Px3KOsy9('\060' + chr(0b10111 + 0o130) + chr(920 - 865) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1452 - 1401) + '\064' + chr(0b100 + 0o55), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + chr(48) + '\066', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x36' + '\x30', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x35' + chr(2119 - 2071), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe4'), chr(0b10000 + 0o124) + '\x65' + '\143' + chr(0b101010 + 0o105) + chr(0b1111 + 0o125) + '\145')(chr(0b1110101) + chr(116) + chr(9387 - 9285) + '\x2d' + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def gggbGMeQaMBR(oVre8I6UXc3b, xEgrFJ0REugl, SqiSOtYOqOJH, N9UnmYvaW1pO, dKFzs5yZvThT=None, B9iBAprBc4Cc=None, hPjWcB3ppe4K=None, hdwZlgmg9A03=None, tbbpbfMnen5w=None, k4mrqJWJE3I8=None, j5jgrsOGZdZ4=ehT0Px3KOsy9('\060' + '\x6f' + chr(799 - 751), 0o10), fCBPt7kjkmQp=None, PX4b0z2UpTWH=None): if N9UnmYvaW1pO is None: raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xad[\x98\x17E\x8bt\xee\x1c\x93\xed\xd0\x0c\xe7\x19\x07\xf5a\xc7\x87\xb7\x9a\xb6\xdc\x1a\x8e\x84z\x08n\x94\x14\xa0\xf7'), chr(0b1100100) + '\145' + chr(0b1100011) + '\x6f' + '\144' + chr(8541 - 8440))(chr(4250 - 4133) + chr(0b1100011 + 0o21) + '\146' + chr(0b1100 + 0o41) + chr(0b111000))) if B9iBAprBc4Cc is not None: if hdwZlgmg9A03 is None: raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xaf_\x96\x0ej\xcco\xf2I\x91\xa8\xc8\n\xae\x19\x07\xe04\xc8\x9a\xa0\xde\xe4\xd4\x12\xc5\x88b\x0e"\xbf\x06\xb6\xe8\xb2aL\xc1(_\xbe\t\xb9\r[\xce'), '\144' + chr(0b101000 + 0o75) + chr(99) + chr(0b1101111) + chr(0b1010011 + 0o21) + chr(0b1100101))(chr(0b111110 + 0o67) + chr(0b1100001 + 0o23) + '\x66' + chr(0b1100 + 0o41) + '\070')) if c2A0yzQpDQB3(hdwZlgmg9A03) != c2A0yzQpDQB3(B9iBAprBc4Cc): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xa6L\x99\x05A\xc3=\xf2Z\xc1\xed\xd7\x18\xe24\x05\xe3.\xd4\x98\xe5\xc9\xac\xd2\x01\x89\x894\x02/\x94\x16\xbb\xbc\xe6`^\x95f_\xac\t\x92\x14T\xc7B\xeeY\x95'), chr(4056 - 3956) + chr(101) + chr(3880 - 3781) + chr(2963 - 2852) + '\x64' + '\145')('\x75' + '\x74' + chr(9704 - 9602) + chr(0b101101) + chr(0b100111 + 0o21))) if UVSi4XW7eBIM((N9UnmYvaW1pO is None for N9UnmYvaW1pO in hdwZlgmg9A03)): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xad[\x98\x17E\x8bt\xee\x1c\x93\xed\xd0\x0c\xe7\x19\x07\xf5a\xc7\x87\xb7\x9a\xa5\xd1\x18\xc5\x88b\x0e"\xc0\x11\xb2\xe8\xf3{Z\x955\x10\xacF\x85BG\xcas\xf6U\x8f\xef\x81\r\xef\x18\t'), chr(0b1011001 + 0o13) + chr(0b1000001 + 0o44) + chr(99) + chr(0b1100111 + 0o10) + chr(0b1100100) + chr(7022 - 6921))(chr(0b1110000 + 0o5) + chr(0b1110100) + chr(102) + '\x2d' + chr(56))) def myZelPxuJOKu(N9UnmYvaW1pO, **nEbJZ4wfte2w): VHn4CV4Ymrei = cXNY33IF21Sj(**nEbJZ4wfte2w) xafqLlk3kkUe(VHn4CV4Ymrei, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb9L\x83=R\xd9r\xe8L'), '\x64' + chr(101) + chr(5826 - 5727) + chr(2017 - 1906) + chr(0b1011110 + 0o6) + chr(971 - 870))(chr(8982 - 8865) + '\x74' + '\x66' + '\x2d' + chr(56)))(N9UnmYvaW1pO) return VHn4CV4Ymrei if dKFzs5yZvThT is not None: pSbO0zu4pKsg = myZelPxuJOKu(N9UnmYvaW1pO, data=xEgrFJ0REugl, label=SqiSOtYOqOJH, weight=dKFzs5yZvThT, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) else: pSbO0zu4pKsg = myZelPxuJOKu(N9UnmYvaW1pO, data=xEgrFJ0REugl, label=SqiSOtYOqOJH, missing=oVre8I6UXc3b.missing, nthread=oVre8I6UXc3b.n_jobs) nBtR31W_gjTY = {} if B9iBAprBc4Cc is not None: if hPjWcB3ppe4K is None: hPjWcB3ppe4K = [None] * c2A0yzQpDQB3(B9iBAprBc4Cc) yC3g_2bG96Pz = [myZelPxuJOKu(hdwZlgmg9A03[WVxHKyX45z_L], data=B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110000), 8)], label=B9iBAprBc4Cc[WVxHKyX45z_L][ehT0Px3KOsy9(chr(870 - 822) + chr(111) + '\x31', 0b1000)], missing=oVre8I6UXc3b.missing, weight=hPjWcB3ppe4K[WVxHKyX45z_L], nthread=oVre8I6UXc3b.n_jobs) for WVxHKyX45z_L in vQr8gNKaIaWE(c2A0yzQpDQB3(B9iBAprBc4Cc))] ivsI0gF4iPqg = c2A0yzQpDQB3(yC3g_2bG96Pz) DgHfqQgK_9lu = [xafqLlk3kkUe(SXOLrMavuUCe(b'\xaf_\x96\x0ej\xd0`'), '\x64' + chr(0b1011001 + 0o14) + chr(99) + chr(10879 - 10768) + '\x64' + chr(6437 - 6336))(chr(0b1110101) + chr(116) + '\x66' + '\x2d' + '\x38').V4roHaS3Ppej(WVxHKyX45z_L) for WVxHKyX45z_L in vQr8gNKaIaWE(ivsI0gF4iPqg)] yC3g_2bG96Pz = YyaZ4tpXu4lf(pZ0NK2y6HRbn(yC3g_2bG96Pz, DgHfqQgK_9lu)) else: yC3g_2bG96Pz = () nEbJZ4wfte2w = oVre8I6UXc3b.get_xgb_params() VcFaHHaIedSQ = tbbpbfMnen5w if tzcpInYwBvYW(tbbpbfMnen5w) else None if tbbpbfMnen5w is not None: if tzcpInYwBvYW(tbbpbfMnen5w): tbbpbfMnen5w = None else: xafqLlk3kkUe(nEbJZ4wfte2w, xafqLlk3kkUe(SXOLrMavuUCe(b"\x90]\xb6'\\\xe5W\xf3E\xd5\xed\x91"), chr(100) + '\x65' + chr(9611 - 9512) + chr(111) + chr(0b10 + 0o142) + chr(0b1100101))('\x75' + chr(0b1 + 0o163) + chr(0b1100110) + chr(0b101101) + chr(0b111000)))({xafqLlk3kkUe(SXOLrMavuUCe(b'\xaf_\x96\x0ej\xc6x\xe9N\x88\xeb'), '\144' + chr(0b1000011 + 0o42) + chr(0b1100011) + chr(1497 - 1386) + chr(0b11100 + 0o110) + chr(101))('\x75' + chr(116) + '\146' + chr(0b101101) + '\x38'): tbbpbfMnen5w}) oVre8I6UXc3b.lxpinHwCmUpc = e80gRioCjdat(nEbJZ4wfte2w, pSbO0zu4pKsg, oVre8I6UXc3b.n_estimators, early_stopping_rounds=k4mrqJWJE3I8, evals=yC3g_2bG96Pz, evals_result=nBtR31W_gjTY, feval=VcFaHHaIedSQ, verbose_eval=j5jgrsOGZdZ4, xgb_model=fCBPt7kjkmQp, callbacks=PX4b0z2UpTWH) oVre8I6UXc3b.Ky8KMSzRafTo = nEbJZ4wfte2w[xafqLlk3kkUe(SXOLrMavuUCe(b'\xa5K\x9d\x07V\xdft\xebY'), chr(0b1100100) + chr(4342 - 4241) + '\x63' + '\157' + chr(100) + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + chr(0b1100 + 0o41) + chr(889 - 833))] if nBtR31W_gjTY: for pQxH2D_k9sXQ in xafqLlk3kkUe(nBtR31W_gjTY, xafqLlk3kkUe(SXOLrMavuUCe(b'\x84S\x81\x07|\xf1.\xd4P\xb2\xc0\x98'), chr(100) + chr(0b1100101) + chr(0b1100011) + '\x6f' + chr(100) + chr(0b1100101))(chr(0b1011101 + 0o30) + chr(12425 - 12309) + chr(0b1100110) + chr(0b101010 + 0o3) + chr(56)))(): gnsDcSwZDWEu = YyaZ4tpXu4lf(pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(287 - 239) + chr(10976 - 10865) + chr(0b110001), 8)].keys())[ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(111) + '\060', 8)] nBtR31W_gjTY[pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(48), 8)]][gnsDcSwZDWEu] = pQxH2D_k9sXQ[ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + chr(0b11 + 0o56), 8)][gnsDcSwZDWEu] oVre8I6UXc3b.nBtR31W_gjTY = nBtR31W_gjTY if k4mrqJWJE3I8 is not None: oVre8I6UXc3b.kSswkTBYPNvZ = oVre8I6UXc3b._Booster.kSswkTBYPNvZ oVre8I6UXc3b.Wvr86fkbsoQE = oVre8I6UXc3b._Booster.Wvr86fkbsoQE oVre8I6UXc3b.WVk3BDUV2DVi = oVre8I6UXc3b._Booster.WVk3BDUV2DVi return oVre8I6UXc3b
dmlc/xgboost
python-package/xgboost/core.py
from_pystr_to_cstr
def from_pystr_to_cstr(data): """Convert a list of Python str to C pointer Parameters ---------- data : list list of str """ if not isinstance(data, list): raise NotImplementedError pointers = (ctypes.c_char_p * len(data))() if PY3: data = [bytes(d, 'utf-8') for d in data] else: data = [d.encode('utf-8') if isinstance(d, unicode) else d # pylint: disable=undefined-variable for d in data] pointers[:] = data return pointers
python
def from_pystr_to_cstr(data): """Convert a list of Python str to C pointer Parameters ---------- data : list list of str """ if not isinstance(data, list): raise NotImplementedError pointers = (ctypes.c_char_p * len(data))() if PY3: data = [bytes(d, 'utf-8') for d in data] else: data = [d.encode('utf-8') if isinstance(d, unicode) else d # pylint: disable=undefined-variable for d in data] pointers[:] = data return pointers
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Convert a list of Python str to C pointer Parameters ---------- data : list list of str
[ "Convert", "a", "list", "of", "Python", "str", "to", "C", "pointer" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L60-L78
train
Convert a list of Python str to C pointer
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10000 + 0o41) + chr(54) + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b101100 + 0o5) + '\x37', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110011) + '\066' + '\061', 1571 - 1563), ehT0Px3KOsy9(chr(48) + chr(5528 - 5417) + chr(0b1011 + 0o47) + chr(1950 - 1896) + chr(0b100110 + 0o14), ord("\x08")), ehT0Px3KOsy9('\060' + chr(12153 - 12042) + chr(1208 - 1159) + chr(49) + chr(0b1010 + 0o54), 64462 - 64454), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\157' + chr(54), 29758 - 29750), ehT0Px3KOsy9(chr(1721 - 1673) + chr(111) + chr(0b110011) + '\x30' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b100100 + 0o15) + '\067' + chr(0b101110 + 0o7), 54189 - 54181), ehT0Px3KOsy9(chr(2201 - 2153) + chr(111) + chr(55) + chr(49), 37908 - 37900), ehT0Px3KOsy9(chr(0b1111 + 0o41) + '\x6f' + chr(1669 - 1618) + '\x36' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110 + 0o151) + chr(2325 - 2275) + chr(0b110110) + chr(0b10000 + 0o43), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(0b10001 + 0o44) + chr(0b110011), 43814 - 43806), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011 + 0o4) + '\061', 8), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + '\062' + chr(0b110110) + '\x32', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b100001 + 0o21) + chr(0b110101) + chr(0b11101 + 0o23), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1110 + 0o45) + chr(49) + chr(0b1001 + 0o54), 0o10), ehT0Px3KOsy9(chr(1490 - 1442) + chr(1783 - 1672) + chr(0b100110 + 0o15) + '\065' + chr(0b110011), 8), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x34' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(1186 - 1138) + chr(0b1101111) + chr(1547 - 1498) + chr(0b1011 + 0o52) + chr(0b1001 + 0o54), 37500 - 37492), ehT0Px3KOsy9(chr(48) + '\x6f' + '\063' + chr(0b10 + 0o62), 46894 - 46886), ehT0Px3KOsy9(chr(48) + chr(4076 - 3965) + chr(0b11010 + 0o30) + '\064' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + chr(11722 - 11611) + chr(50) + chr(1367 - 1315) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(2798 - 2743) + chr(1838 - 1783), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b0 + 0o157) + chr(52) + chr(0b100100 + 0o20), 53464 - 53456), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(8257 - 8146) + chr(0b110011) + '\x35' + '\061', 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1011010 + 0o25) + chr(0b110011) + '\x37' + chr(0b110001), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101001 + 0o106) + chr(0b10110 + 0o33) + chr(55), 8), ehT0Px3KOsy9(chr(2234 - 2186) + '\157' + chr(50) + '\065' + chr(0b110110), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b110100 + 0o73) + chr(51) + chr(0b101001 + 0o16) + chr(2291 - 2238), 62146 - 62138), ehT0Px3KOsy9(chr(1387 - 1339) + '\x6f' + chr(0b100010 + 0o17) + chr(0b110010), 4923 - 4915), ehT0Px3KOsy9(chr(48) + chr(11018 - 10907) + chr(0b1 + 0o61) + chr(0b110111) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(1673 - 1622) + chr(0b10011 + 0o35), 0b1000), ehT0Px3KOsy9('\060' + chr(1354 - 1243) + '\063' + chr(1582 - 1534) + chr(0b101111 + 0o7), 8), ehT0Px3KOsy9(chr(1784 - 1736) + '\x6f' + chr(0b110001) + chr(0b110111) + '\061', 33610 - 33602), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b1001 + 0o51) + chr(1521 - 1473), 0b1000), ehT0Px3KOsy9(chr(0b110 + 0o52) + '\x6f' + '\x33' + '\063' + chr(0b11100 + 0o30), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(9195 - 9084) + '\x31' + chr(0b10100 + 0o35) + '\x35', 44475 - 44467), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(6041 - 5930) + chr(732 - 683) + chr(0b110001), 0b1000), ehT0Px3KOsy9(chr(48) + chr(5326 - 5215) + chr(0b11010 + 0o30) + chr(2994 - 2939) + chr(55), 8), ehT0Px3KOsy9(chr(155 - 107) + chr(0b1101111) + '\x32' + chr(52) + '\x33', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + chr(53) + chr(762 - 714), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b']'), chr(2040 - 1940) + chr(0b11010 + 0o113) + chr(0b1000000 + 0o43) + chr(0b1101111) + '\x64' + '\x65')(chr(0b111100 + 0o71) + chr(0b1110100) + chr(0b100111 + 0o77) + chr(1770 - 1725) + chr(0b110 + 0o62)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def NnEk1AlH1qbG(ULnjp6D6efFH): if not PlSM16l2KDPD(ULnjp6D6efFH, YyaZ4tpXu4lf): raise _zJ24Vce7wp0 kiLhSy4ThTIa = (RyQ4N1viUrfz.c_char_p * c2A0yzQpDQB3(ULnjp6D6efFH))() if YgURjh4t3UZu: ULnjp6D6efFH = [QOfmzcVJsrp8(pd3lxn9vqWxp, xafqLlk3kkUe(SXOLrMavuUCe(b'\x06{\x97\x9fv'), chr(100) + '\x65' + chr(8879 - 8780) + '\x6f' + chr(100) + chr(101))('\x75' + chr(7312 - 7196) + chr(0b1100110) + chr(45) + chr(1187 - 1131))) for pd3lxn9vqWxp in ULnjp6D6efFH] else: ULnjp6D6efFH = [pd3lxn9vqWxp.encode(xafqLlk3kkUe(SXOLrMavuUCe(b'\x06{\x97\x9fv'), chr(0b10010 + 0o122) + '\145' + '\143' + chr(0b1101111) + chr(0b1100100) + '\x65')(chr(9451 - 9334) + '\164' + '\146' + chr(1720 - 1675) + '\x38')) if PlSM16l2KDPD(pd3lxn9vqWxp, QHM8Bw_ytELU) else pd3lxn9vqWxp for pd3lxn9vqWxp in ULnjp6D6efFH] kiLhSy4ThTIa[:] = ULnjp6D6efFH return kiLhSy4ThTIa
dmlc/xgboost
python-package/xgboost/core.py
from_cstr_to_pystr
def from_cstr_to_pystr(data, length): """Revert C pointer to Python str Parameters ---------- data : ctypes pointer pointer to data length : ctypes pointer pointer to length of data """ if PY3: res = [] for i in range(length.value): try: res.append(str(data[i].decode('ascii'))) except UnicodeDecodeError: res.append(str(data[i].decode('utf-8'))) else: res = [] for i in range(length.value): try: res.append(str(data[i].decode('ascii'))) except UnicodeDecodeError: # pylint: disable=undefined-variable res.append(unicode(data[i].decode('utf-8'))) return res
python
def from_cstr_to_pystr(data, length): """Revert C pointer to Python str Parameters ---------- data : ctypes pointer pointer to data length : ctypes pointer pointer to length of data """ if PY3: res = [] for i in range(length.value): try: res.append(str(data[i].decode('ascii'))) except UnicodeDecodeError: res.append(str(data[i].decode('utf-8'))) else: res = [] for i in range(length.value): try: res.append(str(data[i].decode('ascii'))) except UnicodeDecodeError: # pylint: disable=undefined-variable res.append(unicode(data[i].decode('utf-8'))) return res
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Revert C pointer to Python str Parameters ---------- data : ctypes pointer pointer to data length : ctypes pointer pointer to length of data
[ "Revert", "C", "pointer", "to", "Python", "str" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L81-L106
train
Revert C pointer to Python str Parameters ---------- data - ctypes pointer to data length - ctypes pointer to length of data Returns ------- list of strings
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(1379 - 1268) + '\x31' + chr(0b11111 + 0o22) + chr(403 - 352), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + '\x35' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001 + 0o2) + chr(0b110101) + '\x37', 10514 - 10506), ehT0Px3KOsy9(chr(1772 - 1724) + chr(0b1000001 + 0o56) + chr(0b110010) + '\x35' + chr(937 - 887), 43243 - 43235), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x32' + chr(2101 - 2047) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(49) + '\x34' + chr(2906 - 2852), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11000 + 0o32) + chr(983 - 932) + '\x31', 0b1000), ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(9169 - 9058) + chr(0b1010 + 0o50) + '\x37' + chr(48), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1010 - 961) + chr(858 - 807) + chr(1128 - 1073), 0o10), ehT0Px3KOsy9(chr(2019 - 1971) + '\157' + chr(0b110011) + '\x37' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(1874 - 1823) + '\x37' + chr(1411 - 1356), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(0b110101) + chr(0b110101), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\064' + chr(1018 - 965), ord("\x08")), ehT0Px3KOsy9(chr(519 - 471) + chr(111) + '\065' + chr(48), 56319 - 56311), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(0b1101111) + chr(0b110011) + '\067' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1101100 + 0o3) + '\061' + chr(0b110010) + '\x37', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(1329 - 1274) + chr(2358 - 2304), 0o10), ehT0Px3KOsy9('\060' + chr(5062 - 4951) + chr(0b100110 + 0o15) + chr(0b110001 + 0o6) + chr(2027 - 1978), 0b1000), ehT0Px3KOsy9(chr(847 - 799) + chr(0b1101111) + chr(0b110001) + chr(772 - 722), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(1104 - 993) + '\x34' + chr(0b1011 + 0o54), 9658 - 9650), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2210 - 2160) + chr(0b110100) + chr(53), 51346 - 51338), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101 + 0o54) + chr(55) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\x31' + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(0b110111) + chr(0b100001 + 0o26), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + chr(50) + '\062' + '\065', 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b11111 + 0o120) + chr(400 - 349) + '\067', 0o10), ehT0Px3KOsy9('\060' + chr(0b110101 + 0o72) + chr(50) + '\x36' + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(6385 - 6274) + chr(0b110010) + chr(2118 - 2064) + chr(745 - 693), 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2089 - 2039) + chr(0b100111 + 0o16) + chr(2043 - 1989), ord("\x08")), ehT0Px3KOsy9(chr(837 - 789) + '\157' + chr(1268 - 1219) + chr(0b100011 + 0o22) + '\x33', 0o10), ehT0Px3KOsy9(chr(1139 - 1091) + chr(111) + chr(1274 - 1223) + '\x30' + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\063' + '\x35' + chr(48), 0o10), ehT0Px3KOsy9(chr(785 - 737) + chr(0b1101111) + chr(50) + chr(0b1010 + 0o46) + chr(844 - 791), 44632 - 44624), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(0b11100 + 0o27) + chr(51), 55513 - 55505), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b1101111) + chr(51) + chr(0b110101) + chr(0b110100), 59913 - 59905), ehT0Px3KOsy9('\060' + chr(897 - 786) + '\x31' + '\x31' + '\x37', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + '\x31' + chr(48) + chr(0b1011 + 0o45), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(789 - 740) + chr(50) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\x6f' + chr(0b110111) + '\x37', 0b1000), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(111) + '\x31' + chr(0b110100) + '\061', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1522 - 1474) + '\x6f' + chr(227 - 174) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'e'), '\144' + chr(0b1100101) + chr(1502 - 1403) + chr(4002 - 3891) + chr(0b11011 + 0o111) + chr(0b11110 + 0o107))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(1452 - 1407) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def kW9BYouOduSp(ULnjp6D6efFH, CHAOgk5VCHH_): if YgURjh4t3UZu: MsbwfslwLjRO = [] for WVxHKyX45z_L in vQr8gNKaIaWE(xafqLlk3kkUe(CHAOgk5VCHH_, xafqLlk3kkUe(SXOLrMavuUCe(b"\x1a\x84\x82\xcd\xe33\xdb\x89l\xa8\xbc'"), chr(1841 - 1741) + chr(0b1100101) + '\143' + chr(0b1101101 + 0o2) + chr(0b1100100) + chr(0b11110 + 0o107))(chr(12226 - 12109) + chr(12239 - 12123) + chr(102) + '\x2d' + '\070'))): try: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'*\x99\x9f\xcf\xda\x02'), chr(6195 - 6095) + '\x65' + chr(430 - 331) + chr(111) + chr(100) + chr(0b1100101))(chr(0b111011 + 0o72) + chr(116) + chr(102) + chr(45) + chr(0b111000)))(M8_cKLkHVB2V(xafqLlk3kkUe(ULnjp6D6efFH[WVxHKyX45z_L], '\144' + chr(0b1100101) + chr(0b110 + 0o135) + chr(0b1101111) + chr(100) + chr(101))(xafqLlk3kkUe(SXOLrMavuUCe(b'*\x9a\x8c\xc3\xdd'), chr(2126 - 2026) + '\x65' + chr(0b110001 + 0o62) + '\157' + '\144' + chr(0b1100101))(chr(0b1110101) + chr(0b10111 + 0o135) + chr(3219 - 3117) + '\055' + '\x38')))) except cW7yQuyEnJ6E: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'*\x99\x9f\xcf\xda\x02'), '\x64' + chr(101) + '\143' + chr(5175 - 5064) + chr(0b110001 + 0o63) + '\x65')('\165' + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(1269 - 1213)))(M8_cKLkHVB2V(xafqLlk3kkUe(ULnjp6D6efFH[WVxHKyX45z_L], chr(0b1100100) + '\145' + '\143' + chr(0b1101111) + chr(0b1100100) + chr(0b1001010 + 0o33))(xafqLlk3kkUe(SXOLrMavuUCe(b'>\x9d\x89\x87\x8c'), '\144' + chr(101) + chr(0b1010011 + 0o20) + chr(3189 - 3078) + chr(0b10110 + 0o116) + '\x65')('\165' + chr(0b1000100 + 0o60) + '\146' + '\055' + chr(0b111000))))) else: MsbwfslwLjRO = [] for WVxHKyX45z_L in vQr8gNKaIaWE(xafqLlk3kkUe(CHAOgk5VCHH_, xafqLlk3kkUe(SXOLrMavuUCe(b"\x1a\x84\x82\xcd\xe33\xdb\x89l\xa8\xbc'"), '\144' + '\x65' + chr(0b110011 + 0o60) + chr(0b1010000 + 0o37) + chr(3042 - 2942) + '\x65')(chr(117) + '\x74' + '\146' + chr(45) + chr(56)))): try: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'*\x99\x9f\xcf\xda\x02'), chr(100) + chr(101) + chr(3740 - 3641) + chr(111) + chr(100) + '\145')(chr(9877 - 9760) + chr(116) + '\146' + chr(0b0 + 0o55) + '\x38'))(M8_cKLkHVB2V(xafqLlk3kkUe(ULnjp6D6efFH[WVxHKyX45z_L], chr(100) + chr(101) + chr(0b1001111 + 0o24) + chr(1326 - 1215) + '\144' + '\145')(xafqLlk3kkUe(SXOLrMavuUCe(b'*\x9a\x8c\xc3\xdd'), chr(0b1100100) + chr(101) + chr(99) + '\157' + '\144' + '\x65')(chr(0b1110101) + '\x74' + '\x66' + chr(0b101101) + chr(0b111000))))) except cW7yQuyEnJ6E: xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'*\x99\x9f\xcf\xda\x02'), chr(9491 - 9391) + chr(2075 - 1974) + '\x63' + chr(111) + chr(100) + chr(101))('\165' + '\x74' + chr(0b1100011 + 0o3) + '\055' + chr(0b111000)))(QHM8Bw_ytELU(xafqLlk3kkUe(ULnjp6D6efFH[WVxHKyX45z_L], chr(100) + '\x65' + chr(0b1100011) + '\x6f' + chr(0b1010100 + 0o20) + chr(0b1100101 + 0o0))(xafqLlk3kkUe(SXOLrMavuUCe(b'>\x9d\x89\x87\x8c'), chr(0b1000001 + 0o43) + chr(0b1100101) + chr(0b1100011) + chr(0b1101111) + chr(0b1000100 + 0o40) + '\145')(chr(0b101111 + 0o106) + '\164' + chr(562 - 460) + chr(0b101101) + '\070')))) return MsbwfslwLjRO
dmlc/xgboost
python-package/xgboost/core.py
_load_lib
def _load_lib(): """Load xgboost Library.""" lib_paths = find_lib_path() if not lib_paths: return None try: pathBackup = os.environ['PATH'].split(os.pathsep) except KeyError: pathBackup = [] lib_success = False os_error_list = [] for lib_path in lib_paths: try: # needed when the lib is linked with non-system-available dependencies os.environ['PATH'] = os.pathsep.join(pathBackup + [os.path.dirname(lib_path)]) lib = ctypes.cdll.LoadLibrary(lib_path) lib_success = True except OSError as e: os_error_list.append(str(e)) continue finally: os.environ['PATH'] = os.pathsep.join(pathBackup) if not lib_success: libname = os.path.basename(lib_paths[0]) raise XGBoostError( 'XGBoost Library ({}) could not be loaded.\n'.format(libname) + 'Likely causes:\n' + ' * OpenMP runtime is not installed ' + '(vcomp140.dll or libgomp-1.dll for Windows, ' + 'libgomp.so for UNIX-like OSes)\n' + ' * You are running 32-bit Python on a 64-bit OS\n' + 'Error message(s): {}\n'.format(os_error_list)) lib.XGBGetLastError.restype = ctypes.c_char_p lib.callback = _get_log_callback_func() if lib.XGBRegisterLogCallback(lib.callback) != 0: raise XGBoostError(lib.XGBGetLastError()) return lib
python
def _load_lib(): """Load xgboost Library.""" lib_paths = find_lib_path() if not lib_paths: return None try: pathBackup = os.environ['PATH'].split(os.pathsep) except KeyError: pathBackup = [] lib_success = False os_error_list = [] for lib_path in lib_paths: try: # needed when the lib is linked with non-system-available dependencies os.environ['PATH'] = os.pathsep.join(pathBackup + [os.path.dirname(lib_path)]) lib = ctypes.cdll.LoadLibrary(lib_path) lib_success = True except OSError as e: os_error_list.append(str(e)) continue finally: os.environ['PATH'] = os.pathsep.join(pathBackup) if not lib_success: libname = os.path.basename(lib_paths[0]) raise XGBoostError( 'XGBoost Library ({}) could not be loaded.\n'.format(libname) + 'Likely causes:\n' + ' * OpenMP runtime is not installed ' + '(vcomp140.dll or libgomp-1.dll for Windows, ' + 'libgomp.so for UNIX-like OSes)\n' + ' * You are running 32-bit Python on a 64-bit OS\n' + 'Error message(s): {}\n'.format(os_error_list)) lib.XGBGetLastError.restype = ctypes.c_char_p lib.callback = _get_log_callback_func() if lib.XGBRegisterLogCallback(lib.callback) != 0: raise XGBoostError(lib.XGBGetLastError()) return lib
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Load xgboost Library.
[ "Load", "xgboost", "Library", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L121-L157
train
Load xgboost Library.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(1919 - 1871) + '\x6f' + '\x31' + chr(52) + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b110100), 47845 - 47837), ehT0Px3KOsy9('\x30' + chr(9181 - 9070) + '\x32' + '\x30' + '\x35', 62785 - 62777), ehT0Px3KOsy9(chr(48) + chr(9485 - 9374) + chr(0b1100 + 0o46) + chr(0b100101 + 0o17) + chr(175 - 125), 24048 - 24040), ehT0Px3KOsy9(chr(0b110000) + chr(6503 - 6392) + chr(0b110011) + '\x32' + '\066', 0o10), ehT0Px3KOsy9(chr(48) + chr(479 - 368) + chr(0b110001) + chr(0b101100 + 0o6) + chr(0b110110 + 0o0), 50681 - 50673), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110111) + chr(54), 11094 - 11086), ehT0Px3KOsy9(chr(945 - 897) + chr(5788 - 5677) + chr(0b101110 + 0o4) + chr(0b110001) + '\x32', 27047 - 27039), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1101 + 0o46) + chr(2275 - 2226) + chr(0b100011 + 0o23), 0o10), ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\157' + chr(0b110111), 1693 - 1685), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(50) + chr(0b110010 + 0o3), 0b1000), ehT0Px3KOsy9(chr(1410 - 1362) + '\x6f' + chr(1339 - 1288) + chr(432 - 384) + chr(2120 - 2069), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1011000 + 0o27) + chr(1376 - 1326) + '\066' + '\063', 0b1000), ehT0Px3KOsy9(chr(1689 - 1641) + chr(2752 - 2641) + chr(2032 - 1978), 2152 - 2144), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x32' + '\065' + '\x36', 21765 - 21757), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(0b110000) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(0b101101 + 0o102) + chr(998 - 947) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b100100 + 0o14) + chr(0b1010101 + 0o32) + chr(1336 - 1286) + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(0b110011) + chr(55), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\063' + '\x37', 8), ehT0Px3KOsy9(chr(440 - 392) + '\x6f' + chr(49) + chr(0b100101 + 0o14) + chr(50), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\067' + chr(788 - 734), 8), ehT0Px3KOsy9(chr(276 - 228) + chr(0b1101111) + chr(51) + chr(54) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(0b11010 + 0o30) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110001) + chr(720 - 668), 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(52), 57827 - 57819), ehT0Px3KOsy9(chr(2208 - 2160) + chr(0b1101111) + chr(0b110001) + chr(0b110001) + '\064', 20611 - 20603), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1000 + 0o52) + '\062' + '\066', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1010100 + 0o33) + chr(469 - 414) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101110 + 0o1) + chr(0b110001) + chr(1397 - 1347) + chr(0b110010), 0o10), ehT0Px3KOsy9('\060' + '\157' + chr(160 - 108) + chr(170 - 119), 0o10), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b100111 + 0o110) + chr(0b1011 + 0o46) + chr(0b110100) + '\x36', 0o10), ehT0Px3KOsy9(chr(535 - 487) + chr(330 - 219) + chr(0b100 + 0o55) + '\066' + '\061', 0o10), ehT0Px3KOsy9(chr(1367 - 1319) + chr(111) + chr(1196 - 1146) + chr(0b0 + 0o61), 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + chr(0b110001) + chr(0b110110), 27386 - 27378), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(0b1101111) + chr(0b110111) + '\065', 65013 - 65005), ehT0Px3KOsy9('\x30' + '\x6f' + '\x32' + '\066' + '\065', 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1110 + 0o47) + chr(1119 - 1071), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'&'), '\x64' + '\145' + '\143' + '\157' + chr(100) + chr(101))(chr(0b1110101) + '\164' + chr(0b1100110) + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def NwvVi4xPYdeh(): ql5as0hTeO6u = wS8dOs33JZvU() if not ql5as0hTeO6u: return None try: kW4k2l1jDLE_ = oqhJDdMJfuwx.environ[xafqLlk3kkUe(SXOLrMavuUCe(b'X"@\xcd'), '\144' + '\145' + chr(0b100100 + 0o77) + chr(0b11101 + 0o122) + chr(0b1100100) + chr(9978 - 9877))(chr(1880 - 1763) + '\x74' + chr(8226 - 8124) + chr(229 - 184) + chr(0b101101 + 0o13))].split(oqhJDdMJfuwx.pathsep) except RQ6CSRrFArYB: kW4k2l1jDLE_ = [] BgHchvMIoDg6 = ehT0Px3KOsy9('\x30' + '\157' + '\x30', ord("\x08")) cIEYywiopkZo = [] for TXn2PH051exF in ql5as0hTeO6u: try: oqhJDdMJfuwx.rNK60KZ67nXB[xafqLlk3kkUe(SXOLrMavuUCe(b'X"@\xcd'), chr(100) + '\145' + chr(4915 - 4816) + chr(111) + '\144' + chr(7355 - 7254))('\x75' + chr(0b1100110 + 0o16) + '\x66' + chr(0b101101) + chr(0b111000))] = oqhJDdMJfuwx.pathsep.join(kW4k2l1jDLE_ + [oqhJDdMJfuwx.path.dirname(TXn2PH051exF)]) JiWVXlj3BjzT = RyQ4N1viUrfz.cdll.LoadLibrary(TXn2PH051exF) BgHchvMIoDg6 = ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110000 + 0o1), 0o10) except KlPSljPzIJ_u as GlnVAPeT6CUe: xafqLlk3kkUe(cIEYywiopkZo, xafqLlk3kkUe(SXOLrMavuUCe(b'i\x13d\xe0\xcc\xb2'), chr(0b11100 + 0o110) + chr(101) + '\x63' + chr(0b10001 + 0o136) + '\144' + '\145')(chr(6900 - 6783) + '\x74' + chr(0b1100110) + chr(0b11110 + 0o17) + '\070'))(M8_cKLkHVB2V(GlnVAPeT6CUe)) continue finally: oqhJDdMJfuwx.rNK60KZ67nXB[xafqLlk3kkUe(SXOLrMavuUCe(b'X"@\xcd'), chr(100) + chr(2072 - 1971) + chr(99) + '\x6f' + chr(100) + chr(10173 - 10072))(chr(0b1011 + 0o152) + chr(0b1001010 + 0o52) + chr(0b1100110) + '\x2d' + '\x38')] = oqhJDdMJfuwx.pathsep.join(kW4k2l1jDLE_) if not BgHchvMIoDg6: BJW0Bwz8010f = oqhJDdMJfuwx.path.basename(ql5as0hTeO6u[ehT0Px3KOsy9(chr(1751 - 1703) + '\x6f' + '\060', 8)]) raise aqexxf3gNzf5(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'P$V\xea\xcd\xa5"\x1e\xc6\xa7e\xe7\xa2ps\x93.\xd5\xfd61\xfcp?R\x93\xf3bs8\xb6Y7\x03\n\x1ep\xeaX\xd1&i'), chr(100) + '\145' + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b1100001 + 0o4))(chr(0b1110101) + chr(116) + '\x66' + '\055' + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'^Wf\xea\xea\xb7\x05\r\xda\xbeb\xff'), chr(100) + '\145' + chr(0b1100011 + 0o0) + chr(0b1010001 + 0o36) + chr(0b1010 + 0o132) + chr(461 - 360))('\165' + '\x74' + chr(5335 - 5233) + '\055' + '\x38'))(BJW0Bwz8010f) + xafqLlk3kkUe(SXOLrMavuUCe(b'D\n\x7f\xe0\xce\xafv]\xeb\xbbt\xf0\xb08\x00'), chr(100) + chr(101) + chr(388 - 289) + chr(6467 - 6356) + '\144' + chr(0b1100101))('\x75' + '\164' + chr(0b1100110) + '\x2d' + chr(0b10001 + 0o47)) + xafqLlk3kkUe(SXOLrMavuUCe(b"(C>\xa5\xed\xa63P\xc7\x9e'\xe7\xb6l~\xdak\xcb\xa0vb\xbfq%J\xd7\xbabo8\xf7W>F\x02Q"), chr(0b111011 + 0o51) + '\x65' + chr(0b1100011) + '\157' + '\144' + chr(0b1100101))('\x75' + chr(7033 - 6917) + chr(0b1011 + 0o133) + chr(341 - 296) + chr(1167 - 1111)) + xafqLlk3kkUe(SXOLrMavuUCe(b' \x15w\xea\xcf\xa6g\n\xba\xe0c\xf9\xaf"e\xc1&\xc2\xe9}v\xf0r:\x13\xc6\xfdhp \xb6]=QF&x\xe0Y\xda\x7f\x108\xa5'), chr(6263 - 6163) + chr(2104 - 2003) + '\x63' + '\157' + chr(0b1011111 + 0o5) + chr(0b1100101))(chr(0b1110011 + 0o2) + chr(0b110010 + 0o102) + chr(102) + chr(45) + '\070') + xafqLlk3kkUe(SXOLrMavuUCe(b"d\nv\xe2\xcd\xbb&\x10\xf9\xa1'\xf3\xacp*\xe6H\xe7\xd82}\xf6t/\x1e\xb8\x80ioe\x9c"), chr(100) + chr(0b1100101) + chr(8972 - 8873) + '\157' + chr(0b110010 + 0o62) + '\145')('\x75' + chr(0b1110100) + chr(102) + chr(0b101101) + '\x38') + xafqLlk3kkUe(SXOLrMavuUCe(b'(C>\xa5\xfb\xb9#\x1e\xeb\xbcb\xb5\xb1wd\xddo\xc0\xe7?"\xad2(W\x83\xf3\\e8\xfeT<\x03\t\x1f1\xef\x1d\x83<Nv\xec\xd6\xf6\x19m\x80'), '\x64' + '\x65' + chr(0b11010 + 0o111) + chr(0b111000 + 0o67) + chr(100) + chr(0b1100101))('\x75' + chr(116) + '\146' + chr(0b101101) + '\070') + xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'M\x11f\xea\xd0\xf6;[\xf9\xbdf\xf2\xa6*y\x9a<\x8e\xfbb\x1b'), '\x64' + '\145' + chr(0b1100011) + chr(111) + '\x64' + chr(9495 - 9394))(chr(6219 - 6102) + '\x74' + chr(0b1100110) + chr(45) + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'^Wf\xea\xea\xb7\x05\r\xda\xbeb\xff'), chr(5921 - 5821) + chr(0b1000 + 0o135) + chr(0b0 + 0o143) + '\x6f' + chr(100) + '\145')('\165' + chr(10958 - 10842) + '\146' + chr(1591 - 1546) + chr(0b11001 + 0o37)))(cIEYywiopkZo)) JiWVXlj3BjzT.XGBGetLastError.AHQ7bom48z_s = RyQ4N1viUrfz.c_char_p JiWVXlj3BjzT.vPVvVtX29J_P = gfsg0EpDX2jk() if xafqLlk3kkUe(JiWVXlj3BjzT, xafqLlk3kkUe(SXOLrMavuUCe(b'P$V\xd7\xc7\xb1?M\xfe\xabu\xd9\xaceI\xd2j\xc2\xe2~r\xf4'), '\144' + chr(0b1100101) + chr(0b1000000 + 0o43) + chr(1981 - 1870) + chr(0b1100100) + chr(101))('\x75' + '\164' + '\146' + chr(0b101101) + chr(0b100010 + 0o26)))(xafqLlk3kkUe(JiWVXlj3BjzT, xafqLlk3kkUe(SXOLrMavuUCe(b'~3B\xf3\xf4\xa2\x0e\x0c\xb3\x84X\xc5'), chr(0b111 + 0o135) + '\145' + chr(99) + '\x6f' + chr(100) + chr(101))('\x75' + chr(6484 - 6368) + '\x66' + '\x2d' + chr(0b111000)))) != ehT0Px3KOsy9('\x30' + chr(0b1101000 + 0o7) + chr(0b1110 + 0o42), 8): raise aqexxf3gNzf5(xafqLlk3kkUe(JiWVXlj3BjzT, xafqLlk3kkUe(SXOLrMavuUCe(b'X\x1bL\xb7\x97\xb7\x13[\xcd\x882\xc0'), chr(0b100001 + 0o103) + '\x65' + chr(0b1100011) + chr(111) + chr(0b1100100) + '\145')(chr(7958 - 7841) + '\164' + '\146' + '\x2d' + chr(1382 - 1326)))()) return JiWVXlj3BjzT
dmlc/xgboost
python-package/xgboost/core.py
ctypes2numpy
def ctypes2numpy(cptr, length, dtype): """Convert a ctypes pointer array to a numpy array. """ NUMPY_TO_CTYPES_MAPPING = { np.float32: ctypes.c_float, np.uint32: ctypes.c_uint, } if dtype not in NUMPY_TO_CTYPES_MAPPING: raise RuntimeError('Supported types: {}'.format(NUMPY_TO_CTYPES_MAPPING.keys())) ctype = NUMPY_TO_CTYPES_MAPPING[dtype] if not isinstance(cptr, ctypes.POINTER(ctype)): raise RuntimeError('expected {} pointer'.format(ctype)) res = np.zeros(length, dtype=dtype) if not ctypes.memmove(res.ctypes.data, cptr, length * res.strides[0]): raise RuntimeError('memmove failed') return res
python
def ctypes2numpy(cptr, length, dtype): """Convert a ctypes pointer array to a numpy array. """ NUMPY_TO_CTYPES_MAPPING = { np.float32: ctypes.c_float, np.uint32: ctypes.c_uint, } if dtype not in NUMPY_TO_CTYPES_MAPPING: raise RuntimeError('Supported types: {}'.format(NUMPY_TO_CTYPES_MAPPING.keys())) ctype = NUMPY_TO_CTYPES_MAPPING[dtype] if not isinstance(cptr, ctypes.POINTER(ctype)): raise RuntimeError('expected {} pointer'.format(ctype)) res = np.zeros(length, dtype=dtype) if not ctypes.memmove(res.ctypes.data, cptr, length * res.strides[0]): raise RuntimeError('memmove failed') return res
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Convert a ctypes pointer array to a numpy array.
[ "Convert", "a", "ctypes", "pointer", "array", "to", "a", "numpy", "array", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L179-L194
train
Convert a ctypes pointer array to a numpy array.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\062' + chr(373 - 318), 56723 - 56715), ehT0Px3KOsy9('\060' + chr(0b1000111 + 0o50) + '\063' + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b0 + 0o157) + '\x31' + chr(0b100100 + 0o14) + chr(0b11111 + 0o27), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(48) + chr(0b110111), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + chr(53) + chr(489 - 437), 8397 - 8389), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(1502 - 1452) + chr(1112 - 1058) + '\x37', 39274 - 39266), ehT0Px3KOsy9(chr(1131 - 1083) + '\x6f' + chr(52) + '\x34', 0o10), ehT0Px3KOsy9(chr(0b100 + 0o54) + chr(111) + chr(0b11100 + 0o26) + '\067', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110110) + chr(0b10101 + 0o37), ord("\x08")), ehT0Px3KOsy9(chr(0b111 + 0o51) + chr(1430 - 1319) + chr(51) + chr(51) + chr(0b11111 + 0o24), 37108 - 37100), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10010 + 0o37) + chr(48) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011101 + 0o22) + chr(0b110010) + chr(0b100100 + 0o21) + '\067', 13916 - 13908), ehT0Px3KOsy9(chr(0b110000) + chr(4721 - 4610) + chr(0b110011) + '\x30' + chr(815 - 760), 0b1000), ehT0Px3KOsy9(chr(48) + chr(12179 - 12068) + chr(2547 - 2496) + chr(0b110111) + chr(0b110000), 27662 - 27654), ehT0Px3KOsy9('\060' + '\157' + chr(0b1101 + 0o45) + '\064' + '\064', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1000100 + 0o53) + chr(0b110111) + '\x33', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\063' + chr(2381 - 2332) + '\067', 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\063' + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(762 - 714) + chr(0b100011 + 0o114) + chr(0b1111 + 0o44) + chr(0b110010) + chr(0b110000 + 0o5), 31641 - 31633), ehT0Px3KOsy9(chr(1055 - 1007) + '\157' + chr(1767 - 1718) + chr(2074 - 2024) + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + chr(0b100 + 0o56) + '\062', 0o10), ehT0Px3KOsy9(chr(1416 - 1368) + chr(111) + chr(1859 - 1809) + chr(654 - 602) + chr(48), 7733 - 7725), ehT0Px3KOsy9(chr(0b110000) + chr(5672 - 5561) + chr(2520 - 2468) + '\x33', 0o10), ehT0Px3KOsy9(chr(1285 - 1237) + chr(0b100101 + 0o112) + chr(0b110111) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100011 + 0o17) + chr(50) + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b1000 + 0o51) + chr(0b110000) + '\x30', 35019 - 35011), ehT0Px3KOsy9('\060' + chr(11715 - 11604) + '\062' + chr(52) + chr(0b100000 + 0o20), 8), ehT0Px3KOsy9('\x30' + chr(9348 - 9237) + '\062' + chr(0b101001 + 0o11) + chr(2091 - 2038), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + '\060' + chr(0b110010 + 0o0), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2123 - 2074) + chr(1261 - 1213) + chr(54), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + '\064' + '\x31', 47973 - 47965), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(0b1101111) + chr(1704 - 1654) + '\061' + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b101000 + 0o107) + chr(0b110001) + chr(0b100001 + 0o22) + chr(1142 - 1093), 378 - 370), ehT0Px3KOsy9(chr(2021 - 1973) + chr(0b1101111) + chr(2106 - 2056) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(53) + chr(0b11 + 0o61), 58902 - 58894), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + chr(1611 - 1562) + chr(52) + '\x36', 0b1000), ehT0Px3KOsy9(chr(1440 - 1392) + '\157' + '\062' + chr(0b1101 + 0o44), 6301 - 6293), ehT0Px3KOsy9(chr(2006 - 1958) + chr(834 - 723) + chr(0b10101 + 0o34) + chr(54) + chr(54), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(111) + chr(0b1010 + 0o53) + chr(0b11 + 0o55), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb9'), '\144' + chr(101) + chr(1515 - 1416) + '\x6f' + '\x64' + chr(2793 - 2692))(chr(11532 - 11415) + chr(116) + '\x66' + chr(45) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def U4vSDpyZU3Hv(Ku4tjmYq4f9i, CHAOgk5VCHH_, jSV9IKnemH7K): S4IxE1iUznih = {WqUC3KWvYVup.float32: RyQ4N1viUrfz.c_float, WqUC3KWvYVup.uint32: RyQ4N1viUrfz.c_uint} if jSV9IKnemH7K not in S4IxE1iUznih: raise n0ZkatoveZpF(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\xc4n6}\xe8\xde\xc3As\x14\xaf=\xdf\xa2\x8b\x9e\x1b\xb4`'), '\x64' + chr(0b1000010 + 0o43) + '\x63' + chr(7765 - 7654) + chr(0b1001111 + 0o25) + chr(5643 - 5542))('\165' + chr(4272 - 4156) + chr(102) + '\055' + chr(515 - 459)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xc1/4b\xcf\xcd\xe4\x17GD\xbe.'), chr(100) + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(0b1100100) + chr(101))('\x75' + '\164' + '\146' + '\055' + chr(0b111000)))(xafqLlk3kkUe(S4IxE1iUznih, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfc~?~'), chr(0b1011000 + 0o14) + '\145' + '\x63' + chr(0b1101111) + chr(0b1100100) + '\x65')('\165' + chr(116) + '\146' + chr(0b101101) + chr(511 - 455)))())) VBDnCO4L2x91 = S4IxE1iUznih[jSV9IKnemH7K] if not PlSM16l2KDPD(Ku4tjmYq4f9i, xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc7T\x0fC\xd3\xe9\xe5'), chr(0b1100100) + chr(101) + '\x63' + chr(7861 - 7750) + chr(100) + chr(1128 - 1027))(chr(0b1110101) + '\164' + chr(10186 - 10084) + chr(0b11011 + 0o22) + chr(0b111000)))(VBDnCO4L2x91)): raise n0ZkatoveZpF(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2c6h\xe4\xd8\xd2@7O\xa6d\xdf\xa8\x91\xcaO\xaao'), chr(0b1100100) + chr(4693 - 4592) + chr(7177 - 7078) + '\157' + '\x64' + chr(3639 - 3538))(chr(680 - 563) + '\x74' + chr(0b1100110) + chr(0b101101) + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xc1/4b\xcf\xcd\xe4\x17GD\xbe.'), '\x64' + chr(101) + chr(0b1010 + 0o131) + '\x6f' + chr(100) + chr(638 - 537))(chr(9010 - 8893) + '\164' + chr(0b1100110) + chr(1371 - 1326) + '\070'))(VBDnCO4L2x91)) MsbwfslwLjRO = WqUC3KWvYVup.zeros(CHAOgk5VCHH_, dtype=jSV9IKnemH7K) if not xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa~+`\xe8\xda\xd2'), chr(3405 - 3305) + '\145' + '\143' + '\x6f' + chr(0b1100100) + '\x65')('\x75' + chr(1714 - 1598) + '\x66' + chr(1622 - 1577) + '\x38'))(xafqLlk3kkUe(MsbwfslwLjRO.ctypes, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc2W(g\xf7\x9a\xf3\x12rR\x9d\x0c'), chr(100) + '\145' + chr(5315 - 5216) + chr(0b1100001 + 0o16) + chr(4344 - 4244) + '\145')(chr(0b101000 + 0o115) + chr(856 - 740) + chr(102) + chr(0b101101) + chr(0b110111 + 0o1))), Ku4tjmYq4f9i, CHAOgk5VCHH_ * xafqLlk3kkUe(MsbwfslwLjRO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe4o4d\xe3\xc9\xc4'), '\x64' + '\145' + chr(0b1100011) + '\x6f' + chr(100) + chr(0b1100101))(chr(117) + '\164' + chr(0b1100110) + '\055' + chr(56)))[ehT0Px3KOsy9(chr(48) + '\x6f' + '\x30', ord("\x08"))]): raise n0ZkatoveZpF(xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa~+`\xe8\xda\xd2\x04qU\xb2(\xca\xa3'), '\x64' + chr(0b100010 + 0o103) + chr(0b10011 + 0o120) + chr(0b1101111) + chr(100) + chr(101))('\x75' + chr(0b1110100) + chr(102) + '\x2d' + chr(0b1110 + 0o52))) return MsbwfslwLjRO
dmlc/xgboost
python-package/xgboost/core.py
ctypes2buffer
def ctypes2buffer(cptr, length): """Convert ctypes pointer to buffer type.""" if not isinstance(cptr, ctypes.POINTER(ctypes.c_char)): raise RuntimeError('expected char pointer') res = bytearray(length) rptr = (ctypes.c_char * length).from_buffer(res) if not ctypes.memmove(rptr, cptr, length): raise RuntimeError('memmove failed') return res
python
def ctypes2buffer(cptr, length): """Convert ctypes pointer to buffer type.""" if not isinstance(cptr, ctypes.POINTER(ctypes.c_char)): raise RuntimeError('expected char pointer') res = bytearray(length) rptr = (ctypes.c_char * length).from_buffer(res) if not ctypes.memmove(rptr, cptr, length): raise RuntimeError('memmove failed') return res
[ "def", "ctypes2buffer", "(", "cptr", ",", "length", ")", ":", "if", "not", "isinstance", "(", "cptr", ",", "ctypes", ".", "POINTER", "(", "ctypes", ".", "c_char", ")", ")", ":", "raise", "RuntimeError", "(", "'expected char pointer'", ")", "res", "=", "bytearray", "(", "length", ")", "rptr", "=", "(", "ctypes", ".", "c_char", "*", "length", ")", ".", "from_buffer", "(", "res", ")", "if", "not", "ctypes", ".", "memmove", "(", "rptr", ",", "cptr", ",", "length", ")", ":", "raise", "RuntimeError", "(", "'memmove failed'", ")", "return", "res" ]
Convert ctypes pointer to buffer type.
[ "Convert", "ctypes", "pointer", "to", "buffer", "type", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L197-L205
train
Convert ctypes pointer to buffer type.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(5543 - 5432) + chr(50) + '\x37' + chr(1420 - 1368), 48527 - 48519), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + '\x36' + chr(0b1101 + 0o47), 0b1000), ehT0Px3KOsy9(chr(1555 - 1507) + '\x6f' + chr(865 - 815) + chr(48) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(51) + chr(539 - 487), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10111 + 0o34) + '\x36' + '\067', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1010 + 0o51) + chr(55) + chr(2265 - 2214), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(50) + chr(0b110111) + '\067', 15792 - 15784), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(9797 - 9686) + '\x31' + '\x34' + chr(0b1 + 0o63), 56998 - 56990), ehT0Px3KOsy9('\x30' + '\x6f' + chr(2800 - 2747) + chr(2028 - 1974), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b10101 + 0o132) + '\063' + chr(0b101 + 0o62) + chr(85 - 37), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110010) + chr(0b110110) + chr(2445 - 2394), 0o10), ehT0Px3KOsy9(chr(546 - 498) + chr(0b101111 + 0o100) + '\x31' + chr(0b10111 + 0o37) + '\063', 14397 - 14389), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b100111 + 0o12) + chr(50) + chr(0b110010), 0o10), ehT0Px3KOsy9('\x30' + chr(0b101000 + 0o107) + chr(50) + '\x36' + chr(444 - 396), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(52) + chr(50), 21411 - 21403), ehT0Px3KOsy9(chr(0b110000) + chr(11784 - 11673) + chr(50) + '\x34' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + chr(0b11010 + 0o34) + chr(51), 8900 - 8892), ehT0Px3KOsy9(chr(598 - 550) + chr(0b1110 + 0o141) + chr(51) + '\x33' + chr(1464 - 1410), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\062' + chr(55) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x31' + '\x37' + '\x35', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(12008 - 11897) + chr(1701 - 1651) + chr(61 - 12) + chr(0b110101), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110010) + chr(54) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110010) + '\x35' + '\x33', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b111 + 0o55) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(1518 - 1470) + chr(0b1001111 + 0o40) + chr(367 - 316) + '\065' + chr(526 - 478), 0o10), ehT0Px3KOsy9(chr(1678 - 1630) + chr(0b1001000 + 0o47) + chr(0b110010) + chr(48) + chr(54), 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110010) + '\064' + '\064', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(482 - 431) + '\061', 25959 - 25951), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(0b111101 + 0o62) + chr(50) + '\x30' + chr(0b110011), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b110111) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8651 - 8540) + chr(0b100000 + 0o23) + chr(0b100001 + 0o25) + chr(0b110000), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + chr(2756 - 2701) + '\064', 11181 - 11173), ehT0Px3KOsy9(chr(1585 - 1537) + chr(3055 - 2944) + chr(0b10110 + 0o34) + '\062', 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(0b1101111) + '\066' + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(48) + chr(8584 - 8473) + chr(1221 - 1170) + chr(174 - 124), 506 - 498), ehT0Px3KOsy9(chr(1363 - 1315) + chr(111) + '\x34' + chr(0b110111), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101000 + 0o7) + chr(1446 - 1395), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10 + 0o57) + chr(2574 - 2520) + chr(49), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + '\x35' + chr(1358 - 1310), 26863 - 26855)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x92'), chr(7145 - 7045) + '\x65' + '\143' + chr(10694 - 10583) + '\144' + chr(101))('\165' + chr(0b1110100) + '\x66' + chr(0b101010 + 0o3) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def tZvLwN8wO8iv(Ku4tjmYq4f9i, CHAOgk5VCHH_): if not PlSM16l2KDPD(Ku4tjmYq4f9i, xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xec\xfb\xcf\x12\xa3\xbe\xed'), '\144' + chr(101) + '\143' + '\x6f' + chr(0b1100100) + '\145')(chr(0b1001001 + 0o54) + chr(0b1110100) + chr(0b1100110) + chr(211 - 166) + chr(2291 - 2235)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xdf\xeb\xe54\x96\x89'), '\x64' + '\145' + chr(1356 - 1257) + chr(3812 - 3701) + '\144' + chr(0b1100101))(chr(117) + '\x74' + chr(102) + chr(1008 - 963) + chr(56))))): raise n0ZkatoveZpF(xafqLlk3kkUe(SXOLrMavuUCe(b'\xd9\xcc\xf69\x94\x8f\xda\x00\x0e\x9b\xdb\x12 \x90\xd2\xcc\x9a\xb0\xca\x18\xff'), '\x64' + '\x65' + chr(0b1011 + 0o130) + '\x6f' + '\144' + chr(4325 - 4224))('\165' + chr(116) + '\x66' + chr(0b101101) + '\x38')) MsbwfslwLjRO = QC9iu2kLpS8s(CHAOgk5VCHH_) jiE3CMrCIyhg = (RyQ4N1viUrfz.c_char * CHAOgk5VCHH_).from_buffer(MsbwfslwLjRO) if not xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1\xd1\xeb1\x98\x8d\xda'), chr(100) + chr(101) + chr(99) + chr(0b1101111) + chr(100) + '\145')(chr(3375 - 3258) + '\x74' + chr(102) + chr(565 - 520) + '\x38'))(jiE3CMrCIyhg, Ku4tjmYq4f9i, CHAOgk5VCHH_): raise n0ZkatoveZpF(xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1\xd1\xeb1\x98\x8d\xdaDH\x99\xda\x1f7\xd4'), chr(0b111 + 0o135) + chr(0b110000 + 0o65) + '\x63' + chr(0b110100 + 0o73) + chr(0b1100100) + '\145')(chr(0b1110101) + chr(0b11000 + 0o134) + chr(0b1100110) + '\x2d' + '\x38')) return MsbwfslwLjRO
dmlc/xgboost
python-package/xgboost/core.py
c_array
def c_array(ctype, values): """Convert a python string to c array.""" if isinstance(values, np.ndarray) and values.dtype.itemsize == ctypes.sizeof(ctype): return (ctype * len(values)).from_buffer_copy(values) return (ctype * len(values))(*values)
python
def c_array(ctype, values): """Convert a python string to c array.""" if isinstance(values, np.ndarray) and values.dtype.itemsize == ctypes.sizeof(ctype): return (ctype * len(values)).from_buffer_copy(values) return (ctype * len(values))(*values)
[ "def", "c_array", "(", "ctype", ",", "values", ")", ":", "if", "isinstance", "(", "values", ",", "np", ".", "ndarray", ")", "and", "values", ".", "dtype", ".", "itemsize", "==", "ctypes", ".", "sizeof", "(", "ctype", ")", ":", "return", "(", "ctype", "*", "len", "(", "values", ")", ")", ".", "from_buffer_copy", "(", "values", ")", "return", "(", "ctype", "*", "len", "(", "values", ")", ")", "(", "*", "values", ")" ]
Convert a python string to c array.
[ "Convert", "a", "python", "string", "to", "c", "array", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L213-L217
train
Convert a python string to c array.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + '\067' + chr(703 - 652), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(78 - 28) + chr(54) + chr(2274 - 2223), 63311 - 63303), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + chr(0b110101) + chr(0b1110 + 0o42), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(54) + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(9295 - 9184) + chr(0b10100 + 0o37) + '\064' + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(11843 - 11732) + chr(51) + chr(0b110000) + chr(0b10001 + 0o46), 51354 - 51346), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101111) + chr(0b100011 + 0o16) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(0b101 + 0o55) + chr(0b100010 + 0o23) + chr(2540 - 2487), 0b1000), ehT0Px3KOsy9('\060' + chr(4691 - 4580) + chr(49) + '\065' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(1114 - 1066) + chr(0b1100101 + 0o12) + '\066' + chr(0b100111 + 0o15), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(11099 - 10988) + chr(0b11000 + 0o34) + chr(0b100011 + 0o17), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(54) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + '\062' + chr(48), 0b1000), ehT0Px3KOsy9(chr(105 - 57) + chr(10273 - 10162) + '\x32' + chr(0b101110 + 0o4), 34481 - 34473), ehT0Px3KOsy9(chr(360 - 312) + chr(4935 - 4824) + chr(0b110001) + chr(1423 - 1372) + '\x35', 0b1000), ehT0Px3KOsy9(chr(145 - 97) + '\x6f' + chr(0b100000 + 0o26) + chr(48), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100111 + 0o12) + chr(0b110001) + chr(559 - 510), 6545 - 6537), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110001) + chr(0b110100) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(469 - 421) + chr(0b1101111) + chr(0b110010) + chr(0b0 + 0o63), 0o10), ehT0Px3KOsy9(chr(48) + chr(10478 - 10367) + chr(0b11111 + 0o24) + chr(0b101011 + 0o11), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(1303 - 1253) + '\x32', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(1438 - 1383) + chr(0b110010), 51008 - 51000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b10000 + 0o46) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(5478 - 5367) + chr(0b100110 + 0o13) + chr(444 - 390), 0b1000), ehT0Px3KOsy9(chr(0b1001 + 0o47) + chr(111) + chr(0b100100 + 0o16) + chr(50) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(49) + chr(0b1011 + 0o47) + chr(229 - 180), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101100 + 0o6) + chr(52) + chr(55), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(797 - 745) + chr(50), 63861 - 63853), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1888 - 1838) + '\063' + chr(0b110100), 32710 - 32702), ehT0Px3KOsy9(chr(0b110000) + chr(6404 - 6293) + chr(0b110010) + '\062' + chr(120 - 71), 0b1000), ehT0Px3KOsy9(chr(1104 - 1056) + chr(0b1101111) + chr(1468 - 1413) + chr(1071 - 1020), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(53) + chr(477 - 424), 8), ehT0Px3KOsy9(chr(48) + chr(3639 - 3528) + chr(0b110010) + '\060' + chr(0b100 + 0o54), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x31' + '\x36' + '\062', 40627 - 40619), ehT0Px3KOsy9(chr(1324 - 1276) + '\157' + '\062' + chr(0b100010 + 0o16), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(6785 - 6674) + chr(0b110011) + chr(0b101 + 0o61) + chr(52), 18928 - 18920), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b10100 + 0o36) + chr(50) + chr(0b110001), 8), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101001 + 0o12) + '\x35' + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b100101 + 0o20) + '\060', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b10111 + 0o31) + chr(111) + '\x35' + chr(0b110000), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd5'), chr(9642 - 9542) + chr(0b1100101) + '\143' + chr(0b1101011 + 0o4) + '\x64' + chr(0b1100101))(chr(117) + chr(0b1001 + 0o153) + chr(102) + chr(0b100010 + 0o13) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def eGLcYYYr5Dni(VBDnCO4L2x91, SPnCNu54H1db): if PlSM16l2KDPD(SPnCNu54H1db, xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'\x95\xd7\x89C\x97\xa6t'), chr(0b1100100) + '\x65' + chr(0b111100 + 0o47) + chr(0b1101111) + '\x64' + chr(5329 - 5228))(chr(0b1110101) + '\x74' + '\x66' + chr(0b10110 + 0o27) + chr(197 - 141)))) and xafqLlk3kkUe(SPnCNu54H1db.dtype, xafqLlk3kkUe(SXOLrMavuUCe(b'\x92\xc7\x8d\\\x96\xaew\xc8'), chr(0b1100100) + '\145' + chr(99) + chr(0b1101111) + chr(0b1100100) + chr(101))(chr(0b1010001 + 0o44) + chr(0b1110100) + chr(0b1100110) + chr(661 - 616) + chr(742 - 686))) == xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xda\x92T\x8a\xa1'), '\144' + chr(0b111110 + 0o47) + chr(0b1100010 + 0o1) + chr(0b1001 + 0o146) + '\x64' + '\x65')('\165' + chr(116) + '\146' + '\x2d' + chr(0b10101 + 0o43)))(VBDnCO4L2x91): return xafqLlk3kkUe(VBDnCO4L2x91 * c2A0yzQpDQB3(SPnCNu54H1db), xafqLlk3kkUe(SXOLrMavuUCe(b'\x9d\xc1\x87\\\xba\xa5x\xcb\x08QP\xef\xf3}-I'), '\144' + chr(0b111110 + 0o47) + chr(0b10100 + 0o117) + '\157' + chr(100) + chr(8636 - 8535))(chr(5618 - 5501) + chr(11353 - 11237) + chr(0b110 + 0o140) + chr(0b101101) + chr(1021 - 965)))(SPnCNu54H1db) return (VBDnCO4L2x91 * c2A0yzQpDQB3(SPnCNu54H1db))(*SPnCNu54H1db)
dmlc/xgboost
python-package/xgboost/core.py
_maybe_pandas_data
def _maybe_pandas_data(data, feature_names, feature_types): """ Extract internal data from pd.DataFrame for DMatrix data """ if not isinstance(data, DataFrame): return data, feature_names, feature_types data_dtypes = data.dtypes if not all(dtype.name in PANDAS_DTYPE_MAPPER for dtype in data_dtypes): bad_fields = [data.columns[i] for i, dtype in enumerate(data_dtypes) if dtype.name not in PANDAS_DTYPE_MAPPER] msg = """DataFrame.dtypes for data must be int, float or bool. Did not expect the data types in fields """ raise ValueError(msg + ', '.join(bad_fields)) if feature_names is None: if isinstance(data.columns, MultiIndex): feature_names = [ ' '.join([str(x) for x in i]) for i in data.columns ] else: feature_names = data.columns.format() if feature_types is None: feature_types = [PANDAS_DTYPE_MAPPER[dtype.name] for dtype in data_dtypes] data = data.values.astype('float') return data, feature_names, feature_types
python
def _maybe_pandas_data(data, feature_names, feature_types): """ Extract internal data from pd.DataFrame for DMatrix data """ if not isinstance(data, DataFrame): return data, feature_names, feature_types data_dtypes = data.dtypes if not all(dtype.name in PANDAS_DTYPE_MAPPER for dtype in data_dtypes): bad_fields = [data.columns[i] for i, dtype in enumerate(data_dtypes) if dtype.name not in PANDAS_DTYPE_MAPPER] msg = """DataFrame.dtypes for data must be int, float or bool. Did not expect the data types in fields """ raise ValueError(msg + ', '.join(bad_fields)) if feature_names is None: if isinstance(data.columns, MultiIndex): feature_names = [ ' '.join([str(x) for x in i]) for i in data.columns ] else: feature_names = data.columns.format() if feature_types is None: feature_types = [PANDAS_DTYPE_MAPPER[dtype.name] for dtype in data_dtypes] data = data.values.astype('float') return data, feature_names, feature_types
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Extract internal data from pd.DataFrame for DMatrix data
[ "Extract", "internal", "data", "from", "pd", ".", "DataFrame", "for", "DMatrix", "data" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L226-L255
train
Extract internal data from pandas. DataFrame for DMatrix data
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(2150 - 2102) + chr(0b1101111) + chr(1981 - 1928) + '\065', 49225 - 49217), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11313 - 11202) + '\065' + '\x36', 14006 - 13998), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b0 + 0o64) + chr(0b100110 + 0o14), ord("\x08")), ehT0Px3KOsy9('\060' + chr(10371 - 10260) + chr(866 - 816) + chr(0b101000 + 0o10) + chr(1605 - 1554), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(2310 - 2259) + chr(0b101001 + 0o15) + chr(55), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111010 + 0o65) + '\063' + chr(331 - 277) + '\062', 0o10), ehT0Px3KOsy9(chr(48) + chr(2869 - 2758) + chr(0b100101 + 0o15) + '\066' + chr(187 - 138), ord("\x08")), ehT0Px3KOsy9('\060' + chr(7170 - 7059) + '\063' + '\062' + '\067', 12096 - 12088), ehT0Px3KOsy9(chr(641 - 593) + chr(0b1101111) + '\x31' + chr(0b10011 + 0o43), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10001 + 0o46) + chr(254 - 201), 0o10), ehT0Px3KOsy9(chr(48) + chr(2689 - 2578) + chr(54) + chr(0b11101 + 0o23), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + chr(0b110010) + chr(0b110000 + 0o1), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b101101 + 0o4) + chr(0b1010 + 0o53) + chr(421 - 373), 0o10), ehT0Px3KOsy9('\060' + chr(0b1101110 + 0o1) + chr(0b110 + 0o53) + chr(51) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(111) + chr(680 - 629) + chr(54) + chr(200 - 152), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(0b110110) + '\x30', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b100101 + 0o14) + chr(50) + chr(0b101000 + 0o17), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1010 + 0o51) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\063' + chr(1935 - 1887) + chr(51), 13916 - 13908), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(7678 - 7567) + '\063' + chr(52) + chr(0b110101), 62739 - 62731), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10101 + 0o34) + chr(50) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(1939 - 1891) + '\x6f' + chr(51) + '\x36' + '\x37', 8), ehT0Px3KOsy9('\060' + chr(3525 - 3414) + chr(0b110001 + 0o0) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(1855 - 1807) + chr(0b101011 + 0o104) + chr(49) + chr(49) + '\x37', ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + chr(7774 - 7663) + chr(0b101110 + 0o3) + '\x32' + chr(2259 - 2208), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(175 - 124) + chr(51) + chr(49), 30891 - 30883), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b110100) + '\067', 32961 - 32953), ehT0Px3KOsy9(chr(1099 - 1051) + chr(0b1100101 + 0o12) + chr(143 - 93) + '\063' + chr(552 - 498), 64277 - 64269), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101010 + 0o11) + chr(1954 - 1902), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(0b110110) + chr(0b101101 + 0o11), 60970 - 60962), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b1100100 + 0o13) + chr(1591 - 1542) + chr(0b11000 + 0o30) + '\065', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(49) + '\065' + chr(0b110100), 0b1000), ehT0Px3KOsy9('\060' + '\157' + '\x31' + '\x31' + '\063', 0o10), ehT0Px3KOsy9('\x30' + chr(0b10011 + 0o134) + chr(2006 - 1956) + chr(0b110000) + chr(551 - 497), 0b1000), ehT0Px3KOsy9(chr(1676 - 1628) + chr(0b1100110 + 0o11) + chr(0b100110 + 0o13) + chr(48) + chr(1883 - 1829), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(52) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(0b1011010 + 0o25) + chr(0b110001) + chr(54) + chr(0b110100), 53998 - 53990), ehT0Px3KOsy9('\x30' + '\x6f' + '\x33' + '\x32' + '\x33', 39042 - 39034), ehT0Px3KOsy9('\060' + chr(111) + chr(0b10000 + 0o42) + '\064' + '\061', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + '\x6f' + chr(53) + chr(48), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x03'), chr(0b1001101 + 0o27) + '\145' + chr(0b1001010 + 0o31) + '\157' + '\x64' + '\145')(chr(0b1110101) + chr(0b1110100) + chr(0b11100 + 0o112) + chr(387 - 342) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def gE7QqYaH13cz(ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi): if not PlSM16l2KDPD(ULnjp6D6efFH, TTWbaLX2VikC): return (ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi) XKicbZR2zETf = ULnjp6D6efFH.dtypes if not Dl48nj1rbi23((xafqLlk3kkUe(jSV9IKnemH7K, xafqLlk3kkUe(SXOLrMavuUCe(b'l_X\xa8\xd1\x8d\xbe\xd5\x93hZv'), '\144' + chr(0b1011100 + 0o11) + chr(0b1100011) + '\x6f' + chr(116 - 16) + chr(101))(chr(0b110110 + 0o77) + '\164' + chr(3388 - 3286) + '\055' + chr(0b111000))) in LF9mORSXCAXq for jSV9IKnemH7K in XKicbZR2zETf)): zdhZUtefOkQL = [ULnjp6D6efFH.qKlXBtn3PKy4[WVxHKyX45z_L] for (WVxHKyX45z_L, jSV9IKnemH7K) in YlkZvXL8qwsX(XKicbZR2zETf) if jSV9IKnemH7K.AIvJRzLdDfgF not in LF9mORSXCAXq] jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b"iwZ\x83\xc5\x85\x93\xdc\xb2 YD\xa8\x18=\x83\x901u\xb1\xc52\x96y.s\xb4\x92\xedhV'\tk\xef(\x10X\xf3\xc7AyO\x96\xa3\x98\x80\x91\xb5aR\\\xffbx\xd0\x90w:\xe3\xc5v\xd7-os\xf9\xc7\xbe<2,\x08k\xe8)\x10T\xb6\xd9]sM\x96\xa3\x83\x9a\xd4\xf7j\\D\xb0H,\x89\xc02i\xe3\x8c8\xd7k&6\xb5\x83\xed<"), chr(0b1100100) + chr(101) + chr(0b1010011 + 0o20) + chr(0b1101100 + 0o3) + chr(292 - 192) + chr(101))('\165' + chr(0b1110100) + chr(0b1100110) + '\x2d' + chr(0b111000)) raise q1QCh3W88sgk(jtbovtaIYjRB + xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\x016'), chr(9975 - 9875) + chr(0b110110 + 0o57) + chr(7108 - 7009) + '\157' + '\x64' + chr(0b1000111 + 0o36))('\x75' + chr(9493 - 9377) + '\146' + chr(0b1111 + 0o36) + chr(0b100 + 0o64)), xafqLlk3kkUe(SXOLrMavuUCe(b'GyG\x8c'), '\x64' + '\145' + chr(9122 - 9023) + '\157' + chr(0b11010 + 0o112) + chr(101))('\x75' + '\164' + chr(0b1100110) + chr(45) + '\x38'))(zdhZUtefOkQL)) if pfS5O3iUpFhz is None: if PlSM16l2KDPD(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\\]B\xba\xc1\x83\x9c\x82\x87ED\x04'), chr(100) + chr(0b1100101) + chr(0b1011011 + 0o10) + '\157' + chr(0b11110 + 0o106) + chr(0b1100101))(chr(2501 - 2384) + chr(116) + chr(0b1011111 + 0o7) + chr(784 - 739) + chr(56))), X6ABZiFGr623): pfS5O3iUpFhz = [xafqLlk3kkUe(SXOLrMavuUCe(b'\r'), chr(100) + '\x65' + chr(99) + chr(0b11011 + 0o124) + chr(100) + chr(0b11011 + 0o112))(chr(0b1110101) + chr(0b101100 + 0o110) + chr(102) + chr(1323 - 1278) + chr(0b10110 + 0o42)).join([M8_cKLkHVB2V(OeWW0F1dBPRQ) for OeWW0F1dBPRQ in WVxHKyX45z_L]) for WVxHKyX45z_L in ULnjp6D6efFH.qKlXBtn3PKy4] else: pfS5O3iUpFhz = ULnjp6D6efFH.columns.V4roHaS3Ppej() if zbLCgGoIblVi is None: zbLCgGoIblVi = [LF9mORSXCAXq[jSV9IKnemH7K.AIvJRzLdDfgF] for jSV9IKnemH7K in XKicbZR2zETf] ULnjp6D6efFH = ULnjp6D6efFH.values.astype(xafqLlk3kkUe(SXOLrMavuUCe(b'KzA\x83\xf7'), '\144' + '\x65' + chr(0b1100011) + '\x6f' + chr(0b1011100 + 0o10) + chr(0b1100101))('\165' + chr(0b1110100) + chr(6957 - 6855) + '\x2d' + chr(0b111000))) return (ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi)
dmlc/xgboost
python-package/xgboost/core.py
_maybe_dt_data
def _maybe_dt_data(data, feature_names, feature_types): """ Validate feature names and types if data table """ if not isinstance(data, DataTable): return data, feature_names, feature_types data_types_names = tuple(lt.name for lt in data.ltypes) bad_fields = [data.names[i] for i, type_name in enumerate(data_types_names) if type_name not in DT_TYPE_MAPPER] if bad_fields: msg = """DataFrame.types for data must be int, float or bool. Did not expect the data types in fields """ raise ValueError(msg + ', '.join(bad_fields)) if feature_names is None: feature_names = data.names # always return stypes for dt ingestion if feature_types is not None: raise ValueError('DataTable has own feature types, cannot pass them in') feature_types = np.vectorize(DT_TYPE_MAPPER2.get)(data_types_names) return data, feature_names, feature_types
python
def _maybe_dt_data(data, feature_names, feature_types): """ Validate feature names and types if data table """ if not isinstance(data, DataTable): return data, feature_names, feature_types data_types_names = tuple(lt.name for lt in data.ltypes) bad_fields = [data.names[i] for i, type_name in enumerate(data_types_names) if type_name not in DT_TYPE_MAPPER] if bad_fields: msg = """DataFrame.types for data must be int, float or bool. Did not expect the data types in fields """ raise ValueError(msg + ', '.join(bad_fields)) if feature_names is None: feature_names = data.names # always return stypes for dt ingestion if feature_types is not None: raise ValueError('DataTable has own feature types, cannot pass them in') feature_types = np.vectorize(DT_TYPE_MAPPER2.get)(data_types_names) return data, feature_names, feature_types
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Validate feature names and types if data table
[ "Validate", "feature", "names", "and", "types", "if", "data", "table" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L279-L303
train
Validate data and return a new table with the correct feature names and feature types.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(52) + '\x36', 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\x6f' + chr(0b11110 + 0o24) + chr(0b110000) + chr(0b110101), 55362 - 55354), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(4838 - 4727) + '\x36' + chr(1724 - 1670), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(0b10110 + 0o35) + chr(54), 11542 - 11534), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\063' + chr(1569 - 1521), 0b1000), ehT0Px3KOsy9('\060' + chr(0b10001 + 0o136) + chr(51) + '\x33' + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\157' + chr(49) + chr(1160 - 1111) + chr(395 - 342), 0b1000), ehT0Px3KOsy9(chr(2229 - 2181) + '\x6f' + '\x31' + chr(0b1111 + 0o42) + chr(78 - 24), 0b1000), ehT0Px3KOsy9('\060' + chr(6804 - 6693) + chr(2314 - 2264), 0b1000), ehT0Px3KOsy9(chr(124 - 76) + chr(2854 - 2743) + chr(0b1 + 0o61) + chr(1214 - 1163) + chr(48), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110110) + chr(2003 - 1949), 8), ehT0Px3KOsy9('\060' + chr(111) + chr(2488 - 2438) + chr(472 - 423) + chr(0b11110 + 0o31), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b100111 + 0o16) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(52) + chr(1458 - 1408), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b10 + 0o155) + chr(50) + chr(0b110000) + chr(0b110011), 32124 - 32116), ehT0Px3KOsy9(chr(0b11101 + 0o23) + '\x6f' + chr(0b110010) + chr(1344 - 1294) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(0b101101 + 0o102) + chr(0b110011) + chr(2878 - 2824) + '\060', 0o10), ehT0Px3KOsy9(chr(48) + chr(6103 - 5992) + chr(0b100100 + 0o16) + chr(53), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b11110 + 0o25) + chr(0b110001) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1100 + 0o143) + '\060', 0o10), ehT0Px3KOsy9('\060' + chr(6908 - 6797) + chr(2008 - 1958) + '\x36' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b1101101 + 0o2) + chr(0b110001) + chr(296 - 244) + chr(718 - 668), 2677 - 2669), ehT0Px3KOsy9(chr(425 - 377) + chr(0b101000 + 0o107) + '\062' + chr(0b100110 + 0o15) + chr(0b110101), 11075 - 11067), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + '\x35' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(10636 - 10525) + '\061' + chr(0b101 + 0o57) + '\x35', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1100110 + 0o11) + '\062' + chr(0b110110) + chr(0b101011 + 0o10), 0b1000), ehT0Px3KOsy9(chr(1679 - 1631) + chr(111) + '\x31' + chr(50) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110011) + chr(0b110010) + chr(0b1110 + 0o46), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\065' + chr(51), 0b1000), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(2426 - 2315) + chr(1393 - 1343) + chr(621 - 573) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x32' + chr(54) + '\063', 8), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(50) + chr(0b110010), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + '\064' + chr(0b110111), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(51) + chr(0b101 + 0o55) + chr(163 - 110), 50515 - 50507), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b100001 + 0o21) + '\x32', 40536 - 40528), ehT0Px3KOsy9('\060' + chr(0b1011011 + 0o24) + '\x32' + chr(0b10001 + 0o45) + chr(51), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b101000 + 0o107) + chr(1570 - 1521), 0o10), ehT0Px3KOsy9(chr(1421 - 1373) + chr(111) + '\x34' + chr(51), 14942 - 14934), ehT0Px3KOsy9(chr(1195 - 1147) + chr(0b101111 + 0o100) + chr(49) + chr(2415 - 2365) + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(194 - 83) + chr(0b11101 + 0o26) + chr(49) + chr(49), 43887 - 43879)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b0 + 0o60) + '\x6f' + chr(0b110101) + chr(0b10101 + 0o33), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x08'), chr(100) + '\x65' + chr(0b1100011) + '\x6f' + chr(100) + '\145')('\165' + chr(12431 - 12315) + '\146' + chr(0b10101 + 0o30) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def jXA2xyGi9ULe(ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi): if not PlSM16l2KDPD(ULnjp6D6efFH, eOstMbTB25dN): return (ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi) M0T9oLnAOP2a = KNyTy8rYcwji((RkEamKTpVqmB.AIvJRzLdDfgF for RkEamKTpVqmB in ULnjp6D6efFH.ltypes)) zdhZUtefOkQL = [ULnjp6D6efFH.OcnR1hZ7pGdr[WVxHKyX45z_L] for (WVxHKyX45z_L, SzFiEIj4hjFJ) in YlkZvXL8qwsX(M0T9oLnAOP2a) if SzFiEIj4hjFJ not in ZZFB4ktogr66] if zdhZUtefOkQL: jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'b\xe4B\xbf\xde\xad,#g\xb6B\xf6\xdbG\xf0\xb4\x96z\xbf \xd4\x03\xe9\x8aE\xde%\xa7_\xa2\xd1w\x87\xbc\xbc\xc7-\x033\xa5I\xe4B\xfe\xf7\xadm,m\xf7Z\xa1\xa1\x02\xa3\xb4\xd05\xed \x90B\xbd\xcbE\x93p\xf4\x0b\xc6\xdav\x87\xbb\xbd\xc7!F-\xb9C\xe6B\xfe\xec\xb7(nf\xf9B\xee\x8bV\xfa\xe4\x95f\xedi\xdeB\xfb\x82\x00\xdf4\xa7\x0b'), chr(100) + chr(1218 - 1117) + '\143' + chr(11658 - 11547) + chr(2688 - 2588) + chr(0b1011100 + 0o11))(chr(0b1110101) + chr(0b1010100 + 0o40) + chr(0b1100110) + chr(45) + '\070') raise q1QCh3W88sgk(jtbovtaIYjRB + xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\n\xa5'), '\x64' + chr(0b10011 + 0o122) + chr(99) + '\157' + chr(0b1100100) + chr(0b1100101))('\165' + '\x74' + chr(703 - 601) + chr(0b101101) + chr(1730 - 1674)), xafqLlk3kkUe(SXOLrMavuUCe(b'L\xea_\xb0'), chr(100) + chr(101) + chr(3177 - 3078) + '\157' + chr(0b1100100) + '\x65')(chr(117) + '\x74' + chr(0b1101 + 0o131) + chr(0b11 + 0o52) + '\x38'))(zdhZUtefOkQL)) if pfS5O3iUpFhz is None: pfS5O3iUpFhz = ULnjp6D6efFH.OcnR1hZ7pGdr if zbLCgGoIblVi is not None: raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'b\xe4B\xbf\xcc\xbe/"g\xb8^\xee\xd8\x02\xec\xe3\x9e5\xabe\xd1\x16\xe8\x99\x00\x93$\xad[\xe7\xc0>\x87\xb6\xb3\xddoL!\xe9V\xe4E\xad\xb8\xab%+o\xb8_\xe1'), chr(100) + '\145' + chr(0b1100011) + '\x6f' + '\x64' + chr(6937 - 6836))('\x75' + '\164' + '\x66' + chr(0b101101) + chr(56))) zbLCgGoIblVi = WqUC3KWvYVup.vectorize(PmlBb4F5dgns.get)(M0T9oLnAOP2a) return (ULnjp6D6efFH, pfS5O3iUpFhz, zbLCgGoIblVi)
dmlc/xgboost
python-package/xgboost/core.py
_maybe_dt_array
def _maybe_dt_array(array): """ Extract numpy array from single column data table """ if not isinstance(array, DataTable) or array is None: return array if array.shape[1] > 1: raise ValueError('DataTable for label or weight cannot have multiple columns') # below requires new dt version # extract first column array = array.to_numpy()[:, 0].astype('float') return array
python
def _maybe_dt_array(array): """ Extract numpy array from single column data table """ if not isinstance(array, DataTable) or array is None: return array if array.shape[1] > 1: raise ValueError('DataTable for label or weight cannot have multiple columns') # below requires new dt version # extract first column array = array.to_numpy()[:, 0].astype('float') return array
[ "def", "_maybe_dt_array", "(", "array", ")", ":", "if", "not", "isinstance", "(", "array", ",", "DataTable", ")", "or", "array", "is", "None", ":", "return", "array", "if", "array", ".", "shape", "[", "1", "]", ">", "1", ":", "raise", "ValueError", "(", "'DataTable for label or weight cannot have multiple columns'", ")", "# below requires new dt version", "# extract first column", "array", "=", "array", ".", "to_numpy", "(", ")", "[", ":", ",", "0", "]", ".", "astype", "(", "'float'", ")", "return", "array" ]
Extract numpy array from single column data table
[ "Extract", "numpy", "array", "from", "single", "column", "data", "table" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L306-L318
train
Extract numpy array from single column data table
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(0b101101 + 0o102) + '\x32' + '\x32' + chr(54), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1179 - 1130) + chr(306 - 255) + '\x33', 38756 - 38748), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b11 + 0o60) + '\x34' + chr(0b100110 + 0o21), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(133 - 82) + chr(932 - 884) + chr(393 - 342), 0b1000), ehT0Px3KOsy9(chr(675 - 627) + chr(0b1101111) + chr(0b110011) + '\x36' + chr(0b110000), 37627 - 37619), ehT0Px3KOsy9('\060' + chr(0b1000101 + 0o52) + '\061' + '\x37' + chr(0b100 + 0o56), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1023 - 974) + chr(321 - 273) + '\062', 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110 + 0o54) + chr(629 - 579) + chr(0b110000), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + chr(0b110111) + '\x32', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1157 - 1106) + chr(51) + '\x36', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110010) + chr(51) + chr(899 - 844), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\062' + chr(54) + chr(0b110101), 1806 - 1798), ehT0Px3KOsy9(chr(48) + chr(0b1111 + 0o140) + chr(0b1100 + 0o46) + chr(54) + chr(0b100 + 0o55), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110010 + 0o0) + '\x31' + chr(49), 0b1000), ehT0Px3KOsy9('\060' + chr(0b101101 + 0o102) + '\061' + chr(1042 - 992) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b1101110 + 0o1) + chr(0b11000 + 0o35) + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(5872 - 5761) + chr(0b110010) + '\062' + chr(0b110111), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\061' + chr(0b1010 + 0o51) + '\067', 37052 - 37044), ehT0Px3KOsy9('\x30' + '\x6f' + chr(1621 - 1569) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(111) + chr(0b1010 + 0o55) + chr(54), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(1052 - 1003) + '\x33', 40596 - 40588), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(2578 - 2467) + chr(51) + chr(50) + chr(0b11011 + 0o26), 65356 - 65348), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b100010 + 0o17) + chr(0b101011 + 0o12), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\062' + chr(2513 - 2461) + chr(1021 - 967), 29131 - 29123), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(2037 - 1984) + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(1377 - 1329) + '\x6f' + chr(922 - 871) + chr(52) + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + chr(0b1101 + 0o44) + '\x35' + chr(2449 - 2398), ord("\x08")), ehT0Px3KOsy9(chr(248 - 200) + chr(0b1101111) + '\067' + chr(1662 - 1613), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\062' + chr(0b110001 + 0o1) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10101 + 0o132) + chr(1025 - 974) + chr(2720 - 2667) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(5363 - 5252) + chr(49) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + chr(0b110001) + chr(655 - 605), 0o10), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\x6f' + chr(0b100111 + 0o13) + chr(1624 - 1573) + '\x35', 1524 - 1516), ehT0Px3KOsy9(chr(48) + chr(111) + chr(247 - 198) + chr(50), 0b1000), ehT0Px3KOsy9(chr(1023 - 975) + chr(5934 - 5823) + chr(0b110011) + chr(53) + '\063', 65059 - 65051), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(648 - 598) + chr(1613 - 1565) + '\067', 0b1000), ehT0Px3KOsy9('\060' + chr(0b100001 + 0o116) + '\061' + chr(293 - 242) + chr(48), 35967 - 35959), ehT0Px3KOsy9(chr(0b11 + 0o55) + '\157' + chr(51) + chr(0b110011) + '\x36', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\062' + chr(55) + chr(0b11011 + 0o33), 20716 - 20708), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(0b110001) + chr(53) + '\x31', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2112 - 2064) + chr(0b1101111) + chr(53) + chr(0b11100 + 0o24), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb8'), chr(4583 - 4483) + chr(101) + chr(0b1001110 + 0o25) + chr(1754 - 1643) + chr(100) + chr(101))(chr(0b1110101) + chr(0b1110100) + chr(3453 - 3351) + chr(1295 - 1250) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def TM3HfppcHT4x(B0ePDhpqxN5n): if not PlSM16l2KDPD(B0ePDhpqxN5n, eOstMbTB25dN) or B0ePDhpqxN5n is None: return B0ePDhpqxN5n if xafqLlk3kkUe(B0ePDhpqxN5n, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8:\x92\x9a\x966%\xfc\xee\xae\xfc\xd7'), chr(100) + chr(0b1100101) + '\143' + chr(0b1001011 + 0o44) + chr(0b1100100) + chr(101))('\165' + chr(0b1110100) + '\146' + '\x2d' + chr(0b1100 + 0o54)))[ehT0Px3KOsy9('\x30' + chr(1482 - 1371) + '\x31', 0o10)] > ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b101001 + 0o10), 8): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xd2:\x93\xa2\xa4\x1b \xfc\xdf\xfe\xf9\xda\xc3\xa98M\xf5:K\x1e\xe4\xa3\xed\xd1\x0f\x8d\x0cQ\xe6\xceh\xab\xf3d\x84\xf3x\xb6\xdf\x1f\xf3{\x8a\xb6\x9c\x0e+\xe0\xd6\xbb\xbf\xd6\xde\xe5!A\xf9,'), '\x64' + chr(101) + chr(0b1100011) + '\157' + chr(0b1011010 + 0o12) + '\x65')(chr(117) + chr(0b110110 + 0o76) + chr(4986 - 4884) + '\x2d' + chr(1192 - 1136))) B0ePDhpqxN5n = B0ePDhpqxN5n.to_numpy()[:, ehT0Px3KOsy9('\x30' + chr(10691 - 10580) + chr(1983 - 1935), 0b1000)].astype(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf07\x88\xa2\x84'), '\x64' + '\x65' + '\x63' + '\157' + chr(100) + '\145')(chr(0b110010 + 0o103) + chr(116) + chr(2888 - 2786) + chr(45) + '\070')) return B0ePDhpqxN5n
dmlc/xgboost
python-package/xgboost/core.py
DMatrix._init_from_csr
def _init_from_csr(self, csr): """ Initialize data from a CSR matrix. """ if len(csr.indices) != len(csr.data): raise ValueError('length mismatch: {} vs {}'.format(len(csr.indices), len(csr.data))) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromCSREx(c_array(ctypes.c_size_t, csr.indptr), c_array(ctypes.c_uint, csr.indices), c_array(ctypes.c_float, csr.data), ctypes.c_size_t(len(csr.indptr)), ctypes.c_size_t(len(csr.data)), ctypes.c_size_t(csr.shape[1]), ctypes.byref(handle))) self.handle = handle
python
def _init_from_csr(self, csr): """ Initialize data from a CSR matrix. """ if len(csr.indices) != len(csr.data): raise ValueError('length mismatch: {} vs {}'.format(len(csr.indices), len(csr.data))) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromCSREx(c_array(ctypes.c_size_t, csr.indptr), c_array(ctypes.c_uint, csr.indices), c_array(ctypes.c_float, csr.data), ctypes.c_size_t(len(csr.indptr)), ctypes.c_size_t(len(csr.data)), ctypes.c_size_t(csr.shape[1]), ctypes.byref(handle))) self.handle = handle
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Initialize data from a CSR matrix.
[ "Initialize", "data", "from", "a", "CSR", "matrix", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L429-L443
train
Initialize data from a CSR matrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b1101111) + '\x33' + chr(53) + '\063', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1432 - 1381) + chr(55) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + '\x6f' + '\x33' + chr(0b11101 + 0o26) + chr(758 - 704), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1010011 + 0o34) + chr(1031 - 982) + chr(48) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b11001 + 0o27) + chr(0b10100 + 0o133) + chr(0b101000 + 0o12) + chr(1855 - 1805) + '\x37', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + '\066' + '\060', 31032 - 31024), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b10101 + 0o36) + chr(0b110011) + chr(0b100010 + 0o21), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1104 - 1054) + chr(1112 - 1064) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(0b110001) + '\064' + chr(51), 0o10), ehT0Px3KOsy9(chr(1983 - 1935) + chr(111) + '\063' + chr(0b10010 + 0o41) + chr(0b1010 + 0o47), 21135 - 21127), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1989 - 1938) + chr(53) + '\x35', 42092 - 42084), ehT0Px3KOsy9('\060' + chr(0b10100 + 0o133) + '\x32' + chr(0b110111) + chr(147 - 98), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\063' + chr(0b110111) + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b111000 + 0o67) + chr(2008 - 1957) + '\065', 37613 - 37605), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(55) + chr(882 - 830), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110010) + chr(52) + '\061', 1841 - 1833), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b1001 + 0o51) + chr(98 - 44) + '\065', 4806 - 4798), ehT0Px3KOsy9('\060' + '\x6f' + '\x31' + '\067' + '\x34', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b110011 + 0o74) + chr(0b110001) + chr(48) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(2148 - 2100) + chr(1035 - 924) + chr(0b1010 + 0o51) + chr(0b110011) + chr(1017 - 969), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1000111 + 0o50) + chr(0b1111 + 0o44) + '\x32' + chr(549 - 498), 42198 - 42190), ehT0Px3KOsy9('\060' + chr(9042 - 8931) + chr(0b110001) + '\x30' + chr(50), 51584 - 51576), ehT0Px3KOsy9(chr(48) + chr(0b1011100 + 0o23) + '\063' + chr(0b101110 + 0o5) + '\x32', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + '\064' + chr(0b11000 + 0o36), 17595 - 17587), ehT0Px3KOsy9(chr(667 - 619) + '\x6f' + '\061' + chr(0b110111) + chr(54), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(430 - 319) + chr(0b110001) + chr(2618 - 2564) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b0 + 0o157) + chr(0b100011 + 0o16) + chr(0b110011) + '\061', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b11011 + 0o124) + chr(0b110100) + chr(48), 0b1000), ehT0Px3KOsy9(chr(48) + chr(9216 - 9105) + chr(921 - 872) + chr(0b110000) + chr(0b100100 + 0o23), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\062' + chr(0b111 + 0o53) + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\061' + chr(0b110111) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(2032 - 1982) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + '\x35' + chr(50), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(1846 - 1735) + '\063' + chr(2176 - 2128) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(10634 - 10523) + chr(49) + '\x33' + '\x37', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b0 + 0o66) + chr(712 - 663), 0o10), ehT0Px3KOsy9(chr(2197 - 2149) + chr(0b1000000 + 0o57) + '\x36' + chr(49), 47691 - 47683), ehT0Px3KOsy9(chr(0b10011 + 0o35) + chr(0b1011100 + 0o23) + chr(1222 - 1172) + '\x34' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(50) + '\x32' + '\x33', 0o10), ehT0Px3KOsy9('\060' + chr(8697 - 8586) + chr(0b110001) + chr(1089 - 1037) + '\x30', 32967 - 32959)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b100011 + 0o15) + chr(111) + chr(0b11 + 0o62) + chr(1576 - 1528), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc5'), '\144' + chr(101) + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))('\165' + '\x74' + chr(0b1100110) + '\x2d' + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def XU7aGCzxNQ5Y(oVre8I6UXc3b, mn3aa_XdWyYO): if c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xb7\xbd.\xf6\xa8\x9e\xce\x0f\xec\xbd\xce'), chr(100) + chr(101) + '\143' + '\157' + chr(0b1100100) + chr(101))(chr(117) + chr(116) + '\x66' + chr(0b100100 + 0o11) + chr(56)))) != c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\xb2\xb0+\xe7\xc6\x9f\xb6\x06\xbf\xab\xf1'), chr(1154 - 1054) + '\145' + '\143' + '\x6f' + '\x64' + '\145')('\165' + chr(116) + chr(102) + '\x2d' + chr(56)))): raise q1QCh3W88sgk(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\x87\x9b\xb0&\xe3\x98\xfb\xed\n\xaa\x80\xd8\x88~T\x9b\x95\x07=\xf8\xa51\xfa\x1d\x03'), chr(0b111010 + 0o52) + '\145' + chr(0b11110 + 0o105) + '\x6f' + '\x64' + chr(0b1010100 + 0o21))('\x75' + chr(0b1110100) + chr(9195 - 9093) + '\055' + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'\xbd\xca\xac.\xdf\x91\x88\xb33\xa9\x88\xd3'), chr(100) + chr(0b1100101) + chr(0b1011110 + 0o5) + '\x6f' + '\x64' + '\145')(chr(117) + chr(3745 - 3629) + '\x66' + chr(215 - 170) + '\x38'))(c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xb7\xbd.\xf6\xa8\x9e\xce\x0f\xec\xbd\xce'), chr(100) + chr(0b100001 + 0o104) + '\143' + chr(8602 - 8491) + chr(336 - 236) + '\145')(chr(117) + chr(0b1110100) + chr(4449 - 4347) + '\x2d' + chr(56)))), c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\xb2\xb0+\xe7\xc6\x9f\xb6\x06\xbf\xab\xf1'), '\x64' + chr(101) + chr(5856 - 5757) + chr(111) + '\144' + '\x65')(chr(1460 - 1343) + chr(0b100000 + 0o124) + chr(0b1100110) + chr(0b101101) + '\x38'))))) SxTuMqFZdzZx = RyQ4N1viUrfz.c_void_p() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb3\xb9\x9a\x0c\xf6\x84\xa9\xe9\x1b\x9a\x9f\xdc\x9diY\xe7\xc7\x13-\x9b\x80\x10\x9f\x1e'), chr(0b1100100) + chr(0b11111 + 0o106) + '\x63' + '\x6f' + '\144' + '\x65')(chr(0b11100 + 0o131) + '\164' + chr(102) + chr(1953 - 1908) + chr(3114 - 3058)))(eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xad(\xed\x95\x84\xf4'), chr(0b111110 + 0o46) + '\145' + chr(0b1100011) + chr(111) + '\144' + '\145')(chr(117) + chr(1946 - 1830) + chr(0b10011 + 0o123) + '\055' + chr(0b100110 + 0o22))), xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x82\x90\xba1\xe3\x82'), '\144' + '\145' + chr(0b100010 + 0o101) + chr(10595 - 10484) + chr(0b1011 + 0o131) + '\x65')(chr(0b1110101) + '\164' + chr(0b1100110) + chr(45) + chr(0b11000 + 0o40)))), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xab(\xf9\x84'), '\144' + chr(8558 - 8457) + '\143' + '\x6f' + '\x64' + '\x65')('\165' + chr(0b1011110 + 0o26) + '\x66' + chr(0b11011 + 0o22) + chr(56))), xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xb7\xbd.\xf6\xa8\x9e\xce\x0f\xec\xbd\xce'), chr(0b1100100) + chr(0b110010 + 0o63) + '\143' + chr(0b110111 + 0o70) + chr(8047 - 7947) + chr(529 - 428))('\x75' + chr(3904 - 3788) + chr(0b11000 + 0o116) + chr(45) + chr(0b100110 + 0o22)))), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xb8-\xf8\x91\xaf'), '\x64' + chr(0b110010 + 0o63) + '\x63' + chr(0b1101111) + chr(2535 - 2435) + chr(0b111000 + 0o55))(chr(117) + chr(0b1110100) + chr(0b1100110) + chr(45) + chr(3108 - 3052))), xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\xb2\xb0+\xe7\xc6\x9f\xb6\x06\xbf\xab\xf1'), chr(0b1001111 + 0o25) + chr(2422 - 2321) + '\x63' + chr(0b111011 + 0o64) + chr(100) + chr(0b1011100 + 0o11))('\x75' + chr(6552 - 6436) + chr(0b101111 + 0o67) + chr(0b100110 + 0o7) + chr(1033 - 977)))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xad(\xed\x95\x84\xf4'), '\x64' + chr(0b1100101) + '\x63' + chr(0b1101111) + chr(100) + chr(4188 - 4087))('\x75' + chr(4404 - 4288) + '\146' + chr(0b101000 + 0o5) + chr(56)))(c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x82\x90\xba1\xe3\x82'), chr(0b1011100 + 0o10) + '\145' + '\143' + '\x6f' + '\x64' + chr(2251 - 2150))(chr(0b100000 + 0o125) + '\x74' + chr(102) + chr(0b11 + 0o52) + chr(0b111000))))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xad(\xed\x95\x84\xf4'), '\x64' + chr(0b1000001 + 0o44) + '\143' + '\157' + chr(0b1100100) + chr(0b1100101))('\165' + chr(0b1110100) + chr(9331 - 9229) + '\055' + chr(0b10000 + 0o50)))(c2A0yzQpDQB3(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbe\xb2\xb0+\xe7\xc6\x9f\xb6\x06\xbf\xab\xf1'), chr(8895 - 8795) + chr(0b1100101) + chr(4511 - 4412) + chr(0b1101111) + '\144' + chr(0b1110 + 0o127))(chr(0b1011 + 0o152) + chr(0b1110100) + chr(508 - 406) + chr(0b101101) + chr(231 - 175))))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x88\xa1\xad(\xed\x95\x84\xf4'), chr(8839 - 8739) + '\145' + chr(1801 - 1702) + '\x6f' + chr(8553 - 8453) + chr(5073 - 4972))(chr(0b1110101) + chr(0b1110100) + chr(102) + '\055' + chr(0b111000)))(xafqLlk3kkUe(mn3aa_XdWyYO, xafqLlk3kkUe(SXOLrMavuUCe(b'\x85\x9f\xab\x18\xf1\xbc\xbc\xec7\xa9\x8e\xdb'), chr(1565 - 1465) + chr(0b101100 + 0o71) + chr(0b1100011) + '\157' + '\144' + '\145')(chr(0b1110101) + chr(0b1100010 + 0o22) + chr(0b1100110) + '\055' + '\x38'))[ehT0Px3KOsy9(chr(482 - 434) + chr(0b101000 + 0o107) + chr(0b11111 + 0o22), 0o10)]), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x89\x87\xac$\xf1'), chr(9681 - 9581) + chr(0b11100 + 0o111) + chr(0b111101 + 0o46) + chr(0b11101 + 0o122) + '\144' + chr(4227 - 4126))(chr(0b1110101) + chr(2175 - 2059) + '\146' + chr(0b100111 + 0o6) + '\070'))(SxTuMqFZdzZx))) oVre8I6UXc3b.SxTuMqFZdzZx = SxTuMqFZdzZx
dmlc/xgboost
python-package/xgboost/core.py
DMatrix._init_from_csc
def _init_from_csc(self, csc): """ Initialize data from a CSC matrix. """ if len(csc.indices) != len(csc.data): raise ValueError('length mismatch: {} vs {}'.format(len(csc.indices), len(csc.data))) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromCSCEx(c_array(ctypes.c_size_t, csc.indptr), c_array(ctypes.c_uint, csc.indices), c_array(ctypes.c_float, csc.data), ctypes.c_size_t(len(csc.indptr)), ctypes.c_size_t(len(csc.data)), ctypes.c_size_t(csc.shape[0]), ctypes.byref(handle))) self.handle = handle
python
def _init_from_csc(self, csc): """ Initialize data from a CSC matrix. """ if len(csc.indices) != len(csc.data): raise ValueError('length mismatch: {} vs {}'.format(len(csc.indices), len(csc.data))) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromCSCEx(c_array(ctypes.c_size_t, csc.indptr), c_array(ctypes.c_uint, csc.indices), c_array(ctypes.c_float, csc.data), ctypes.c_size_t(len(csc.indptr)), ctypes.c_size_t(len(csc.data)), ctypes.c_size_t(csc.shape[0]), ctypes.byref(handle))) self.handle = handle
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Initialize data from a CSC matrix.
[ "Initialize", "data", "from", "a", "CSC", "matrix", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L445-L459
train
Initialize data from a CSC matrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(1769 - 1658) + '\x33' + '\x33' + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + '\x34' + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + '\x36' + chr(0b101111 + 0o1), 0b1000), ehT0Px3KOsy9(chr(48) + chr(9642 - 9531) + '\063' + '\x32' + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101111) + chr(49) + chr(0b10100 + 0o35) + chr(1112 - 1061), 0o10), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(2959 - 2848) + chr(0b1011 + 0o46) + chr(0b110001 + 0o4) + chr(0b10001 + 0o40), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1035 - 984) + chr(52) + '\x36', 8), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(0b10010 + 0o40) + '\063' + chr(2027 - 1976), ord("\x08")), ehT0Px3KOsy9('\060' + chr(8322 - 8211) + chr(51) + chr(54) + chr(0b100000 + 0o27), 0b1000), ehT0Px3KOsy9(chr(1412 - 1364) + '\x6f' + chr(2276 - 2221) + '\067', 47418 - 47410), ehT0Px3KOsy9(chr(0b110000) + chr(9937 - 9826) + chr(49) + chr(794 - 745) + chr(160 - 107), 15449 - 15441), ehT0Px3KOsy9(chr(48) + chr(11527 - 11416) + chr(55) + '\064', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1001000 + 0o47) + '\063' + chr(0b10000 + 0o45), 0b1000), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b11111 + 0o120) + chr(0b110110) + chr(0b11110 + 0o26), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + chr(0b110010 + 0o3) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(51) + '\067', 0o10), ehT0Px3KOsy9(chr(1661 - 1613) + chr(5532 - 5421) + chr(0b101001 + 0o16) + chr(1942 - 1893), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(562 - 512) + chr(0b1110 + 0o50) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011111 + 0o20) + '\061' + chr(0b110110) + chr(0b101011 + 0o12), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(0b110101) + '\x35', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(1087 - 1036) + chr(389 - 335) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(2280 - 2229) + chr(0b100100 + 0o23) + chr(0b110011), 19632 - 19624), ehT0Px3KOsy9(chr(0b1 + 0o57) + chr(0b1011111 + 0o20) + chr(49) + chr(2629 - 2576) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + chr(0b11100 + 0o26) + chr(54) + chr(1732 - 1682), 8), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(1800 - 1750) + chr(50) + chr(1250 - 1202), ord("\x08")), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(0b1101111) + chr(50) + '\x30' + '\x34', 58213 - 58205), ehT0Px3KOsy9(chr(0b110000) + chr(2547 - 2436) + chr(0b1 + 0o62) + chr(51) + chr(0b110100), 17491 - 17483), ehT0Px3KOsy9('\x30' + chr(0b1100100 + 0o13) + '\062' + '\066' + chr(49), 30355 - 30347), ehT0Px3KOsy9(chr(48) + chr(0b1000001 + 0o56) + chr(1066 - 1016) + chr(0b10110 + 0o33) + chr(1960 - 1911), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2354 - 2301) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(803 - 755) + chr(0b1101111) + chr(0b110010) + chr(0b110101) + chr(0b101001 + 0o7), 27409 - 27401), ehT0Px3KOsy9(chr(0b10011 + 0o35) + '\157' + chr(0b110010) + '\x33' + '\067', 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(1865 - 1817) + '\157' + '\061' + chr(0b10101 + 0o42) + chr(819 - 766), 2711 - 2703), ehT0Px3KOsy9('\060' + '\157' + chr(50) + chr(0b110010) + chr(0b1011 + 0o52), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(50) + chr(2269 - 2218) + '\063', 8), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110011) + '\x33' + '\x34', 8), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(53) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + chr(5635 - 5524) + chr(0b110011) + '\062' + chr(53), 0o10), ehT0Px3KOsy9('\060' + chr(0b101111 + 0o100) + chr(1399 - 1349) + chr(0b110001), 43009 - 43001)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x35' + '\x30', 43342 - 43334)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xf7'), chr(0b101000 + 0o74) + '\145' + chr(0b11110 + 0o105) + chr(0b1010100 + 0o33) + chr(0b101 + 0o137) + '\x65')(chr(0b1110101) + chr(116) + chr(102) + '\x2d' + chr(352 - 296)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def RR3z2Imun_Pj(oVre8I6UXc3b, d96ZjXTtEi9F): if c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa9\xaf\x93\xbb*1\xa3\xd5\x9b\n\x1dK'), chr(0b101111 + 0o65) + '\145' + chr(99) + chr(0b1101111) + chr(2560 - 2460) + chr(101))(chr(0b1110101) + chr(116) + '\146' + chr(45) + chr(56)))) != c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xaa\x9e\xbe;_\xa2\xad\x92Y\x0bt'), chr(100) + chr(0b1100101) + chr(0b10101 + 0o116) + chr(611 - 500) + '\144' + '\x65')('\165' + chr(0b101101 + 0o107) + chr(102) + chr(45) + chr(0b111000)))): raise q1QCh3W88sgk(xafqLlk3kkUe(xafqLlk3kkUe(SXOLrMavuUCe(b'\xb5\x83\x9e\xb3?\x01\xc6\xf6\x9eL ]iW\xc5\xa5\x19\xc9\x08\x8d\x82\x88K\xc9\xed'), chr(100) + chr(5696 - 5595) + chr(0b1100011) + chr(111) + chr(0b1100010 + 0o2) + chr(4994 - 4893))(chr(0b1010010 + 0o43) + '\x74' + '\146' + '\x2d' + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xd2\x82\xbb\x03\x08\xb5\xa8\xa7O(V'), chr(0b1100100) + chr(9069 - 8968) + '\x63' + chr(0b1101111) + chr(100) + '\145')(chr(0b1010 + 0o153) + '\x74' + chr(0b1100110) + '\x2d' + '\x38'))(c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa9\xaf\x93\xbb*1\xa3\xd5\x9b\n\x1dK'), '\x64' + chr(0b101000 + 0o75) + '\143' + chr(111) + chr(100) + chr(0b1100101))(chr(8709 - 8592) + chr(0b100010 + 0o122) + '\x66' + chr(45) + chr(2628 - 2572)))), c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xaa\x9e\xbe;_\xa2\xad\x92Y\x0bt'), chr(0b110001 + 0o63) + '\x65' + '\143' + chr(0b1101111) + chr(0b1100100) + chr(0b11001 + 0o114))(chr(2611 - 2494) + '\x74' + chr(9401 - 9299) + '\055' + chr(0b111000)))))) SxTuMqFZdzZx = RyQ4N1viUrfz.c_void_p() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x81\xa1\xb4\x99*\x1d\x94\xf2\x8f|?Y|@\xc8\xd9K\xdd\x18\xee\xa7\xb8.\xca'), chr(100) + chr(0b1100101) + chr(136 - 37) + chr(0b1101111) + '\x64' + '\145')('\x75' + chr(1523 - 1407) + '\x66' + chr(0b101101) + chr(0b1010 + 0o56)))(eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x83\xbd1\x0c\xb9\xef'), chr(0b1100100) + chr(656 - 555) + chr(0b11000 + 0o113) + chr(0b111101 + 0o62) + chr(0b1001 + 0o133) + chr(7509 - 7408))(chr(0b1110101) + chr(12875 - 12759) + '\x66' + '\x2d' + chr(0b111000))), xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0\x88\x94\xa4?\x1b'), chr(9143 - 9043) + '\145' + '\x63' + chr(0b1101111) + chr(100) + chr(0b1100101))(chr(0b1001000 + 0o55) + '\x74' + '\146' + '\055' + chr(2888 - 2832)))), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x85\xbd%\x1d'), '\x64' + '\x65' + '\x63' + chr(0b1101111) + chr(0b101111 + 0o65) + chr(0b101001 + 0o74))(chr(0b1110101) + '\164' + chr(9700 - 9598) + '\x2d' + chr(0b111000))), xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa9\xaf\x93\xbb*1\xa3\xd5\x9b\n\x1dK'), chr(2727 - 2627) + '\x65' + chr(0b1100011) + chr(111) + chr(984 - 884) + chr(0b101010 + 0o73))(chr(0b1110101) + '\x74' + chr(1205 - 1103) + chr(167 - 122) + '\x38'))), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x96\xb8$\x08\x92'), chr(0b101001 + 0o73) + '\145' + '\x63' + chr(3267 - 3156) + chr(0b11 + 0o141) + '\145')(chr(0b10100 + 0o141) + chr(116) + chr(0b101010 + 0o74) + chr(0b101101) + chr(2866 - 2810))), xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xaa\x9e\xbe;_\xa2\xad\x92Y\x0bt'), chr(0b1111 + 0o125) + '\145' + '\x63' + chr(587 - 476) + chr(0b1001000 + 0o34) + chr(8310 - 8209))(chr(0b1110101) + chr(3523 - 3407) + chr(0b100100 + 0o102) + chr(0b101000 + 0o5) + '\070'))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x83\xbd1\x0c\xb9\xef'), chr(608 - 508) + chr(9483 - 9382) + chr(99) + chr(0b11100 + 0o123) + chr(0b1011011 + 0o11) + chr(101))('\x75' + '\x74' + '\146' + '\x2d' + '\070'))(c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0\x88\x94\xa4?\x1b'), chr(0b1100100) + chr(0b1100101) + chr(1104 - 1005) + chr(0b1101111) + chr(0b101111 + 0o65) + '\145')(chr(8356 - 8239) + chr(0b1110100) + chr(9620 - 9518) + chr(45) + '\070')))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x83\xbd1\x0c\xb9\xef'), chr(0b1100 + 0o130) + chr(0b0 + 0o145) + chr(0b10 + 0o141) + '\x6f' + chr(6216 - 6116) + chr(0b10101 + 0o120))('\165' + '\164' + '\146' + chr(695 - 650) + chr(3070 - 3014)))(c2A0yzQpDQB3(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xaa\x9e\xbe;_\xa2\xad\x92Y\x0bt'), chr(0b1100100) + chr(8029 - 7928) + chr(0b1101 + 0o126) + '\157' + '\x64' + chr(0b1100101))('\x75' + '\164' + chr(0b1100110) + '\x2d' + chr(0b11111 + 0o31))))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xba\xb9\x83\xbd1\x0c\xb9\xef'), '\144' + '\x65' + chr(99) + '\x6f' + chr(100) + chr(101))(chr(117) + chr(0b1010010 + 0o42) + chr(9411 - 9309) + chr(0b10011 + 0o32) + '\070'))(xafqLlk3kkUe(d96ZjXTtEi9F, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb7\x87\x85\x8d-%\x81\xf7\xa3O.^'), chr(100) + chr(4288 - 4187) + chr(0b1111 + 0o124) + '\x6f' + chr(7600 - 7500) + chr(0b1100101))(chr(0b10101 + 0o140) + '\x74' + '\x66' + '\055' + chr(3035 - 2979)))[ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + chr(48), 0b1000)]), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xbb\x9f\x82\xb1-'), chr(0b1100100) + '\145' + '\143' + '\157' + '\144' + chr(0b1100101))(chr(117) + chr(3951 - 3835) + chr(2121 - 2019) + chr(45) + '\x38'))(SxTuMqFZdzZx))) oVre8I6UXc3b.SxTuMqFZdzZx = SxTuMqFZdzZx
dmlc/xgboost
python-package/xgboost/core.py
DMatrix._init_from_npy2d
def _init_from_npy2d(self, mat, missing, nthread): """ Initialize data from a 2-D numpy matrix. If ``mat`` does not have ``order='C'`` (aka row-major) or is not contiguous, a temporary copy will be made. If ``mat`` does not have ``dtype=numpy.float32``, a temporary copy will be made. So there could be as many as two temporary data copies; be mindful of input layout and type if memory use is a concern. """ if len(mat.shape) != 2: raise ValueError('Input numpy.ndarray must be 2 dimensional') # flatten the array by rows and ensure it is float32. # we try to avoid data copies if possible (reshape returns a view when possible # and we explicitly tell np.array to try and avoid copying) data = np.array(mat.reshape(mat.size), copy=False, dtype=np.float32) handle = ctypes.c_void_p() missing = missing if missing is not None else np.nan if nthread is None: _check_call(_LIB.XGDMatrixCreateFromMat( data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)), c_bst_ulong(mat.shape[0]), c_bst_ulong(mat.shape[1]), ctypes.c_float(missing), ctypes.byref(handle))) else: _check_call(_LIB.XGDMatrixCreateFromMat_omp( data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)), c_bst_ulong(mat.shape[0]), c_bst_ulong(mat.shape[1]), ctypes.c_float(missing), ctypes.byref(handle), nthread)) self.handle = handle
python
def _init_from_npy2d(self, mat, missing, nthread): """ Initialize data from a 2-D numpy matrix. If ``mat`` does not have ``order='C'`` (aka row-major) or is not contiguous, a temporary copy will be made. If ``mat`` does not have ``dtype=numpy.float32``, a temporary copy will be made. So there could be as many as two temporary data copies; be mindful of input layout and type if memory use is a concern. """ if len(mat.shape) != 2: raise ValueError('Input numpy.ndarray must be 2 dimensional') # flatten the array by rows and ensure it is float32. # we try to avoid data copies if possible (reshape returns a view when possible # and we explicitly tell np.array to try and avoid copying) data = np.array(mat.reshape(mat.size), copy=False, dtype=np.float32) handle = ctypes.c_void_p() missing = missing if missing is not None else np.nan if nthread is None: _check_call(_LIB.XGDMatrixCreateFromMat( data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)), c_bst_ulong(mat.shape[0]), c_bst_ulong(mat.shape[1]), ctypes.c_float(missing), ctypes.byref(handle))) else: _check_call(_LIB.XGDMatrixCreateFromMat_omp( data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)), c_bst_ulong(mat.shape[0]), c_bst_ulong(mat.shape[1]), ctypes.c_float(missing), ctypes.byref(handle), nthread)) self.handle = handle
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Initialize data from a 2-D numpy matrix. If ``mat`` does not have ``order='C'`` (aka row-major) or is not contiguous, a temporary copy will be made. If ``mat`` does not have ``dtype=numpy.float32``, a temporary copy will be made. So there could be as many as two temporary data copies; be mindful of input layout and type if memory use is a concern.
[ "Initialize", "data", "from", "a", "2", "-", "D", "numpy", "matrix", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L461-L496
train
Initialize data from a 2 - D numpy matrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + chr(0b101011 + 0o104) + '\x33' + chr(53) + '\060', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b1111 + 0o43) + chr(48) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + '\x33' + chr(1271 - 1220) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b101111 + 0o1) + '\x6f' + '\x34' + '\065', 0b1000), ehT0Px3KOsy9('\x30' + chr(4014 - 3903) + '\x32' + chr(2029 - 1977) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(111) + '\062' + '\065' + chr(876 - 824), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(1258 - 1147) + '\x33' + '\x31' + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1010110 + 0o31) + chr(0b11000 + 0o35) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10111 + 0o34) + '\x32', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(1385 - 1335) + '\063' + chr(0b1101 + 0o44), 12666 - 12658), ehT0Px3KOsy9(chr(2259 - 2211) + chr(0b1010111 + 0o30) + '\064' + chr(50), 0b1000), ehT0Px3KOsy9(chr(1297 - 1249) + chr(2837 - 2726) + chr(0b10011 + 0o37) + '\x30' + chr(50), 59980 - 59972), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001) + chr(0b110110) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\x6f' + chr(0b10000 + 0o41) + chr(48) + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(0b111 + 0o56) + '\066', 8), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\061' + chr(0b100101 + 0o14) + '\x37', 5920 - 5912), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x33' + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(0b1001011 + 0o44) + chr(462 - 413) + chr(55) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(85 - 36) + '\066' + chr(0b10100 + 0o36), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2072 - 2017) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(1091 - 1043) + chr(4276 - 4165) + chr(0b100111 + 0o13) + chr(0b110100) + chr(49), 31763 - 31755), ehT0Px3KOsy9('\060' + '\157' + chr(0b11001 + 0o30) + chr(51) + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000 + 0o0) + chr(0b111011 + 0o64) + '\061', 47338 - 47330), ehT0Px3KOsy9('\060' + '\x6f' + chr(2508 - 2457) + '\x34' + '\x34', 60390 - 60382), ehT0Px3KOsy9(chr(0b10001 + 0o37) + '\x6f' + chr(0b110100) + chr(1635 - 1585), 8), ehT0Px3KOsy9('\x30' + chr(3628 - 3517) + chr(0b101011 + 0o10) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(7392 - 7281) + chr(50) + chr(0b11001 + 0o34), 0b1000), ehT0Px3KOsy9(chr(48) + chr(9991 - 9880) + '\063' + chr(55) + '\x34', 45499 - 45491), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(343 - 294) + chr(840 - 792) + '\x32', 8), ehT0Px3KOsy9('\x30' + chr(5018 - 4907) + '\062' + '\061' + chr(181 - 129), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110100), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\062' + chr(559 - 507) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(3120 - 3009) + chr(0b100111 + 0o15) + chr(52), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(0b100001 + 0o25), 13567 - 13559), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(0b110101) + '\063', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(54) + '\064', 44422 - 44414), ehT0Px3KOsy9(chr(0b10010 + 0o36) + '\157' + '\x31' + chr(151 - 102) + '\x30', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(2069 - 2014) + chr(2190 - 2141), 0o10), ehT0Px3KOsy9(chr(48) + chr(9243 - 9132) + chr(0b11100 + 0o27) + '\062', 8), ehT0Px3KOsy9(chr(0b1100 + 0o44) + chr(0b1101111) + '\063' + chr(0b110100) + chr(50), 38626 - 38618)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\x6f' + chr(958 - 905) + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xc6'), chr(0b101101 + 0o67) + chr(0b1100101) + '\x63' + chr(0b1101010 + 0o5) + chr(0b1100100) + chr(6775 - 6674))('\x75' + chr(13147 - 13031) + chr(0b1000011 + 0o43) + chr(1965 - 1920) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def zYLfDuv4CY7q(oVre8I6UXc3b, B46D_S81_RKA, XO3DPCTKfaWs, AGWyizUisHUk): if c2A0yzQpDQB3(xafqLlk3kkUe(B46D_S81_RKA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\xe1\xaa|\xc1\xe0\xa8BN\xe9A\xe0'), chr(100) + '\145' + '\x63' + chr(0b1001 + 0o146) + chr(0b1100100) + chr(101))('\165' + chr(0b111011 + 0o71) + chr(3045 - 2943) + '\x2d' + chr(0b11101 + 0o33)))) != ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100110 + 0o14), 2789 - 2781): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\xa1\xee\xafP\xd3\x8c\xa1[w\xe9[\xac\x1f&O=n\x1a\x0b\x1d\xcc(r\x90\x02{p\xdcp\xac`\xccIk\x85\x07!Vt\x83\x84'), chr(0b11000 + 0o114) + chr(101) + chr(99) + '\x6f' + '\144' + chr(5677 - 5576))(chr(117) + chr(12075 - 11959) + '\146' + chr(0b101101) + '\070')) ULnjp6D6efFH = WqUC3KWvYVup.B0ePDhpqxN5n(B46D_S81_RKA.reshape(B46D_S81_RKA.NLcc3BCJnQka), copy=ehT0Px3KOsy9('\x30' + chr(111) + '\x30', ord("\x08")), dtype=WqUC3KWvYVup.float32) SxTuMqFZdzZx = RyQ4N1viUrfz.c_void_p() XO3DPCTKfaWs = XO3DPCTKfaWs if XO3DPCTKfaWs is not None else WqUC3KWvYVup.nan if AGWyizUisHUk is None: kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0\xc7\x9bh\xc6\xd8\xbdGb\xdaP\xe7\x106K\tn\x14\x1fp\xc0)'), '\x64' + chr(9172 - 9071) + chr(99) + chr(6197 - 6086) + '\x64' + chr(101))(chr(117) + chr(0b100101 + 0o117) + chr(10020 - 9918) + '\055' + chr(0b110100 + 0o4)))(xafqLlk3kkUe(ULnjp6D6efFH.ctypes, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xe1\xabD\xf8\xcd\xbc'), chr(100) + '\x65' + chr(0b101011 + 0o70) + '\157' + chr(1230 - 1130) + chr(101))('\165' + chr(0b1110100) + '\146' + chr(45) + chr(2332 - 2276)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb8\xcf\x96k\xf3\xe9\x9d'), '\144' + chr(0b1100101) + chr(0b1100011) + '\157' + '\144' + chr(101))('\x75' + chr(0b1110100) + chr(102) + chr(0b10011 + 0o32) + '\070'))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\xdf\xb9I\xc8\xcd\xbb'), '\x64' + '\x65' + chr(0b1100011) + chr(0b100 + 0o153) + chr(0b1100100) + chr(0b1000011 + 0o42))(chr(0b10001 + 0o144) + chr(116) + '\146' + chr(0b101101) + chr(0b111000))))), RzJMirYhQs3x(xafqLlk3kkUe(B46D_S81_RKA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\xe1\xaa|\xc1\xe0\xa8BN\xe9A\xe0'), chr(100) + '\x65' + chr(5829 - 5730) + chr(111) + chr(8231 - 8131) + chr(0b1100101))('\165' + chr(5281 - 5165) + chr(7886 - 7784) + '\055' + '\070'))[ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(1478 - 1430), 8)]), RzJMirYhQs3x(xafqLlk3kkUe(B46D_S81_RKA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\xe1\xaa|\xc1\xe0\xa8BN\xe9A\xe0'), chr(4559 - 4459) + '\x65' + '\143' + chr(11761 - 11650) + chr(0b1100100 + 0o0) + '\145')(chr(0b1110101) + '\x74' + '\x66' + chr(0b10111 + 0o26) + chr(0b101 + 0o63)))[ehT0Px3KOsy9('\x30' + chr(0b1001 + 0o146) + chr(0b11011 + 0o26), 8)]), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\xdf\xb9I\xc8\xcd\xbb'), '\144' + '\145' + chr(0b11110 + 0o105) + chr(0b1101111) + chr(0b1100100) + chr(101))('\165' + '\164' + chr(8319 - 8217) + chr(1793 - 1748) + chr(1260 - 1204)))(XO3DPCTKfaWs), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8a\xf9\xad@\xc1'), '\144' + chr(101) + '\x63' + chr(0b1101111) + chr(100) + '\145')('\x75' + chr(116) + chr(6298 - 6196) + '\x2d' + chr(0b11011 + 0o35)))(SxTuMqFZdzZx))) else: kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb0\xc7\x9bh\xc6\xd8\xbdGb\xdaP\xe7\x106K\tn\x14\x1fp\xc0)^\x8bOi'), '\x64' + chr(0b1100101) + chr(3745 - 3646) + '\x6f' + '\x64' + chr(101))(chr(0b1110101) + chr(0b1000010 + 0o62) + '\x66' + chr(0b101101) + chr(56)))(xafqLlk3kkUe(ULnjp6D6efFH.ctypes, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8c\xe1\xabD\xf8\xcd\xbc'), chr(0b1110 + 0o126) + chr(7531 - 7430) + chr(99) + chr(8245 - 8134) + chr(7599 - 7499) + chr(101))('\x75' + chr(5876 - 5760) + chr(0b1100110) + chr(45) + '\x38'))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb8\xcf\x96k\xf3\xe9\x9d'), chr(9919 - 9819) + chr(0b110011 + 0o62) + chr(99) + '\157' + chr(100) + '\x65')('\x75' + chr(1353 - 1237) + chr(1598 - 1496) + chr(0b101101) + chr(56)))(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\xdf\xb9I\xc8\xcd\xbb'), chr(0b1100100) + chr(0b1100101) + chr(0b1001001 + 0o32) + chr(808 - 697) + '\x64' + chr(1516 - 1415))('\x75' + '\x74' + '\x66' + chr(0b0 + 0o55) + chr(56))))), RzJMirYhQs3x(xafqLlk3kkUe(B46D_S81_RKA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\xe1\xaa|\xc1\xe0\xa8BN\xe9A\xe0'), chr(100) + chr(0b1100101) + '\x63' + '\157' + chr(646 - 546) + '\145')(chr(0b1110101) + chr(0b100010 + 0o122) + chr(0b1100110) + chr(45) + chr(56)))[ehT0Px3KOsy9(chr(48) + '\x6f' + chr(48), 8)]), RzJMirYhQs3x(xafqLlk3kkUe(B46D_S81_RKA, xafqLlk3kkUe(SXOLrMavuUCe(b'\x86\xe1\xaa|\xc1\xe0\xa8BN\xe9A\xe0'), chr(0b110 + 0o136) + '\x65' + chr(0b1100011) + chr(0b1011010 + 0o25) + '\144' + '\145')('\x75' + chr(0b1110100) + '\146' + chr(636 - 591) + '\070'))[ehT0Px3KOsy9('\x30' + chr(111) + chr(49), 8)]), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8b\xdf\xb9I\xc8\xcd\xbb'), chr(0b1100100) + chr(101) + '\143' + chr(111) + chr(100) + '\x65')(chr(0b1110101) + chr(0b1110100) + chr(0b110111 + 0o57) + '\x2d' + chr(2998 - 2942)))(XO3DPCTKfaWs), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8a\xf9\xad@\xc1'), '\x64' + '\145' + chr(99) + chr(111) + chr(3275 - 3175) + chr(4524 - 4423))(chr(0b10111 + 0o136) + '\164' + chr(0b1010100 + 0o22) + chr(59 - 14) + chr(0b100100 + 0o24)))(SxTuMqFZdzZx), AGWyizUisHUk)) oVre8I6UXc3b.SxTuMqFZdzZx = SxTuMqFZdzZx
dmlc/xgboost
python-package/xgboost/core.py
DMatrix._init_from_dt
def _init_from_dt(self, data, nthread): """ Initialize data from a datatable Frame. """ ptrs = (ctypes.c_void_p * data.ncols)() if hasattr(data, "internal") and hasattr(data.internal, "column"): # datatable>0.8.0 for icol in range(data.ncols): col = data.internal.column(icol) ptr = col.data_pointer ptrs[icol] = ctypes.c_void_p(ptr) else: # datatable<=0.8.0 from datatable.internal import frame_column_data_r # pylint: disable=no-name-in-module,import-error for icol in range(data.ncols): ptrs[icol] = frame_column_data_r(data, icol) # always return stypes for dt ingestion feature_type_strings = (ctypes.c_char_p * data.ncols)() for icol in range(data.ncols): feature_type_strings[icol] = ctypes.c_char_p(data.stypes[icol].name.encode('utf-8')) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromDT( ptrs, feature_type_strings, c_bst_ulong(data.shape[0]), c_bst_ulong(data.shape[1]), ctypes.byref(handle), nthread)) self.handle = handle
python
def _init_from_dt(self, data, nthread): """ Initialize data from a datatable Frame. """ ptrs = (ctypes.c_void_p * data.ncols)() if hasattr(data, "internal") and hasattr(data.internal, "column"): # datatable>0.8.0 for icol in range(data.ncols): col = data.internal.column(icol) ptr = col.data_pointer ptrs[icol] = ctypes.c_void_p(ptr) else: # datatable<=0.8.0 from datatable.internal import frame_column_data_r # pylint: disable=no-name-in-module,import-error for icol in range(data.ncols): ptrs[icol] = frame_column_data_r(data, icol) # always return stypes for dt ingestion feature_type_strings = (ctypes.c_char_p * data.ncols)() for icol in range(data.ncols): feature_type_strings[icol] = ctypes.c_char_p(data.stypes[icol].name.encode('utf-8')) handle = ctypes.c_void_p() _check_call(_LIB.XGDMatrixCreateFromDT( ptrs, feature_type_strings, c_bst_ulong(data.shape[0]), c_bst_ulong(data.shape[1]), ctypes.byref(handle), nthread)) self.handle = handle
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Initialize data from a datatable Frame.
[ "Initialize", "data", "from", "a", "datatable", "Frame", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L498-L527
train
Initialize data from a datatable Frame.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(209 - 161) + chr(1684 - 1573) + '\062' + chr(51) + chr(0b110100), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x32' + chr(946 - 893) + chr(0b110100), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(257 - 202) + chr(0b10000 + 0o42), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(0b110111) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(51) + chr(0b110101) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + chr(1978 - 1867) + chr(0b110010) + '\x30' + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + chr(9541 - 9430) + '\x33' + chr(0b110011) + '\x37', 11275 - 11267), ehT0Px3KOsy9(chr(48) + chr(111) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(3920 - 3809) + '\063' + '\060' + chr(1403 - 1348), 0o10), ehT0Px3KOsy9(chr(1147 - 1099) + '\157' + chr(0b1101 + 0o45) + '\x31' + '\061', 0b1000), ehT0Px3KOsy9('\x30' + chr(3694 - 3583) + chr(49) + '\062' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1010011 + 0o34) + chr(0b1 + 0o60) + '\x36' + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b100100 + 0o17) + chr(2129 - 2078) + '\x31', 4427 - 4419), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1409 - 1358) + chr(0b11100 + 0o32) + chr(0b10100 + 0o36), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(923 - 812) + '\x31' + chr(265 - 213) + '\064', 43587 - 43579), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + '\062' + '\060' + chr(0b100000 + 0o24), 8), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(412 - 357) + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110010) + chr(0b110101) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + '\064' + chr(2641 - 2587), 51557 - 51549), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(5903 - 5792) + chr(0b11101 + 0o25) + '\066' + chr(1072 - 1022), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1111 + 0o140) + chr(1699 - 1650) + chr(2685 - 2632) + chr(0b11111 + 0o30), 63476 - 63468), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\x33' + chr(2564 - 2509) + chr(55), 0b1000), ehT0Px3KOsy9('\x30' + chr(6794 - 6683) + chr(49) + '\066' + chr(48), 0b1000), ehT0Px3KOsy9(chr(1363 - 1315) + '\157' + chr(0b110001) + '\065' + '\061', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1011001 + 0o26) + chr(0b1011 + 0o47) + '\065', 0b1000), ehT0Px3KOsy9('\060' + chr(11888 - 11777) + chr(0b110001) + chr(48) + chr(659 - 607), 0o10), ehT0Px3KOsy9('\x30' + chr(11992 - 11881) + chr(259 - 208) + chr(0b100001 + 0o22) + chr(0b110010), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101 + 0o142) + chr(0b100110 + 0o13) + chr(1474 - 1426) + chr(0b110001), 30558 - 30550), ehT0Px3KOsy9(chr(430 - 382) + chr(0b1101111) + '\066' + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b101101 + 0o4) + chr(0b101 + 0o56) + chr(55), 47053 - 47045), ehT0Px3KOsy9('\x30' + chr(7387 - 7276) + chr(0b1010 + 0o51) + chr(0b110010) + '\062', 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\x6f' + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110010) + chr(0b100110 + 0o17) + chr(0b101100 + 0o12), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(2436 - 2385) + chr(2132 - 2080) + chr(586 - 538), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110010) + chr(0b110011 + 0o0), 6762 - 6754), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + '\062', ord("\x08")), ehT0Px3KOsy9(chr(646 - 598) + chr(0b1011011 + 0o24) + '\x31' + chr(112 - 57) + chr(71 - 20), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101011 + 0o4) + chr(0b110001) + chr(0b11011 + 0o34) + chr(0b100000 + 0o24), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + '\061' + chr(54) + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(111) + chr(0b110110) + chr(0b110 + 0o52), 5206 - 5198)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(111) + chr(0b110101) + '\x30', 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xb2'), chr(0b1000111 + 0o35) + chr(9988 - 9887) + chr(99) + chr(5285 - 5174) + chr(0b1100100) + chr(6778 - 6677))(chr(0b1110101) + chr(0b1110100) + chr(0b1100110) + chr(0b101101) + chr(0b110001 + 0o7)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def ovQCH1_9m7lv(oVre8I6UXc3b, ULnjp6D6efFH, AGWyizUisHUk): PFBHwDVJ_jej = (RyQ4N1viUrfz.c_void_p * ULnjp6D6efFH.ncols)() if lot1PSoAwYhj(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5\xc2N\x98\x9d\xea\xbei'), chr(0b1100100) + chr(0b10100 + 0o121) + chr(9672 - 9573) + chr(0b1101111) + chr(1444 - 1344) + chr(0b1100101))(chr(0b1110101) + chr(0b1110100) + '\x66' + '\055' + chr(0b110 + 0o62))) and lot1PSoAwYhj(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5\xc2N\x98\x9d\xea\xbei'), chr(2250 - 2150) + chr(0b1100101) + chr(0b1100011) + '\157' + chr(100) + chr(0b1100101))('\x75' + chr(0b101010 + 0o112) + chr(0b100 + 0o142) + chr(0b11001 + 0o24) + chr(56))), xafqLlk3kkUe(SXOLrMavuUCe(b'\xff\xc3V\x88\x82\xea'), '\x64' + chr(0b11011 + 0o112) + chr(9708 - 9609) + chr(0b111001 + 0o66) + chr(0b101101 + 0o67) + '\x65')(chr(7983 - 7866) + '\x74' + chr(9973 - 9871) + '\055' + chr(0b110011 + 0o5))): for x0HVStfwH2kl in vQr8gNKaIaWE(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2\xcfU\x91\x9c'), '\144' + '\145' + '\143' + chr(111) + '\x64' + '\x65')('\x75' + chr(116) + chr(6645 - 6543) + chr(45) + chr(2781 - 2725)))): Qa2uSJqQPT3w = ULnjp6D6efFH.internal.column(x0HVStfwH2kl) fPrm__kfjfnQ = Qa2uSJqQPT3w.data_pointer PFBHwDVJ_jej[x0HVStfwH2kl] = RyQ4N1viUrfz.c_void_p(fPrm__kfjfnQ) else: (SGMuhQbfezVM,) = (xafqLlk3kkUe(xafqLlk3kkUe(NPPHb59961Bv(xafqLlk3kkUe(SXOLrMavuUCe(b'\xf8\xcdN\x9c\x9b\xe5\xbdi\xa2\xa7>\x18\xad\x97\x16\xea\xd9\xc3'), chr(0b1100100) + chr(5830 - 5729) + chr(5558 - 5459) + chr(0b1010001 + 0o36) + '\144' + chr(0b1100101))('\x75' + '\x74' + chr(10198 - 10096) + chr(0b101101) + '\070'), xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa\xde[\x90\x8a\xdb\xbcj\xab\xfc:\x18\x86\x96\x05\xf0\xd9\xf0\x14'), chr(0b100010 + 0o102) + '\x65' + chr(0b111111 + 0o44) + '\157' + chr(0b1100100) + '\145')('\x75' + chr(1040 - 924) + '\146' + chr(0b101010 + 0o3) + chr(56))), xafqLlk3kkUe(SXOLrMavuUCe(b'\xf5\xc2N\x98\x9d\xea\xbei'), chr(0b111110 + 0o46) + '\145' + '\143' + '\x6f' + chr(0b1100100) + '\145')(chr(0b11110 + 0o127) + '\164' + chr(0b1010110 + 0o20) + '\055' + '\070')), xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa\xde[\x90\x8a\xdb\xbcj\xab\xfc:\x18\x86\x96\x05\xf0\xd9\xf0\x14'), chr(100) + chr(0b1100101) + chr(0b1011110 + 0o5) + chr(0b100 + 0o153) + '\144' + chr(8641 - 8540))('\165' + chr(116) + chr(6159 - 6057) + '\x2d' + chr(0b110011 + 0o5))),) for x0HVStfwH2kl in vQr8gNKaIaWE(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2\xcfU\x91\x9c'), '\x64' + chr(101) + chr(99) + chr(111) + chr(0b101010 + 0o72) + '\145')('\165' + '\x74' + chr(0b1100110) + '\x2d' + '\070'))): PFBHwDVJ_jej[x0HVStfwH2kl] = SGMuhQbfezVM(ULnjp6D6efFH, x0HVStfwH2kl) UI7xf_B999sT = (RyQ4N1viUrfz.c_char_p * ULnjp6D6efFH.ncols)() for x0HVStfwH2kl in vQr8gNKaIaWE(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2\xcfU\x91\x9c'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + chr(0b1100100) + '\x65')('\165' + chr(0b1110100) + chr(0b1100110) + '\055' + chr(56)))): UI7xf_B999sT[x0HVStfwH2kl] = RyQ4N1viUrfz.c_char_p(ULnjp6D6efFH.stypes[x0HVStfwH2kl].name.encode(xafqLlk3kkUe(SXOLrMavuUCe(b'\xe9\xd8\\\xd0\xd7'), chr(0b1100100) + '\145' + chr(0b111111 + 0o44) + chr(0b100011 + 0o114) + chr(0b1100100) + chr(5534 - 5433))('\165' + '\x74' + chr(0b100110 + 0o100) + chr(1597 - 1552) + chr(56)))) SxTuMqFZdzZx = RyQ4N1viUrfz.c_void_p() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xc4\xeb~\xb0\x8e\xf0\xadl\xbf\xca%\x13\xb8\x86\x01\xc2\xca\xc0\x0b\xf6;'), chr(0b100100 + 0o100) + '\145' + chr(0b1100011) + chr(0b1000100 + 0o53) + chr(8013 - 7913) + chr(2157 - 2056))(chr(2169 - 2052) + chr(6231 - 6115) + '\x66' + chr(0b100100 + 0o11) + '\070'))(PFBHwDVJ_jej, UI7xf_B999sT, RzJMirYhQs3x(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2\xcdO\xa4\x89\xc8\xb8i\x93\xf94\x14'), '\144' + chr(0b101011 + 0o72) + chr(8784 - 8685) + '\157' + chr(0b11111 + 0o105) + '\145')(chr(117) + '\164' + '\146' + chr(702 - 657) + chr(509 - 453)))[ehT0Px3KOsy9(chr(2163 - 2115) + '\157' + '\x30', 38433 - 38425)]), RzJMirYhQs3x(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'\xf2\xcdO\xa4\x89\xc8\xb8i\x93\xf94\x14'), chr(1097 - 997) + '\145' + chr(99) + '\x6f' + chr(0b11111 + 0o105) + '\145')('\165' + chr(0b110100 + 0o100) + '\146' + chr(568 - 523) + chr(0b11110 + 0o32)))[ehT0Px3KOsy9('\x30' + chr(111) + '\061', 0o10)]), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xfe\xd5H\x98\x89'), chr(100) + chr(8958 - 8857) + chr(1509 - 1410) + '\157' + '\144' + '\x65')('\165' + chr(0b1110100) + chr(0b1011 + 0o133) + '\055' + chr(0b111000)))(SxTuMqFZdzZx), AGWyizUisHUk)) oVre8I6UXc3b.SxTuMqFZdzZx = SxTuMqFZdzZx
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.set_float_info
def set_float_info(self, field, data): """Set float type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): self.set_float_info_npy2d(field, data) return c_data = c_array(ctypes.c_float, data) _check_call(_LIB.XGDMatrixSetFloatInfo(self.handle, c_str(field), c_data, c_bst_ulong(len(data))))
python
def set_float_info(self, field, data): """Set float type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): self.set_float_info_npy2d(field, data) return c_data = c_array(ctypes.c_float, data) _check_call(_LIB.XGDMatrixSetFloatInfo(self.handle, c_str(field), c_data, c_bst_ulong(len(data))))
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Set float type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set
[ "Set", "float", "type", "property", "into", "the", "DMatrix", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L576-L596
train
Set the float type property into the DMatrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b101001 + 0o14) + '\x32', 64190 - 64182), ehT0Px3KOsy9(chr(464 - 416) + chr(0b1101111) + chr(227 - 177) + chr(0b100101 + 0o22) + chr(0b101111 + 0o2), 0b1000), ehT0Px3KOsy9(chr(1087 - 1039) + chr(8303 - 8192) + chr(55) + '\x34', ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + chr(151 - 101) + '\066' + chr(52), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1010100 + 0o33) + chr(49) + chr(0b1 + 0o64) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6458 - 6347) + chr(0b10011 + 0o40) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b100000 + 0o20) + '\157' + chr(52) + '\064', 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b11100 + 0o30) + '\x32', 0o10), ehT0Px3KOsy9(chr(1909 - 1861) + chr(1670 - 1559) + '\x33' + '\x36', 0b1000), ehT0Px3KOsy9(chr(1568 - 1520) + chr(0b1101111) + chr(0b110001) + chr(49) + '\x34', ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\062' + chr(49) + chr(0b110000), 24225 - 24217), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b10001 + 0o42) + '\066' + chr(0b1101 + 0o44), ord("\x08")), ehT0Px3KOsy9(chr(0b10100 + 0o34) + '\157' + '\x31' + chr(909 - 858) + '\060', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(50) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b100111 + 0o13) + chr(0b110101) + chr(48), 34274 - 34266), ehT0Px3KOsy9(chr(0b101100 + 0o4) + chr(111) + chr(0b110111) + '\x30', 0o10), ehT0Px3KOsy9(chr(48) + chr(3088 - 2977) + chr(0b110001) + '\x36' + '\x30', 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1100100 + 0o13) + chr(1434 - 1384) + chr(52) + '\x35', 0b1000), ehT0Px3KOsy9(chr(2021 - 1973) + chr(111) + chr(1852 - 1801) + '\064' + '\x36', ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(2103 - 2052) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(1368 - 1320) + '\x6f' + chr(338 - 287) + '\064' + chr(55), 58357 - 58349), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b10011 + 0o36) + chr(53) + chr(48), 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x34' + '\x36', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(50) + chr(1783 - 1731), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1010000 + 0o37) + chr(1765 - 1715) + chr(54) + chr(368 - 319), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2257 - 2208) + chr(50) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(11875 - 11764) + chr(55) + '\065', ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110010) + '\063' + chr(49), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(1276 - 1225) + '\067' + '\064', 40525 - 40517), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x37' + chr(48), 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(472 - 421) + '\065' + chr(50), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\067' + chr(0b100110 + 0o16), 0b1000), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(10548 - 10437) + chr(0b10100 + 0o37) + '\x33' + '\065', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110001) + '\x31' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(1240 - 1192) + chr(0b1000000 + 0o57) + '\067' + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(6406 - 6295) + chr(0b10111 + 0o34) + '\067' + chr(844 - 795), ord("\x08")), ehT0Px3KOsy9(chr(1187 - 1139) + chr(111) + chr(0b110001) + chr(0b110 + 0o53) + '\067', 53219 - 53211), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b100101 + 0o112) + chr(0b110011) + chr(53) + '\066', ord("\x08")), ehT0Px3KOsy9(chr(2224 - 2176) + chr(111) + chr(2058 - 2009) + '\x35' + chr(49), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(6347 - 6236) + '\x33' + '\x30' + chr(0b110001), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(1012 - 964) + '\157' + chr(0b1001 + 0o54) + chr(760 - 712), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x04'), chr(100) + '\x65' + chr(99) + chr(111) + chr(0b1001 + 0o133) + chr(0b1100101))('\x75' + chr(116) + '\x66' + chr(45) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def cww_TkTanL4_(oVre8I6UXc3b, fEcfxx4smAdS, ULnjp6D6efFH): if xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'H\xd8O\xd1'), chr(9489 - 9389) + chr(0b1100101) + chr(99) + '\x6f' + chr(100) + '\145')(chr(0b101110 + 0o107) + '\x74' + chr(0b110010 + 0o64) + chr(1667 - 1622) + chr(374 - 318)), None) is not None and xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'H\xd8O\xd1'), chr(0b11001 + 0o113) + '\x65' + '\143' + chr(0b1110 + 0o141) + chr(0b101111 + 0o65) + chr(0b1011000 + 0o15))('\x75' + chr(5657 - 5541) + chr(0b1100110) + chr(285 - 240) + '\x38')) is not None and PlSM16l2KDPD(ULnjp6D6efFH, xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'D\xdd]\xc6\x1ax]'), chr(5019 - 4919) + chr(0b1100101) + chr(2702 - 2603) + '\x6f' + chr(0b1001100 + 0o30) + chr(0b1000000 + 0o45))(chr(0b1110101) + chr(0b1 + 0o163) + '\x66' + chr(0b1010 + 0o43) + chr(56)))) and PlSM16l2KDPD(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'H\xd8O\xd1'), '\144' + '\145' + '\x63' + chr(0b110010 + 0o75) + chr(100) + chr(0b1100101))(chr(0b1110101) + '\164' + chr(3026 - 2924) + chr(0b101101) + chr(0b111000))), xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'D\xdd]\xc6\x1ax]'), chr(4629 - 4529) + chr(101) + '\143' + chr(0b1101111) + '\x64' + chr(8700 - 8599))(chr(117) + '\164' + chr(0b10001 + 0o125) + '\055' + chr(56)))) and (not xafqLlk3kkUe(ULnjp6D6efFH.flags, xafqLlk3kkUe(SXOLrMavuUCe(b'I\xe6_\xdb\x06mM\x85k#\xfd\x82'), chr(8135 - 8035) + chr(9066 - 8965) + chr(3275 - 3176) + chr(0b1100100 + 0o13) + chr(0b101001 + 0o73) + chr(0b1100101))(chr(117) + '\x74' + chr(9252 - 9150) + chr(45) + '\x38'))): xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'Y\xdcH\xeb\x0euK\x83j\x13\xe1\x9f>?\xf7V\x00\xdc\xd4?'), chr(0b111011 + 0o51) + chr(8234 - 8133) + '\143' + chr(6304 - 6193) + '\144' + chr(101))(chr(0b1011 + 0o152) + chr(13012 - 12896) + chr(102) + chr(1410 - 1365) + chr(56)))(fEcfxx4smAdS, ULnjp6D6efFH) return m9Hc3kN6cFvd = eGLcYYYr5Dni(RyQ4N1viUrfz.c_float, ULnjp6D6efFH) kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'r\xfex\xf9\tmV\x8bf\x1f\xed\x85\x1e<\xc7Y\x04\xec\x88=\x88'), chr(0b1100100) + chr(2791 - 2690) + chr(0b1011100 + 0o7) + '\157' + '\144' + chr(101))('\165' + chr(116) + chr(0b1010101 + 0o21) + chr(0b101101) + '\x38'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'y\xc1h\xc1%hb\xb8z6\xd2\x89'), chr(6247 - 6147) + chr(0b1011111 + 0o6) + chr(99) + '\x6f' + chr(0b1100100) + chr(0b1010010 + 0o23))(chr(0b10111 + 0o136) + chr(10750 - 10634) + chr(0b1100110) + chr(0b101101) + chr(0b101110 + 0o12))), ZYHUZuTony_e(fEcfxx4smAdS), m9Hc3kN6cFvd, RzJMirYhQs3x(c2A0yzQpDQB3(ULnjp6D6efFH))))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.set_float_info_npy2d
def set_float_info_npy2d(self, field, data): """Set float type property into the DMatrix for numpy 2d array input Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): warnings.warn("Use subset (sliced data) of np.ndarray is not recommended " + "because it will generate extra copies and increase memory consumption") data = np.array(data, copy=True, dtype=np.float32) else: data = np.array(data, copy=False, dtype=np.float32) c_data = data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)) _check_call(_LIB.XGDMatrixSetFloatInfo(self.handle, c_str(field), c_data, c_bst_ulong(len(data))))
python
def set_float_info_npy2d(self, field, data): """Set float type property into the DMatrix for numpy 2d array input Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): warnings.warn("Use subset (sliced data) of np.ndarray is not recommended " + "because it will generate extra copies and increase memory consumption") data = np.array(data, copy=True, dtype=np.float32) else: data = np.array(data, copy=False, dtype=np.float32) c_data = data.ctypes.data_as(ctypes.POINTER(ctypes.c_float)) _check_call(_LIB.XGDMatrixSetFloatInfo(self.handle, c_str(field), c_data, c_bst_ulong(len(data))))
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Set float type property into the DMatrix for numpy 2d array input Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set
[ "Set", "float", "type", "property", "into", "the", "DMatrix", "for", "numpy", "2d", "array", "input" ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L598-L622
train
Set the float type property into the DMatrix holding the contents of the numpy array input.
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1833) + chr(0b110010), 45503 - 45495), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110011) + chr(54) + chr(52), 0o10), ehT0Px3KOsy9(chr(0b10000 + 0o40) + '\x6f' + '\061' + chr(50) + chr(0b10 + 0o61), 0b1000), ehT0Px3KOsy9(chr(48) + chr(4772 - 4661) + chr(0b110010) + chr(2154 - 2104), 8), ehT0Px3KOsy9(chr(1845 - 1797) + '\157' + chr(50) + chr(0b100101 + 0o21), 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(7642 - 7531) + '\063' + '\x32' + chr(0b100101 + 0o20), 47167 - 47159), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + '\x30' + '\065', 0o10), ehT0Px3KOsy9(chr(0b1000 + 0o50) + chr(0b11000 + 0o127) + '\x32' + '\066' + chr(0b110010), 19436 - 19428), ehT0Px3KOsy9(chr(1445 - 1397) + '\x6f' + chr(2121 - 2067) + chr(1160 - 1112), 0b1000), ehT0Px3KOsy9(chr(48) + chr(8858 - 8747) + chr(0b110001) + chr(0b100101 + 0o17) + chr(0b110000), 61033 - 61025), ehT0Px3KOsy9('\x30' + chr(0b100011 + 0o114) + chr(55) + chr(2057 - 2009), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(85 - 36) + '\066' + '\x36', 40883 - 40875), ehT0Px3KOsy9('\060' + chr(4046 - 3935) + '\x32' + '\x34', 31967 - 31959), ehT0Px3KOsy9('\x30' + chr(0b1010001 + 0o36) + chr(0b110001) + '\062' + '\x34', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110001) + '\x30' + chr(0b101000 + 0o15), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101100 + 0o5) + chr(0b110111) + chr(52), 0b1000), ehT0Px3KOsy9('\x30' + chr(7319 - 7208) + '\x37' + chr(0b110000), 8), ehT0Px3KOsy9('\060' + '\157' + chr(53) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000110 + 0o51) + chr(1878 - 1823) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b10101 + 0o34) + chr(0b11001 + 0o30), ord("\x08")), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111) + '\x32' + chr(2694 - 2642) + chr(0b110101), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(2247 - 2193) + '\x31', 43100 - 43092), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + '\x32', 8), ehT0Px3KOsy9('\x30' + '\157' + '\x33' + chr(55) + chr(2379 - 2329), 51871 - 51863), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b110011) + '\067' + chr(2213 - 2161), 0o10), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(2938 - 2883) + chr(0b110001), 53674 - 53666), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x35' + chr(223 - 169), 0b1000), ehT0Px3KOsy9(chr(1416 - 1368) + chr(6173 - 6062) + chr(2390 - 2341) + chr(1093 - 1041), 0o10), ehT0Px3KOsy9('\060' + chr(11831 - 11720) + chr(49) + '\x37' + '\064', 8), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(54) + '\060', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(0b101111 + 0o7) + chr(2066 - 2017), 61860 - 61852), ehT0Px3KOsy9('\x30' + '\157' + chr(1747 - 1698) + chr(0b11 + 0o55) + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(993 - 941) + chr(0b11000 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + '\157' + chr(462 - 412) + chr(54) + chr(0b110011), 0o10), ehT0Px3KOsy9('\060' + chr(8203 - 8092) + chr(50) + chr(50) + '\064', 0b1000), ehT0Px3KOsy9(chr(1765 - 1717) + '\157' + chr(0b110010) + chr(52) + chr(0b110100 + 0o0), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(4880 - 4769) + chr(0b110011) + chr(0b110000) + chr(196 - 146), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(543 - 492) + chr(0b110010) + chr(0b1110 + 0o42), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(492 - 381) + chr(0b101011 + 0o7) + '\061' + '\062', 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(1088 - 977) + chr(0b110011) + chr(0b100000 + 0o26) + '\x31', 8)][WVxHKyX45z_L % ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b110101) + chr(48), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'<'), chr(0b1011000 + 0o14) + chr(0b1100101) + chr(6216 - 6117) + '\x6f' + chr(0b1100100) + chr(0b1011011 + 0o12))(chr(0b1110101) + chr(0b1110100) + '\146' + chr(45) + '\070') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def vsfR6BBBiPOF(oVre8I6UXc3b, fEcfxx4smAdS, ULnjp6D6efFH): if xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'p\x95 w'), '\144' + chr(0b100100 + 0o101) + '\x63' + chr(710 - 599) + chr(0b1000 + 0o134) + chr(0b1010011 + 0o22))('\x75' + chr(0b1101000 + 0o14) + '\146' + '\055' + chr(926 - 870)), None) is not None and xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'p\x95 w'), chr(100) + '\145' + chr(0b1010011 + 0o20) + chr(5956 - 5845) + chr(100) + chr(0b111011 + 0o52))('\x75' + '\164' + '\x66' + chr(0b101101) + chr(448 - 392))) is not None and PlSM16l2KDPD(ULnjp6D6efFH, xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'|\x902`d\xb4\xbc'), '\x64' + '\x65' + chr(0b1100011) + chr(0b10101 + 0o132) + chr(0b1000001 + 0o43) + chr(494 - 393))('\x75' + chr(0b111001 + 0o73) + chr(9198 - 9096) + chr(1114 - 1069) + chr(56)))) and PlSM16l2KDPD(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'p\x95 w'), chr(5194 - 5094) + chr(6239 - 6138) + '\x63' + chr(111) + chr(0b1100100) + '\x65')(chr(0b1110011 + 0o2) + '\164' + '\x66' + '\x2d' + chr(0b100011 + 0o25))), xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'|\x902`d\xb4\xbc'), chr(0b1100100) + chr(101) + chr(99) + chr(111) + chr(100) + chr(4445 - 4344))('\x75' + '\x74' + '\x66' + chr(1079 - 1034) + '\x38'))) and (not xafqLlk3kkUe(ULnjp6D6efFH.flags, xafqLlk3kkUe(SXOLrMavuUCe(b'q\xab0}x\xa1\xac\xd5E\x0fM\x05'), chr(100) + chr(101) + chr(99) + '\157' + chr(3665 - 3565) + chr(101))('\165' + chr(116) + '\x66' + chr(45) + chr(56)))): xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'|\xb0\x16|X\x97\xa4\xd0v.s\x1b'), chr(100) + chr(0b1100101) + chr(99) + chr(9186 - 9075) + chr(100) + chr(0b1100101))(chr(117) + chr(7801 - 7685) + chr(0b101100 + 0o72) + '\055' + chr(56)))(xafqLlk3kkUe(SXOLrMavuUCe(b'G\x8762e\xa0\xa7\xc1U\x14\x18^g8,\x1f]L\x1bm\xc4Es\xd3\xdc\x96H,\x12\x00\xdf(\xc7\xd2\xe6\xd6\xa3\xa9\xaa\x98a\xd4=}b\xf5\xb7\xd7S\x0fU\x1bq:!\x19\\\x08'), chr(0b1100010 + 0o2) + '\x65' + chr(99) + chr(111) + '\x64' + chr(1444 - 1343))('\165' + '\x74' + '\x66' + '\x2d' + chr(56)) + xafqLlk3kkUe(SXOLrMavuUCe(b'p\x910sc\xa6\xa0\x92Y\x14\x18\x01}8)\\_MUl\xd7Pf\x9f\xdc\x9cVx\x0e\x11\xd1%\xcc\xc3\xfd\xc1\xb1\xf0\xeb\x9fv\xd4:|u\xa7\xa0\xd3C\x05\x18\x1bq9*\x0eA\x08Xf\xcbBg\x97\x8c\x8dGc\x12'), chr(100) + '\145' + chr(5559 - 5460) + chr(0b1001101 + 0o42) + '\x64' + chr(0b10100 + 0o121))(chr(117) + chr(116) + chr(102) + chr(0b101101) + chr(845 - 789))) ULnjp6D6efFH = WqUC3KWvYVup.B0ePDhpqxN5n(ULnjp6D6efFH, copy=ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b11000 + 0o31), 0b1000), dtype=WqUC3KWvYVup.float32) else: ULnjp6D6efFH = WqUC3KWvYVup.B0ePDhpqxN5n(ULnjp6D6efFH, copy=ehT0Px3KOsy9('\x30' + chr(0b10001 + 0o136) + chr(48), 0o10), dtype=WqUC3KWvYVup.float32) m9Hc3kN6cFvd = ULnjp6D6efFH.ctypes.data_as(RyQ4N1viUrfz.POINTER(RyQ4N1viUrfz.c_float)) kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'J\xb3\x17_w\xa1\xb7\xdbH3]\x02R8*\x1dLaUo\xca'), '\x64' + '\145' + chr(99) + '\x6f' + chr(0b1100100) + chr(2016 - 1915))(chr(12746 - 12629) + chr(0b1110100) + chr(0b1000000 + 0o46) + '\x2d' + chr(56)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'A\x8c\x07g[\xa4\x83\xe8T\x1ab\x0e'), chr(0b1100100) + chr(0b1100101) + '\x63' + chr(9663 - 9552) + chr(0b111010 + 0o52) + chr(7567 - 7466))(chr(117) + chr(116) + '\146' + '\055' + chr(0b110011 + 0o5))), ZYHUZuTony_e(fEcfxx4smAdS), m9Hc3kN6cFvd, RzJMirYhQs3x(c2A0yzQpDQB3(ULnjp6D6efFH))))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.set_uint_info
def set_uint_info(self, field, data): """Set uint type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): warnings.warn("Use subset (sliced data) of np.ndarray is not recommended " + "because it will generate extra copies and increase memory consumption") data = np.array(data, copy=True, dtype=ctypes.c_uint) else: data = np.array(data, copy=False, dtype=ctypes.c_uint) _check_call(_LIB.XGDMatrixSetUIntInfo(self.handle, c_str(field), c_array(ctypes.c_uint, data), c_bst_ulong(len(data))))
python
def set_uint_info(self, field, data): """Set uint type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set """ if getattr(data, 'base', None) is not None and \ data.base is not None and isinstance(data, np.ndarray) \ and isinstance(data.base, np.ndarray) and (not data.flags.c_contiguous): warnings.warn("Use subset (sliced data) of np.ndarray is not recommended " + "because it will generate extra copies and increase memory consumption") data = np.array(data, copy=True, dtype=ctypes.c_uint) else: data = np.array(data, copy=False, dtype=ctypes.c_uint) _check_call(_LIB.XGDMatrixSetUIntInfo(self.handle, c_str(field), c_array(ctypes.c_uint, data), c_bst_ulong(len(data))))
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Set uint type property into the DMatrix. Parameters ---------- field: str The field name of the information data: numpy array The array of data to be set
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253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L624-L646
train
Set the uint type property into the DMatrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(447 - 399) + chr(9452 - 9341) + chr(0b110001) + '\x31' + chr(0b100101 + 0o13), 0b1000), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(51) + '\062' + chr(0b11001 + 0o36), 4870 - 4862), ehT0Px3KOsy9(chr(1973 - 1925) + chr(0b1001 + 0o146) + chr(49) + chr(0b110001) + chr(285 - 230), 30334 - 30326), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(0b110001) + '\x34', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(51) + chr(1204 - 1151), 0o10), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b11 + 0o62) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b10101 + 0o33) + chr(111) + chr(2018 - 1968) + chr(0b10101 + 0o37) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(745 - 634) + '\061' + chr(0b110001) + chr(0b110000 + 0o4), 22209 - 22201), ehT0Px3KOsy9(chr(48) + chr(111) + '\061' + chr(400 - 347), 0o10), ehT0Px3KOsy9(chr(678 - 630) + chr(0b1101111) + chr(0b110010) + '\x31' + chr(0b0 + 0o60), 0b1000), ehT0Px3KOsy9(chr(1431 - 1383) + '\x6f' + chr(0b10010 + 0o37) + chr(933 - 878) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b1010 + 0o46) + chr(0b1101111) + '\063' + '\x31' + chr(0b110100), 8), ehT0Px3KOsy9(chr(48) + chr(10621 - 10510) + chr(2118 - 2068) + chr(0b110111) + '\066', 33878 - 33870), ehT0Px3KOsy9('\060' + chr(111) + chr(51) + chr(50) + '\062', 8078 - 8070), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b100110 + 0o13) + '\063' + chr(52), 0o10), ehT0Px3KOsy9(chr(0b101010 + 0o6) + chr(111) + chr(1745 - 1696) + '\x34' + chr(0b1000 + 0o56), 18614 - 18606), ehT0Px3KOsy9(chr(991 - 943) + chr(1239 - 1128) + chr(1393 - 1344) + '\062', 20474 - 20466), ehT0Px3KOsy9(chr(355 - 307) + chr(0b1101111) + chr(52) + '\062', 0o10), ehT0Px3KOsy9('\060' + '\157' + '\061' + chr(918 - 870) + chr(49), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(54) + '\067', 12644 - 12636), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1571 - 1521) + chr(0b1010 + 0o52) + chr(0b110110), 32508 - 32500), ehT0Px3KOsy9('\060' + chr(7388 - 7277) + chr(0b1001 + 0o52) + '\x33' + '\065', 57363 - 57355), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + chr(0b110111) + chr(1410 - 1359), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\061' + chr(52) + chr(1787 - 1739), 0o10), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1101111) + chr(500 - 450) + chr(0b10110 + 0o35) + chr(54), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b10100 + 0o36) + chr(0b110111) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b100000 + 0o117) + chr(0b10000 + 0o43) + chr(0b11110 + 0o30) + chr(0b110110), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(54), 0o10), ehT0Px3KOsy9(chr(1871 - 1823) + chr(0b1011100 + 0o23) + '\067' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(0b1101111) + chr(0b1100 + 0o45) + chr(49) + chr(0b110011), 0o10), ehT0Px3KOsy9('\060' + chr(9200 - 9089) + '\x36' + '\x30', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(1634 - 1584) + chr(1042 - 991) + chr(0b100 + 0o54), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(50) + chr(0b110111) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x33' + chr(2546 - 2494) + chr(55), ord("\x08")), ehT0Px3KOsy9(chr(195 - 147) + chr(111) + '\x32' + '\x32' + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110100) + chr(55), 20581 - 20573), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\x6f' + chr(51) + '\061', 35108 - 35100), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\061' + '\x34', 0o10), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(1655 - 1544) + '\063' + chr(0b1111 + 0o43) + chr(0b110000), 21472 - 21464), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001) + '\x31' + chr(0b110000), 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\065' + chr(48), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'f'), chr(6406 - 6306) + '\145' + chr(2673 - 2574) + chr(0b1000011 + 0o54) + chr(3974 - 3874) + '\x65')('\165' + chr(0b1110100) + '\146' + chr(45) + chr(56)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def eebmdyOcR3vg(oVre8I6UXc3b, fEcfxx4smAdS, ULnjp6D6efFH): if xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'*\xb6<\xa9'), chr(0b10001 + 0o123) + chr(9695 - 9594) + chr(0b1000001 + 0o42) + '\x6f' + chr(100) + '\x65')(chr(2185 - 2068) + '\164' + chr(102) + '\055' + chr(3050 - 2994)), None) is not None and xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'*\xb6<\xa9'), '\x64' + '\145' + '\143' + '\x6f' + '\x64' + chr(5300 - 5199))(chr(0b1110101) + '\x74' + '\146' + chr(45) + chr(0b100 + 0o64))) is not None and PlSM16l2KDPD(ULnjp6D6efFH, xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'&\xb3.\xbeoH\xd9'), '\x64' + chr(3900 - 3799) + '\x63' + '\x6f' + chr(100) + chr(101))(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(972 - 927) + chr(633 - 577)))) and PlSM16l2KDPD(xafqLlk3kkUe(ULnjp6D6efFH, xafqLlk3kkUe(SXOLrMavuUCe(b'*\xb6<\xa9'), chr(100) + '\x65' + chr(0b101 + 0o136) + chr(0b1000001 + 0o56) + '\144' + '\x65')(chr(0b1110101) + chr(116) + chr(4400 - 4298) + chr(0b101101) + '\070')), xafqLlk3kkUe(WqUC3KWvYVup, xafqLlk3kkUe(SXOLrMavuUCe(b'&\xb3.\xbeoH\xd9'), chr(0b1100010 + 0o2) + chr(0b1001111 + 0o26) + '\x63' + chr(111) + chr(100) + '\x65')(chr(7684 - 7567) + chr(0b1101 + 0o147) + chr(102) + '\x2d' + '\070'))) and (not xafqLlk3kkUe(ULnjp6D6efFH.flags, xafqLlk3kkUe(SXOLrMavuUCe(b'+\x88,\xa3s]\xc9+x\xe7\n\xbf'), '\x64' + chr(0b1100101) + chr(5726 - 5627) + chr(228 - 117) + chr(0b1100100) + '\x65')(chr(117) + chr(6106 - 5990) + chr(1067 - 965) + chr(45) + chr(0b111000)))): xafqLlk3kkUe(fJoTPf8D_opC, xafqLlk3kkUe(SXOLrMavuUCe(b'&\x93\n\xa2Sk\xc1.K\xc64\xa1'), chr(100) + chr(2596 - 2495) + chr(7143 - 7044) + chr(12220 - 12109) + chr(2808 - 2708) + chr(101))('\165' + chr(715 - 599) + '\146' + chr(1871 - 1826) + chr(0b111000)))(xafqLlk3kkUe(SXOLrMavuUCe(b'\x1d\xa4*\xecn\\\xc2?h\xfc_\xe4\xcd\xbe5\x05oFaS\xc7\xa9\x9aI\xbe\xd0\x90&W;\x1e\xf6\xdd\x86\xe5Uxu\xf0!;\xf7!\xa3i\t\xd2)n\xe7\x12\xa1\xdb\xbc8\x03n\x02'), '\x64' + chr(0b111000 + 0o55) + chr(0b1100011) + chr(0b1011110 + 0o21) + chr(0b111100 + 0o50) + chr(9110 - 9009))('\165' + chr(0b110100 + 0o100) + '\x66' + '\x2d' + chr(0b111000)) + xafqLlk3kkUe(SXOLrMavuUCe(b'*\xb2,\xadhZ\xc5ld\xfc_\xbb\xd7\xbe0FmG/R\xd4\xbc\x8f\x05\xbe\xda\x8erK*\x10\xfb\xd6\x97\xfeBj,\xb1&,\xf7&\xa2~[\xc5-~\xed_\xa1\xdb\xbf3\x14s\x02"X\xc8\xae\x8e\r\xee\xcb\x9fiW'), chr(0b1000011 + 0o41) + chr(0b1011010 + 0o13) + chr(0b1011001 + 0o12) + chr(0b1101111) + chr(100) + chr(101))('\x75' + chr(2664 - 2548) + chr(0b1100110) + chr(0b10100 + 0o31) + '\070')) ULnjp6D6efFH = WqUC3KWvYVup.B0ePDhpqxN5n(ULnjp6D6efFH, copy=ehT0Px3KOsy9('\x30' + chr(111) + '\061', 0o10), dtype=RyQ4N1viUrfz.c_uint) else: ULnjp6D6efFH = WqUC3KWvYVup.B0ePDhpqxN5n(ULnjp6D6efFH, copy=ehT0Px3KOsy9('\060' + chr(9330 - 9219) + '\x30', 0o10), dtype=RyQ4N1viUrfz.c_uint) kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b"\x10\x90\x0b\x81|]\xd2%u\xdb\x1a\xb8\xeb\x9b2\x12CL'X"), chr(2889 - 2789) + '\145' + '\143' + chr(0b101010 + 0o105) + chr(0b1100100) + chr(0b111011 + 0o52))('\x75' + chr(116) + chr(0b1010110 + 0o20) + chr(1111 - 1066) + chr(0b111000)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x1b\xaf\x1b\xb9PX\xe6\x16i\xf2%\xb4'), chr(0b1100100) + chr(0b1100101) + chr(99) + chr(0b1101111) + chr(7103 - 7003) + '\x65')(chr(0b111100 + 0o71) + chr(9318 - 9202) + '\146' + chr(0b101101) + chr(0b1 + 0o67))), ZYHUZuTony_e(fEcfxx4smAdS), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'+\x88:\xa5s]'), chr(100) + '\145' + '\143' + '\x6f' + chr(9318 - 9218) + chr(10100 - 9999))(chr(3394 - 3277) + chr(0b1000011 + 0o61) + '\146' + '\x2d' + chr(0b111000))), ULnjp6D6efFH), RzJMirYhQs3x(c2A0yzQpDQB3(ULnjp6D6efFH))))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.save_binary
def save_binary(self, fname, silent=True): """Save DMatrix to an XGBoost buffer. Saved binary can be later loaded by providing the path to :py:func:`xgboost.DMatrix` as input. Parameters ---------- fname : string Name of the output buffer file. silent : bool (optional; default: True) If set, the output is suppressed. """ _check_call(_LIB.XGDMatrixSaveBinary(self.handle, c_str(fname), ctypes.c_int(silent)))
python
def save_binary(self, fname, silent=True): """Save DMatrix to an XGBoost buffer. Saved binary can be later loaded by providing the path to :py:func:`xgboost.DMatrix` as input. Parameters ---------- fname : string Name of the output buffer file. silent : bool (optional; default: True) If set, the output is suppressed. """ _check_call(_LIB.XGDMatrixSaveBinary(self.handle, c_str(fname), ctypes.c_int(silent)))
[ "def", "save_binary", "(", "self", ",", "fname", ",", "silent", "=", "True", ")", ":", "_check_call", "(", "_LIB", ".", "XGDMatrixSaveBinary", "(", "self", ".", "handle", ",", "c_str", "(", "fname", ")", ",", "ctypes", ".", "c_int", "(", "silent", ")", ")", ")" ]
Save DMatrix to an XGBoost buffer. Saved binary can be later loaded by providing the path to :py:func:`xgboost.DMatrix` as input. Parameters ---------- fname : string Name of the output buffer file. silent : bool (optional; default: True) If set, the output is suppressed.
[ "Save", "DMatrix", "to", "an", "XGBoost", "buffer", ".", "Saved", "binary", "can", "be", "later", "loaded", "by", "providing", "the", "path", "to", ":", "py", ":", "func", ":", "xgboost", ".", "DMatrix", "as", "input", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L648-L661
train
Save DMatrix to an XGBoost buffer.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + chr(49) + '\x35' + chr(53), 57009 - 57001), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b110011) + chr(2619 - 2566) + chr(2233 - 2185), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(49) + chr(55) + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(1631 - 1583) + chr(0b1101111) + chr(0b110001) + '\x30' + chr(0b110110), 0b1000), ehT0Px3KOsy9(chr(1149 - 1101) + chr(4100 - 3989) + chr(49) + '\x30', 0b1000), ehT0Px3KOsy9(chr(1720 - 1672) + chr(111) + chr(0b110101), 0b1000), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101111) + chr(321 - 267) + chr(1887 - 1834), 0o10), ehT0Px3KOsy9('\x30' + chr(0b10001 + 0o136) + '\066' + '\062', 23791 - 23783), ehT0Px3KOsy9(chr(0b100100 + 0o14) + '\157' + '\x31' + '\061' + chr(645 - 590), 0b1000), ehT0Px3KOsy9(chr(0b10001 + 0o37) + chr(111) + '\063' + chr(689 - 641) + chr(0b11001 + 0o33), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(690 - 636) + '\x32', 8), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001101 + 0o42) + '\063' + chr(0b110111 + 0o0) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(0b11010 + 0o26) + chr(0b1101111) + '\x34' + '\063', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b111000 + 0o67) + chr(51) + chr(0b110001) + chr(1644 - 1589), 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b10101 + 0o132) + '\063' + '\066' + chr(0b110000), 5444 - 5436), ehT0Px3KOsy9(chr(1827 - 1779) + chr(111) + chr(0b100011 + 0o17) + '\x30' + chr(0b110110), 5355 - 5347), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\061' + chr(0b10010 + 0o37) + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1001110 + 0o41) + chr(608 - 559) + chr(0b101100 + 0o4) + '\064', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(10729 - 10618) + chr(53) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + '\x32' + chr(50), 51179 - 51171), ehT0Px3KOsy9('\x30' + chr(1643 - 1532) + chr(0b100 + 0o62) + '\x30', 44558 - 44550), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\x35' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + '\064' + chr(50), 4621 - 4613), ehT0Px3KOsy9(chr(0b101001 + 0o7) + chr(111) + '\062' + '\x35' + chr(0b1110 + 0o50), 63769 - 63761), ehT0Px3KOsy9('\060' + chr(7585 - 7474) + chr(50) + chr(0b1110 + 0o47) + chr(2114 - 2066), 0o10), ehT0Px3KOsy9(chr(0b101001 + 0o7) + '\x6f' + chr(0b110001) + chr(0b110101 + 0o1) + '\065', ord("\x08")), ehT0Px3KOsy9(chr(81 - 33) + chr(0b101000 + 0o107) + '\x31' + chr(0b11111 + 0o24) + chr(53), 24804 - 24796), ehT0Px3KOsy9('\x30' + '\157' + chr(51) + chr(1112 - 1059) + '\060', 8), ehT0Px3KOsy9('\x30' + chr(5396 - 5285) + '\063' + '\x33' + chr(50), 43113 - 43105), ehT0Px3KOsy9('\060' + chr(0b1000111 + 0o50) + chr(0b110001) + '\x33' + chr(0b11011 + 0o25), 0o10), ehT0Px3KOsy9('\060' + chr(0b11100 + 0o123) + chr(0b110001) + chr(0b110011) + chr(0b100000 + 0o20), 8), ehT0Px3KOsy9(chr(0b1011 + 0o45) + '\x6f' + '\063' + '\065' + chr(54), 64133 - 64125), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\x6f' + chr(0b100001 + 0o22) + '\x37' + '\063', 44902 - 44894), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110 + 0o53) + chr(1859 - 1807) + '\066', 0b1000), ehT0Px3KOsy9(chr(0b10101 + 0o33) + '\x6f' + '\063' + chr(1849 - 1797) + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(514 - 466) + chr(0b110100 + 0o73) + chr(53) + chr(0b110010 + 0o4), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110011) + chr(51) + chr(1296 - 1244), 49370 - 49362), ehT0Px3KOsy9(chr(2118 - 2070) + '\157' + chr(0b11111 + 0o24) + chr(0b110111), 0o10), ehT0Px3KOsy9('\060' + chr(0b1011110 + 0o21) + '\061' + chr(48) + '\066', 8), ehT0Px3KOsy9('\x30' + chr(7225 - 7114) + chr(0b11001 + 0o30) + '\x33' + chr(0b110011 + 0o1), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(687 - 639) + chr(3516 - 3405) + chr(0b110101) + '\060', 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'C'), '\x64' + '\145' + chr(99) + chr(0b1100110 + 0o11) + '\x64' + chr(0b1100101))('\165' + chr(116) + '\146' + chr(45) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def MPi9msZg4eKf(oVre8I6UXc3b, t3WbF0Ae42Pu, jlUkQ4FevKb2=ehT0Px3KOsy9('\x30' + '\157' + chr(49), ord("\x08"))): kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'5\xaf;\x0biqG[7\x97S\x8bF\x8d\x99\xe8,6R'), chr(0b1100100) + '\145' + '\143' + chr(111) + '\144' + chr(101))('\x75' + chr(116) + chr(0b1100110) + chr(0b11110 + 0o17) + chr(0b111000)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'>\x90+3Etsh+\xbeh\x85'), chr(100) + chr(0b1100101) + chr(0b101101 + 0o66) + chr(0b1101111) + chr(6305 - 6205) + chr(101))(chr(0b1110101) + chr(116) + chr(0b1100110) + '\055' + chr(0b1001 + 0o57))), ZYHUZuTony_e(t3WbF0Ae42Pu), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0e\xb7\x16(|'), chr(0b1100100) + '\145' + chr(99) + chr(3311 - 3200) + '\x64' + '\145')('\x75' + chr(0b1110100) + chr(102) + '\x2d' + chr(1541 - 1485)))(jlUkQ4FevKb2)))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.set_group
def set_group(self, group): """Set group size of DMatrix (used for ranking). Parameters ---------- group : array like Group size of each group """ _check_call(_LIB.XGDMatrixSetGroup(self.handle, c_array(ctypes.c_uint, group), c_bst_ulong(len(group))))
python
def set_group(self, group): """Set group size of DMatrix (used for ranking). Parameters ---------- group : array like Group size of each group """ _check_call(_LIB.XGDMatrixSetGroup(self.handle, c_array(ctypes.c_uint, group), c_bst_ulong(len(group))))
[ "def", "set_group", "(", "self", ",", "group", ")", ":", "_check_call", "(", "_LIB", ".", "XGDMatrixSetGroup", "(", "self", ".", "handle", ",", "c_array", "(", "ctypes", ".", "c_uint", ",", "group", ")", ",", "c_bst_ulong", "(", "len", "(", "group", ")", ")", ")", ")" ]
Set group size of DMatrix (used for ranking). Parameters ---------- group : array like Group size of each group
[ "Set", "group", "size", "of", "DMatrix", "(", "used", "for", "ranking", ")", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L735-L745
train
Set the size of DMatrix.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1556 - 1508) + chr(0b110011 + 0o74) + '\063' + chr(0b110111) + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110010) + '\064' + '\060', 9344 - 9336), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(1355 - 1306) + '\x32' + '\x32', 5287 - 5279), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x31' + chr(0b110111), 4520 - 4512), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1010101 + 0o32) + chr(0b11 + 0o60) + chr(1841 - 1787) + '\x32', 0b1000), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + '\x31' + chr(55) + chr(0b110011), 0o10), ehT0Px3KOsy9(chr(48) + chr(6429 - 6318) + '\x31' + chr(0b11101 + 0o31) + chr(51), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(50) + '\x36' + chr(2245 - 2195), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1010101 + 0o32) + chr(0b11011 + 0o26) + chr(303 - 248), 8), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110001) + chr(1758 - 1703) + chr(0b11000 + 0o37), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b100 + 0o56) + chr(0b101110 + 0o10) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110001) + chr(0b110100) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(0b110001 + 0o0) + '\061' + chr(52), 0b1000), ehT0Px3KOsy9(chr(0b11011 + 0o25) + '\x6f' + '\x32' + chr(48) + '\067', 0b1000), ehT0Px3KOsy9(chr(0b101100 + 0o4) + '\x6f' + chr(0b101011 + 0o6) + '\062' + '\067', 0o10), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(111) + chr(0b110101) + '\067', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b101111 + 0o4) + chr(1102 - 1049) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110011) + chr(0b110000), 32052 - 32044), ehT0Px3KOsy9('\x30' + '\157' + chr(1356 - 1305) + chr(0b101011 + 0o12) + '\062', 38767 - 38759), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(51) + '\x34', 0b1000), ehT0Px3KOsy9(chr(872 - 824) + chr(111) + '\x31' + chr(0b1011 + 0o53) + chr(0b101001 + 0o15), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\063' + chr(50) + chr(0b10101 + 0o41), 16712 - 16704), ehT0Px3KOsy9('\x30' + '\157' + chr(0b11011 + 0o27) + '\x33' + '\065', 0b1000), ehT0Px3KOsy9(chr(1976 - 1928) + chr(7296 - 7185) + '\065' + chr(0b11010 + 0o35), 8), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(3293 - 3182) + '\063' + chr(0b111 + 0o56) + chr(53), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b1111 + 0o44) + chr(0b110010) + '\065', 24516 - 24508), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(2172 - 2121) + chr(1168 - 1120) + chr(49), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110011) + chr(0b110000) + chr(0b110111), 12525 - 12517), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(8379 - 8268) + chr(1016 - 967) + '\067' + chr(0b101000 + 0o11), ord("\x08")), ehT0Px3KOsy9(chr(1908 - 1860) + chr(0b1100 + 0o143) + chr(0b110010) + chr(49) + chr(1436 - 1381), 0o10), ehT0Px3KOsy9(chr(883 - 835) + chr(0b1101111) + chr(0b110000 + 0o1) + '\x30' + '\067', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + '\x30' + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b101011 + 0o104) + chr(50) + chr(1928 - 1877) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b101000 + 0o10) + chr(0b1101111) + chr(394 - 345) + chr(0b11000 + 0o35) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(0b10111 + 0o32) + chr(49) + chr(0b11101 + 0o31), 0o10), ehT0Px3KOsy9('\060' + chr(0b101101 + 0o102) + chr(0b110101) + chr(0b110000), 0b1000), ehT0Px3KOsy9(chr(0b1010 + 0o46) + '\x6f' + '\x34' + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b1011011 + 0o24) + chr(0b110111) + chr(0b110100 + 0o1), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1111 + 0o140) + chr(52) + chr(0b110001), 27010 - 27002), ehT0Px3KOsy9(chr(0b110000) + chr(111) + '\x33' + chr(1859 - 1807) + chr(52), 0o10)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + chr(7170 - 7059) + chr(0b110101) + chr(390 - 342), 8)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xd1'), chr(137 - 37) + '\145' + chr(5063 - 4964) + '\157' + chr(6607 - 6507) + chr(0b11 + 0o142))('\165' + '\164' + '\x66' + chr(798 - 753) + chr(3035 - 2979)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def bAW6pSab38uS(oVre8I6UXc3b, N9UnmYvaW1pO): kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xa7\xe7\x16B\x93\x0f\x01\xdbw,\xd1\x17\x0b\xf58Z\x98'), '\144' + '\145' + '\143' + chr(0b1101111) + chr(0b1010011 + 0o21) + '\145')(chr(0b100000 + 0o125) + chr(5386 - 5270) + chr(6647 - 6545) + chr(483 - 438) + '\x38'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xac\xd8\x06z\xbf\n5\xe8k\x05\xee\x1b'), '\144' + chr(262 - 161) + chr(0b1100011) + '\157' + '\x64' + '\145')('\x75' + chr(116) + chr(0b1100110) + chr(0b101101) + chr(1399 - 1343))), eGLcYYYr5Dni(xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b"\x9c\xff'f\x9c\x0f"), chr(0b11 + 0o141) + chr(510 - 409) + chr(99) + '\x6f' + '\144' + chr(0b100110 + 0o77))(chr(11743 - 11626) + '\x74' + chr(102) + '\x2d' + chr(1161 - 1105))), N9UnmYvaW1pO), RzJMirYhQs3x(c2A0yzQpDQB3(N9UnmYvaW1pO))))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.feature_names
def feature_names(self): """Get feature names (column labels). Returns ------- feature_names : list or None """ if self._feature_names is None: self._feature_names = ['f{0}'.format(i) for i in range(self.num_col())] return self._feature_names
python
def feature_names(self): """Get feature names (column labels). Returns ------- feature_names : list or None """ if self._feature_names is None: self._feature_names = ['f{0}'.format(i) for i in range(self.num_col())] return self._feature_names
[ "def", "feature_names", "(", "self", ")", ":", "if", "self", ".", "_feature_names", "is", "None", ":", "self", ".", "_feature_names", "=", "[", "'f{0}'", ".", "format", "(", "i", ")", "for", "i", "in", "range", "(", "self", ".", "num_col", "(", ")", ")", "]", "return", "self", ".", "_feature_names" ]
Get feature names (column labels). Returns ------- feature_names : list or None
[ "Get", "feature", "names", "(", "column", "labels", ")", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L821-L830
train
Get feature names.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1000110 + 0o51) + chr(51) + chr(308 - 260) + chr(52), 11447 - 11439), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(111) + chr(1911 - 1860) + '\x31' + chr(0b110110), 9450 - 9442), ehT0Px3KOsy9(chr(180 - 132) + '\x6f' + chr(537 - 485) + chr(408 - 356), 11905 - 11897), ehT0Px3KOsy9(chr(48) + chr(111) + chr(50) + chr(0b101110 + 0o7), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x31' + '\061', 0b1000), ehT0Px3KOsy9('\x30' + chr(3176 - 3065) + chr(1604 - 1553) + chr(0b110000) + chr(55), 0o10), ehT0Px3KOsy9(chr(509 - 461) + chr(111) + chr(751 - 702) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(9746 - 9635) + chr(0b110011) + chr(535 - 483) + chr(54), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + '\x35' + '\x35', 48495 - 48487), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(0b110 + 0o57), 38312 - 38304), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x33' + chr(0b110000) + chr(0b11100 + 0o24), 40334 - 40326), ehT0Px3KOsy9(chr(0b101 + 0o53) + '\x6f' + chr(0b11 + 0o60) + chr(0b110000) + '\x37', 8), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(0b110100) + chr(526 - 476), 6418 - 6410), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b100101 + 0o16) + chr(0b110100) + '\061', 13129 - 13121), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + '\067' + '\061', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + chr(49) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(2215 - 2104) + '\x32' + '\x33' + '\x33', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(0b110101 + 0o72) + '\x32' + chr(576 - 525) + chr(53), 64413 - 64405), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(0b1101111) + chr(0b110010) + chr(55) + '\066', 0b1000), ehT0Px3KOsy9(chr(376 - 328) + chr(0b1100101 + 0o12) + chr(49) + '\x37' + '\065', 24578 - 24570), ehT0Px3KOsy9(chr(48) + chr(111) + chr(1193 - 1140) + chr(1172 - 1117), 0b1000), ehT0Px3KOsy9(chr(139 - 91) + chr(0b1010100 + 0o33) + chr(54), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(2559 - 2508) + chr(462 - 411), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + '\x31', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\065' + '\062', 0b1000), ehT0Px3KOsy9(chr(682 - 634) + chr(0b1101111) + chr(0b110010) + '\x30' + chr(0b110111), 64788 - 64780), ehT0Px3KOsy9(chr(0b110000) + chr(0b1011 + 0o144) + chr(0b1110 + 0o44) + chr(55) + chr(407 - 355), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b1011 + 0o52) + '\062', 8), ehT0Px3KOsy9('\060' + chr(111) + '\x33' + chr(0b110101) + chr(49), 0o10), ehT0Px3KOsy9(chr(2111 - 2063) + '\157' + chr(0b110111) + '\060', 42475 - 42467), ehT0Px3KOsy9(chr(0b101010 + 0o6) + '\x6f' + chr(0b110010) + chr(427 - 379) + chr(0b110110), 51120 - 51112), ehT0Px3KOsy9(chr(48) + chr(1275 - 1164) + chr(0b110001) + chr(49) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(0b100101 + 0o13) + chr(111) + chr(0b100010 + 0o20) + '\060' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + chr(0b1000 + 0o56) + chr(48), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(334 - 286) + chr(49), 0o10), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b110011) + chr(0b110001 + 0o2) + chr(0b110000), 56792 - 56784), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b101100 + 0o7) + chr(2683 - 2631) + chr(0b11 + 0o62), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\061' + chr(54) + chr(54), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b110111) + '\067', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b10010 + 0o135) + chr(0b110110) + '\x30', 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(0b1101111) + '\065' + chr(48), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xea'), '\144' + chr(0b1100101) + '\x63' + chr(7636 - 7525) + chr(0b1000100 + 0o40) + chr(0b1100101))(chr(0b1110101) + chr(116) + chr(0b0 + 0o146) + '\055' + chr(0b101111 + 0o11)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def pfS5O3iUpFhz(oVre8I6UXc3b): if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b\xa8At}\xb2|\x83rc\xa1\xaa\x07\x92'), chr(100) + chr(0b1100101) + '\143' + '\x6f' + chr(0b1000110 + 0o36) + chr(0b101001 + 0o74))(chr(117) + chr(847 - 731) + chr(0b101111 + 0o67) + '\x2d' + chr(0b100100 + 0o24))) is None: oVre8I6UXc3b.KyJOYIQfnQuQ = [xafqLlk3kkUe(SXOLrMavuUCe(b'\xa2\xb5\x14h'), chr(0b101000 + 0o74) + '\x65' + chr(8605 - 8506) + chr(111) + chr(0b1001000 + 0o34) + '\145')(chr(0b110100 + 0o101) + chr(116) + chr(0b1100110) + '\055' + '\x38').V4roHaS3Ppej(WVxHKyX45z_L) for WVxHKyX45z_L in vQr8gNKaIaWE(oVre8I6UXc3b.num_col())] return xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8f\xb7nZP\x8e_\x80C\\\xb5\x96'), chr(0b1100100) + chr(101) + chr(0b1100011) + chr(111) + '\144' + chr(917 - 816))(chr(8769 - 8652) + chr(0b1110100) + '\x66' + '\x2d' + chr(0b111000)))
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.feature_names
def feature_names(self, feature_names): """Set feature names (column labels). Parameters ---------- feature_names : list or None Labels for features. None will reset existing feature names """ if feature_names is not None: # validate feature name try: if not isinstance(feature_names, str): feature_names = [n for n in iter(feature_names)] else: feature_names = [feature_names] except TypeError: feature_names = [feature_names] if len(feature_names) != len(set(feature_names)): raise ValueError('feature_names must be unique') if len(feature_names) != self.num_col(): msg = 'feature_names must have the same length as data' raise ValueError(msg) # prohibit to use symbols may affect to parse. e.g. []< if not all(isinstance(f, STRING_TYPES) and not any(x in f for x in set(('[', ']', '<'))) for f in feature_names): raise ValueError('feature_names may not contain [, ] or <') else: # reset feature_types also self.feature_types = None self._feature_names = feature_names
python
def feature_names(self, feature_names): """Set feature names (column labels). Parameters ---------- feature_names : list or None Labels for features. None will reset existing feature names """ if feature_names is not None: # validate feature name try: if not isinstance(feature_names, str): feature_names = [n for n in iter(feature_names)] else: feature_names = [feature_names] except TypeError: feature_names = [feature_names] if len(feature_names) != len(set(feature_names)): raise ValueError('feature_names must be unique') if len(feature_names) != self.num_col(): msg = 'feature_names must have the same length as data' raise ValueError(msg) # prohibit to use symbols may affect to parse. e.g. []< if not all(isinstance(f, STRING_TYPES) and not any(x in f for x in set(('[', ']', '<'))) for f in feature_names): raise ValueError('feature_names may not contain [, ] or <') else: # reset feature_types also self.feature_types = None self._feature_names = feature_names
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Set feature names (column labels). Parameters ---------- feature_names : list or None Labels for features. None will reset existing feature names
[ "Set", "feature", "names", "(", "column", "labels", ")", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L843-L874
train
Set the feature names for the current locale.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(1318 - 1270) + '\157' + chr(0b110001) + chr(54) + chr(54), 6511 - 6503), ehT0Px3KOsy9(chr(65 - 17) + '\157' + chr(51) + chr(1181 - 1126) + chr(0b101110 + 0o6), 13688 - 13680), ehT0Px3KOsy9('\060' + '\x6f' + chr(49) + '\061' + chr(2118 - 2069), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(864 - 814) + chr(0b100001 + 0o23) + chr(52), 6851 - 6843), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\063' + chr(48) + '\061', 0o10), ehT0Px3KOsy9('\060' + chr(5972 - 5861) + chr(64 - 12) + '\x31', 31687 - 31679), ehT0Px3KOsy9(chr(48) + chr(2696 - 2585) + chr(50) + chr(0b1100 + 0o50) + chr(53), ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(0b110001 + 0o1) + chr(2170 - 2122) + chr(1559 - 1508), 0o10), ehT0Px3KOsy9(chr(402 - 354) + chr(0b1101111) + '\061' + chr(1862 - 1808) + '\066', 8), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111) + chr(0b100011 + 0o16) + chr(0b111 + 0o56) + chr(1486 - 1433), 43750 - 43742), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b110001) + chr(0b110101) + chr(50), 64452 - 64444), ehT0Px3KOsy9('\x30' + chr(11195 - 11084) + '\062' + chr(0b110110) + '\063', 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(0b1 + 0o60) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(1512 - 1464) + chr(3837 - 3726) + '\066' + chr(55), 53288 - 53280), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1101 + 0o45) + chr(1023 - 968) + chr(2182 - 2133), 48492 - 48484), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b10001 + 0o40) + chr(0b1011 + 0o50) + chr(0b11110 + 0o25), 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b101 + 0o152) + '\x31' + chr(0b110000) + chr(53), 55350 - 55342), ehT0Px3KOsy9('\060' + '\157' + '\062' + '\x31' + chr(1631 - 1581), 0b1000), ehT0Px3KOsy9(chr(1901 - 1853) + chr(0b1101111) + chr(938 - 885) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(10644 - 10533) + chr(339 - 288) + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b10000 + 0o137) + chr(49) + '\065' + chr(0b1001 + 0o53), 58360 - 58352), ehT0Px3KOsy9(chr(0b10010 + 0o36) + chr(9854 - 9743) + chr(332 - 281) + '\x32' + '\x36', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\062' + chr(1804 - 1749) + chr(51), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b111010 + 0o65) + chr(0b10010 + 0o43), 0b1000), ehT0Px3KOsy9(chr(0b0 + 0o60) + chr(6294 - 6183) + chr(49) + '\x36' + chr(1445 - 1391), 8), ehT0Px3KOsy9(chr(0b100010 + 0o16) + chr(1919 - 1808) + chr(0b10110 + 0o35) + chr(0b100100 + 0o14), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b110001) + chr(1823 - 1770) + chr(53), 8), ehT0Px3KOsy9('\060' + chr(9954 - 9843) + '\x32' + chr(51) + chr(0b110110), 0o10), ehT0Px3KOsy9('\060' + chr(560 - 449) + chr(0b110001) + '\063' + chr(49), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b101111 + 0o4) + chr(0b1100 + 0o44) + chr(2337 - 2286), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b0 + 0o157) + chr(50) + chr(0b101001 + 0o12) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(9716 - 9605) + chr(0b110011) + chr(2591 - 2536) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b1101 + 0o43) + chr(0b110 + 0o151) + chr(51) + '\x37', 43989 - 43981), ehT0Px3KOsy9(chr(0b100110 + 0o12) + chr(0b1010010 + 0o35) + chr(703 - 654) + chr(1634 - 1583) + chr(0b110011 + 0o0), 8), ehT0Px3KOsy9(chr(2079 - 2031) + chr(0b1000101 + 0o52) + chr(0b101010 + 0o7) + '\x34' + chr(55), 9891 - 9883), ehT0Px3KOsy9(chr(48) + chr(1463 - 1352) + '\x31' + chr(55) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b11 + 0o55) + chr(0b0 + 0o157) + chr(0b110001) + '\061' + '\x36', 0o10), ehT0Px3KOsy9(chr(1434 - 1386) + chr(0b1101111) + chr(0b10001 + 0o42) + chr(52) + chr(0b110011), 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(198 - 87) + chr(1047 - 998) + '\064' + chr(0b101101 + 0o7), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(0b110000) + chr(0b111010 + 0o65) + '\065' + chr(0b110000), ord("\x08"))] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'X'), chr(0b1100100) + chr(0b1100101) + chr(7402 - 7303) + chr(0b1001011 + 0o44) + chr(955 - 855) + '\x65')('\x75' + '\164' + chr(0b1110 + 0o130) + chr(0b101101) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def pfS5O3iUpFhz(oVre8I6UXc3b, pfS5O3iUpFhz): if pfS5O3iUpFhz is not None: try: if not PlSM16l2KDPD(pfS5O3iUpFhz, M8_cKLkHVB2V): pfS5O3iUpFhz = [m1NkCryOw9Bx for m1NkCryOw9Bx in ZdP978XkGspL(pfS5O3iUpFhz)] else: pfS5O3iUpFhz = [pfS5O3iUpFhz] except sznFqDbNBHlx: pfS5O3iUpFhz = [pfS5O3iUpFhz] if c2A0yzQpDQB3(pfS5O3iUpFhz) != c2A0yzQpDQB3(MVEN8G6CxlvR(pfS5O3iUpFhz)): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\x10\x99(\xd0\xb4S\xc0\xdc\x18\x0c\x07\xd6~\x17\xd4.p1\xaaN|L\xa3\xd5l\x07m\x08'), chr(0b1000100 + 0o40) + '\145' + chr(99) + chr(2691 - 2580) + chr(0b1100100) + chr(0b100110 + 0o77))('\165' + chr(116) + chr(102) + '\x2d' + chr(365 - 309))) if c2A0yzQpDQB3(pfS5O3iUpFhz) != xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x18\x89$\xfb\xa2N\xc9'), chr(0b101110 + 0o66) + chr(101) + chr(6626 - 6527) + chr(0b1101111) + '\x64' + chr(9970 - 9869))(chr(3610 - 3493) + '\164' + '\146' + chr(994 - 949) + '\070'))(): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\x10\x99(\xd0\xb4S\xc0\xdc\x18\x0c\x07\xd6~\x17\xd4.p1\xaaDx\x1a\xb3\x9bq\x1e}M\xed8\xae\xf8\xdbs>\t\x19:\x8bD\x17\x8fi\xc0\xa0U\xc4'), chr(100) + '\x65' + '\143' + chr(0b1101111) + chr(9972 - 9872) + '\x65')(chr(117) + chr(0b1011011 + 0o31) + chr(102) + '\x2d' + chr(56)) raise q1QCh3W88sgk(jtbovtaIYjRB) if not Dl48nj1rbi23((PlSM16l2KDPD(EGyt1xfPT1P6, LcfiyJiYVtmN) and (not UVSi4XW7eBIM((OeWW0F1dBPRQ in EGyt1xfPT1P6 for OeWW0F1dBPRQ in MVEN8G6CxlvR((xafqLlk3kkUe(SXOLrMavuUCe(b'-'), chr(5204 - 5104) + chr(0b1001011 + 0o32) + '\143' + chr(111) + chr(0b1100100) + chr(0b110111 + 0o56))(chr(5992 - 5875) + chr(0b101011 + 0o111) + chr(102) + chr(45) + chr(56)), xafqLlk3kkUe(SXOLrMavuUCe(b'+'), chr(0b1100100) + chr(7229 - 7128) + '\x63' + '\x6f' + chr(8317 - 8217) + chr(101))(chr(0b111011 + 0o72) + chr(8618 - 8502) + '\146' + chr(45) + chr(0b101010 + 0o16)), xafqLlk3kkUe(SXOLrMavuUCe(b'J'), chr(100) + chr(0b1100101) + '\143' + '\157' + chr(0b1100100) + '\145')(chr(0b1010000 + 0o45) + '\x74' + chr(1838 - 1736) + '\055' + chr(0b111000))))))) for EGyt1xfPT1P6 in pfS5O3iUpFhz)): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'\x10\x99(\xd0\xb4S\xc0\xdc\x18\x0c\x07\xd6~\x17\xd4:ze\xe4CmL\xb5\xd4k\x02y\x04\xf0y\x98\xb1\xdbB{\x08\x0cn\xdf'), '\144' + '\145' + chr(0b1100011) + '\x6f' + chr(0b1100100) + chr(0b1100101))('\165' + chr(0b1001100 + 0o50) + chr(0b1010100 + 0o22) + chr(0b10000 + 0o35) + chr(0b10101 + 0o43))) else: oVre8I6UXc3b.zbLCgGoIblVi = None oVre8I6UXc3b.KyJOYIQfnQuQ = pfS5O3iUpFhz
dmlc/xgboost
python-package/xgboost/core.py
DMatrix.feature_types
def feature_types(self, feature_types): """Set feature types (column types). This is for displaying the results and unrelated to the learning process. Parameters ---------- feature_types : list or None Labels for features. None will reset existing feature names """ if feature_types is not None: if self._feature_names is None: msg = 'Unable to set feature types before setting names' raise ValueError(msg) if isinstance(feature_types, STRING_TYPES): # single string will be applied to all columns feature_types = [feature_types] * self.num_col() try: if not isinstance(feature_types, str): feature_types = [n for n in iter(feature_types)] else: feature_types = [feature_types] except TypeError: feature_types = [feature_types] if len(feature_types) != self.num_col(): msg = 'feature_types must have the same length as data' raise ValueError(msg) valid = ('int', 'float', 'i', 'q') if not all(isinstance(f, STRING_TYPES) and f in valid for f in feature_types): raise ValueError('All feature_names must be {int, float, i, q}') self._feature_types = feature_types
python
def feature_types(self, feature_types): """Set feature types (column types). This is for displaying the results and unrelated to the learning process. Parameters ---------- feature_types : list or None Labels for features. None will reset existing feature names """ if feature_types is not None: if self._feature_names is None: msg = 'Unable to set feature types before setting names' raise ValueError(msg) if isinstance(feature_types, STRING_TYPES): # single string will be applied to all columns feature_types = [feature_types] * self.num_col() try: if not isinstance(feature_types, str): feature_types = [n for n in iter(feature_types)] else: feature_types = [feature_types] except TypeError: feature_types = [feature_types] if len(feature_types) != self.num_col(): msg = 'feature_types must have the same length as data' raise ValueError(msg) valid = ('int', 'float', 'i', 'q') if not all(isinstance(f, STRING_TYPES) and f in valid for f in feature_types): raise ValueError('All feature_names must be {int, float, i, q}') self._feature_types = feature_types
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Set feature types (column types). This is for displaying the results and unrelated to the learning process. Parameters ---------- feature_types : list or None Labels for features. None will reset existing feature names
[ "Set", "feature", "types", "(", "column", "types", ")", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L877-L913
train
Set the feature types of the log entry.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b11100 + 0o123) + chr(49) + chr(0b110100) + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b1001 + 0o50) + chr(55), 0o10), ehT0Px3KOsy9(chr(0b101011 + 0o5) + chr(0b1101111) + chr(0b11101 + 0o26) + chr(0b10101 + 0o34) + chr(0b110001), 57735 - 57727), ehT0Px3KOsy9(chr(48) + chr(8386 - 8275) + chr(0b1101 + 0o46) + '\x31' + chr(1940 - 1889), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1100001 + 0o16) + '\x31' + '\x33' + chr(1233 - 1182), 0b1000), ehT0Px3KOsy9(chr(0b10110 + 0o32) + '\157' + '\061' + chr(53) + chr(50), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x33' + chr(0b110000) + chr(50), 6015 - 6007), ehT0Px3KOsy9('\060' + '\157' + chr(0b110001) + chr(0b1000 + 0o53) + '\067', ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b110100 + 0o73) + chr(2240 - 2189) + chr(0b110001 + 0o3) + chr(0b1010 + 0o53), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(0b110100) + '\064', 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\066' + chr(0b110101), 41715 - 41707), ehT0Px3KOsy9(chr(75 - 27) + chr(0b100010 + 0o115) + '\x31' + '\060' + chr(48), 0o10), ehT0Px3KOsy9('\x30' + chr(111) + '\x33' + chr(0b110000) + chr(674 - 626), ord("\x08")), ehT0Px3KOsy9(chr(0b10000 + 0o40) + chr(7752 - 7641) + '\x32' + chr(0b110000) + '\067', 216 - 208), ehT0Px3KOsy9('\060' + chr(111) + '\062' + '\x34' + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + '\157' + '\x32' + chr(1275 - 1220) + chr(0b110011), 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + '\063' + chr(48), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(1460 - 1349) + '\x35' + chr(2054 - 1999), 40086 - 40078), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(0b101111 + 0o3) + '\065', 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(0b0 + 0o62) + '\061', 63901 - 63893), ehT0Px3KOsy9(chr(1455 - 1407) + chr(0b1111 + 0o140) + chr(0b110001) + '\062' + '\062', 23432 - 23424), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(1593 - 1544) + chr(55), 8), ehT0Px3KOsy9(chr(48) + chr(111) + '\x32' + chr(2244 - 2195) + chr(768 - 719), 0o10), ehT0Px3KOsy9(chr(82 - 34) + chr(0b1101111) + chr(0b110110) + chr(0b110001), 40425 - 40417), ehT0Px3KOsy9('\060' + chr(0b1001100 + 0o43) + chr(49) + chr(0b0 + 0o64) + '\067', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(7508 - 7397) + '\x31' + '\067' + chr(55), 0o10), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(2447 - 2336) + chr(0b110001) + chr(0b110110) + chr(0b1100 + 0o52), 0b1000), ehT0Px3KOsy9('\060' + '\157' + chr(0b110110) + chr(52), 0o10), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + '\x36', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(0b1000111 + 0o50) + '\x33' + '\x31' + '\x31', 8), ehT0Px3KOsy9(chr(1231 - 1183) + '\x6f' + '\x33' + chr(2088 - 2038) + '\061', ord("\x08")), ehT0Px3KOsy9(chr(0b1011 + 0o45) + chr(0b1101111) + '\062' + '\060' + '\x31', ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + '\x32' + chr(0b10010 + 0o44) + '\x36', 0b1000), ehT0Px3KOsy9(chr(490 - 442) + '\x6f' + '\062' + chr(55) + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b110001) + chr(51) + chr(0b100110 + 0o21), 8), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b10 + 0o60) + chr(55) + chr(53), 29897 - 29889), ehT0Px3KOsy9(chr(48) + chr(111) + chr(209 - 158) + '\062' + chr(2127 - 2073), ord("\x08")), ehT0Px3KOsy9(chr(0b11101 + 0o23) + chr(111) + chr(0b110100) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + chr(915 - 866) + chr(2233 - 2185), ord("\x08")), ehT0Px3KOsy9(chr(681 - 633) + chr(8996 - 8885) + chr(50) + '\x34' + chr(0b100000 + 0o21), 0b1000)][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + '\x6f' + chr(1819 - 1766) + chr(0b110000), 23839 - 23831)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'N'), chr(5645 - 5545) + chr(101) + '\143' + chr(8670 - 8559) + '\144' + chr(101))('\x75' + chr(0b1101011 + 0o11) + chr(0b1100110) + chr(45) + chr(2251 - 2195)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def zbLCgGoIblVi(oVre8I6UXc3b, zbLCgGoIblVi): if zbLCgGoIblVi is not None: if xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'+v\x83\x84\x02#\x939\x8b5@\x11'), '\x64' + chr(0b1100101) + chr(7020 - 6921) + chr(0b1101111) + chr(0b0 + 0o144) + chr(101))('\x75' + chr(116) + chr(102) + chr(0b101101) + chr(191 - 135))) is None: jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'5a\xa8\xa97\x0f\xe2+\x8aDF%\xb4\xa7\xc2\xde9[\xe0c7/\xfdH\x17\x1a\x05\x14l\xac\xb7\xee\xc4\xdc\x7f\xce\xb3W\xbc\xc8\x0eh\xe9\xa5:\x07\xa7,'), '\x64' + '\145' + '\x63' + '\x6f' + chr(0b1100100) + chr(0b1100011 + 0o2))(chr(117) + '\x74' + '\146' + '\x2d' + chr(0b101101 + 0o13)) raise q1QCh3W88sgk(jtbovtaIYjRB) if PlSM16l2KDPD(zbLCgGoIblVi, LcfiyJiYVtmN): zbLCgGoIblVi = [zbLCgGoIblVi] * oVre8I6UXc3b.num_col() try: if not PlSM16l2KDPD(zbLCgGoIblVi, M8_cKLkHVB2V): zbLCgGoIblVi = [m1NkCryOw9Bx for m1NkCryOw9Bx in ZdP978XkGspL(zbLCgGoIblVi)] else: zbLCgGoIblVi = [zbLCgGoIblVi] except sznFqDbNBHlx: zbLCgGoIblVi = [zbLCgGoIblVi] if c2A0yzQpDQB3(zbLCgGoIblVi) != xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x0ez\xa4\x948\x05\xae'), chr(0b1100100) + chr(0b1100010 + 0o3) + chr(0b1001110 + 0o25) + '\157' + '\144' + chr(101))(chr(117) + chr(5519 - 5403) + '\x66' + chr(0b100100 + 0o11) + chr(56)))(): jtbovtaIYjRB = xafqLlk3kkUe(SXOLrMavuUCe(b'\x06j\xa8\xbf.\x18\xa7\x00\x91\x1dE%\xb3\xa7\xc9\xce+[\xb5y3y\xec\x11\x13\x17\x13\x14}\xa8\xbc\xe4\x96\xd5:\xd3\xb1W\xa0\x81\x01|\xe9\xaf:\x1e\xa3'), chr(0b1000110 + 0o36) + chr(0b1100101) + '\143' + chr(0b1101111) + '\x64' + chr(0b1100101))(chr(5656 - 5539) + chr(0b1110100) + chr(3913 - 3811) + chr(239 - 194) + '\x38') raise q1QCh3W88sgk(jtbovtaIYjRB) BZPR0lwTzWO8 = (xafqLlk3kkUe(SXOLrMavuUCe(b'\ta\xbd'), chr(100) + '\x65' + chr(0b101011 + 0o70) + chr(4776 - 4665) + chr(100) + '\145')(chr(117) + chr(0b1110100) + '\x66' + chr(0b10111 + 0o26) + chr(0b111000)), xafqLlk3kkUe(SXOLrMavuUCe(b'\x06c\xa6\xaa/'), chr(0b1100100) + chr(101) + chr(6082 - 5983) + '\157' + '\144' + chr(5159 - 5058))('\165' + chr(0b111110 + 0o66) + chr(102) + '\x2d' + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\t'), '\x64' + chr(6911 - 6810) + chr(0b1001111 + 0o24) + '\x6f' + chr(0b1100100) + '\145')(chr(0b1010001 + 0o44) + chr(0b1110100) + '\146' + chr(1428 - 1383) + '\x38'), xafqLlk3kkUe(SXOLrMavuUCe(b'\x11'), chr(0b1001 + 0o133) + chr(1326 - 1225) + '\x63' + chr(111) + chr(0b11100 + 0o110) + chr(6146 - 6045))(chr(0b100100 + 0o121) + chr(0b111101 + 0o67) + chr(0b1001101 + 0o31) + '\x2d' + chr(2272 - 2216))) if not Dl48nj1rbi23((PlSM16l2KDPD(EGyt1xfPT1P6, LcfiyJiYVtmN) and EGyt1xfPT1P6 in BZPR0lwTzWO8 for EGyt1xfPT1P6 in zbLCgGoIblVi)): raise q1QCh3W88sgk(xafqLlk3kkUe(SXOLrMavuUCe(b'!c\xa5\xeb=\x0f\xa3+\x90\x16P\x1f\xae\xe6\xc9\xde+\x0f\xf8d!{\xa9S\x02_\r]`\xbd\xfd\xa1\xd0\xd50\xdc\xa2\x0f\xe8\xc8L/\xb8\xb6'), chr(0b11111 + 0o105) + '\x65' + '\x63' + chr(0b1101111) + '\x64' + chr(4697 - 4596))(chr(0b1110101) + '\164' + chr(0b1100110) + '\055' + chr(0b10000 + 0o50))) oVre8I6UXc3b.JqJUTbxzmB8C = zbLCgGoIblVi
dmlc/xgboost
python-package/xgboost/core.py
Booster.load_rabit_checkpoint
def load_rabit_checkpoint(self): """Initialize the model by load from rabit checkpoint. Returns ------- version: integer The version number of the model. """ version = ctypes.c_int() _check_call(_LIB.XGBoosterLoadRabitCheckpoint( self.handle, ctypes.byref(version))) return version.value
python
def load_rabit_checkpoint(self): """Initialize the model by load from rabit checkpoint. Returns ------- version: integer The version number of the model. """ version = ctypes.c_int() _check_call(_LIB.XGBoosterLoadRabitCheckpoint( self.handle, ctypes.byref(version))) return version.value
[ "def", "load_rabit_checkpoint", "(", "self", ")", ":", "version", "=", "ctypes", ".", "c_int", "(", ")", "_check_call", "(", "_LIB", ".", "XGBoosterLoadRabitCheckpoint", "(", "self", ".", "handle", ",", "ctypes", ".", "byref", "(", "version", ")", ")", ")", "return", "version", ".", "value" ]
Initialize the model by load from rabit checkpoint. Returns ------- version: integer The version number of the model.
[ "Initialize", "the", "model", "by", "load", "from", "rabit", "checkpoint", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L1002-L1013
train
Initialize the model by load from rabit checkpoint.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\060' + '\157' + chr(0b1100 + 0o47) + '\061' + '\060', 0b1000), ehT0Px3KOsy9(chr(0b110000) + chr(7828 - 7717) + '\x31' + chr(1569 - 1518) + chr(0b11110 + 0o25), 34766 - 34758), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(0b1110 + 0o43) + '\x34', 43469 - 43461), ehT0Px3KOsy9(chr(48) + '\x6f' + '\x31' + chr(52) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(111) + chr(50) + '\066' + chr(856 - 804), 40157 - 40149), ehT0Px3KOsy9(chr(0b110000) + chr(0b110000 + 0o77) + chr(411 - 358) + chr(54), 58765 - 58757), ehT0Px3KOsy9(chr(1585 - 1537) + chr(0b1101111) + chr(0b110001) + '\063' + chr(1494 - 1443), 8), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\x6f' + chr(2031 - 1980) + chr(50) + chr(0b110010), 37431 - 37423), ehT0Px3KOsy9('\x30' + '\157' + chr(49) + chr(2137 - 2087) + '\066', 0o10), ehT0Px3KOsy9(chr(0b110000 + 0o0) + '\157' + chr(830 - 781) + chr(0b110111) + chr(48), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\x37' + chr(0b110001), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\x6f' + '\061' + chr(1262 - 1210) + chr(0b110010), 6929 - 6921), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1 + 0o62) + chr(0b110010) + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(0b110010) + chr(0b101111 + 0o7) + chr(54), 0b1000), ehT0Px3KOsy9('\060' + chr(2972 - 2861) + '\061' + '\067' + '\x35', 0b1000), ehT0Px3KOsy9(chr(0b101110 + 0o2) + chr(6432 - 6321) + chr(0b11001 + 0o32) + '\x33' + '\x32', 0o10), ehT0Px3KOsy9('\060' + chr(0b1101111) + '\x33' + '\x30' + '\061', 0b1000), ehT0Px3KOsy9('\x30' + chr(184 - 73) + chr(49) + chr(49) + chr(0b110010), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(7973 - 7862) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(6519 - 6408) + chr(49) + chr(49) + chr(53), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001 + 0o146) + chr(0b100011 + 0o24) + '\060', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b101111 + 0o100) + '\061' + '\x37' + '\062', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(54) + chr(1142 - 1094), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\x32' + chr(0b1001 + 0o55) + '\x31', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(111) + chr(0b101 + 0o56) + '\x30', 0o10), ehT0Px3KOsy9(chr(0b110000) + '\x6f' + chr(400 - 349) + chr(2043 - 1995) + chr(52), ord("\x08")), ehT0Px3KOsy9(chr(2069 - 2021) + '\157' + chr(2616 - 2561) + chr(2839 - 2784), 0o10), ehT0Px3KOsy9(chr(293 - 245) + chr(1573 - 1462) + chr(2247 - 2198) + '\062' + '\064', 0b1000), ehT0Px3KOsy9(chr(0b11110 + 0o22) + chr(0b1100000 + 0o17) + chr(1343 - 1292) + '\063' + '\x33', 0b1000), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b1011 + 0o50) + '\x30' + chr(53), 22820 - 22812), ehT0Px3KOsy9(chr(48) + '\157' + '\x33' + chr(0b110111) + chr(0b110101), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + '\x31' + chr(0b110110) + '\x30', ord("\x08")), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b1101011 + 0o4) + '\x33' + chr(1834 - 1783), 0o10), ehT0Px3KOsy9('\x30' + chr(1552 - 1441) + chr(0b110100) + chr(48), ord("\x08")), ehT0Px3KOsy9(chr(48) + '\157' + chr(51) + chr(2012 - 1963) + chr(1809 - 1760), 40448 - 40440), ehT0Px3KOsy9('\060' + '\157' + chr(49) + chr(54) + chr(55), 0b1000), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b10000 + 0o41) + '\066' + '\x32', ord("\x08")), ehT0Px3KOsy9(chr(0b1110 + 0o42) + '\157' + chr(0b1010 + 0o51), 0b1000), ehT0Px3KOsy9(chr(0b110000) + '\157' + '\x31' + chr(0b1001 + 0o52) + chr(53), 0b1000), ehT0Px3KOsy9('\x30' + chr(0b1000100 + 0o53) + chr(2285 - 2234) + chr(489 - 441) + '\x31', 8)][WVxHKyX45z_L % ehT0Px3KOsy9(chr(48) + '\157' + '\x35' + chr(0b10 + 0o56), 0o10)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6'), '\144' + '\x65' + '\x63' + chr(0b1101111) + chr(0b1011111 + 0o5) + chr(8850 - 8749))('\165' + '\164' + '\146' + chr(0b101101) + chr(0b111000)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def n1l0INXxZvSm(oVre8I6UXc3b): cpMfQ_4_Vb7C = RyQ4N1viUrfz.c_int() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x90\x1cN\x0b\xdb]/\xb7$4V\x03\xb7\xe4\x1c\xb8\xa8>C%]\x19[\xc1w\xadQ '), '\144' + '\145' + '\143' + '\157' + chr(0b1010 + 0o132) + '\145')(chr(6327 - 6210) + '\x74' + chr(4073 - 3971) + chr(45) + chr(2690 - 2634)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b#X\x11\xf9_\x1d\x882\x02c\x1a'), chr(0b1100100) + chr(7253 - 7152) + chr(4517 - 4418) + chr(0b1101111) + chr(0b1010011 + 0o21) + '\x65')('\x75' + chr(0b1110100) + chr(102) + '\055' + '\x38')), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xaa"~\x01\xd2'), '\x64' + chr(5679 - 5578) + chr(0b11110 + 0o105) + '\157' + chr(0b1100100) + chr(0b1100101))(chr(5825 - 5708) + chr(116) + chr(0b1100 + 0o132) + chr(0b101101) + '\x38'))(cpMfQ_4_Vb7C))) return xafqLlk3kkUe(cpMfQ_4_Vb7C, xafqLlk3kkUe(SXOLrMavuUCe(b'\x996a\x03\xe3{\x19\xe3e.z('), chr(7970 - 7870) + chr(3710 - 3609) + '\143' + chr(111) + '\144' + '\x65')(chr(7285 - 7168) + chr(0b1001101 + 0o47) + chr(0b1100110) + '\x2d' + '\070'))
dmlc/xgboost
python-package/xgboost/core.py
Booster.attr
def attr(self, key): """Get attribute string from the Booster. Parameters ---------- key : str The key to get attribute from. Returns ------- value : str The attribute value of the key, returns None if attribute do not exist. """ ret = ctypes.c_char_p() success = ctypes.c_int() _check_call(_LIB.XGBoosterGetAttr( self.handle, c_str(key), ctypes.byref(ret), ctypes.byref(success))) if success.value != 0: return py_str(ret.value) return None
python
def attr(self, key): """Get attribute string from the Booster. Parameters ---------- key : str The key to get attribute from. Returns ------- value : str The attribute value of the key, returns None if attribute do not exist. """ ret = ctypes.c_char_p() success = ctypes.c_int() _check_call(_LIB.XGBoosterGetAttr( self.handle, c_str(key), ctypes.byref(ret), ctypes.byref(success))) if success.value != 0: return py_str(ret.value) return None
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Get attribute string from the Booster. Parameters ---------- key : str The key to get attribute from. Returns ------- value : str The attribute value of the key, returns None if attribute do not exist.
[ "Get", "attribute", "string", "from", "the", "Booster", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L1019-L1038
train
Get the attribute string from the Booster.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9(chr(0b11110 + 0o22) + '\157' + '\x32' + chr(0b110110) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(0b100001 + 0o17) + chr(0b1101111) + chr(0b1001 + 0o56) + chr(0b110010), 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(111) + chr(909 - 857), ord("\x08")), ehT0Px3KOsy9('\060' + chr(111) + chr(0b11100 + 0o26) + chr(1310 - 1258), ord("\x08")), ehT0Px3KOsy9('\060' + chr(0b0 + 0o157) + chr(0b110011) + '\063' + chr(78 - 25), 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(2217 - 2168) + chr(0b100110 + 0o17) + chr(0b1 + 0o66), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(8259 - 8148) + chr(0b110010) + '\x35' + '\061', 15127 - 15119), ehT0Px3KOsy9('\x30' + chr(111) + chr(52) + chr(1573 - 1525), 0o10), ehT0Px3KOsy9(chr(1836 - 1788) + '\157' + '\062' + '\x35' + chr(0b11000 + 0o35), ord("\x08")), ehT0Px3KOsy9(chr(0b11011 + 0o25) + chr(0b1001111 + 0o40) + chr(0b110011) + chr(55) + '\063', 0b1000), ehT0Px3KOsy9(chr(0b101111 + 0o1) + chr(111) + chr(50) + chr(0b110011) + chr(2097 - 2048), 0b1000), ehT0Px3KOsy9(chr(0b10110 + 0o32) + chr(0b1000000 + 0o57) + chr(0b1011 + 0o47) + '\x33' + '\x34', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + chr(1523 - 1474) + chr(49) + chr(0b101010 + 0o7), 0o10), ehT0Px3KOsy9('\x30' + chr(0b1010010 + 0o35) + chr(2558 - 2507) + chr(0b110100) + chr(0b10 + 0o56), 0b1000), ehT0Px3KOsy9(chr(0b100101 + 0o13) + '\x6f' + '\064' + chr(0b11001 + 0o33), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + '\x35', 0b1000), ehT0Px3KOsy9(chr(720 - 672) + chr(0b10010 + 0o135) + '\x32' + chr(0b110101) + '\063', 0o10), ehT0Px3KOsy9('\x30' + chr(8618 - 8507) + '\x32' + chr(0b110000 + 0o7) + chr(0b111 + 0o53), ord("\x08")), ehT0Px3KOsy9('\x30' + chr(1011 - 900) + chr(0b1011 + 0o47) + chr(0b110001) + chr(0b110 + 0o57), 0b1000), ehT0Px3KOsy9(chr(1916 - 1868) + chr(9470 - 9359) + '\061' + chr(0b110110) + chr(0b11 + 0o56), 0o10), ehT0Px3KOsy9(chr(1580 - 1532) + chr(0b1101111) + chr(0b110011) + '\065' + chr(0b111 + 0o51), 0b1000), ehT0Px3KOsy9('\x30' + '\157' + chr(0b110001) + '\062' + '\062', ord("\x08")), ehT0Px3KOsy9('\x30' + '\x6f' + chr(625 - 576) + chr(52) + '\067', 0b1000), ehT0Px3KOsy9('\060' + chr(111) + '\x31' + chr(0b10000 + 0o45) + chr(0b110101), ord("\x08")), ehT0Px3KOsy9(chr(438 - 390) + '\x6f' + chr(0b100001 + 0o22) + chr(1700 - 1650) + chr(1806 - 1754), ord("\x08")), ehT0Px3KOsy9('\060' + '\x6f' + chr(0b11110 + 0o25) + chr(0b110001) + chr(0b110011), ord("\x08")), ehT0Px3KOsy9(chr(707 - 659) + chr(0b1101111) + chr(0b110010) + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110011) + '\x32' + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + chr(0b110001) + '\065' + '\062', 0b1000), ehT0Px3KOsy9(chr(1639 - 1591) + chr(111) + '\x32' + chr(55) + chr(51), 0b1000), ehT0Px3KOsy9('\060' + chr(9785 - 9674) + chr(49) + '\x33' + chr(52), 0b1000), ehT0Px3KOsy9(chr(48) + chr(6790 - 6679) + chr(199 - 148) + chr(838 - 790) + '\x36', 22355 - 22347), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(0b1001110 + 0o41) + chr(51) + chr(49) + chr(0b110001), 61551 - 61543), ehT0Px3KOsy9('\060' + chr(8592 - 8481) + '\x31' + chr(0b11110 + 0o30) + chr(53), 0b1000), ehT0Px3KOsy9('\060' + chr(4163 - 4052) + chr(51) + chr(0b110110) + chr(0b1010 + 0o50), 0o10), ehT0Px3KOsy9(chr(0b101101 + 0o3) + chr(0b1101111 + 0o0) + '\062' + chr(48) + chr(1803 - 1752), 13364 - 13356), ehT0Px3KOsy9(chr(0b100 + 0o54) + '\157' + chr(1573 - 1518) + chr(0b110100 + 0o2), 0o10), ehT0Px3KOsy9('\x30' + '\x6f' + chr(50) + chr(53) + '\x36', 0o10), ehT0Px3KOsy9('\060' + '\x6f' + '\x33' + chr(0b110110) + chr(0b110001), 45664 - 45656), ehT0Px3KOsy9('\x30' + chr(111) + chr(0b110001) + chr(1103 - 1053), ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9('\x30' + chr(11488 - 11377) + chr(0b110101) + chr(0b110000), 0b1000)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\x9b'), chr(100) + '\145' + chr(0b1100011) + chr(0b1101111) + chr(0b1100100) + chr(0b1100101))('\x75' + chr(116) + chr(3959 - 3857) + chr(45) + '\x38') + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def uwnd9_euJYKT(oVre8I6UXc3b, K3J4ZwSlE0sT): VHn4CV4Ymrei = RyQ4N1viUrfz.c_char_p() gslaH7pJOCd0 = RyQ4N1viUrfz.c_int() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\xed}F{\xb2\x1c\xddE\xdf\xbc\xfc\xe8\x08\x94Po'), chr(0b1100100) + chr(4833 - 4732) + '\143' + chr(8941 - 8830) + chr(0b1100100) + chr(294 - 193))(chr(117) + chr(116) + '\146' + '\055' + '\070'))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe6BPa\x90\x1e\xefz\xc9\x81\xc3\xe4'), chr(100) + '\145' + '\143' + chr(0b1101111) + chr(0b1000000 + 0o44) + chr(0b1100101))(chr(9423 - 9306) + chr(9991 - 9875) + '\146' + '\x2d' + '\070')), ZYHUZuTony_e(K3J4ZwSlE0sT), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7Cvq\xbb'), chr(3139 - 3039) + '\145' + chr(0b1100011) + chr(0b1101111) + '\144' + chr(0b1100101))('\x75' + '\x74' + chr(0b1100110) + chr(619 - 574) + chr(0b111000)))(VHn4CV4Ymrei), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xd7Cvq\xbb'), '\144' + chr(0b1100101) + chr(0b1100011) + '\157' + chr(100) + chr(101))('\165' + chr(0b1011 + 0o151) + chr(0b110000 + 0o66) + chr(0b101101) + chr(0b1011 + 0o55)))(gslaH7pJOCd0))) if xafqLlk3kkUe(gslaH7pJOCd0, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe4Wis\x8a:\xeb\x11\x9e\xad\xda\xd6'), chr(3423 - 3323) + '\x65' + chr(4096 - 3997) + chr(3212 - 3101) + chr(0b111111 + 0o45) + '\x65')('\x75' + chr(0b1110100) + '\x66' + chr(0b101101) + chr(56))) != ehT0Px3KOsy9(chr(0b110000) + '\x6f' + '\060', 0b1000): return CaGHn5i0wDWS(xafqLlk3kkUe(VHn4CV4Ymrei, xafqLlk3kkUe(SXOLrMavuUCe(b'\xe4Wis\x8a:\xeb\x11\x9e\xad\xda\xd6'), '\144' + chr(0b101101 + 0o70) + chr(0b1100011) + '\x6f' + chr(641 - 541) + chr(101))(chr(0b1110101) + chr(9898 - 9782) + chr(102) + '\x2d' + '\x38'))) return None
dmlc/xgboost
python-package/xgboost/core.py
Booster.attributes
def attributes(self): """Get attributes stored in the Booster as a dictionary. Returns ------- result : dictionary of attribute_name: attribute_value pairs of strings. Returns an empty dict if there's no attributes. """ length = c_bst_ulong() sarr = ctypes.POINTER(ctypes.c_char_p)() _check_call(_LIB.XGBoosterGetAttrNames(self.handle, ctypes.byref(length), ctypes.byref(sarr))) attr_names = from_cstr_to_pystr(sarr, length) return {n: self.attr(n) for n in attr_names}
python
def attributes(self): """Get attributes stored in the Booster as a dictionary. Returns ------- result : dictionary of attribute_name: attribute_value pairs of strings. Returns an empty dict if there's no attributes. """ length = c_bst_ulong() sarr = ctypes.POINTER(ctypes.c_char_p)() _check_call(_LIB.XGBoosterGetAttrNames(self.handle, ctypes.byref(length), ctypes.byref(sarr))) attr_names = from_cstr_to_pystr(sarr, length) return {n: self.attr(n) for n in attr_names}
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Get attributes stored in the Booster as a dictionary. Returns ------- result : dictionary of attribute_name: attribute_value pairs of strings. Returns an empty dict if there's no attributes.
[ "Get", "attributes", "stored", "in", "the", "Booster", "as", "a", "dictionary", "." ]
253fdd8a42d5ec6b819788199584d27bf9ea6253
https://github.com/dmlc/xgboost/blob/253fdd8a42d5ec6b819788199584d27bf9ea6253/python-package/xgboost/core.py#L1040-L1054
train
Get the attributes stored in the Booster as a dictionary.
Pu7Z6IJCgH3a,vcEHXBQXuDuh,sHOWSIAKtU58,ZVWAAMjVVHHl,qRin5pdYOdbB,IySsVMyKT3tF,FwEHNICjJCy0,yISIa0MMKKfB,GAtvbI59wr0o,OmNM6rT0Sgul,gu1MSKhYvigU,S2TTo9DhhiSh,aaLV7ZjAfkcR,ker4pIJmdvxf,WaQEaQCVMQ03,xV97BFGi0hY9,YnM1HtHE4j7G,X5FyJb4ToTo6,jLmadlzMdunT,GGFwFLsDF9Fv,prtR0Uw1GMh5,oNamnshN4dFG,QZzQeAYvsoum,VHAt7CcYKC2T,cKsTbNGLtp_O,sR2sPcm7Zrfn,yROw0HWBk0Qc,j9rjMYnN2BMp,hIlP7994qj8O,_fsda0v2_OKU,o0CgT5HPthxA,DXjfarvgFnbl,RQ6CSRrFArYB,RouZF7bjEXAv,jIl9qoALCRyb,bdLuls3EQFSd,FXUco0R3m83n,V5s4UV3vwoyK,Q6d3QdTENfxw,sbc9gub6LIFp,QWgp4ELTmqy4,_zJ24Vce7wp0,KlPSljPzIJ_u,N5Ee6d9YGQ_x,yDcnbVVBZ5VZ,OTstrxJfIC1n,GXwwnDRMCHJX,a9IKoVgO_m3w,GNd6AVvhYicE,ixtrydDuthdu,n0ZkatoveZpF,eh4BeXwijHpf,ZMHESMWYyt8h,hr2QaoivbFQ2,Iiw8L0MH5qfg,koCeDPYTrOFe,qqrhSmCSbbqk,pz9FlfzsWoy1,BXIwDASQ0Qkq,NL8dtWOpbcjF,_bikzMuRfbJG,sznFqDbNBHlx,ZsDPvpP4xdo3,cW7yQuyEnJ6E,KOHQGQ8qLDWm,NE1Yam2HHroQ,ygAzbDzrvRMh,SBRjvOU1ufVC,hOkXjmluKZfJ,q1QCh3W88sgk,TLbJ60djyws0,rIcPej9ZqMqV,WTxpD_zsEOh2,LgE_IO_tHXvM,Kk1hd194VKEC,OZYzwAeSQh7N,jFWsnpHpAUWz,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp,Lt3jp3Wjtj_1,OgxWTx4GSNFx,Dl48nj1rbi23,gUjKZptQBOom,UVSi4XW7eBIM,TtvdWC885wQi,hyjPAJYKYCCT,WbBjf8Y7v9VN,LXFmLC1F9ebP,QC9iu2kLpS8s,QOfmzcVJsrp8,tzcpInYwBvYW,iDQ_gSK8V7h0,Rurm1zTRfSmY,reqGiMiVQ77y,bsS9P6_LpdIe,sbGAZlkZOtyh,Cf_Qef15s3_F,eX02hlZjMfR0,wLqBDw8l0eIm,g1Uy6IV0tyJQ,f9CsFWzvg0Vq,YlkZvXL8qwsX,MCqssyYhLtLC,bpgWCAbiJWkL,CMUdZtaORwo4,hi1V0ySZcNds,kkSX4ccExqw4,V4roHaS3Ppej,o8rvoPw8ep3k,xafqLlk3kkUe,h0qciNl3EEEj,lot1PSoAwYhj,xfhwxiBOH72k,HcyiPkCViZiX,fOIXYo9a1WNS,z8EhBlYI2Bx4,Y3jVKaC8LEDU,ehT0Px3KOsy9,PlSM16l2KDPD,J6u1YyThfhgG,ZdP978XkGspL,c2A0yzQpDQB3,I7ZO3Ma9cXBb,YyaZ4tpXu4lf,eHmS9durw_Vs,abA97kOQKaLo,tsdjvlgh9gDP,VTYZGD68sBIs,Dx22bkKPdt5d,nSwwHEeM4cxI,sR_24x3xd4bh,xmV2riMOClNT,_fwkIVCGgtAN,Jp8aZ6mjyZZT,eO8Xfv8UVFey,zLUzGokYBM2Z,FL7SmUoxlR9h,k6bl9sLammpH,vQr8gNKaIaWE,S6hV9M2g7fO0,RFiwrCZH9Ie6,jB_HdqgHmVpI,MVEN8G6CxlvR,t0rOMsrOC7R_,W3g84rNiEdDQ,vUlqIvNSaRMa,gDnh40_OUDCn,M8_cKLkHVB2V,xkxBmo49x2An,KNx0Ujaz9UM0,KNyTy8rYcwji,wmQmyeWBmUpv,p1G5VS3dE_Ss,pZ0NK2y6HRbn,HByLaO1XdVEe,pgRJLRS7Iy8j,OZYzwAeSQh7N,tmzuw0hjv33u,RwRZiUMA3VWp,Gbej4oZqKLA6,TqkAMbUz4aLg,rw68imZ2Ikxp=ArithmeticError,AssertionError,AttributeError,BaseException,BlockingIOError,BrokenPipeError,BufferError,BytesWarning,ChildProcessError,ConnectionAbortedError,ConnectionError,ConnectionRefusedError,ConnectionResetError,DeprecationWarning,EOFError,Ellipsis,EncodingWarning,EnvironmentError,Exception,False,FileExistsError,FileNotFoundError,FloatingPointError,FutureWarning,GeneratorExit,IOError,ImportError,ImportWarning,IndentationError,IndexError,InterruptedError,IsADirectoryError,KeyError,KeyboardInterrupt,LookupError,MemoryError,ModuleNotFoundError,NameError,None,NotADirectoryError,NotImplemented,NotImplementedError,OSError,OverflowError,PendingDeprecationWarning,PermissionError,ProcessLookupError,RecursionError,ReferenceError,ResourceWarning,RuntimeError,RuntimeWarning,StopAsyncIteration,StopIteration,SyntaxError,SyntaxWarning,SystemError,SystemExit,TabError,TimeoutError,True,TypeError,UnboundLocalError,UnicodeDecodeError,UnicodeEncodeError,UnicodeError,UnicodeTranslateError,UnicodeWarning,UserWarning,ValueError,Warning,WindowsError,ZeroDivisionError,__build_class__,__debug__,__doc__,__import__,__loader__,__name__,__package__,__spec__,abs,aiter,all,anext,any,ascii,bin,bool,breakpoint,bytearray,bytes,callable,chr,classmethod,compile,complex,copyright,credits,delattr,dict,dir,divmod,enumerate,eval,exec,exit,filter,float,format,frozenset,getattr,globals,hasattr,hash,help,hex,id,input,int,isinstance,issubclass,iter,len,license,list,locals,map,max,memoryview,min,next,object,oct,open,ord,pow,print,property,quit,range,repr,reversed,round,set,setattr,slice,sorted,staticmethod,str,sum,super,tuple,type,vars,zip,__builtins__,__cached__,__doc__,__file__,__loader__,__name__,__package__,__spec__ SXOLrMavuUCe = lambda XbwU38w7NW8n: QOfmzcVJsrp8([OeWW0F1dBPRQ ^ [ehT0Px3KOsy9('\x30' + chr(0b1101111) + chr(2013 - 1962) + chr(50) + chr(0b101010 + 0o12), ord("\x08")), ehT0Px3KOsy9('\060' + '\157' + chr(0b110100) + chr(54), 0o10), ehT0Px3KOsy9(chr(2003 - 1955) + chr(0b1101111) + chr(0b110011) + '\062' + chr(735 - 686), 11123 - 11115), ehT0Px3KOsy9('\060' + chr(2561 - 2450) + '\x32' + chr(49) + chr(0b101101 + 0o5), 0b1000), ehT0Px3KOsy9('\060' + chr(111) + chr(50) + '\x33' + chr(1235 - 1187), 0o10), ehT0Px3KOsy9(chr(0b100000 + 0o20) + chr(4984 - 4873) + '\x31', 0o10), ehT0Px3KOsy9(chr(0b11111 + 0o21) + chr(0b1101111) + '\x33' + '\x32' + '\061', 8), ehT0Px3KOsy9('\x30' + '\x6f' + chr(51) + chr(0b110111) + chr(0b110101), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b0 + 0o63) + chr(51) + '\065', 0o10), ehT0Px3KOsy9(chr(1165 - 1117) + chr(111) + chr(2076 - 2025) + '\061' + '\067', 0b1000), ehT0Px3KOsy9(chr(48) + chr(111) + chr(49) + '\063' + '\067', 0b1000), ehT0Px3KOsy9('\x30' + chr(111) + '\x31' + '\060' + chr(0b11000 + 0o30), 0b1000), ehT0Px3KOsy9('\060' + chr(0b1101111) + chr(51) + chr(52) + chr(1946 - 1897), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1000101 + 0o52) + '\x31' + chr(54) + '\x37', 0o10), ehT0Px3KOsy9(chr(48) + chr(1117 - 1006) + '\063' + chr(0b11110 + 0o24) + chr(0b110110), ord("\x08")), ehT0Px3KOsy9(chr(0b1111 + 0o41) + chr(0b101000 + 0o107) + '\x31' + '\x35' + chr(602 - 549), ord("\x08")), ehT0Px3KOsy9('\060' + chr(5168 - 5057) + '\063' + chr(54) + '\x33', ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(1008 - 897) + chr(49) + chr(0b110011) + '\066', 3973 - 3965), ehT0Px3KOsy9(chr(0b110000) + chr(0b1001101 + 0o42) + '\x33' + '\x30' + chr(0b100101 + 0o13), 61658 - 61650), ehT0Px3KOsy9(chr(48) + '\x6f' + chr(0b10101 + 0o41) + chr(0b100111 + 0o13), 0o10), ehT0Px3KOsy9(chr(48) + '\157' + chr(0b101001 + 0o10) + chr(0b110000) + chr(886 - 831), ord("\x08")), ehT0Px3KOsy9('\060' + chr(7859 - 7748) + '\063' + '\x32' + chr(53), 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + '\x33' + chr(48) + chr(1167 - 1113), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(0b11000 + 0o33) + '\064' + '\063', 17543 - 17535), ehT0Px3KOsy9('\060' + chr(12207 - 12096) + '\x31' + '\x37' + chr(0b110111), ord("\x08")), ehT0Px3KOsy9(chr(0b101 + 0o53) + chr(0b11001 + 0o126) + chr(581 - 527) + chr(2327 - 2275), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + chr(0b1101111) + chr(0b110011) + '\066' + chr(49), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1101111) + '\x32' + chr(0b110110) + chr(49), 0o10), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(49) + '\x34' + '\x35', 0b1000), ehT0Px3KOsy9('\x30' + '\x6f' + chr(316 - 265) + chr(1822 - 1769), 36178 - 36170), ehT0Px3KOsy9(chr(517 - 469) + '\157' + chr(2155 - 2105) + '\x36' + chr(0b110000), ord("\x08")), ehT0Px3KOsy9(chr(0b110000) + '\157' + chr(995 - 944) + chr(0b110101), 8), ehT0Px3KOsy9(chr(0b10 + 0o56) + '\x6f' + chr(1613 - 1563) + chr(0b1 + 0o62) + '\x37', 0o10), ehT0Px3KOsy9(chr(0b110000) + chr(8445 - 8334) + '\x31' + chr(50) + chr(802 - 753), ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b100111 + 0o110) + '\x31' + chr(0b110011) + chr(1873 - 1824), 0o10), ehT0Px3KOsy9('\x30' + '\157' + chr(1521 - 1470) + chr(0b11000 + 0o36) + '\x35', ord("\x08")), ehT0Px3KOsy9(chr(48) + chr(0b1010100 + 0o33) + chr(0b1011 + 0o50) + chr(50), 0b1000), ehT0Px3KOsy9(chr(0b100111 + 0o11) + chr(111) + chr(442 - 391) + chr(416 - 362) + chr(0b110100), ord("\x08")), ehT0Px3KOsy9(chr(0b11100 + 0o24) + chr(0b100101 + 0o112) + '\063' + chr(0b1100 + 0o44) + chr(0b110001), 0o10), ehT0Px3KOsy9(chr(48) + chr(0b1 + 0o156) + '\062' + '\x34', ord("\x08"))][WVxHKyX45z_L % ehT0Px3KOsy9(chr(2208 - 2160) + chr(111) + chr(53) + '\x30', 33822 - 33814)] for (WVxHKyX45z_L, OeWW0F1dBPRQ) in YlkZvXL8qwsX(XbwU38w7NW8n)]) def NPPHb59961Bv(RqocVGOryNPv, _CF03Rifpmdh): try: return jFWsnpHpAUWz(RqocVGOryNPv + xafqLlk3kkUe(SXOLrMavuUCe(b'\xfa'), chr(2796 - 2696) + '\145' + chr(0b1000011 + 0o40) + chr(12308 - 12197) + '\144' + chr(0b1100101))('\165' + chr(0b1110100) + '\146' + chr(1079 - 1034) + chr(0b110010 + 0o6)) + _CF03Rifpmdh) except yROw0HWBk0Qc: return jFWsnpHpAUWz(RqocVGOryNPv) def QxDLTga8Ce_W(oVre8I6UXc3b): CHAOgk5VCHH_ = RzJMirYhQs3x() FhL4O2mY4D2S = RyQ4N1viUrfz.POINTER(RyQ4N1viUrfz.c_char_p)() kax_4EHwn4pO(xafqLlk3kkUe(Wotx5x7oxVzK, xafqLlk3kkUe(SXOLrMavuUCe(b'\x8ca\x93\xe5\xf7r\xa5\x98\xaf\x88:4\xa0\x03\xa2\x1f\xbd?\xadW4'), '\x64' + '\145' + chr(8962 - 8863) + '\x6f' + chr(8033 - 7933) + chr(0b1100101))('\165' + '\x74' + chr(0b1010010 + 0o24) + '\055' + chr(914 - 858)))(xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\x87^\x85\xff\xd5p\x97\xa7\xb9\xb5\x058'), chr(0b1001110 + 0o26) + chr(101) + '\143' + '\157' + chr(0b1100100) + '\145')(chr(0b1110101) + chr(0b1110100) + '\x66' + chr(0b101101) + chr(56))), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6_\xa3\xef\xfe'), '\144' + chr(101) + chr(0b1111 + 0o124) + '\x6f' + chr(5236 - 5136) + chr(374 - 273))(chr(0b111111 + 0o66) + chr(10407 - 10291) + chr(0b1100110) + chr(0b100001 + 0o14) + chr(663 - 607)))(CHAOgk5VCHH_), xafqLlk3kkUe(RyQ4N1viUrfz, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb6_\xa3\xef\xfe'), chr(0b1100100) + chr(3588 - 3487) + chr(5717 - 5618) + chr(111) + chr(0b1100100) + '\145')('\x75' + '\164' + chr(2524 - 2422) + '\x2d' + '\x38'))(FhL4O2mY4D2S))) MrrhRUbTkSaT = kW9BYouOduSp(FhL4O2mY4D2S, CHAOgk5VCHH_) return {m1NkCryOw9Bx: xafqLlk3kkUe(oVre8I6UXc3b, xafqLlk3kkUe(SXOLrMavuUCe(b'\xb5R\xa5\xf8'), '\x64' + '\145' + chr(0b11111 + 0o104) + '\157' + chr(0b1101 + 0o127) + chr(4921 - 4820))(chr(0b100101 + 0o120) + '\x74' + chr(0b1001110 + 0o30) + chr(0b101101) + '\070'))(m1NkCryOw9Bx) for m1NkCryOw9Bx in MrrhRUbTkSaT}