forked from KolibriOS/kolibrios
1333 lines
31 KiB
NASM
1333 lines
31 KiB
NASM
;MIT License
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;Copyright (c) 2020 Artem Yashin
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;Permission is hereby granted, free of charge, to any person obtaining a copy
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;of this software and associated documentation files (the "Software"), to deal
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;in the Software without restriction, including without limitation the rights
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;to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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;copies of the Software, and to permit persons to whom the Software is
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;furnished to do so, subject to the following conditions:
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;The above copyright notice and this permission notice shall be included in all
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;copies or substantial portions of the Software.
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;THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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;IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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;FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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;AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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;LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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;OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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;SOFTWARE.
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;https://www.youtube.com/watch?v=GNcGPw_Kb_0
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;https://www.youtube.com/watch?v=wzIOl4hWP3U
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; 1:20 - cats images
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format MS COFF
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public EXPORTS
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section '.flat' code readable align 16
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include "..\..\..\KOSfuncs.inc"
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include "..\..\..\proc32.inc"
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include "..\..\..\macros.inc"
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include "..\..\..\dll.inc"
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include "..\..\..\bcc32\include\kos_func.inc"
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include "..\..\..\bcc32\include\kos_heap.inc"
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@@memcpy$qpvpxvui equ @memcpy$qpvpxvui
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@@DoubleToStr$qduso equ @DoubleToStr$qduso
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@@strlen$qpxc equ @strlen$qpxc
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@@strstr$qpxct1 equ @strstr$qpxct1
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@@strchr$qpxci equ @strchr$qpxci
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@@StrToInt$qpc equ @StrToInt$qpc
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@@StrToDouble$qpc equ @StrToDouble$qpc
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mem.alloc dd ? ;функция для выделения памяти
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mem.free dd ? ;функция для освобождения памяти
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mem.realloc dd ? ;функция для перераспределения памяти
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dll.load dd ?
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PRECISION equ 16
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NNP_FF_BIN equ 0x6e6962
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NNP_FF_JSON equ 0x6e6f736a
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struct Layer
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c_size dd ? ;+ 0 curent size - число нейронов в текущем слое
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n_size dd ? ;+ 4 next size - число нейронов на следующем слое
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neurons dd ? ;+ 8 []
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biases dd ? ;+12 []
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weights dd ? ;+16 [][]
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ends
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struct NeuralNetwork
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learningRate dq ? ;+ 0 скорость обучения
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layers dd ? ;+ 8 [] слои
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layers_length dd ? ;+12 число слоев
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activation dd ? ;+16 указатель на функцию активации
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derivative dd ? ;+20 указатель на функцию
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errors dd ? ;+24 массив для вычислений
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errorsNext dd ? ;+28
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gradients dd ? ;+32
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deltas dd ? ;+36
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ends
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align 4
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_rand_x dd 0
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txt_QlearningRateQ_ db '"learningRate": ',0
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txt_zap_nl db ",",10,0
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txt_Qlayers_lengthQ db '"layers_length": ',0
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txt_QlayersQ db '"layers": [',0
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txt_nl_t_Qc_sizeQ db 10,9,'{"c_size": ',0
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txt_zap_nl_t_Qn_sizeQ db ",",10,9,'"n_size": ',0
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txt_t_QneuronsQ db 9,'"neurons": [',0
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txt_zap_sp db ", ",0
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txt_sqbr_zap_nl db "],",10,0
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txt_t_QbiasesQ db 9,'"biases": [',0
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txt_sqbr_zap_t_QweightsQ db "],",10,9,'"weights": [',10,9,9,0
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txt_zap_nl_t_t db ",",10,9,9,0
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txt_sqbro db "[",0
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txt_sqbr db "]",0
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txt_sqbr_fbr_zap db "]},",0
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txt_nl_t_sqbr db 10,9,"]",0
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txt_learningRate db '"learningRate"',0
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txt_layers_length db '"layers_length"',0
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;txt_pri_zap db '%i,',0
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txt_c_size db '"c_size"',0
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txt_n_size db '"n_size"',0
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txt_biases db '"biases"',0
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txt_weights db '"weights"',0
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align 16
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proc lib_init
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mov [mem.alloc], eax
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mov [mem.free], ebx
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mov [mem.realloc], ecx
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mov [dll.load], edx
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or edx, edx
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jz @f
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invoke dll.load, @IMPORT
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@@:
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ret
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endp
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align 16
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Math_random:
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imul eax,dword[_rand_x],22695477
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inc eax
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push ecx
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mov dword[_rand_x],eax
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and eax,65535
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mov dword[esp],eax
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fild dword[esp]
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fmul dword[@f]
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pop edx
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ret
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align 4
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@@:
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db 0,0,128,55 ;dd 1.0/65536.0
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align 16
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sigmoid:
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push ebp
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mov ebp,esp
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add esp,-8
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fld qword[ebp+8]
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fchs
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fstp qword[esp]
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call dword[_exp]
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add esp,8
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fadd dword[f_1_0]
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fdivr dword[f_1_0]
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pop ebp
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ret 8
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align 16
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dsigmoid:
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push ebp
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mov ebp,esp
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fld1
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fsub qword[ebp+8]
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fmul qword[ebp+8]
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pop ebp
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ret 8
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align 16
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Layer_Create:
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push ebp
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mov ebp,esp
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push ebx esi edi
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mov esi,[ebp+8]
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mov edi,[ebp+12]
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mov ebx,edi
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shl ebx,3
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mov dword[esi+Layer.c_size],edi
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mov eax,[ebp+16]
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mov dword[esi+Layer.n_size],eax
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push ebx
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call @$bnwa$qui
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pop ecx
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mov dword[esi+Layer.neurons],eax
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push ebx
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call @$bnwa$qui
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pop ecx
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mov dword[esi+Layer.biases],eax
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mov eax,edi
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shl eax,2
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push eax
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call @$bnwa$qui
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pop ecx
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mov dword[esi+Layer.weights],eax
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xor ebx,ebx
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cmp edi,ebx
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jbe .end_f
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@@:
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mov eax,[ebp+16]
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shl eax,3
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push eax
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call @$bnwa$qui
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pop ecx
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mov edx,[esi+Layer.weights]
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mov dword[edx+4*ebx],eax
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inc ebx
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cmp edi,ebx
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ja @b
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.end_f:
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pop edi esi ebx ebp
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ret 12
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;+ 8 NeuralNetwork* o
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;+12 double learningRate
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;+20 void* activation
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;+24 void* derivative
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;+28 unsigned long* sizes
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;+32 long sizes_length
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align 16
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NNP_Create:
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push ebp
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mov ebp,esp
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add esp,-12
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push ebx esi edi
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mov eax,[ebp+8] ;o
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mov edx,[ebp+12] ;learningRate
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mov dword[eax+NeuralNetwork.learningRate],edx
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mov edx,[ebp+16] ;learningRate (2)
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mov dword[eax+NeuralNetwork.learningRate+4],edx
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mov ecx,[ebp+8] ;o
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mov eax,[ebp+20] ;activation
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or eax,eax
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jnz @f
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mov eax,sigmoid
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@@:
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mov dword[ecx+NeuralNetwork.activation],eax
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mov edx,[ebp+8] ;o
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mov eax,[ebp+24] ;derivative
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or eax,eax
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jnz @f
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mov eax,dsigmoid
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@@:
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mov dword[edx+NeuralNetwork.derivative],eax
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mov eax,[ebp+32] ;sizes_length
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imul eax,sizeof.Layer
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push eax
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call @$bnwa$qui
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pop ecx
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mov edx,[ebp+8] ;o
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mov dword[edx+NeuralNetwork.layers],eax
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mov ecx,[ebp+8] ;o
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mov eax,[ebp+32] ;sizes_length
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mov dword[ecx+NeuralNetwork.layers_length],eax
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xor edi,edi
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mov eax,[ebp+28] ;sizes
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lea edx,[eax+4]
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mov dword[ebp-8],edx
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jmp .150
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.149:
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xor ecx,ecx
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mov dword[ebp-4],ecx
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mov eax,[ebp+32] ;sizes_length
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dec eax
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cmp edi,eax
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jae .152
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mov edx,[ebp-8]
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mov ecx,[edx]
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mov dword[ebp-4],ecx
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.152:
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mov eax,[ebp-4]
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push eax
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mov edx,[ebp-8]
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mov ecx,[edx-4]
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push ecx
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mov ecx,edi
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shl ecx,2
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mov eax,[ebp+8] ;o
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mov edx,[eax+NeuralNetwork.layers]
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lea ecx,[ecx+4*ecx]
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add edx,ecx
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push edx
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call Layer_Create
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xor esi,esi
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mov eax,[ebp-8]
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lea edx,[eax-4]
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mov dword[ebp-12],edx
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jmp .154
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.153:
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call Math_random
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fmul dword[f_2_0]
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fsub dword[f_1_0]
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mov eax,[ebp+8] ;o
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lea ecx,[edi+4*edi]
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xor ebx,ebx
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mov edx,[eax+NeuralNetwork.layers]
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mov ecx,[edx+4*ecx+12]
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fstp qword[ecx+8*esi]
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cmp ebx,[ebp-4]
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jae .157
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@@:
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call Math_random
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fmul dword[f_2_0]
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fsub dword[f_1_0]
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lea eax,[edi+4*edi]
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mov edx,[ebp+8] ;o
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mov ecx,[edx+NeuralNetwork.layers]
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mov eax,[ecx+4*eax+16]
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mov edx,[eax+4*esi]
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fstp qword[edx+8*ebx]
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inc ebx
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cmp ebx,[ebp-4]
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jb @b
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.157:
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inc esi
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.154:
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mov ecx,[ebp-12]
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cmp esi,[ecx]
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jb .153
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inc edi
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add dword[ebp-8],4
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.150:
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cmp edi,[ebp+32] ;sizes_length
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jb .149
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;create errors array
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push dword[ebp+8]
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call NNP_GetMaxLLen
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mov esi,eax
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shl esi,4
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push esi
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call @$bnwa$qui
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pop ecx
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mov edx,[ebp+8]
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mov dword[edx+NeuralNetwork.errors],eax
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shr esi,1
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add eax,esi
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mov dword[edx+NeuralNetwork.errorsNext],eax
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;create gradients array
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push esi
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call @$bnwa$qui
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pop ecx
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mov edx,[ebp+8]
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mov dword[edx+NeuralNetwork.gradients],eax
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;create deltas array
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shr esi,1
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push esi
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call @$bnwa$qui
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pop ecx
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mov edx,[ebp+8]
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mov dword[edx+NeuralNetwork.deltas],eax
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pop edi esi ebx
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mov esp,ebp
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pop ebp
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ret 28
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align 4
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f_2_0:
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dd 2.0
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f_1_0:
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dd 1.0
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;+ 8 NeuralNetwork* o
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;+12 double* inputs
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align 16
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NNP_FeedForward:
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push ebp
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mov ebp,esp
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add esp,-4
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push ebx esi edi
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mov eax,[ebp+8]
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mov eax,[eax+NeuralNetwork.layers]
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mov ecx,[eax+Layer.c_size]
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shl ecx,1
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mov edi,[eax+Layer.neurons]
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mov esi,[ebp+12]
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rep movsd
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mov edi,[ebp+8]
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mov esi,[edi+NeuralNetwork.layers]
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sub esi,sizeof.Layer
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mov dword[ebp-4],1 ;i = 1
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jmp .3
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align 4
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.cycle_0:
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add esi,sizeof.Layer
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xor ebx,ebx ;j=0
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jmp .2
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align 4
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.cycle_1:
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mov edx,[esi+sizeof.Layer+Layer.neurons]
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xor eax,eax
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mov dword[edx+8*ebx],eax
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mov dword[edx+8*ebx+4],eax ;l1.neurons[j] = 0
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;;xor eax,eax ;k=0
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jmp .1
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align 4
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.cycle_2:
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;l1.neurons[j] += l.neurons[k] * l.weights[k][j]
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mov ecx,[esi+Layer.neurons] ;l.neurons
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fld qword[ecx+8*eax] ;st0 = l.neurons[k]
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mov ecx,[esi+Layer.weights]
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mov ecx,[ecx+4*eax]
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fmul qword[ecx+8*ebx] ;st0 *= l.weights[k][j]
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fadd qword[edx+8*ebx] ;st0 += l1.neurons[j]
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fstp qword[edx+8*ebx]
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inc eax ;k++
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.1:
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cmp eax,[esi+Layer.c_size] ;k < l.c_size
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jb .cycle_2
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mov eax,[esi+sizeof.Layer+Layer.biases]
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fld qword[eax+8*ebx]
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fadd qword[edx+8*ebx]
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sub esp,8
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fstp qword[esp] ;push l1.neurons[j]
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call dword[edi+NeuralNetwork.activation]
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fstp qword[edx+8*ebx]
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inc ebx ;j++
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.2:
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cmp ebx,[esi+sizeof.Layer+Layer.c_size] ;j < l1.c_size
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jb .cycle_1
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inc dword[ebp-4] ;i++
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.3:
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mov eax,[edi+NeuralNetwork.layers_length]
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cmp eax,[ebp-4]
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ja .cycle_0
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mov eax,[esi+sizeof.Layer+Layer.neurons]
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pop edi esi ebx
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mov esp,ebp
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pop ebp
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ret 8
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;+ 8 NeuralNetwork* o
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;+12 double* targets
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align 16
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NNP_BackPropagation:
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;cycle_0 for (i = 0; i < l.c_size; i++)
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;cycle_1 for (; k >= 0; k--)
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;cycle_2 for (i = 0; i < l1.c_size; i++)
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;cycle_3 for (i = 0; i < l1.c_size; i++)
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;cycle_4 for (j = 0; j < l.c_size; j++)
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;cycle_5 for (i = 0; i < l.c_size; i++)
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;cycle_6 for (j = 0; j < l1.c_size; j++)
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;cycle_7 for (i = 0; i < l1.c_size; i++)
|
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;cycle_8 for (j = 0; j < l.c_size; j++)
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push ebp
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mov ebp,esp
|
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add esp,-12
|
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push ebx esi edi
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mov esi,[ebp+8]
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mov edi,[esi+NeuralNetwork.layers_length]
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dec edi
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mov dword[ebp-4],edi ;k = o->layers_length - 1
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imul edi,sizeof.Layer
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add edi,[esi+NeuralNetwork.layers]
|
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xor ebx,ebx ;i=0
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mov eax,[ebp+12] ;eax = targets[]
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jmp .180
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align 4
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.cycle_0:
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mov edx,[edi+Layer.neurons]
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mov ecx,[esi+NeuralNetwork.errors]
|
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fld qword[eax]
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fsub qword[edx+8*ebx]
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fstp qword[ecx+8*ebx]
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inc ebx
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add eax,8
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.180:
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cmp ebx,[edi+Layer.c_size]
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jb .cycle_0
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dec dword[ebp-4] ;k--
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cmp dword[ebp-4],0
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jl .end_f
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align 4
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.cycle_1:
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sub edi,sizeof.Layer
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xor ebx,ebx ;i=0
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jmp .186
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align 4
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.cycle_2:
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mov eax,[edi+sizeof.Layer+Layer.neurons]
|
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push dword[eax+8*ebx+4]
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push dword[eax+8*ebx]
|
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call dword[esi+NeuralNetwork.derivative]
|
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mov ecx,[esi+NeuralNetwork.errors]
|
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fmul qword[ecx+8*ebx]
|
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fmul qword[esi+NeuralNetwork.learningRate]
|
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mov edx,[esi+NeuralNetwork.gradients]
|
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fstp qword[edx+8*ebx]
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inc ebx
|
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.186:
|
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cmp ebx,[edi+sizeof.Layer+Layer.c_size]
|
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jb .cycle_2
|
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mov edx,[esi+NeuralNetwork.deltas]
|
||
xor ebx,ebx
|
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jmp .189
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align 4
|
||
.cycle_3:
|
||
mov eax,[edi+Layer.c_size]
|
||
shl eax,3
|
||
push eax
|
||
call @$bnwa$qui
|
||
pop ecx
|
||
mov dword[edx],eax
|
||
xor eax,eax ;j=0
|
||
jmp .191
|
||
align 4
|
||
.cycle_4:
|
||
mov ecx,[esi+NeuralNetwork.gradients]
|
||
fld qword[ecx+8*ebx]
|
||
mov ecx,[edi+Layer.neurons]
|
||
fmul qword[ecx+8*eax]
|
||
mov ecx,[edx]
|
||
fstp qword[ecx+8*eax]
|
||
inc eax
|
||
.191:
|
||
cmp eax,[edi+Layer.c_size]
|
||
jb .cycle_4
|
||
inc ebx
|
||
add edx,4
|
||
.189:
|
||
cmp ebx,[edi+sizeof.Layer+Layer.c_size]
|
||
jb .cycle_3
|
||
xor ebx,ebx
|
||
jmp .195
|
||
align 4
|
||
.cycle_5:
|
||
mov eax,[esi+NeuralNetwork.errorsNext]
|
||
xor edx,edx
|
||
mov dword[eax+8*ebx],edx
|
||
mov dword[eax+8*ebx+4],edx
|
||
xor eax,eax ;j=0
|
||
jmp .197
|
||
align 4
|
||
.cycle_6:
|
||
mov edx,[edi+Layer.weights]
|
||
mov ecx,[edx+4*ebx]
|
||
mov edx,[esi+NeuralNetwork.errors]
|
||
fld qword[ecx+8*eax]
|
||
fmul qword[edx+8*eax]
|
||
mov ecx,[esi+NeuralNetwork.errorsNext]
|
||
fadd qword[ecx+8*ebx]
|
||
fstp qword[ecx+8*ebx]
|
||
inc eax
|
||
.197:
|
||
cmp eax,[edi+sizeof.Layer+Layer.c_size]
|
||
jb .cycle_6
|
||
inc ebx
|
||
.195:
|
||
cmp ebx,[edi]
|
||
jb .cycle_5
|
||
;copy errors to next level
|
||
mov eax,[esi+NeuralNetwork.errors]
|
||
mov edx,[esi+NeuralNetwork.errorsNext]
|
||
mov dword[esi+NeuralNetwork.errors],edx
|
||
mov dword[esi+NeuralNetwork.errorsNext],eax
|
||
mov eax,[esi+NeuralNetwork.deltas]
|
||
mov dword[ebp-12],eax
|
||
xor ebx,ebx ;i=0
|
||
jmp .201
|
||
align 4
|
||
.cycle_7:
|
||
mov ecx,[esi+NeuralNetwork.gradients]
|
||
mov eax,[edi+sizeof.Layer+Layer.biases]
|
||
fld qword[ecx+8*ebx]
|
||
fadd qword[eax+8*ebx]
|
||
fstp qword[eax+8*ebx]
|
||
xor eax,eax ;j=0
|
||
mov edx,[ebp-12] ;edx = deltas[i]
|
||
jmp .203
|
||
align 4
|
||
.cycle_8:
|
||
; mov ecx,[edx]
|
||
; mov ecx,[ecx+8*eax+4]
|
||
; and ecx,0x7ff80000
|
||
; cmp ecx,0x7ff80000
|
||
; jne @f
|
||
; push ebx
|
||
; mov ecx,[edx]
|
||
; xor ebx,ebx
|
||
; mov dword[ecx+8*eax],ebx
|
||
; mov dword[ecx+8*eax+4],ebx
|
||
; pop ebx
|
||
;@@:
|
||
mov ecx,[edx]
|
||
fld qword[ecx+8*eax]
|
||
mov ecx,[edi+Layer.weights]
|
||
mov ecx,[ecx+4*eax]
|
||
fadd qword[ecx+8*ebx]
|
||
fstp qword[ecx+8*ebx]
|
||
; mov ecx,[edi+Layer.weights]
|
||
; mov ecx,[ecx+4*eax]
|
||
; mov ecx,[ecx+8*ebx+4]
|
||
; and ecx,0x7ff80000
|
||
; cmp ecx,0x7ff80000
|
||
; jne @f
|
||
; mov ecx,[edi+Layer.weights]
|
||
; mov ecx,[ecx+4*eax]
|
||
; push edx
|
||
; xor edx,edx
|
||
; mov dword[ecx+8*ebx],edx
|
||
; mov dword[ecx+8*ebx+4],edx
|
||
; pop edx
|
||
;@@:
|
||
inc eax
|
||
.203:
|
||
cmp eax,[edi+Layer.c_size]
|
||
jb .cycle_8
|
||
mov eax,[ebp-12]
|
||
stdcall @$bdele$qpv, [eax]
|
||
pop ecx
|
||
inc ebx
|
||
add dword[ebp-12],4
|
||
.201:
|
||
cmp ebx,[edi+sizeof.Layer+Layer.c_size]
|
||
jb .cycle_7
|
||
dec dword[ebp-4]
|
||
cmp dword[ebp-4],0
|
||
jge .cycle_1
|
||
.end_f:
|
||
pop edi esi ebx
|
||
mov esp,ebp
|
||
pop ebp
|
||
ret 8
|
||
|
||
|
||
;NNP_GetMemSize:
|
||
; todo
|
||
|
||
;+ 8 NeuralNetwork* o
|
||
;+12 unsigned long fmt
|
||
;+16 char* m_data
|
||
align 16
|
||
NNP_GetMemData:
|
||
push ebp
|
||
mov ebp,esp
|
||
add esp,-12
|
||
push ebx esi edi
|
||
cmp dword[ebp+12],1852797802
|
||
jne .end_f
|
||
mov esi,[ebp+16]
|
||
mov byte[esi],0
|
||
stdcall [_strcat], esi,txt_QlearningRateQ_
|
||
add esp,8
|
||
push 1
|
||
push PRECISION
|
||
mov eax,[ebp+8]
|
||
push dword[eax+NeuralNetwork.learningRate+4]
|
||
push dword[eax+NeuralNetwork.learningRate]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_zap_nl
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_Qlayers_lengthQ
|
||
add esp,8
|
||
push 1
|
||
push 0
|
||
mov ecx,[ebp+8]
|
||
fild dword[ecx+NeuralNetwork.layers_length]
|
||
add esp,-8
|
||
fstp qword[esp]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_zap_nl
|
||
add esp,8
|
||
.230:
|
||
stdcall [_strcat], esi,txt_QlayersQ
|
||
add esp,8
|
||
xor edi,edi ;i=0
|
||
jmp .232
|
||
align 4
|
||
.cycle_0:
|
||
push esi
|
||
call @@strlen$qpxc
|
||
pop ecx
|
||
add esi,eax
|
||
stdcall [_strcat], esi,txt_nl_t_Qc_sizeQ
|
||
add esp,8
|
||
lea ebx,[edi+4*edi]
|
||
push 1
|
||
push 0
|
||
mov eax,[ebp+8]
|
||
mov edx,[eax+8]
|
||
xor eax,eax
|
||
add esp,-8
|
||
mov ecx,[edx+4*ebx]
|
||
mov dword[ebp-12],ecx
|
||
mov dword[ebp-8],eax
|
||
fild qword[ebp-12]
|
||
fstp qword[esp]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_zap_nl_t_Qn_sizeQ
|
||
add esp,8
|
||
push 1
|
||
push 0
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
xor edx,edx
|
||
add esp,-8
|
||
mov eax,[ecx+4*ebx+4]
|
||
mov dword[ebp-12],eax
|
||
mov dword[ebp-8],edx
|
||
fild qword[ebp-12]
|
||
fstp qword[esp]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_zap_nl
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_t_QneuronsQ
|
||
add esp,8
|
||
xor ebx,ebx ;j=0
|
||
jmp .234
|
||
align 4
|
||
.cycle_1:
|
||
test ebx,ebx
|
||
je .235
|
||
stdcall [_strcat], esi,txt_zap_sp
|
||
add esp,8
|
||
.235:
|
||
push 1
|
||
push PRECISION
|
||
lea eax,[edi+4*edi]
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
mov eax,[ecx+4*eax+8]
|
||
push dword[eax+8*ebx+4]
|
||
push dword[eax+8*ebx]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
inc ebx
|
||
.234:
|
||
mov ecx,edi
|
||
imul ecx,sizeof.Layer
|
||
mov eax,[ebp+8]
|
||
add ecx,[eax+NeuralNetwork.layers]
|
||
cmp ebx,[ecx+Layer.c_size]
|
||
jb .cycle_1
|
||
stdcall [_strcat], esi,txt_sqbr_zap_nl
|
||
add esp,8
|
||
stdcall [_strcat], esi,txt_t_QbiasesQ
|
||
add esp,8
|
||
xor ebx,ebx ;j=0
|
||
jmp .238
|
||
align 4
|
||
.cycle_2:
|
||
test ebx,ebx
|
||
je .239
|
||
stdcall [_strcat], esi,txt_zap_sp
|
||
add esp,8
|
||
.239:
|
||
push 1
|
||
push PRECISION
|
||
lea eax,[edi+4*edi]
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
mov eax,[ecx+4*eax+12]
|
||
push dword[eax+8*ebx+4]
|
||
push dword[eax+8*ebx]
|
||
call @@DoubleToStr$qduso
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
inc ebx
|
||
.238:
|
||
lea ecx,[edi+4*edi]
|
||
mov eax,[ebp+8]
|
||
mov edx,[eax+8]
|
||
cmp ebx,[edx+4*ecx]
|
||
jb .cycle_2
|
||
stdcall [_strcat], esi,txt_sqbr_zap_t_QweightsQ
|
||
add esp,8
|
||
mov eax,[ebp+8]
|
||
lea ecx,[edi+4*edi]
|
||
mov edx,[eax+8]
|
||
cmp dword[edx+4*ecx+4],0
|
||
je .241
|
||
xor ebx,ebx
|
||
jmp .243
|
||
.242:
|
||
test ebx,ebx
|
||
je .244
|
||
stdcall [_strcat], esi,txt_zap_nl_t_t
|
||
add esp,8
|
||
.244:
|
||
stdcall [_strcat], esi,txt_sqbro
|
||
add esp,8
|
||
xor eax,eax
|
||
mov dword[ebp-4],eax
|
||
jmp .246
|
||
.245:
|
||
cmp dword[ebp-4],0
|
||
je .247
|
||
stdcall [_strcat], esi,txt_zap_sp
|
||
add esp,8
|
||
.247:
|
||
push 1
|
||
push PRECISION
|
||
lea edx,[edi+4*edi]
|
||
mov ecx,[ebp+8]
|
||
mov eax,[ecx+8]
|
||
mov edx,[eax+4*edx+16]
|
||
mov ecx,[edx+4*ebx]
|
||
mov eax,[ebp-4]
|
||
push dword[ecx+8*eax+4]
|
||
push dword[ecx+8*eax]
|
||
@@:
|
||
call @@DoubleToStr$qduso
|
||
dec dword[esp+8] ;уменьшаем PRECISION
|
||
jz @f ;для избежания зацикливания
|
||
cmp word[eax],'#'
|
||
je @b ;если число не поместилось пробуем перевести с меньшей точностью
|
||
@@:
|
||
add esp,16
|
||
stdcall [_strcat], esi,eax
|
||
add esp,8
|
||
inc dword[ebp-4]
|
||
.246:
|
||
lea ecx,[edi+4*edi]
|
||
mov eax,[ebp+8]
|
||
mov edx,[eax+8]
|
||
mov ecx,[edx+4*ecx+4]
|
||
cmp ecx,[ebp-4]
|
||
ja .245
|
||
stdcall [_strcat], esi,txt_sqbr
|
||
add esp,8
|
||
inc ebx
|
||
.243:
|
||
lea eax,[edi+4*edi]
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
cmp ebx,[ecx+4*eax]
|
||
jb .242
|
||
.241:
|
||
stdcall [_strcat], esi,txt_sqbr_fbr_zap
|
||
add esp,8
|
||
inc edi
|
||
.232:
|
||
mov eax,[ebp+8]
|
||
cmp edi,[eax+NeuralNetwork.layers_length]
|
||
jb .cycle_0
|
||
stdcall [_strcat], esi,txt_nl_t_sqbr
|
||
add esp,8
|
||
.end_f:
|
||
pop edi esi ebx
|
||
mov esp,ebp
|
||
pop ebp
|
||
ret 12
|
||
|
||
;+ 8 NeuralNetwork* o
|
||
align 16
|
||
NNP_GetMaxLLen:
|
||
push ebp
|
||
mov ebp,esp
|
||
push ebx esi
|
||
mov ebx,[ebp+8]
|
||
cmp dword[ebx+NeuralNetwork.layers_length],1
|
||
jge .1
|
||
xor eax,eax
|
||
jmp .5
|
||
.1:
|
||
mov edx,[ebx+NeuralNetwork.layers]
|
||
mov eax,[ebx+NeuralNetwork.layers]
|
||
add eax,sizeof.Layer
|
||
mov ecx,[edx]
|
||
mov edx,1
|
||
jmp .4
|
||
.2:
|
||
mov esi,[eax]
|
||
cmp esi,ecx
|
||
jbe .3
|
||
mov ecx,esi
|
||
.3:
|
||
inc edx
|
||
add eax,sizeof.Layer
|
||
.4:
|
||
cmp edx,[ebx+NeuralNetwork.layers_length]
|
||
jl .2
|
||
mov eax,ecx
|
||
.5:
|
||
pop esi ebx ebp
|
||
ret 4
|
||
|
||
;+ 8 NeuralNetwork* o
|
||
;+12 unsigned long fmt
|
||
;+16 void* m_data
|
||
align 16
|
||
NNP_SetMemData:
|
||
push ebp
|
||
mov ebp,esp
|
||
add esp,-12
|
||
push ebx esi edi
|
||
mov eax,[ebp+16]
|
||
mov edx,[ebp+12]
|
||
; cmp edx,NNP_FF_BIN
|
||
; jne .191
|
||
;...
|
||
;.191:
|
||
cmp edx,NNP_FF_JSON
|
||
jne .198
|
||
.199:
|
||
stdcall @@strstr$qpxct1, eax,txt_learningRate
|
||
add esp,8
|
||
mov esi,eax
|
||
stdcall @@strstr$qpxct1, esi,txt_layers_length
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .200
|
||
mov eax,1
|
||
jmp .193
|
||
.200:
|
||
stdcall @@strchr$qpxci, esi,':'
|
||
add esp,8
|
||
mov ebx,eax
|
||
test ebx,ebx
|
||
jne .201
|
||
mov eax,2
|
||
jmp .193
|
||
.201:
|
||
inc ebx
|
||
stdcall @@strchr$qpxci, esi,','
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .202
|
||
mov eax,3
|
||
jmp .193
|
||
.202:
|
||
mov byte[esi],0
|
||
inc esi
|
||
stdcall @@StrToInt$qpc, ebx
|
||
pop ecx
|
||
mov dword[ebp-4],eax
|
||
;lea eax,[ebp-4]
|
||
;stdcall [_scanf], ebx,txt_pri_zap,eax
|
||
;add esp,12
|
||
mov eax,[ebp+8]
|
||
mov edx,[eax+12]
|
||
cmp edx,[ebp-4]
|
||
je .203
|
||
mov eax,4
|
||
jmp .193
|
||
.203:
|
||
xor edi,edi
|
||
jmp .205
|
||
.204:
|
||
stdcall @@strstr$qpxct1, esi,txt_c_size
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .206
|
||
mov eax,5
|
||
jmp .193
|
||
.206:
|
||
stdcall @@strchr$qpxci, esi,':'
|
||
add esp,8
|
||
mov ebx,eax
|
||
test ebx,ebx
|
||
jne .207
|
||
mov eax,6
|
||
jmp .193
|
||
.207:
|
||
inc ebx
|
||
stdcall @@strchr$qpxci, esi,','
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .208
|
||
mov eax,7
|
||
jmp .193
|
||
.208:
|
||
mov byte[esi],0
|
||
inc esi
|
||
stdcall @@StrToInt$qpc, ebx
|
||
pop ecx
|
||
mov dword[ebp-4],eax
|
||
stdcall @@strstr$qpxct1, esi,txt_n_size
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .209
|
||
mov eax,8
|
||
jmp .193
|
||
.209:
|
||
stdcall @@strchr$qpxci, esi,':'
|
||
add esp,8
|
||
mov ebx,eax
|
||
test ebx,ebx
|
||
jne .210
|
||
mov eax,9
|
||
jmp .193
|
||
.210:
|
||
inc ebx
|
||
stdcall @@strchr$qpxci, esi,','
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .211
|
||
mov eax,10
|
||
jmp .193
|
||
.211:
|
||
mov byte[esi],0
|
||
inc esi
|
||
push ebx
|
||
call @@StrToInt$qpc
|
||
pop ecx
|
||
mov dword[ebp-8],eax
|
||
lea eax,[edi+4*edi]
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
mov edx,[ecx+4*eax]
|
||
cmp edx,[ebp-4]
|
||
jne .213
|
||
mov ecx,[ebp+8]
|
||
mov edx,[ecx+8]
|
||
mov eax,[edx+4*eax+4]
|
||
cmp eax,[ebp-8]
|
||
je .214
|
||
.213:
|
||
mov ecx,[ebp+8]
|
||
push ecx
|
||
call NNP_GetMaxLLen
|
||
mov ecx,edi
|
||
mov ebx,eax
|
||
shl ecx,2
|
||
mov eax,[ebp+8]
|
||
mov edx,[eax+8]
|
||
lea ecx,[ecx+4*ecx]
|
||
add edx,ecx
|
||
push edx
|
||
call Layer_Destroy
|
||
mov eax,[ebp-8]
|
||
push eax
|
||
mov edx,[ebp-4]
|
||
push edx
|
||
mov edx,edi
|
||
shl edx,2
|
||
mov ecx,[ebp+8]
|
||
mov eax,[ecx+8]
|
||
lea edx,[edx+4*edx]
|
||
add eax,edx
|
||
push eax
|
||
call Layer_Create
|
||
cmp ebx,[ebp-4] ;if(n>s || k>s)
|
||
jb .215
|
||
cmp ebx,[ebp-8]
|
||
jae .214
|
||
.215:
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+NeuralNetwork.errors]
|
||
cmp ecx,[edx+NeuralNetwork.errorsNext]
|
||
jl @f
|
||
mov ecx,[edx+NeuralNetwork.errorsNext]
|
||
@@:
|
||
mov ebx,[ebp-4]
|
||
cmp ebx,[ebp-8]
|
||
jge @f
|
||
mov ebx,[ebp-8]
|
||
@@:
|
||
shl ebx,4
|
||
stdcall [mem.realloc], ecx,ebx
|
||
mov edx,[ebp+8]
|
||
mov dword[edx+NeuralNetwork.errors],eax
|
||
shr ebx,1
|
||
add eax,ebx
|
||
mov dword[edx+NeuralNetwork.errorsNext],eax
|
||
stdcall [mem.realloc], [edx+NeuralNetwork.gradients],ebx
|
||
mov edx,[ebp+8]
|
||
mov dword[edx+NeuralNetwork.gradients],eax
|
||
shr ebx,1
|
||
stdcall [mem.realloc], [edx+NeuralNetwork.deltas],ebx
|
||
mov edx,[ebp+8]
|
||
mov dword[edx+NeuralNetwork.deltas],eax
|
||
.214:
|
||
stdcall @@strstr$qpxct1, esi,txt_biases
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .216
|
||
mov eax,11
|
||
jmp .193
|
||
.216:
|
||
stdcall @@strchr$qpxci, esi,'['
|
||
add esp,8
|
||
mov ebx,eax
|
||
test ebx,ebx
|
||
jne .217
|
||
mov eax,12
|
||
jmp .193
|
||
.217:
|
||
inc ebx
|
||
xor edx,edx
|
||
mov dword[ebp-8],edx
|
||
jmp .219
|
||
.218:
|
||
mov esi,[ebp+8]
|
||
dec edx
|
||
cmp eax,edx
|
||
lea ecx,[edi+4*edi]
|
||
mov esi,[esi+8]
|
||
jae .220
|
||
stdcall @@strchr$qpxci, ebx,','
|
||
add esp,8
|
||
mov esi,eax
|
||
jmp .221
|
||
.220:
|
||
stdcall @@strchr$qpxci, ebx,']'
|
||
add esp,8
|
||
mov esi,eax
|
||
.221:
|
||
test esi,esi
|
||
jne .222
|
||
mov eax,13
|
||
jmp .193
|
||
.222:
|
||
mov byte[esi],0
|
||
push ebx
|
||
call @@StrToDouble$qpc
|
||
pop ecx
|
||
lea edx,[edi+4*edi]
|
||
mov ecx,[ebp+8]
|
||
lea ebx,[esi+1]
|
||
mov eax,[ecx+8]
|
||
mov ecx,[ebp-8]
|
||
mov edx,[eax+4*edx+12]
|
||
fstp qword[edx+8*ecx]
|
||
inc dword[ebp-8]
|
||
.219:
|
||
lea edx,[edi+4*edi]
|
||
mov ecx,[ebp+8]
|
||
mov ecx,[ecx+8]
|
||
mov edx,[ecx+4*edx]
|
||
mov eax,[ebp-8]
|
||
cmp edx,eax
|
||
ja .218
|
||
mov esi,ebx
|
||
stdcall @@strstr$qpxct1, esi,txt_weights
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .224
|
||
mov eax,14
|
||
jmp .193
|
||
.224:
|
||
stdcall @@strchr$qpxci, esi,'['
|
||
add esp,8
|
||
mov esi,eax
|
||
test esi,esi
|
||
jne .225
|
||
mov eax,15
|
||
jmp .193
|
||
.225:
|
||
inc esi
|
||
xor edx,edx
|
||
mov dword[ebp-8],edx
|
||
jmp .227
|
||
.226:
|
||
stdcall @@strchr$qpxci, esi,'['
|
||
add esp,8
|
||
mov ebx,eax
|
||
test ebx,ebx
|
||
jne .228
|
||
mov eax,16
|
||
jmp .193
|
||
.228:
|
||
inc ebx
|
||
xor edx,edx
|
||
mov dword[ebp-12],edx
|
||
jmp .230
|
||
.229:
|
||
mov esi,[ebp+8]
|
||
dec edx
|
||
cmp eax,edx
|
||
lea ecx,[edi+4*edi]
|
||
mov esi,[esi+8]
|
||
jae .231
|
||
stdcall @@strchr$qpxci, ebx,','
|
||
add esp,8
|
||
mov esi,eax
|
||
jmp .232
|
||
.231:
|
||
stdcall @@strchr$qpxci, ebx,']'
|
||
add esp,8
|
||
mov esi,eax
|
||
.232:
|
||
test esi,esi
|
||
jne .233
|
||
mov eax,17
|
||
jmp .193
|
||
.233:
|
||
mov byte[esi],0
|
||
push ebx
|
||
call @@StrToDouble$qpc
|
||
pop ecx
|
||
lea edx,[edi+4*edi]
|
||
mov ecx,[ebp+8]
|
||
lea ebx,[esi+1]
|
||
mov eax,[ecx+8]
|
||
mov ecx,[ebp-8]
|
||
mov edx,[eax+4*edx+16]
|
||
mov eax,[edx+4*ecx]
|
||
mov edx,[ebp-12]
|
||
fstp qword[eax+8*edx]
|
||
inc dword[ebp-12]
|
||
.230:
|
||
lea edx,[edi+4*edi]
|
||
mov ecx,[ebp+8]
|
||
mov ecx,[ecx+8]
|
||
mov edx,[ecx+4*edx+4]
|
||
mov eax,[ebp-12]
|
||
cmp edx,eax
|
||
ja .229
|
||
mov esi,ebx
|
||
inc dword[ebp-8]
|
||
.227:
|
||
lea eax,[edi+4*edi]
|
||
mov edx,[ebp+8]
|
||
mov ecx,[edx+8]
|
||
mov eax,[ecx+4*eax]
|
||
cmp eax,[ebp-8]
|
||
ja .226
|
||
inc edi
|
||
.205:
|
||
mov edx,[ebp+8]
|
||
cmp edi,[edx+12]
|
||
jb .204
|
||
xor eax,eax
|
||
jmp .193
|
||
.198:
|
||
mov eax,1000
|
||
.193:
|
||
pop edi esi ebx
|
||
mov esp,ebp
|
||
pop ebp
|
||
ret 12
|
||
|
||
align 16
|
||
Layer_Destroy:
|
||
push ebp
|
||
mov ebp,esp
|
||
push ebx esi
|
||
mov esi,[ebp+8]
|
||
push dword[esi+Layer.neurons]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
push dword[esi+Layer.biases]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
xor ebx,ebx
|
||
jmp .143
|
||
.142:
|
||
mov eax,[esi+Layer.weights]
|
||
push dword[eax+4*ebx]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
inc ebx
|
||
.143:
|
||
cmp ebx,[esi+Layer.c_size]
|
||
jb .142
|
||
push dword[esi+Layer.weights]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
.145:
|
||
pop esi ebx ebp
|
||
ret 4
|
||
|
||
align 16
|
||
NNP_Destroy:
|
||
push ebp
|
||
mov ebp,esp
|
||
push ebx esi
|
||
mov esi,[ebp+8]
|
||
xor ebx,ebx
|
||
jmp .232
|
||
.231:
|
||
mov eax,ebx
|
||
imul eax,sizeof.Layer
|
||
add eax,[esi+NeuralNetwork.layers]
|
||
push eax
|
||
call Layer_Destroy
|
||
inc ebx
|
||
.232:
|
||
cmp ebx,[esi+NeuralNetwork.layers_length]
|
||
jb .231
|
||
push dword[esi+NeuralNetwork.layers]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
;
|
||
mov ecx,[esi+NeuralNetwork.errors]
|
||
cmp ecx,[esi+NeuralNetwork.errorsNext]
|
||
jl @f
|
||
mov ecx,[esi+NeuralNetwork.errorsNext]
|
||
@@:
|
||
push ecx
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
;
|
||
push dword[esi+NeuralNetwork.gradients]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
;
|
||
push dword[esi+NeuralNetwork.deltas]
|
||
call @$bdele$qpv
|
||
pop ecx
|
||
pop esi ebx ebp
|
||
ret 4
|
||
|
||
|
||
align 16
|
||
EXPORTS:
|
||
dd sz_lib_init, lib_init
|
||
dd sz_create, NNP_Create
|
||
dd sz_feedforward, NNP_FeedForward
|
||
dd sz_backpropagation, NNP_BackPropagation
|
||
dd sz_getmemdata, NNP_GetMemData
|
||
dd sz_setmemdata, NNP_SetMemData
|
||
dd sz_destroy, NNP_Destroy
|
||
dd 0,0
|
||
sz_lib_init db 'lib_init',0
|
||
sz_create db 'NNP_Create',0
|
||
sz_feedforward db 'NNP_FeedForward',0
|
||
sz_backpropagation db 'NNP_BackPropagation',0
|
||
sz_getmemdata db 'NNP_GetMemData',0
|
||
sz_setmemdata db 'NNP_SetMemData',0
|
||
sz_destroy db 'NNP_Destroy',0
|
||
|
||
align 16
|
||
@IMPORT:
|
||
|
||
library \
|
||
libc, 'libc.obj'
|
||
|
||
import libc, \
|
||
_strcat, 'strcat',\
|
||
_exp, 'exp'
|
||
;_scanf, 'scanf',\ ;???
|