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zkj7>%`(6v*t!@!Ttu|8T@OyzO_-vzlRD`O%nro9fN=F+8yP9{S zP$vF$YNT#$*kjjk+A@WHLb&tt#vyb?b(<*aMN_%mg4q9S+U&;|0T5<{lI%0h((*7+@h=zZ&6XO0N?9u<65n?hkZxUkj zzvBo#O6R&2tl7R2L^yib%+}#!&_UjwTrN7a3fM%BYyqCqpX!M@c=PIBCiQ26&Cn?Z z9`_()e_Vt%jCwY{jdm(}f;6kN9f3)o_Y|M(w_7o?o?9Y0ifZn!aA$BdrGkoFM$Cg} zN;J$B`|P_@q||(cT6cX!G){lsEB!6V>-gAFCA+~=|J(&0r2kZp!>ETb>iQAZY1>rs zBY(5>O8|%Aqc>&@rgj{e3ehFHTdJA z*Z}&BcAzb4%?IyT2DnMWBxl~Xghhg%tRLR5s1*tV9NvC6{^iU4;d833p2Z%=!7jD! zD~Z?bUPNrTaeDXx{R)*2F?q>fhIHZeXJO+&7(67@#j|zE%W1%WQe0=q6MYilRo}Y_ zxAmL};N>^Gvj0poQcJGOV*iV$rCu52wr+wqR?aS=ZTvN!*z<4QiPy7$Z=FmS1ps!V z`6c5OP`fkBW{Cr|E&BM_svK0jb`z8Yenosr)Ap4my>0ry+j4iLe6${Vb*l>Imv%C8 zbNsCXL>)L-By6~J!Z-xbkXk&{X+NHMSQZKVGK?y+?8x@zDlN6h16H^Bej~%X zBXBl)C={fgMl;Yx8lqdHn(+h!9V@VdVu#*$la4ytI2ih3hHzFzz^9rDr22F*}^7?$c`PK?V&!_ zil%{Vo;~pTe9dE9-ZSkf95R%*CJk6~(>@U1pw_FX5oqg{_XJUE`UzHZRs@{1K^uGD zsu*}HJ$@$${qm&o6EtdHR`zR26e3|te)%AjSI(4`M-8Hv6q=;U5*FDN-`bnU8c{r8 z)&6nLvn9q|&Ehbs)92~tVW-wOW!P8(1?B?l+zK*c;hc0F1v_avhr@K36 ze8tY%pzUD2+~?JHBm!w{fi+7l`4WIdn{v@}=gz6;*wFQUU2g9aRyy3AS**wQr0&{G z@7)5?s6bj~+V^YH=4c9rdityU446j+I4_+$XDysxL>i6qIPBU*mRnZQ(iNyJuZ&uN zHzqi^fBZOkA+sI#m(Shaw@_yP{>4>Z-1FzoT?+jEcw6Bi!S~MuxHpIUxbtI)=quD0 zzJK>h;rrw5pG$E5{DqhAuY7;J=hLgWjoh*AbgA0-rMB)%BZB_;`lB+R2tni$18gpY-(a+ zA~&J>IS= list[list[float]]: +# """ВыполняСт ΠΏΠΎΡΠ»Π΅Π΄ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½ΠΎΠ΅ ΠΏΠ΅Ρ€Π΅ΠΌΠ½ΠΎΠΆΠ΅Π½ΠΈΠ΅ Π΄Π²ΡƒΡ… ΠΌΠ°Ρ‚Ρ€ΠΈΡ† ΠΈ Π²ΠΎΠ·Π²Ρ€Π°Ρ‰Π°Π΅Ρ‚ Ρ€Π΅Π·ΡƒΠ»ΡŒΡ‚ΠΈΡ€ΡƒΡŽΡ‰ΡƒΡŽ ΠΌΠ°Ρ‚Ρ€ΠΈΡ†Ρƒ""" +# l1 = len(matrix1) +# l2 = len(matrix2) +# result = [[0 for _ in range(l2)] for __ in range(l1)] +# for i in range(l1): +# for j in range(l2): +# for k in range(l2): +# result[i][j] += matrix1[i][k] * matrix2[k][j] +# return result + + +matrix_result = [[0 for _ in range(1000)] for __ in range(1000)] + +def matrix_multiply(args) -> None: + """ΠŸΠ΅Ρ€Π΅ΠΌΠ½ΠΎΠΆΠ°Π΅Ρ‚ строки ΠΎΡ‚ start_cnt Π΄ΠΎ end_cnt, Ρ€Π΅Π·ΡƒΠ»ΡŒΡ‚Π°Ρ‚ ΠΏΠΎΠΌΠ΅Ρ‰Π°Π΅Ρ‚ Π² Π³Π»ΠΎΠ±Π°Π»ΡŒΠ½ΡƒΡŽ ΠΏΠ΅Ρ€Π΅ΠΌΠ΅Π½Π½ΡƒΡŽ matrix_result""" + matrix1, matrix2, start_cnt, end_cnt = args + for i in range(start_cnt, end_cnt): + for j in range(len(matrix2)): + for k in range(len(matrix2)): + matrix_result[i][j] += matrix1[i - start_cnt][k] * matrix2[k][j] + + +def matrix_multiply_parralel(matrix1: list[list[float]], matrix2: list[list[float]], thread_count): + """ВыполняСт ΠΏΠ°Ρ€Ρ€Π°Π»Π΅ΡŒΠ½ΠΎΠ΅ ΠΏΠ΅Ρ€Π΅ΠΌΠ½ΠΎΠΆΠ΅Π½ΠΈΠ΅ ΠΌΠ°Ρ‚Ρ€ΠΈΡ†""" + l1 = len(matrix1) + + step = l1 // thread_count + args = [(matrix1, matrix2, i, i + step) for i in range(0, l1, step)] + args[-1] = (matrix1, matrix2, step * (l1 - 1), l1) # ΠžΡΡ‚Π°Ρ‚ΠΎΠΊ Π½Π° послСдний ΠΏΠΎΡ‚ΠΎΠΊ + + with Pool(processes=thread_count) as pool: + pool.map(matrix_multiply, args) + # pprint(matrix_result, compact=True) + +def main(): + sizes = [100, 300, 500, 1000] + num_threads = [2, 4, 6, 8, 12, 16, 20] + print(f"cpu_count: {multiprocessing.cpu_count()}") + + for size in sizes: + matrix1 = create_random_matrix(size) + matrix2 = create_random_matrix(size) + t0 = time.perf_counter() + matrix_multiply((matrix1, matrix2, 0, len(matrix1))) + # pprint(matrix_result[:size][:size], compact=True) + print(f"ВрСмя ΠΏΠΎΡΠ»Π΅Π΄ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ пСрСмноТСния ΠΌΠ°Ρ‚Ρ€ΠΈΡ† {size=:4}: \t\t\t\t{time.perf_counter() - t0:.3f}s") + + for threads in num_threads: + start_time = time.perf_counter() + matrix_multiply_parralel(matrix1, matrix2, threads) + end_time = time.perf_counter() + print(f"ВрСмя ΠΏΠ°Ρ€Ρ€Π°Π»Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ пСрСмноТСния ΠΌΠ°Ρ‚Ρ€ΠΈΡ† {size=:4}, {threads=} : \t{end_time - start_time:.3f}") + + print("-" * 100) + +if __name__ == '__main__': + main() diff --git a/agliullov_daniyar_lab_5/readme.md b/agliullov_daniyar_lab_5/readme.md new file mode 100644 index 0000000..a8c3df4 --- /dev/null +++ b/agliullov_daniyar_lab_5/readme.md @@ -0,0 +1,16 @@ +# Аглиуллов Данияр ИБЭбд-41 +# Лабораторная Ρ€Π°Π±ΠΎΡ‚Π° β„–5 + +Π’ Ρ…ΠΎΠ΄Π΅ выполнСния Π·Π°Π΄Π°Ρ‡ΠΈ ΠΏΠΎ ΡƒΠΌΠ½ΠΎΠΆΠ΅Π½ΠΈΡŽ ΠΊΠ²Π°Π΄Ρ€Π°Ρ‚Π½Ρ‹Ρ… ΠΌΠ°Ρ‚Ρ€ΠΈΡ† с использованиСм ΠΎΠ±Ρ‹Ρ‡Π½ΠΎΠ³ΠΎ ΠΈ ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠ² Π±Ρ‹Π»ΠΈ ΠΏΠΎΠ»ΡƒΡ‡Π΅Π½Ρ‹ ΡΠ»Π΅Π΄ΡƒΡŽΡ‰ΠΈΠ΅ Ρ€Π΅Π·ΡƒΠ»ΡŒΡ‚Π°Ρ‚Ρ‹ ΠΈ Π²Ρ‹Π²ΠΎΠ΄Ρ‹: + +Π Π΅Π·ΡƒΠ»ΡŒΡ‚Π°Ρ‚Ρ‹ тСстов: +![ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ 1](./Screenshots/1.png) +![ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ 2](./Screenshots/Π‘Π½ΠΈΠΌΠΎΠΊ экрана 2024-11-13 160640.png) + +Π‘Ρ€Π°Π²Π½Π΅Π½ΠΈΠ΅ ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΠΈ: + + β€’ Π’ тСстах Π½Π° ΠΌΠ°Ρ‚Ρ€ΠΈΡ†Π°Ρ… Ρ€Π°Π·ΠΌΠ΅Ρ€ΠΎΠΌ 100x100, 300x300 ΠΈ 500x500 Π±Ρ‹Π»ΠΎ Π·Π°ΠΌΠ΅Ρ‡Π΅Π½ΠΎ, Ρ‡Ρ‚ΠΎ ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½Ρ‹ΠΉ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌ дСмонстрируСт Π·Π½Π°Ρ‡ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΠ΅ сокращСниС Π²Ρ€Π΅ΠΌΠ΅Π½ΠΈ выполнСния ΠΏΠΎ ΡΡ€Π°Π²Π½Π΅Π½ΠΈΡŽ с ΠΎΠ±Ρ‹Ρ‡Π½Ρ‹ΠΌ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠΌ, особСнно Π½Π° Π±ΠΎΠ»ΡŒΡˆΠΈΡ… ΠΌΠ°Ρ‚Ρ€ΠΈΡ†Π°Ρ…. Π­Ρ‚ΠΎ ΠΏΠΎΠ΄Ρ‚Π²Π΅Ρ€ΠΆΠ΄Π°Π΅Ρ‚ ΡΡ„Ρ„Π΅ΠΊΡ‚ΠΈΠ²Π½ΠΎΡΡ‚ΡŒ использования многопоточности для Π·Π°Π΄Π°Ρ‡, Ρ‚Ρ€Π΅Π±ΡƒΡŽΡ‰ΠΈΡ… Π±ΠΎΠ»ΡŒΡˆΠΈΡ… Π²Ρ‹Ρ‡ΠΈΡΠ»ΠΈΡ‚Π΅Π»ΡŒΠ½Ρ‹Ρ… рСсурсов. + + β€’ На ΠΌΠ°Π»Ρ‹Ρ… Ρ€Π°Π·ΠΌΠ΅Ρ€Π°Ρ… ΠΌΠ°Ρ‚Ρ€ΠΈΡ† (Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€, 100x100) прСимущСство Π±Ρ‹Π»ΠΎ Π·Π° ΠΏΠΎΡΠ»Π΅Π΄ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½Ρ‹ΠΌ ΡƒΠΌΠ½ΠΎΠΆΠ΅Π½ΠΈΠ΅ΠΌ ΠΌΠ°Ρ‚Ρ€ΠΈΡ†Ρ‹ ΠΈΠ·-Π·Π° Π½Π°ΠΊΠ»Π°Π΄Π½Ρ‹Ρ… расходов Π½Π° созданиС ΠΏΡƒΠ»Π° ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ². Однако ΠΏΡ€ΠΈ ΡƒΠ²Π΅Π»ΠΈΡ‡Π΅Π½ΠΈΠΈ Ρ€Π°Π·ΠΌΠ΅Ρ€Π° ΠΌΠ°Ρ‚Ρ€ΠΈΡ† (300x300 ΠΈ 500x500) прСимущСства ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ ΠΏΠΎΠ΄Ρ…ΠΎΠ΄Π° ΡΡ‚Π°Π½ΠΎΠ²ΠΈΠ»ΠΈΡΡŒ Π±ΠΎΠ»Π΅Π΅ ΠΎΡ‡Π΅Π²ΠΈΠ΄Π½Ρ‹ΠΌΠΈ. + β€’ ΠŸΡ€ΠΈ ΠΏΡ€Π΅Π²Ρ‹ΡˆΠ΅Π½ΠΈΠΈ количСства физичСских ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ² процСссора, ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΡŒ пониТаСтся Π·Π° счСт смСны контСкста ΠΏΡ€ΠΈ ΠΏΠ΅Ρ€Π΅ΠΊΠ»ΡŽΡ‡Π΅Π½ΠΈΠΈ Π²ΠΈΡ€Ρ‚ΡƒΠ°Π»ΡŒΠ½Ρ‹Ρ… ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ² Π½Π° ΠΎΠ΄Π½ΠΎΠΌ ядрС + \ No newline at end of file From 5469168deef5f41ad1319976cc53f040a1017f8a Mon Sep 17 00:00:00 2001 From: Darya Date: Wed, 13 Nov 2024 18:00:34 +0400 Subject: [PATCH 2/3] agliullov_daniyar_lab_5 1 --- agliullov_daniyar_lab_5/main.py | 2 -- agliullov_daniyar_lab_5/readme.md | 2 +- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/agliullov_daniyar_lab_5/main.py b/agliullov_daniyar_lab_5/main.py index ccd7604..321e956 100644 --- a/agliullov_daniyar_lab_5/main.py +++ b/agliullov_daniyar_lab_5/main.py @@ -4,8 +4,6 @@ import time from pprint import pprint from multiprocessing import Pool -from DAS_2024_1.bogdanov_dmitry_lab_5.MatrixMult.main import result_matrix - def create_random_matrix(size): return [[random.random() for _ in range(size)] for __ in range(size)] diff --git a/agliullov_daniyar_lab_5/readme.md b/agliullov_daniyar_lab_5/readme.md index a8c3df4..83e10fd 100644 --- a/agliullov_daniyar_lab_5/readme.md +++ b/agliullov_daniyar_lab_5/readme.md @@ -5,7 +5,7 @@ Π Π΅Π·ΡƒΠ»ΡŒΡ‚Π°Ρ‚Ρ‹ тСстов: ![ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ 1](./Screenshots/1.png) -![ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ 2](./Screenshots/Π‘Π½ΠΈΠΌΠΎΠΊ экрана 2024-11-13 160640.png) +![ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ 2](./Screenshots/Π‘Π½ΠΈΠΌΠΎΠΊ%20экрана%202024-11-13%20160640.png) Π‘Ρ€Π°Π²Π½Π΅Π½ΠΈΠ΅ ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΠΈ: From da6f03db1fc3b0bea5de0f974a94cebd42a845ff Mon Sep 17 00:00:00 2001 From: Darya Date: Mon, 30 Dec 2024 21:32:17 +0400 Subject: [PATCH 3/3] agliullov_daniyar_lab_5 is ready --- agliullov_daniyar_lab_5/readme.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/agliullov_daniyar_lab_5/readme.md b/agliullov_daniyar_lab_5/readme.md index 83e10fd..a50ae94 100644 --- a/agliullov_daniyar_lab_5/readme.md +++ b/agliullov_daniyar_lab_5/readme.md @@ -13,4 +13,5 @@ β€’ На ΠΌΠ°Π»Ρ‹Ρ… Ρ€Π°Π·ΠΌΠ΅Ρ€Π°Ρ… ΠΌΠ°Ρ‚Ρ€ΠΈΡ† (Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€, 100x100) прСимущСство Π±Ρ‹Π»ΠΎ Π·Π° ΠΏΠΎΡΠ»Π΅Π΄ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½Ρ‹ΠΌ ΡƒΠΌΠ½ΠΎΠΆΠ΅Π½ΠΈΠ΅ΠΌ ΠΌΠ°Ρ‚Ρ€ΠΈΡ†Ρ‹ ΠΈΠ·-Π·Π° Π½Π°ΠΊΠ»Π°Π΄Π½Ρ‹Ρ… расходов Π½Π° созданиС ΠΏΡƒΠ»Π° ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ². Однако ΠΏΡ€ΠΈ ΡƒΠ²Π΅Π»ΠΈΡ‡Π΅Π½ΠΈΠΈ Ρ€Π°Π·ΠΌΠ΅Ρ€Π° ΠΌΠ°Ρ‚Ρ€ΠΈΡ† (300x300 ΠΈ 500x500) прСимущСства ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ ΠΏΠΎΠ΄Ρ…ΠΎΠ΄Π° ΡΡ‚Π°Π½ΠΎΠ²ΠΈΠ»ΠΈΡΡŒ Π±ΠΎΠ»Π΅Π΅ ΠΎΡ‡Π΅Π²ΠΈΠ΄Π½Ρ‹ΠΌΠΈ. β€’ ΠŸΡ€ΠΈ ΠΏΡ€Π΅Π²Ρ‹ΡˆΠ΅Π½ΠΈΠΈ количСства физичСских ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ² процСссора, ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΡŒ пониТаСтся Π·Π° счСт смСны контСкста ΠΏΡ€ΠΈ ΠΏΠ΅Ρ€Π΅ΠΊΠ»ΡŽΡ‡Π΅Π½ΠΈΠΈ Π²ΠΈΡ€Ρ‚ΡƒΠ°Π»ΡŒΠ½Ρ‹Ρ… ΠΏΠΎΡ‚ΠΎΠΊΠΎΠ² Π½Π° ΠΎΠ΄Π½ΠΎΠΌ ядрС - \ No newline at end of file + +![Π’ΠΈΠ΄Π΅ΠΎ](https://disk.yandex.ru/d/RK_c82BrLw2KjQ) \ No newline at end of file