From 1196b8e767cd69b8e630ecab018e70502e7943bf Mon Sep 17 00:00:00 2001 From: HypoxiE Date: Tue, 19 Aug 2025 19:35:22 +0700 Subject: [PATCH] first neuron network on pytorch --- .gitignore | 3 +++ model.pth | Bin 0 -> 166065 bytes src/main.py | 46 ++++++++++++++++++++++++++++++++++------------ src/test.py | 21 +++++++++++++++++++++ 4 files changed, 58 insertions(+), 12 deletions(-) create mode 100644 .gitignore create mode 100644 model.pth create mode 100644 src/test.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9b5f630 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +__pycache__/ +*.pyc +venv/ diff --git a/model.pth b/model.pth new file mode 100644 index 0000000000000000000000000000000000000000..3a5a919f82372e07926e1038ebf4fa529ff63a67 GIT binary patch literal 166065 zcmbrl2{e`8`!|e)CLu*=RMMa_hO@6DDk@_XMP-O08IB=Sip*nD=8zB}Bty>G*E!}i zh)U9&lu}7^Y0z`N-|z4D{{H{xUH@l2>wV8!d!4oKbzh(RbML*cYwv5gEsQ4!3kZmb z3H-l);sVkF9$wBa2Ua;d`Z=!jc0XWfAR%D;zx~35_U!RGaKL4cpPQGb?__fyXBQtA z=k;!T{3f#mmRhm|mAC(ey?SMUi`za|KbFuQKQEs>t}E^R{oD@tPPX@Paq@RN;B4>b z;_2(GHZge@^(?aj4%IA$9*m=;eSLX8y@g-^t1Zs;$+su?Sg;dvP8B|;Q#OO z_GgJ2clxo!wipW-I~xl{vnCk}84E_UCdaw{#bb&eYpNw{+IEq@$vC+=`m)4b`A>2c zcKruQl{MW})Y#dNCGj^x6id=rFp4GhkMs;bmb4{n=HIWP_U~7j_21;xSTe4nrt{7G zSh9ZsbQ(KHvu5*|@F~ds10wIoQm|yr`I~~;%D*Yh{cjNJta*G2{Fj*jH$oI^!Cw>> z{v)mE$692`TKqQ!jek>6`fu_YtR?@Vp#0A$bVjq5@|o}{Ec*v!xgTqVB}?UR3L5`V zSoz-|G+C?u8HLsV8U@wAD5(7-t?tLtuw-feO+oA56tw=EycTQCKl0jt$qW892s-}^ zg6=;U3_ljJWWnDIwEkhh{BHB z5C5zE&jh9m=>Lm=Q;?sF*I%Z>&;b6wJ@?<74!HUG9dP-JLlg|o{!6?6YX38bsRC>N zi&a~-+R%Xf|01x(<`#2kWglGH@dVaqwK5eSJz>_fBe}8PC*Z*S0_KCCBV3=a$$FO8 zck!yrl=PMc2=eTdVwn3aMfD_=<}<~Ylwiw&Pt4$pYj}@1i+GB)YP>%$N4Y0!6Nsl> z1Xp?9efXm7$Z_`As}}|WJTYr?uFALf%zE88?j*xxy>KyiZk;WqH=oYt4!hoEYWR3D zSD9buj?$;h0|$jE^}UZNk+X5l6eGQt_fP6AFS^NeT5rO03mnD3^`rEYdb-~1*|~cC=U4Hsb-sLc7`lU0~nogmK zxdyY6=gVwgy;Bc@O?h%o@!T&HZgW=`rgLLYi851uU1Zjp9p#b7d-T5R?9~&ln!uYq zjY77OH}|)qBy((k5tkX7#f@T!@GA16d1XyLdQ*Cxan?;9UElnXn<}KOH`?@)OAk

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z$$40LOxW~$`G;1|SdG>`?~K+-0s7D}Kfg`gRo=ALz}8gzMgg&is%$kKID{p=y4+DT zLSY6~42;bwAl+7?6{;Ld6_YgLhyGhL)^ zYwCJRxlJ_TUTa(ZxVEk3vrI>=%}sYtOXTtepKU$z7~0OOrngRz29~E!qwVBylUPG$Coi@mA@tjre;!U(6d^_rGp`!~a|R zJ6+T^{axoZ)jU;p;^6sR{^ve7foI-7``mip@Q5{`A(rOwf9Q07>7;rhziYp;)8C1Y zt@(HPpKDj(nfuS$HUD!8i|`F!;~lhSqjw~GC7x?mTbgVCuP;X1NPDi4wzi(0(Og44 zZEXX69c}i|)iKmFFw`?L($hE6)i%^NGWva$>JQG0S7op8cd@nR{e7|jo@pKJMjujHaf&Pdb&80{&~R^mUr+X)`G*AihD84TEGh6JsHki<3RuQS4*kzNUZL>l}(@~`9iZ;?rVL>m4*@~>lZ!XNER+GB*-rNR7-rA+`(We7{{FN{|Ht>= WL&?@!;CDx6hodOZ@8AF9xBmemT=0.5).float() -# 2. Определяем модель (1 скрытый слой, 10 нейронов) +# 2. Определяем модель model = nn.Sequential( - nn.Linear(1, 10), # вход -> скрытый слой - nn.ReLU(), # активация - nn.Linear(10, 1) # скрытый -> выход + nn.Linear(2, 100), + nn.Tanh(), + nn.Linear(100, 200), + nn.Tanh(), + nn.Linear(200, 100), + nn.Tanh(), + nn.Linear(100, 1), + nn.Sigmoid() ) # 3. Функция потерь и оптимизатор criterion = nn.MSELoss() -optimizer = optim.SGD(model.parameters(), lr=0.01) +optimizer = optim.SGD(model.parameters(), lr=0.1) # 4. Обучение -for epoch in range(200): +epochs = 10_000 +for epoch in range(epochs): # прямой проход y_pred = model(x) loss = criterion(y_pred, y) @@ -30,9 +41,20 @@ for epoch in range(200): optimizer.step() if (epoch+1) % 40 == 0: - print(f'Epoch {epoch+1}/200 | Loss: {loss.item():.4f}') + print(f'Epoch {epoch+1}/{epochs} | Loss: {loss.item():.4f}') + +torch.save(model.state_dict(), "model.pth") # 5. Проверка результата -test_x = torch.tensor([[0.5]]) -pred_y = model(test_x) -print(f"При x=0.5 сеть предсказывает: {pred_y.item():.3f}") +tests = 100 +test_x1 = torch.unsqueeze(torch.linspace(-1, 1, tests), dim=1) +test_x2 = torch.unsqueeze(torch.linspace(-1, 1, tests), dim=1) +test_y = (((test_x1**2 + test_x2**2)**0.5) >= 0.5).float() + +for i in range(tests): + # объединяем по dim=0, т.к. каждый x[i] имеет форму [1] + test_x = torch.cat([test_x1[i], test_x2[i]], dim=0).unsqueeze(0) # форма [1,2] + pred_y = model(test_x) + print(f"Нейросеть предсказала: {pred_y.item():.3f}; правильный ответ: {test_y[i].item():.0f}; точка: ({test_x})") + + diff --git a/src/test.py b/src/test.py new file mode 100644 index 0000000..f67d45a --- /dev/null +++ b/src/test.py @@ -0,0 +1,21 @@ +import torch +import torch.nn as nn +import torch.optim as optim + +model = nn.Sequential( + nn.Linear(2, 100), + nn.Tanh(), + nn.Linear(100, 200), + nn.Tanh(), + nn.Linear(200, 100), + nn.Tanh(), + nn.Linear(100, 1), + nn.Sigmoid() +) + +model.load_state_dict(torch.load("model.pth")) + +test_x = torch.tensor([0., 0.4]) + +pred_y = model(test_x) +print(pred_y.item()) \ No newline at end of file