diff --git a/docker/frontend/public/models/realesr-general-x4v3.onnx b/docker/frontend/public/models/realesr-general-x4v3.onnx index 0d49330..b65abc9 100644 --- a/docker/frontend/public/models/realesr-general-x4v3.onnx +++ b/docker/frontend/public/models/realesr-general-x4v3.onnx @@ -1,4 +1,4 @@ -pytorch2.8.0:ւ +pytorch2.8.0:  input body.0.weight @@ -8,9 +8,18 @@ kernel_shape@@* pads@@@@* strides@@ -V -/body.0/Conv_output_0 -onnx::PRelu_242/body.1/PRelu_output_0 /body.1/PRelu"PRelu +U +/body.0/Conv_output_0/body.1/PRelu_output_0.pos/body.1/PRelu_output_0.pos"Relu +T +/body.0/Conv_output_0/body.1/PRelu_output_0.neg/body.1/PRelu_output_0.neg"Neg +\ +/body.1/PRelu_output_0.neg/body.1/PRelu_output_0.relu/body.1/PRelu_output_0.relu"Relu +| +/body.1/PRelu_output_0.relu +onnx::PRelu_242__broadcast/body.1/PRelu_output_0.scaled/body.1/PRelu_output_0.scaled"Mul +g +/body.1/PRelu_output_0.pos +/body.1/PRelu_output_0.scaled/body.1/PRelu_output_0 /body.1/PRelu"Sub  /body.1/PRelu_output_0 body.2.weight @@ -20,9 +29,18 @@ V kernel_shape@@* pads@@@@* strides@@ -V -/body.2/Conv_output_0 -onnx::PRelu_243/body.3/PRelu_output_0 /body.3/PRelu"PRelu +U +/body.2/Conv_output_0/body.3/PRelu_output_0.pos/body.3/PRelu_output_0.pos"Relu +T +/body.2/Conv_output_0/body.3/PRelu_output_0.neg/body.3/PRelu_output_0.neg"Neg +\ +/body.3/PRelu_output_0.neg/body.3/PRelu_output_0.relu/body.3/PRelu_output_0.relu"Relu +| +/body.3/PRelu_output_0.relu +onnx::PRelu_243__broadcast/body.3/PRelu_output_0.scaled/body.3/PRelu_output_0.scaled"Mul +g +/body.3/PRelu_output_0.pos +/body.3/PRelu_output_0.scaled/body.3/PRelu_output_0 /body.3/PRelu"Sub  /body.3/PRelu_output_0 body.4.weight @@ -32,9 +50,18 @@ V kernel_shape@@* pads@@@@* strides@@ -V -/body.4/Conv_output_0 -onnx::PRelu_244/body.5/PRelu_output_0 /body.5/PRelu"PRelu +U +/body.4/Conv_output_0/body.5/PRelu_output_0.pos/body.5/PRelu_output_0.pos"Relu +T +/body.4/Conv_output_0/body.5/PRelu_output_0.neg/body.5/PRelu_output_0.neg"Neg +\ +/body.5/PRelu_output_0.neg/body.5/PRelu_output_0.relu/body.5/PRelu_output_0.relu"Relu +| +/body.5/PRelu_output_0.relu +onnx::PRelu_244__broadcast/body.5/PRelu_output_0.scaled/body.5/PRelu_output_0.scaled"Mul +g +/body.5/PRelu_output_0.pos +/body.5/PRelu_output_0.scaled/body.5/PRelu_output_0 /body.5/PRelu"Sub  /body.5/PRelu_output_0 body.6.weight @@ -44,9 +71,18 @@ V kernel_shape@@* pads@@@@* strides@@ -V -/body.6/Conv_output_0 -onnx::PRelu_245/body.7/PRelu_output_0 /body.7/PRelu"PRelu +U +/body.6/Conv_output_0/body.7/PRelu_output_0.pos/body.7/PRelu_output_0.pos"Relu +T +/body.6/Conv_output_0/body.7/PRelu_output_0.neg/body.7/PRelu_output_0.neg"Neg +\ +/body.7/PRelu_output_0.neg/body.7/PRelu_output_0.relu/body.7/PRelu_output_0.relu"Relu +| +/body.7/PRelu_output_0.relu +onnx::PRelu_245__broadcast/body.7/PRelu_output_0.scaled/body.7/PRelu_output_0.scaled"Mul +g +/body.7/PRelu_output_0.pos +/body.7/PRelu_output_0.scaled/body.7/PRelu_output_0 /body.7/PRelu"Sub  /body.7/PRelu_output_0 body.8.weight @@ -56,9 +92,18 @@ V kernel_shape@@* pads@@@@* strides@@ -V -/body.8/Conv_output_0 -onnx::PRelu_246/body.9/PRelu_output_0 /body.9/PRelu"PRelu +U +/body.8/Conv_output_0/body.9/PRelu_output_0.pos/body.9/PRelu_output_0.pos"Relu +T +/body.8/Conv_output_0/body.9/PRelu_output_0.neg/body.9/PRelu_output_0.neg"Neg +\ +/body.9/PRelu_output_0.neg/body.9/PRelu_output_0.relu/body.9/PRelu_output_0.relu"Relu +| +/body.9/PRelu_output_0.relu +onnx::PRelu_246__broadcast/body.9/PRelu_output_0.scaled/body.9/PRelu_output_0.scaled"Mul +g +/body.9/PRelu_output_0.pos +/body.9/PRelu_output_0.scaled/body.9/PRelu_output_0 /body.9/PRelu"Sub  /body.9/PRelu_output_0 body.10.weight @@ -68,9 +113,18 @@ V kernel_shape@@* pads@@@@* strides@@ -Y -/body.10/Conv_output_0 -onnx::PRelu_247/body.11/PRelu_output_0/body.11/PRelu"PRelu +X +/body.10/Conv_output_0/body.11/PRelu_output_0.pos/body.11/PRelu_output_0.pos"Relu +W +/body.10/Conv_output_0/body.11/PRelu_output_0.neg/body.11/PRelu_output_0.neg"Neg +_ +/body.11/PRelu_output_0.neg/body.11/PRelu_output_0.relu/body.11/PRelu_output_0.relu"Relu + +/body.11/PRelu_output_0.relu +onnx::PRelu_247__broadcast/body.11/PRelu_output_0.scaled/body.11/PRelu_output_0.scaled"Mul +k +/body.11/PRelu_output_0.pos +/body.11/PRelu_output_0.scaled/body.11/PRelu_output_0/body.11/PRelu"Sub  /body.11/PRelu_output_0 body.12.weight @@ -80,9 +134,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.12/Conv_output_0 -onnx::PRelu_248/body.13/PRelu_output_0/body.13/PRelu"PRelu +X +/body.12/Conv_output_0/body.13/PRelu_output_0.pos/body.13/PRelu_output_0.pos"Relu +W +/body.12/Conv_output_0/body.13/PRelu_output_0.neg/body.13/PRelu_output_0.neg"Neg +_ +/body.13/PRelu_output_0.neg/body.13/PRelu_output_0.relu/body.13/PRelu_output_0.relu"Relu + +/body.13/PRelu_output_0.relu +onnx::PRelu_248__broadcast/body.13/PRelu_output_0.scaled/body.13/PRelu_output_0.scaled"Mul +k +/body.13/PRelu_output_0.pos +/body.13/PRelu_output_0.scaled/body.13/PRelu_output_0/body.13/PRelu"Sub  /body.13/PRelu_output_0 body.14.weight @@ -92,9 +155,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.14/Conv_output_0 -onnx::PRelu_249/body.15/PRelu_output_0/body.15/PRelu"PRelu +X +/body.14/Conv_output_0/body.15/PRelu_output_0.pos/body.15/PRelu_output_0.pos"Relu +W +/body.14/Conv_output_0/body.15/PRelu_output_0.neg/body.15/PRelu_output_0.neg"Neg +_ +/body.15/PRelu_output_0.neg/body.15/PRelu_output_0.relu/body.15/PRelu_output_0.relu"Relu + +/body.15/PRelu_output_0.relu +onnx::PRelu_249__broadcast/body.15/PRelu_output_0.scaled/body.15/PRelu_output_0.scaled"Mul +k +/body.15/PRelu_output_0.pos +/body.15/PRelu_output_0.scaled/body.15/PRelu_output_0/body.15/PRelu"Sub  /body.15/PRelu_output_0 body.16.weight @@ -104,9 +176,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.16/Conv_output_0 -onnx::PRelu_250/body.17/PRelu_output_0/body.17/PRelu"PRelu +X +/body.16/Conv_output_0/body.17/PRelu_output_0.pos/body.17/PRelu_output_0.pos"Relu +W +/body.16/Conv_output_0/body.17/PRelu_output_0.neg/body.17/PRelu_output_0.neg"Neg +_ +/body.17/PRelu_output_0.neg/body.17/PRelu_output_0.relu/body.17/PRelu_output_0.relu"Relu + +/body.17/PRelu_output_0.relu +onnx::PRelu_250__broadcast/body.17/PRelu_output_0.scaled/body.17/PRelu_output_0.scaled"Mul +k +/body.17/PRelu_output_0.pos +/body.17/PRelu_output_0.scaled/body.17/PRelu_output_0/body.17/PRelu"Sub  /body.17/PRelu_output_0 body.18.weight @@ -116,9 +197,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.18/Conv_output_0 -onnx::PRelu_251/body.19/PRelu_output_0/body.19/PRelu"PRelu +X +/body.18/Conv_output_0/body.19/PRelu_output_0.pos/body.19/PRelu_output_0.pos"Relu +W +/body.18/Conv_output_0/body.19/PRelu_output_0.neg/body.19/PRelu_output_0.neg"Neg +_ +/body.19/PRelu_output_0.neg/body.19/PRelu_output_0.relu/body.19/PRelu_output_0.relu"Relu + +/body.19/PRelu_output_0.relu +onnx::PRelu_251__broadcast/body.19/PRelu_output_0.scaled/body.19/PRelu_output_0.scaled"Mul +k +/body.19/PRelu_output_0.pos +/body.19/PRelu_output_0.scaled/body.19/PRelu_output_0/body.19/PRelu"Sub  /body.19/PRelu_output_0 body.20.weight @@ -128,9 +218,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.20/Conv_output_0 -onnx::PRelu_252/body.21/PRelu_output_0/body.21/PRelu"PRelu +X +/body.20/Conv_output_0/body.21/PRelu_output_0.pos/body.21/PRelu_output_0.pos"Relu +W +/body.20/Conv_output_0/body.21/PRelu_output_0.neg/body.21/PRelu_output_0.neg"Neg +_ +/body.21/PRelu_output_0.neg/body.21/PRelu_output_0.relu/body.21/PRelu_output_0.relu"Relu + +/body.21/PRelu_output_0.relu +onnx::PRelu_252__broadcast/body.21/PRelu_output_0.scaled/body.21/PRelu_output_0.scaled"Mul +k +/body.21/PRelu_output_0.pos +/body.21/PRelu_output_0.scaled/body.21/PRelu_output_0/body.21/PRelu"Sub  /body.21/PRelu_output_0 body.22.weight @@ -140,9 +239,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.22/Conv_output_0 -onnx::PRelu_253/body.23/PRelu_output_0/body.23/PRelu"PRelu +X +/body.22/Conv_output_0/body.23/PRelu_output_0.pos/body.23/PRelu_output_0.pos"Relu +W +/body.22/Conv_output_0/body.23/PRelu_output_0.neg/body.23/PRelu_output_0.neg"Neg +_ +/body.23/PRelu_output_0.neg/body.23/PRelu_output_0.relu/body.23/PRelu_output_0.relu"Relu + +/body.23/PRelu_output_0.relu +onnx::PRelu_253__broadcast/body.23/PRelu_output_0.scaled/body.23/PRelu_output_0.scaled"Mul +k +/body.23/PRelu_output_0.pos +/body.23/PRelu_output_0.scaled/body.23/PRelu_output_0/body.23/PRelu"Sub  /body.23/PRelu_output_0 body.24.weight @@ -152,9 +260,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.24/Conv_output_0 -onnx::PRelu_254/body.25/PRelu_output_0/body.25/PRelu"PRelu +X +/body.24/Conv_output_0/body.25/PRelu_output_0.pos/body.25/PRelu_output_0.pos"Relu +W +/body.24/Conv_output_0/body.25/PRelu_output_0.neg/body.25/PRelu_output_0.neg"Neg +_ +/body.25/PRelu_output_0.neg/body.25/PRelu_output_0.relu/body.25/PRelu_output_0.relu"Relu + +/body.25/PRelu_output_0.relu +onnx::PRelu_254__broadcast/body.25/PRelu_output_0.scaled/body.25/PRelu_output_0.scaled"Mul +k +/body.25/PRelu_output_0.pos +/body.25/PRelu_output_0.scaled/body.25/PRelu_output_0/body.25/PRelu"Sub  /body.25/PRelu_output_0 body.26.weight @@ -164,9 +281,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.26/Conv_output_0 -onnx::PRelu_255/body.27/PRelu_output_0/body.27/PRelu"PRelu +X +/body.26/Conv_output_0/body.27/PRelu_output_0.pos/body.27/PRelu_output_0.pos"Relu +W +/body.26/Conv_output_0/body.27/PRelu_output_0.neg/body.27/PRelu_output_0.neg"Neg +_ +/body.27/PRelu_output_0.neg/body.27/PRelu_output_0.relu/body.27/PRelu_output_0.relu"Relu + +/body.27/PRelu_output_0.relu +onnx::PRelu_255__broadcast/body.27/PRelu_output_0.scaled/body.27/PRelu_output_0.scaled"Mul +k +/body.27/PRelu_output_0.pos +/body.27/PRelu_output_0.scaled/body.27/PRelu_output_0/body.27/PRelu"Sub  /body.27/PRelu_output_0 body.28.weight @@ -176,9 +302,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.28/Conv_output_0 -onnx::PRelu_256/body.29/PRelu_output_0/body.29/PRelu"PRelu +X +/body.28/Conv_output_0/body.29/PRelu_output_0.pos/body.29/PRelu_output_0.pos"Relu +W +/body.28/Conv_output_0/body.29/PRelu_output_0.neg/body.29/PRelu_output_0.neg"Neg +_ +/body.29/PRelu_output_0.neg/body.29/PRelu_output_0.relu/body.29/PRelu_output_0.relu"Relu + +/body.29/PRelu_output_0.relu +onnx::PRelu_256__broadcast/body.29/PRelu_output_0.scaled/body.29/PRelu_output_0.scaled"Mul +k +/body.29/PRelu_output_0.pos +/body.29/PRelu_output_0.scaled/body.29/PRelu_output_0/body.29/PRelu"Sub  /body.29/PRelu_output_0 body.30.weight @@ -188,9 +323,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.30/Conv_output_0 -onnx::PRelu_257/body.31/PRelu_output_0/body.31/PRelu"PRelu +X +/body.30/Conv_output_0/body.31/PRelu_output_0.pos/body.31/PRelu_output_0.pos"Relu +W +/body.30/Conv_output_0/body.31/PRelu_output_0.neg/body.31/PRelu_output_0.neg"Neg +_ +/body.31/PRelu_output_0.neg/body.31/PRelu_output_0.relu/body.31/PRelu_output_0.relu"Relu + +/body.31/PRelu_output_0.relu +onnx::PRelu_257__broadcast/body.31/PRelu_output_0.scaled/body.31/PRelu_output_0.scaled"Mul +k +/body.31/PRelu_output_0.pos +/body.31/PRelu_output_0.scaled/body.31/PRelu_output_0/body.31/PRelu"Sub  /body.31/PRelu_output_0 body.32.weight @@ -200,9 +344,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.32/Conv_output_0 -onnx::PRelu_258/body.33/PRelu_output_0/body.33/PRelu"PRelu +X +/body.32/Conv_output_0/body.33/PRelu_output_0.pos/body.33/PRelu_output_0.pos"Relu +W +/body.32/Conv_output_0/body.33/PRelu_output_0.neg/body.33/PRelu_output_0.neg"Neg +_ +/body.33/PRelu_output_0.neg/body.33/PRelu_output_0.relu/body.33/PRelu_output_0.relu"Relu + +/body.33/PRelu_output_0.relu +onnx::PRelu_258__broadcast/body.33/PRelu_output_0.scaled/body.33/PRelu_output_0.scaled"Mul +k +/body.33/PRelu_output_0.pos +/body.33/PRelu_output_0.scaled/body.33/PRelu_output_0/body.33/PRelu"Sub  /body.33/PRelu_output_0 body.34.weight @@ -212,9 +365,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.34/Conv_output_0 -onnx::PRelu_259/body.35/PRelu_output_0/body.35/PRelu"PRelu +X +/body.34/Conv_output_0/body.35/PRelu_output_0.pos/body.35/PRelu_output_0.pos"Relu +W +/body.34/Conv_output_0/body.35/PRelu_output_0.neg/body.35/PRelu_output_0.neg"Neg +_ +/body.35/PRelu_output_0.neg/body.35/PRelu_output_0.relu/body.35/PRelu_output_0.relu"Relu + +/body.35/PRelu_output_0.relu +onnx::PRelu_259__broadcast/body.35/PRelu_output_0.scaled/body.35/PRelu_output_0.scaled"Mul +k +/body.35/PRelu_output_0.pos +/body.35/PRelu_output_0.scaled/body.35/PRelu_output_0/body.35/PRelu"Sub  /body.35/PRelu_output_0 body.36.weight @@ -224,9 +386,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.36/Conv_output_0 -onnx::PRelu_260/body.37/PRelu_output_0/body.37/PRelu"PRelu +X +/body.36/Conv_output_0/body.37/PRelu_output_0.pos/body.37/PRelu_output_0.pos"Relu +W +/body.36/Conv_output_0/body.37/PRelu_output_0.neg/body.37/PRelu_output_0.neg"Neg +_ +/body.37/PRelu_output_0.neg/body.37/PRelu_output_0.relu/body.37/PRelu_output_0.relu"Relu + +/body.37/PRelu_output_0.relu +onnx::PRelu_260__broadcast/body.37/PRelu_output_0.scaled/body.37/PRelu_output_0.scaled"Mul +k +/body.37/PRelu_output_0.pos +/body.37/PRelu_output_0.scaled/body.37/PRelu_output_0/body.37/PRelu"Sub  /body.37/PRelu_output_0 body.38.weight @@ -236,9 +407,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.38/Conv_output_0 -onnx::PRelu_261/body.39/PRelu_output_0/body.39/PRelu"PRelu +X +/body.38/Conv_output_0/body.39/PRelu_output_0.pos/body.39/PRelu_output_0.pos"Relu +W +/body.38/Conv_output_0/body.39/PRelu_output_0.neg/body.39/PRelu_output_0.neg"Neg +_ +/body.39/PRelu_output_0.neg/body.39/PRelu_output_0.relu/body.39/PRelu_output_0.relu"Relu + +/body.39/PRelu_output_0.relu +onnx::PRelu_261__broadcast/body.39/PRelu_output_0.scaled/body.39/PRelu_output_0.scaled"Mul +k +/body.39/PRelu_output_0.pos +/body.39/PRelu_output_0.scaled/body.39/PRelu_output_0/body.39/PRelu"Sub  /body.39/PRelu_output_0 body.40.weight @@ -248,9 +428,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.40/Conv_output_0 -onnx::PRelu_262/body.41/PRelu_output_0/body.41/PRelu"PRelu +X +/body.40/Conv_output_0/body.41/PRelu_output_0.pos/body.41/PRelu_output_0.pos"Relu +W +/body.40/Conv_output_0/body.41/PRelu_output_0.neg/body.41/PRelu_output_0.neg"Neg +_ +/body.41/PRelu_output_0.neg/body.41/PRelu_output_0.relu/body.41/PRelu_output_0.relu"Relu + +/body.41/PRelu_output_0.relu +onnx::PRelu_262__broadcast/body.41/PRelu_output_0.scaled/body.41/PRelu_output_0.scaled"Mul +k +/body.41/PRelu_output_0.pos +/body.41/PRelu_output_0.scaled/body.41/PRelu_output_0/body.41/PRelu"Sub  /body.41/PRelu_output_0 body.42.weight @@ -260,9 +449,18 @@ Y kernel_shape@@* pads@@@@* strides@@ -Y -/body.42/Conv_output_0 -onnx::PRelu_263/body.43/PRelu_output_0/body.43/PRelu"PRelu +X 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Pi>q$ǾtGK<(Eyq>~*@Bonnx::PRelu_244__broadcastJLh/>G3-?4>L.bh?Dƀ?aq\?_y=ѾtԶ;> ;k泾"'>z2dA>D?<:><=>? _9Cn~ya&=ܽ/龒Ĩ\Q>xeR=B^GC> >#=?cU?ޫ3|?>P>|>`/=TP ==ݢN= a=*@Bonnx::PRelu_245__broadcastJFɛ} ߽MRj{?>`_㍽[{ھv~?gvo?x=Մ''>ʃF?t3>9ɼZT }?,`>n@?IW޽f@(??`>,>q$%z:wVoU#> (>>k><'#?:>zT>?E=\>T?ؾ6ॾ@c>_ꏾ)>0W>#.=|l>??*@Bonnx::PRelu_246__broadcastJ*߾Ҿ=pʹƾs?](M[ =?r?x>Q?VJ?pE?M?C@Pi+>>_ >^w?VX޾1=ڈ???kgھ>u< n>_]LG?VhNXAG>;0ždĽ->G?\2? ?>d1oXp?XB%O?0h>8??/g?">*@Bonnx::PRelu_247__broadcastJh$]>:׽`8^?1?A!?~?4Ѵ>O??>%?p=VP ?o?>Vg?re<ϾH>HH?D??E>T@?p?`E2Q?8>>/{=JA<-=t -??>=gv? v?D_??.Im?<>?|}>G[? >5= >[Pu=q?y*@Bonnx::PRelu_248J>0>=*(f?QM?x,x>R>o?ϴ2u?"?^g?Cξti>P?"?t>hLx=Ts:>;?Uml^ؾAR'?V?j?\:dZ?(=\[?,,V[V>]$>BH>>=>j狾,F?p>F+?,&?:>>8O¾L>=w4?w6=>:v?þ*@Bonnx::PRelu_249J=Յ>>pDY?!>>bb7?8;ռ.?2o>|?+?`Q?ٱ?(>?>!dؽk=E>Z\?s⻘R[e??q?G>H&>ĸh >i=p?{9?JP>w[K2?t3T>򾲒U?6?q?<(>G?3s?*>,!>Z?!?MV>W͂n>t >;ҟ>h? Q=*@Bonnx::PRelu_250J}_7>@:U*qP?_OoxF[+E3B=`?.>?T ?Չ??Ä?l??4%?y>&F6Q3>^5?p;h[;B?[F_?!h^?pe˽= >1> 8?QB?1(o XЉ>GCMzQ>s>=?ƖR?fJn?%u??'e>%?&m?{vξ5½BƏ>?.@>1>࿪>*@Bonnx::PRelu_251JhJ>J>b>am>]? 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The upscaler is 34 convolutions +# with a PReLU after every one of them, so the runtime splits the graph 33 times: +# each activation travels off the GPU to the processor and the result travels back, +# a 64-channel map in both directions, per tile. A machine with a good graphics chip +# was therefore not exporting any faster for having it. +# +# Relu, Neg, Mul and Sub it does have, and +# PRelu(x) = Relu(x) - slope * Relu(-x) +# holds exactly, negative slopes included, so this rewrites the activations into +# those four and leaves the weights untouched. +# +# python3 realesr-gpu.py .onnx public/models/realesr-general-x4v3.onnx +# +# The source is the x4v3 model of https://github.com/xinntao/Real-ESRGAN +# (realesr-general-x4v3.pth, converted to ONNX at opset 17). +import sys + +import numpy as np +import onnx +from onnx import TensorProto, helper, numpy_helper + + +def rewrite(src, dst): + model = onnx.load(src) + graph = model.graph + rank = len(graph.input[0].type.tensor_type.shape.dim) + by_name = {i.name: i for i in graph.initializer} + + nodes, made = [], 0 + for node in graph.node: + if node.op_type != "PRelu": + nodes.append(node) + continue + x, slope = node.input + # The slope comes out of PyTorch as (C,1,1) and has to line up with a + # (1,C,H,W) activation, so give it the batch axis it is missing. + s = numpy_helper.to_array(by_name[slope]) + if s.shape != (1,) + tuple(s.shape): + s = s.reshape((1,) + tuple(s.shape)) + name = f"{slope}__broadcast" + if name not in by_name: + graph.initializer.append(numpy_helper.from_array(s, name)) + by_name[name] = graph.initializer[-1] + slope = name + + p, n, q, scaled = f"{node.output[0]}.pos", f"{node.output[0]}.neg", f"{node.output[0]}.relu", f"{node.output[0]}.scaled" + nodes += [ + helper.make_node("Relu", [x], [p], name=p), + helper.make_node("Neg", [x], [n], name=n), + helper.make_node("Relu", [n], [q], name=q), + helper.make_node("Mul", [q, slope], [scaled], name=scaled), + helper.make_node("Sub", [p, scaled], [node.output[0]], name=node.name), + ] + made += 1 + + del graph.node[:] + graph.node.extend(nodes) + # The slopes the PReLU nodes used to read are now unreachable, and the runtime + # warns about every one of them while it loads unless they go. + used = {name for node in graph.node for name in node.input} + kept = [i for i in graph.initializer if i.name in used] + print(f"dropping {len(graph.initializer) - len(kept)} unused initializers") + del graph.initializer[:] + graph.initializer.extend(kept) + onnx.checker.check_model(model) + onnx.save(model, dst) + print(f"rewrote {made} PReLU nodes -> {dst}") + assert made, "no PReLU node found: wrong model?" + assert rank >= 2 + + +if __name__ == "__main__": + rewrite(sys.argv[1], sys.argv[2]) diff --git a/docker/frontend/src/engine/superRes.ts b/docker/frontend/src/engine/superRes.ts index 2652241..7fe2634 100644 --- a/docker/frontend/src/engine/superRes.ts +++ b/docker/frontend/src/engine/superRes.ts @@ -9,6 +9,11 @@ import type * as Ort from 'onnxruntime-web'; // Both the runtime (served next to canvaskit.wasm, see scripts/copy-wasm.mjs) // and the model (public/models) are static files; nothing here changes what the // server can do. +// +// The model is not the file as published: its 33 PReLU activations are written +// out as Relu/Neg/Mul/Sub, because the WebGPU provider has no PReLU kernel and +// would otherwise hand every activation to the processor and take it back, 33 +// times per tile. scripts/realesr-gpu.py is that rewrite and explains it. const MODEL_URL = '/models/realesr-general-x4v3.onnx'; // The wasm dir, not the file: the runtime picks its own name inside it. @@ -54,6 +59,10 @@ function load(): Promise { // A laptop with two GPUs would otherwise hand this to the one built into // the processor. The model is the export, so ask for the fast one. ort.env.webgpu.powerPreference = 'high-performance'; + // env.logLevel looks like a switch for the runtime's own warnings and is not + // one — it is read when the module initialises, before this runs, so a level + // set here silences nothing. Left alone, they are worth reading: the last one + // to appear said the graph was being split between the chip and the processor. const session = await ort.InferenceSession.create(MODEL_URL, { executionProviders: ['webgpu'] }).catch(() => ort.InferenceSession.create(MODEL_URL, { executionProviders: ['wasm'] }) );