# Introduction ## Huggingface space You can visit https://huggingface.co/spaces/k2-fsa/wasm-speech-enhancement-gtcrn to try it in your browser without building or installing anything. You can also visit https://modelscope.cn/studios/csukuangfj/wasm-speech-enhancement-gtcrn ## Usage Please refer to https://github.com/k2-fsa/sherpa-onnx/releases/tag/speech-enhancement-models to download a model. The following is an example: ```bash cd sherpa-onnx/wasm/speech-enhancement/assets wget https://github.com/k2-fsa/sherpa-onnx/releases/download/speech-enhancement-models/gtcrn_simple.onnx mv gtcrn_simple.onnx gtcrn.onnx ``` You should have the following files in `assets` before you can run `build-wasm-simd-speech-enhancement.sh` ``` (py38) fangjuns-MacBook-Pro:assets fangjun$ tree . . ├── README.md └── gtcrn.onnx 0 directories, 2 files (py38) fangjuns-MacBook-Pro:assets fangjun$ ls -lh total 1056 -rw-r--r-- 1 fangjun staff 466B Mar 12 16:13 README.md -rw-r--r-- 1 fangjun staff 523K Mar 12 16:14 gtcrn.onnx ``` pytorch1.11.0: K mix onnx::Gather_275onnx::Transpose_276Gather_1"Gather* axis I onnx::Transpose_276 spec_real Transpose_2" Transpose* perm@@@ K mix onnx::Gather_278onnx::Transpose_279Gather_4"Gather* axis I onnx::Transpose_279 spec_imag Transpose_5" Transpose* perm@@@ 6 spec_real onnx::Pow_3412 onnx::Add_283Pow_6"Pow 6 spec_imag onnx::Pow_3412 onnx::Add_286Pow_7"Pow 9 onnx::Add_283 onnx::Add_286 onnx::Add_287Add_8"Add ; onnx::Add_287 onnx::Add_288onnx::Sqrt_289Add_10"Add 4 onnx::Sqrt_289onnx::Unsqueeze_290Sqrt_11"Sqrt M onnx::Unsqueeze_290onnx::Concat_291 Unsqueeze_12" Unsqueeze* axes@ C spec_realonnx::Concat_292 Unsqueeze_13" Unsqueeze* axes@ C spec_imagonnx::Concat_293 Unsqueeze_14" Unsqueeze* axes@ \ onnx::Concat_291 onnx::Concat_292 onnx::Concat_293feat Concat_15"Concat* axis p feat onnx::Slice_3466 onnx::Slice_297 onnx::Slice_295 onnx::Concat_3464onnx::Concat_299Slice_20"Slice p feat onnx::Slice_297 onnx::Slice_3468 onnx::Slice_295 onnx::Concat_3464onnx::MatMul_304Slice_25"Slice J onnx::MatMul_304 onnx::MatMul_3414onnx::Concat_306 MatMul_26"MatMul T onnx::Concat_299 onnx::Concat_306input Concat_27"Concat* axis 5 input onnx::Pad_350onnx::Gather_351Pad_65"Pad T onnx::Gather_351 onnx::Add_3415onnx::Gather_352 Gather_66"Gather* axis Y onnx::Gather_352 onnx::Gather_337onnx::Transpose_353 Gather_67"Gather* axis X onnx::Transpose_353onnx::Reshape_354 Transpose_68" Transpose* perm@@@@@@ E onnx::Reshape_354 onnx::Reshape_3421input.3 Reshape_70"Reshape O conv_cache onnx::Gather_275onnx::Slice_367 Gather_72"Gather* axis O tra_cache onnx::Gather_275onnx::Gather_369 Gather_74"Gather* axis  input.3 onnx::Conv_3380 onnx::Conv_3381onnx::PRelu_3379Conv_75"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ ? onnx::PRelu_3379 onnx::PRelu_3422input.11PRelu_76"PRelu  input.11 onnx::Conv_3383 onnx::Conv_3384onnx::PRelu_3382Conv_77"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ F onnx::PRelu_3382 onnx::PRelu_3423onnx::Slice_377PRelu_78"PRelu  onnx::Slice_367 onnx::Slice_3466 onnx::Concat_3552 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_382Slice_83"Slice L onnx::Gather_369 onnx::Gather_275hidden Gather_85"Gather* axis w onnx::Slice_377 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464input.19Slice_90"Slice q onnx::Slice_377 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2Slice_95"Slice 9 input.19 onnx::Pad_350onnx::Gather_438Pad_133"Pad U onnx::Gather_438 onnx::Add_3415onnx::Gather_439 Gather_134"Gather* axis Z onnx::Gather_439 onnx::Gather_424onnx::Transpose_440 Gather_135"Gather* axis Y onnx::Transpose_440onnx::Reshape_441 Transpose_136" Transpose* perm@@@@@@ G onnx::Reshape_441 onnx::Reshape_3430input.23 Reshape_138"Reshape  input.23 onnx::Conv_3386 onnx::Conv_3387onnx::PRelu_3385Conv_139"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ H onnx::PRelu_3385 onnx::PRelu_3431onnx::Concat_456 PRelu_140"PRelu O onnx::Concat_382 onnx::Concat_456input.31 Concat_141"Concat* axis y input.31 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_463 Slice_146"Slice  input.31 onnx::Conv_3389 onnx::Conv_3390onnx::PRelu_3388Conv_147"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ @ onnx::PRelu_3388 onnx::PRelu_3432input.39 PRelu_148"PRelu  input.39 onnx::Conv_3392 onnx::Conv_3393onnx::Pow_3391Conv_149"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ D onnx::Pow_3391 onnx::Pow_3412onnx::ReduceMean_471Pow_150"Pow n onnx::ReduceMean_471onnx::Transpose_472ReduceMean_151" ReduceMean* axes@* keepdims O onnx::Transpose_472 onnx::GRU_473 Transpose_152" Transpose* perm@@@  onnx::GRU_473 onnx::GRU_3451 onnx::GRU_3452 onnx::GRU_3453 hiddenonnx::Squeeze_531onnx::Expand_532GRU_153"GRU* hidden_size* linear_before_reset K onnx::Squeeze_531onnx::Transpose_533 Squeeze_154"Squeeze* axes@ R onnx::Transpose_533onnx::MatMul_534 Transpose_155" Transpose* perm@@@ H onnx::MatMul_534 onnx::MatMul_3454 onnx::Add_536 MatMul_156"MatMul V "encoder.en_convs.2.tra.att_fc.bias onnx::Add_536onnx::Transpose_537Add_157"Add S onnx::Transpose_537onnx::Sigmoid_538 Transpose_158" Transpose* perm@@@ > onnx::Sigmoid_538onnx::Unsqueeze_539 Sigmoid_159"Sigmoid K onnx::Unsqueeze_539 onnx::Mul_540 Unsqueeze_160" Unsqueeze* axes@ 1 onnx::Pow_3391 onnx::Mul_540h1Mul_161"Mul = h1onnx::Concat_542 Unsqueeze_162" Unsqueeze* axes@ = x2onnx::Concat_543 Unsqueeze_163" Unsqueeze* axes@ Z onnx::Concat_542 onnx::Concat_543onnx::Transpose_544 Concat_164"Concat* axis U onnx::Transpose_544onnx::Shape_545 Transpose_165" Transpose* perm@@@@@ K onnx::Shape_545 onnx::Reshape_560onnx::Shape_561 Reshape_179"Reshape c onnx::Slice_367 onnx::ScatterND_613 onnx::Expand_463onnx::Slice_621 ScatterND_227" ScatterND C onnx::Expand_532 1383onnx::ScatterND_635 Reshape_238"Reshape c onnx::Gather_369 onnx::Add_3415 onnx::ScatterND_635onnx::Gather_636 ScatterND_239" ScatterND  onnx::Slice_621 onnx::Concat_3552 onnx::Slice_639 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_641 Slice_244"Slice O onnx::Gather_636 onnx::Gather_278hidden.3 Gather_246"Gather* axis x onnx::Shape_561 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464input.51 Slice_256"Slice t onnx::Shape_561 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2.3 Slice_266"Slice 9 input.51 onnx::Pad_350onnx::Gather_715Pad_304"Pad U onnx::Gather_715 onnx::Add_3415onnx::Gather_716 Gather_305"Gather* axis Z onnx::Gather_716 onnx::Gather_424onnx::Transpose_717 Gather_306"Gather* axis Y onnx::Transpose_717onnx::Reshape_718 Transpose_307" Transpose* perm@@@@@@ G onnx::Reshape_718 onnx::Reshape_3430input.55 Reshape_328"Reshape  input.55 onnx::Conv_3395 onnx::Conv_3396onnx::PRelu_3394Conv_329"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ H onnx::PRelu_3394 onnx::PRelu_3472onnx::Concat_743 PRelu_330"PRelu O onnx::Concat_641 onnx::Concat_743input.63 Concat_331"Concat* axis y input.63 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_750 Slice_336"Slice  input.63 onnx::Conv_3398 onnx::Conv_3399onnx::PRelu_3397Conv_337"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ @ onnx::PRelu_3397 onnx::PRelu_3473input.71 PRelu_338"PRelu  input.71 onnx::Conv_3401 onnx::Conv_3402onnx::Pow_3400Conv_339"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ D onnx::Pow_3400 onnx::Pow_3412onnx::ReduceMean_758Pow_340"Pow n onnx::ReduceMean_758onnx::Transpose_759ReduceMean_341" ReduceMean* axes@* keepdims O onnx::Transpose_759 onnx::GRU_760 Transpose_342" Transpose* perm@@@  onnx::GRU_760 onnx::GRU_3492 onnx::GRU_3493 onnx::GRU_3494 hidden.3onnx::Squeeze_818onnx::Expand_819GRU_343"GRU* hidden_size* linear_before_reset K onnx::Squeeze_818onnx::Transpose_820 Squeeze_344"Squeeze* axes@ R onnx::Transpose_820onnx::MatMul_821 Transpose_345" Transpose* perm@@@ H onnx::MatMul_821 onnx::MatMul_3495 onnx::Add_823 MatMul_346"MatMul V "encoder.en_convs.3.tra.att_fc.bias onnx::Add_823onnx::Transpose_824Add_347"Add S onnx::Transpose_824onnx::Sigmoid_825 Transpose_348" Transpose* perm@@@ > onnx::Sigmoid_825onnx::Unsqueeze_826 Sigmoid_349"Sigmoid K onnx::Unsqueeze_826 onnx::Mul_827 Unsqueeze_350" Unsqueeze* axes@ 3 onnx::Pow_3400 onnx::Mul_827h1.3Mul_351"Mul ? h1.3onnx::Concat_829 Unsqueeze_352" Unsqueeze* axes@ ? x2.3onnx::Concat_830 Unsqueeze_353" Unsqueeze* axes@ Z onnx::Concat_829 onnx::Concat_830onnx::Transpose_831 Concat_354"Concat* axis U onnx::Transpose_831onnx::Shape_832 Transpose_355" Transpose* perm@@@@@ K onnx::Shape_832 onnx::Reshape_560onnx::Shape_848 Reshape_369"Reshape c onnx::Slice_621 onnx::ScatterND_900 onnx::Expand_750onnx::Slice_908 ScatterND_417" ScatterND C onnx::Expand_819 1383onnx::ScatterND_922 Reshape_428"Reshape i onnx::Gather_636 onnx::ScatterND_3506 onnx::ScatterND_922onnx::Gather_923 ScatterND_429" ScatterND  onnx::Slice_908 onnx::Slice_639 onnx::Concat_3643 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_928 Slice_434"Slice O onnx::Gather_923 onnx::Gather_309hidden.7 Gather_436"Gather* axis x onnx::Shape_848 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464input.83 Slice_446"Slice t onnx::Shape_848 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2.7 Slice_456"Slice : input.83 onnx::Pad_350onnx::Gather_1002Pad_494"Pad W onnx::Gather_1002 onnx::Add_3415onnx::Gather_1003 Gather_495"Gather* axis \ onnx::Gather_1003 onnx::Gather_424onnx::Transpose_1004 Gather_496"Gather* axis [ onnx::Transpose_1004onnx::Reshape_1005 Transpose_497" Transpose* perm@@@@@@ H onnx::Reshape_1005 onnx::Reshape_3430input.87 Reshape_518"Reshape  input.87 onnx::Conv_3404 onnx::Conv_3405onnx::PRelu_3403Conv_519"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ I onnx::PRelu_3403 onnx::PRelu_3513onnx::Concat_1030 PRelu_520"PRelu P onnx::Concat_928 onnx::Concat_1030input.95 Concat_521"Concat* axis z input.95 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_1037 Slice_526"Slice  input.95 onnx::Conv_3407 onnx::Conv_3408onnx::PRelu_3406Conv_527"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ A onnx::PRelu_3406 onnx::PRelu_3514 input.103 PRelu_528"PRelu  input.103 onnx::Conv_3410 onnx::Conv_3411onnx::Pow_3409Conv_529"Conv* dilations@@* group* kernel_shape@@* pads@@@@* strides@@ E onnx::Pow_3409 onnx::Pow_3412onnx::ReduceMean_1045Pow_530"Pow p onnx::ReduceMean_1045onnx::Transpose_1046ReduceMean_531" ReduceMean* axes@* keepdims Q onnx::Transpose_1046onnx::GRU_1047 Transpose_532" Transpose* perm@@@  onnx::GRU_1047 onnx::GRU_3533 onnx::GRU_3534 onnx::GRU_3535 hidden.7onnx::Squeeze_1105onnx::Expand_1106GRU_533"GRU* hidden_size* linear_before_reset M onnx::Squeeze_1105onnx::Transpose_1107 Squeeze_534"Squeeze* axes@ T onnx::Transpose_1107onnx::MatMul_1108 Transpose_535" Transpose* perm@@@ J onnx::MatMul_1108 onnx::MatMul_3536onnx::Add_1110 MatMul_536"MatMul X "encoder.en_convs.4.tra.att_fc.bias onnx::Add_1110onnx::Transpose_1111Add_537"Add U onnx::Transpose_1111onnx::Sigmoid_1112 Transpose_538" Transpose* perm@@@ @ onnx::Sigmoid_1112onnx::Unsqueeze_1113 Sigmoid_539"Sigmoid M onnx::Unsqueeze_1113onnx::Mul_1114 Unsqueeze_540" Unsqueeze* axes@ 4 onnx::Pow_3409 onnx::Mul_1114h1.7Mul_541"Mul @ h1.7onnx::Concat_1116 Unsqueeze_542" Unsqueeze* axes@ @ x2.7onnx::Concat_1117 Unsqueeze_543" Unsqueeze* axes@ ] onnx::Concat_1116 onnx::Concat_1117onnx::Transpose_1118 Concat_544"Concat* axis W onnx::Transpose_1118onnx::Shape_1119 Transpose_545" Transpose* perm@@@@@ Q onnx::Shape_1119 onnx::Reshape_560onnx::Transpose_1135 Reshape_559"Reshape g onnx::Slice_908 onnx::ScatterND_1187 onnx::Expand_1037onnx::Expand_1195 ScatterND_607" ScatterND E onnx::Expand_1106 1383onnx::ScatterND_1209 Reshape_618"Reshape k onnx::Gather_923 onnx::ScatterND_3547 onnx::ScatterND_1209onnx::Expand_1210 ScatterND_619" ScatterND E onnx::Expand_1195 2096onnx::ScatterND_1224 Reshape_630"Reshape _ conv_cache onnx::Add_3415 onnx::ScatterND_1224onnx::Gather_1225 ScatterND_631" ScatterND E onnx::Expand_1210 2098onnx::ScatterND_1239 Reshape_642"Reshape ^ tra_cache onnx::Add_3415 onnx::ScatterND_1239onnx::Gather_1240 ScatterND_643" ScatterND R inter_cache onnx::Gather_275onnx::Shape_1242 Gather_645"Gather* axis U onnx::Transpose_1135onnx::Shape_1243 Transpose_646" Transpose* perm@@@@ @ onnx::Shape_1243 1422onnx::Shape_1261 Reshape_664"Reshape r onnx::Shape_1261 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::Transpose_1282 Slice_681"Slice s onnx::Shape_1261 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::Transpose_1285 Slice_684"Slice Q onnx::Transpose_1282onnx::GRU_1300 Transpose_699" Transpose* perm@@@  onnx::GRU_1300 onnx::GRU_3595 onnx::GRU_3596 onnx::GRU_3594 onnx::GRU_1296onnx::Transpose_14171418GRU_700"GRU* direction" bidirectional* hidden_size* linear_before_reset W onnx::Transpose_1417onnx::Reshape_1419 Transpose_701" Transpose* perm@@@@ T onnx::Reshape_1419 onnx::Reshape_1420onnx::Transpose_1421 Reshape_703"Reshape T onnx::Transpose_1421onnx::Concat_1422 Transpose_704" Transpose* perm@@@ Q onnx::Transpose_1285onnx::GRU_1423 Transpose_705" Transpose* perm@@@  onnx::GRU_1423 onnx::GRU_3638 onnx::GRU_3639 onnx::GRU_3637 onnx::GRU_1296onnx::Transpose_15401541GRU_706"GRU* direction" bidirectional* hidden_size* linear_before_reset W onnx::Transpose_1540onnx::Reshape_1542 Transpose_707" Transpose* perm@@@@ T onnx::Reshape_1542 onnx::Reshape_1420onnx::Transpose_1544 Reshape_709"Reshape T onnx::Transpose_1544onnx::Concat_1545 Transpose_710" Transpose* perm@@@ c onnx::Concat_1422 onnx::Concat_1545onnx::MatMul_1546 Concat_711"Concat* axis J onnx::MatMul_1546 onnx::MatMul_3640onnx::Add_1548 MatMul_712"MatMul I dpgrnn1.intra_fc.bias onnx::Add_1548onnx::Reshape_1549Add_713"Add I onnx::Reshape_1549 onnx::Reshape_1560 input.115 Reshape_719"Reshape X input.115onnx::Sub_1562ReduceMean_720" ReduceMean* axes@@ 9 input.115 onnx::Sub_1562onnx::Pow_1563Sub_721"Sub E onnx::Pow_1563 onnx::Pow_3412onnx::ReduceMean_1565Pow_723"Pow d onnx::ReduceMean_1565onnx::Add_1566ReduceMean_724" ReduceMean* axes@@ ? onnx::Add_1566 onnx::Add_1567onnx::Sqrt_1568Add_726"Add 1 onnx::Sqrt_1568onnx::Div_1569Sqrt_727"Sqrt > onnx::Pow_1563 onnx::Div_1569onnx::Mul_1570Div_728"Div G onnx::Mul_1570 dpgrnn1.intra_ln.weightonnx::Add_1571Mul_729"Mul E onnx::Add_1571 dpgrnn1.intra_ln.biasonnx::Add_1572Add_730"Add F onnx::Shape_1243 onnx::Add_1572onnx::Transpose_1573Add_731"Add U onnx::Transpose_1573onnx::Shape_1574 Transpose_732" Transpose* perm@@@@ ? onnx::Shape_1574 823onnx::Shape_1592 Reshape_750"Reshape r onnx::Shape_1592 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::Transpose_1603 Slice_761"Slice s onnx::Shape_1592 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::Transpose_1606 Slice_764"Slice l onnx::Shape_1242 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::GRU_1617 Slice_775"Slice m onnx::Shape_1242 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::GRU_1620 Slice_778"Slice Q onnx::Transpose_1603onnx::GRU_1621 Transpose_779" Transpose* perm@@@  onnx::GRU_1621 onnx::GRU_3661 onnx::GRU_3662 onnx::GRU_3663 onnx::GRU_1617onnx::Squeeze_1679onnx::Concat_1680GRU_780"GRU* hidden_size* linear_before_reset M onnx::Squeeze_1679onnx::Transpose_1681 Squeeze_781"Squeeze* axes@ T onnx::Transpose_1681onnx::Concat_1682 Transpose_782" Transpose* perm@@@ Q onnx::Transpose_1606onnx::GRU_1683 Transpose_783" Transpose* perm@@@  onnx::GRU_1683 onnx::GRU_3681 onnx::GRU_3682 onnx::GRU_3683 onnx::GRU_1620onnx::Squeeze_1741onnx::Concat_1742GRU_784"GRU* hidden_size* linear_before_reset M onnx::Squeeze_1741onnx::Transpose_1743 Squeeze_785"Squeeze* axes@ T onnx::Transpose_1743onnx::Concat_1744 Transpose_786" Transpose* perm@@@ c onnx::Concat_1682 onnx::Concat_1744onnx::MatMul_1745 Concat_787"Concat* axis c onnx::Concat_1680 onnx::Concat_1742onnx::Expand_1746 Concat_788"Concat* axis J onnx::MatMul_1745 onnx::MatMul_3684onnx::Add_1748 MatMul_789"MatMul I dpgrnn1.inter_fc.bias onnx::Add_1748onnx::Reshape_1749Add_790"Add T onnx::Reshape_1749 onnx::Reshape_1760onnx::Transpose_1761 Reshape_796"Reshape N onnx::Transpose_1761 input.119 Transpose_797" Transpose* perm@@@@ X input.119onnx::Sub_1763ReduceMean_798" ReduceMean* axes@@ 9 input.119 onnx::Sub_1763onnx::Pow_1764Sub_799"Sub E onnx::Pow_1764 onnx::Pow_3412onnx::ReduceMean_1766Pow_801"Pow d onnx::ReduceMean_1766onnx::Add_1767ReduceMean_802" ReduceMean* axes@@ ? onnx::Add_1767 onnx::Add_1567onnx::Sqrt_1769Add_804"Add 1 onnx::Sqrt_1769onnx::Div_1770Sqrt_805"Sqrt > onnx::Pow_1764 onnx::Div_1770onnx::Mul_1771Div_806"Div G onnx::Mul_1771 dpgrnn1.inter_ln.weightonnx::Add_1772Mul_807"Mul E onnx::Add_1772 dpgrnn1.inter_ln.biasonnx::Add_1773Add_808"Add F onnx::Transpose_1573 onnx::Add_1773onnx::Shape_1774Add_809"Add E onnx::Expand_1746 2100onnx::ScatterND_1788 Reshape_820"Reshape ` inter_cache onnx::Add_3415 onnx::ScatterND_1788onnx::Gather_1789 ScatterND_821" ScatterND X onnx::Gather_1789 onnx::Gather_278onnx::Shape_1791 Gather_823"Gather* axis ? onnx::Shape_1774 799onnx::Shape_1809 Reshape_841"Reshape r onnx::Shape_1809 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::Transpose_1830 Slice_858"Slice s onnx::Shape_1809 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::Transpose_1833 Slice_861"Slice Q onnx::Transpose_1830onnx::GRU_1848 Transpose_876" Transpose* perm@@@  onnx::GRU_1848 onnx::GRU_3733 onnx::GRU_3734 onnx::GRU_3732 onnx::GRU_1296onnx::Transpose_19651966GRU_877"GRU* direction" bidirectional* hidden_size* linear_before_reset W onnx::Transpose_1965onnx::Reshape_1967 Transpose_878" Transpose* perm@@@@ T onnx::Reshape_1967 onnx::Reshape_1420onnx::Transpose_1969 Reshape_880"Reshape T onnx::Transpose_1969onnx::Concat_1970 Transpose_881" Transpose* perm@@@ Q onnx::Transpose_1833onnx::GRU_1971 Transpose_882" Transpose* perm@@@  onnx::GRU_1971 onnx::GRU_3776 onnx::GRU_3777 onnx::GRU_3775 onnx::GRU_1296onnx::Transpose_20882089GRU_883"GRU* direction" bidirectional* hidden_size* linear_before_reset W onnx::Transpose_2088onnx::Reshape_2090 Transpose_884" Transpose* perm@@@@ T onnx::Reshape_2090 onnx::Reshape_1420onnx::Transpose_2092 Reshape_886"Reshape T onnx::Transpose_2092onnx::Concat_2093 Transpose_887" Transpose* perm@@@ c onnx::Concat_1970 onnx::Concat_2093onnx::MatMul_2094 Concat_888"Concat* axis J onnx::MatMul_2094 onnx::MatMul_3778onnx::Add_2096 MatMul_889"MatMul I dpgrnn2.intra_fc.bias onnx::Add_2096onnx::Reshape_2097Add_890"Add I onnx::Reshape_2097 onnx::Reshape_1560 input.123 Reshape_896"Reshape X input.123onnx::Sub_2110ReduceMean_897" ReduceMean* axes@@ 9 input.123 onnx::Sub_2110onnx::Pow_2111Sub_898"Sub E onnx::Pow_2111 onnx::Pow_3412onnx::ReduceMean_2113Pow_900"Pow d onnx::ReduceMean_2113onnx::Add_2114ReduceMean_901" ReduceMean* axes@@ ? onnx::Add_2114 onnx::Add_1567onnx::Sqrt_2116Add_903"Add 1 onnx::Sqrt_2116onnx::Div_2117Sqrt_904"Sqrt > onnx::Pow_2111 onnx::Div_2117onnx::Mul_2118Div_905"Div G onnx::Mul_2118 dpgrnn2.intra_ln.weightonnx::Add_2119Mul_906"Mul E onnx::Add_2119 dpgrnn2.intra_ln.biasonnx::Add_2120Add_907"Add F onnx::Shape_1774 onnx::Add_2120onnx::Transpose_2121Add_908"Add U onnx::Transpose_2121onnx::Shape_2122 Transpose_909" Transpose* perm@@@@ ? onnx::Shape_2122 823onnx::Shape_2140 Reshape_927"Reshape r onnx::Shape_2140 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::Transpose_2151 Slice_938"Slice s onnx::Shape_2140 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::Transpose_2154 Slice_941"Slice l onnx::Shape_1791 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3455onnx::GRU_2165 Slice_952"Slice m onnx::Shape_1791 onnx::Concat_3553 onnx::Concat_3643 onnx::Concat_3455onnx::GRU_2168 Slice_955"Slice Q onnx::Transpose_2151onnx::GRU_2169 Transpose_956" Transpose* perm@@@  onnx::GRU_2169 onnx::GRU_3799 onnx::GRU_3800 onnx::GRU_3801 onnx::GRU_2165onnx::Squeeze_2227onnx::Concat_2228GRU_957"GRU* hidden_size* linear_before_reset M onnx::Squeeze_2227onnx::Transpose_2229 Squeeze_958"Squeeze* axes@ T onnx::Transpose_2229onnx::Concat_2230 Transpose_959" Transpose* perm@@@ Q onnx::Transpose_2154onnx::GRU_2231 Transpose_960" Transpose* perm@@@  onnx::GRU_2231 onnx::GRU_3819 onnx::GRU_3820 onnx::GRU_3821 onnx::GRU_2168onnx::Squeeze_2289onnx::Concat_2290GRU_961"GRU* hidden_size* linear_before_reset M onnx::Squeeze_2289onnx::Transpose_2291 Squeeze_962"Squeeze* axes@ T onnx::Transpose_2291onnx::Concat_2292 Transpose_963" Transpose* perm@@@ c onnx::Concat_2230 onnx::Concat_2292onnx::MatMul_2293 Concat_964"Concat* axis c onnx::Concat_2228 onnx::Concat_2290onnx::Expand_2294 Concat_965"Concat* axis J onnx::MatMul_2293 onnx::MatMul_3822onnx::Add_2296 MatMul_966"MatMul I dpgrnn2.inter_fc.bias onnx::Add_2296onnx::Reshape_2297Add_967"Add T onnx::Reshape_2297 onnx::Reshape_1760onnx::Transpose_2309 Reshape_973"Reshape N onnx::Transpose_2309 input.127 Transpose_974" Transpose* perm@@@@ X input.127onnx::Sub_2311ReduceMean_975" ReduceMean* axes@@ 9 input.127 onnx::Sub_2311onnx::Pow_2312Sub_976"Sub E onnx::Pow_2312 onnx::Pow_3412onnx::ReduceMean_2314Pow_978"Pow d onnx::ReduceMean_2314onnx::Add_2315ReduceMean_979" ReduceMean* axes@@ ? onnx::Add_2315 onnx::Add_1567onnx::Sqrt_2317Add_981"Add 1 onnx::Sqrt_2317onnx::Div_2318Sqrt_982"Sqrt > onnx::Pow_2312 onnx::Div_2318onnx::Mul_2319Div_983"Div G onnx::Mul_2319 dpgrnn2.inter_ln.weightonnx::Add_2320Mul_984"Mul E onnx::Add_2320 dpgrnn2.inter_ln.biasonnx::Add_2321Add_985"Add J onnx::Transpose_2121 onnx::Add_2321onnx::Transpose_2322Add_986"Add S onnx::Transpose_2322onnx::Add_2323 Transpose_987" Transpose* perm@@@@ E onnx::Expand_2294 2100onnx::ScatterND_2337 Reshape_998"Reshape j onnx::Gather_1789 onnx::ScatterND_3506 onnx::ScatterND_2337inter_cache_out ScatterND_999" ScatterND Y onnx::Gather_1225 onnx::Gather_278onnx::Slice_2340 Gather_1001"Gather* axis Z onnx::Gather_1240 onnx::Gather_278onnx::Gather_2342 Gather_1003"Gather* axis G onnx::Add_2323 onnx::Transpose_1135onnx::Shape_2343Add_1004"Add  onnx::Slice_2340 onnx::Slice_639 onnx::Concat_3643 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_2348 Slice_1009"Slice R onnx::Gather_2342 onnx::Gather_275 hidden.11 Gather_1011"Gather* axis { onnx::Shape_2343 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464 input.131 Slice_1021"Slice w onnx::Shape_2343 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2.11 Slice_1031"Slice < input.131 onnx::Pad_350onnx::Gather_2422Pad_1069"Pad X onnx::Gather_2422 onnx::Add_3415onnx::Gather_2423 Gather_1070"Gather* axis ] onnx::Gather_2423 onnx::Gather_424onnx::Transpose_2424 Gather_1071"Gather* axis \ onnx::Transpose_2424onnx::Reshape_2425Transpose_1072" Transpose* perm@@@@@@ Y onnx::Reshape_2425 onnx::Reshape_3430onnx::ConvTranspose_2446 Reshape_1093"Reshape  onnx::ConvTranspose_2446 %decoder.de_convs.0.point_conv1.weight #decoder.de_convs.0.point_conv1.bias input.135ConvTranspose_1094" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.135 #decoder.de_convs.0.point_bn1.weight !decoder.de_convs.0.point_bn1.bias )decoder.de_convs.0.point_bn1.running_mean (decoder.de_convs.0.point_bn1.running_varonnx::PRelu_2448BatchNormalization_1095"BatchNormalization* epsilon'7* momentumfff? J onnx::PRelu_2448 onnx::PRelu_3834onnx::Concat_2450 PRelu_1096"PRelu b onnx::Concat_2348 onnx::Concat_2450onnx::ConvTranspose_2451 Concat_1097"Concat* axis  onnx::ConvTranspose_2451 4decoder.de_convs.0.depth_conv.ConvTranspose2d.weight 2decoder.de_convs.0.depth_conv.ConvTranspose2d.bias input.139ConvTranspose_1098" ConvTranspose* dilations@@* group* kernel_shape@@* pads@ @@ @* strides@@  onnx::ConvTranspose_2451 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_2457 Slice_1103"Slice  input.139 "decoder.de_convs.0.depth_bn.weight decoder.de_convs.0.depth_bn.bias (decoder.de_convs.0.depth_bn.running_mean 'decoder.de_convs.0.depth_bn.running_varonnx::PRelu_2458BatchNormalization_1104"BatchNormalization* epsilon'7* momentumfff? Q onnx::PRelu_2458 onnx::PRelu_3835onnx::ConvTranspose_2460 PRelu_1105"PRelu  onnx::ConvTranspose_2460 %decoder.de_convs.0.point_conv2.weight #decoder.de_convs.0.point_conv2.bias input.143ConvTranspose_1106" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.143 #decoder.de_convs.0.point_bn2.weight !decoder.de_convs.0.point_bn2.bias )decoder.de_convs.0.point_bn2.running_mean (decoder.de_convs.0.point_bn2.running_varonnx::Pow_2462BatchNormalization_1107"BatchNormalization* epsilon'7* momentumfff? F onnx::Pow_2462 onnx::Pow_3412onnx::ReduceMean_2465Pow_1108"Pow q onnx::ReduceMean_2465onnx::Transpose_2466ReduceMean_1109" ReduceMean* axes@* keepdims R onnx::Transpose_2466onnx::GRU_2467Transpose_1110" Transpose* perm@@@  onnx::GRU_2467 onnx::GRU_3854 onnx::GRU_3855 onnx::GRU_3856 hidden.11onnx::Squeeze_2525onnx::Expand_2526GRU_1111"GRU* hidden_size* linear_before_reset N onnx::Squeeze_2525onnx::Transpose_2527 Squeeze_1112"Squeeze* axes@ U onnx::Transpose_2527onnx::MatMul_2528Transpose_1113" Transpose* perm@@@ K onnx::MatMul_2528 onnx::MatMul_3857onnx::Add_2530 MatMul_1114"MatMul Y "decoder.de_convs.0.tra.att_fc.bias onnx::Add_2530onnx::Transpose_2531Add_1115"Add V onnx::Transpose_2531onnx::Sigmoid_2532Transpose_1116" Transpose* perm@@@ A onnx::Sigmoid_2532onnx::Unsqueeze_2533 Sigmoid_1117"Sigmoid N onnx::Unsqueeze_2533onnx::Mul_2534Unsqueeze_1118" Unsqueeze* axes@ 6 onnx::Pow_2462 onnx::Mul_2534h1.11Mul_1119"Mul B h1.11onnx::Concat_2536Unsqueeze_1120" Unsqueeze* axes@ B x2.11onnx::Concat_2537Unsqueeze_1121" Unsqueeze* axes@ ^ onnx::Concat_2536 onnx::Concat_2537onnx::Transpose_2538 Concat_1122"Concat* axis X onnx::Transpose_2538onnx::Shape_2539Transpose_1123" Transpose* perm@@@@@ L onnx::Shape_2539 onnx::Reshape_560onnx::Add_2555 Reshape_1137"Reshape h onnx::Slice_2340 onnx::ScatterND_1187 onnx::Expand_2457onnx::Slice_2646ScatterND_1228" ScatterND F onnx::Expand_2526 1383onnx::ScatterND_2660 Reshape_1239"Reshape g onnx::Gather_2342 onnx::Add_3415 onnx::ScatterND_2660onnx::Gather_2661ScatterND_1240" ScatterND B onnx::Add_2555 onnx::Shape_848onnx::Shape_2662Add_1241"Add  onnx::Slice_2646 onnx::Concat_3552 onnx::Slice_639 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_2667 Slice_1246"Slice R onnx::Gather_2661 onnx::Gather_278 hidden.15 Gather_1248"Gather* axis { onnx::Shape_2662 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464 input.151 Slice_1258"Slice w onnx::Shape_2662 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2.15 Slice_1268"Slice < input.151 onnx::Pad_350onnx::Gather_2741Pad_1306"Pad X onnx::Gather_2741 onnx::Add_3415onnx::Gather_2742 Gather_1307"Gather* axis ] onnx::Gather_2742 onnx::Gather_424onnx::Transpose_2743 Gather_1308"Gather* axis \ onnx::Transpose_2743onnx::Reshape_2744Transpose_1309" Transpose* perm@@@@@@ Y onnx::Reshape_2744 onnx::Reshape_3430onnx::ConvTranspose_2765 Reshape_1330"Reshape  onnx::ConvTranspose_2765 %decoder.de_convs.1.point_conv1.weight #decoder.de_convs.1.point_conv1.bias input.155ConvTranspose_1331" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.155 #decoder.de_convs.1.point_bn1.weight !decoder.de_convs.1.point_bn1.bias )decoder.de_convs.1.point_bn1.running_mean (decoder.de_convs.1.point_bn1.running_varonnx::PRelu_2767BatchNormalization_1332"BatchNormalization* epsilon'7* momentumfff? J onnx::PRelu_2767 onnx::PRelu_3867onnx::Concat_2769 PRelu_1333"PRelu b onnx::Concat_2667 onnx::Concat_2769onnx::ConvTranspose_2770 Concat_1334"Concat* axis  onnx::ConvTranspose_2770 4decoder.de_convs.1.depth_conv.ConvTranspose2d.weight 2decoder.de_convs.1.depth_conv.ConvTranspose2d.bias input.159ConvTranspose_1335" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  onnx::ConvTranspose_2770 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_2776 Slice_1340"Slice  input.159 "decoder.de_convs.1.depth_bn.weight decoder.de_convs.1.depth_bn.bias (decoder.de_convs.1.depth_bn.running_mean 'decoder.de_convs.1.depth_bn.running_varonnx::PRelu_2777BatchNormalization_1341"BatchNormalization* epsilon'7* momentumfff? Q onnx::PRelu_2777 onnx::PRelu_3868onnx::ConvTranspose_2779 PRelu_1342"PRelu  onnx::ConvTranspose_2779 %decoder.de_convs.1.point_conv2.weight #decoder.de_convs.1.point_conv2.bias input.163ConvTranspose_1343" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.163 #decoder.de_convs.1.point_bn2.weight !decoder.de_convs.1.point_bn2.bias )decoder.de_convs.1.point_bn2.running_mean (decoder.de_convs.1.point_bn2.running_varonnx::Pow_2781BatchNormalization_1344"BatchNormalization* epsilon'7* momentumfff? F onnx::Pow_2781 onnx::Pow_3412onnx::ReduceMean_2784Pow_1345"Pow q onnx::ReduceMean_2784onnx::Transpose_2785ReduceMean_1346" ReduceMean* axes@* keepdims R onnx::Transpose_2785onnx::GRU_2786Transpose_1347" Transpose* perm@@@  onnx::GRU_2786 onnx::GRU_3887 onnx::GRU_3888 onnx::GRU_3889 hidden.15onnx::Squeeze_2844onnx::Expand_2845GRU_1348"GRU* hidden_size* linear_before_reset N onnx::Squeeze_2844onnx::Transpose_2846 Squeeze_1349"Squeeze* axes@ U onnx::Transpose_2846onnx::MatMul_2847Transpose_1350" Transpose* perm@@@ K onnx::MatMul_2847 onnx::MatMul_3890onnx::Add_2849 MatMul_1351"MatMul Y "decoder.de_convs.1.tra.att_fc.bias onnx::Add_2849onnx::Transpose_2850Add_1352"Add V onnx::Transpose_2850onnx::Sigmoid_2851Transpose_1353" Transpose* perm@@@ A onnx::Sigmoid_2851onnx::Unsqueeze_2852 Sigmoid_1354"Sigmoid N onnx::Unsqueeze_2852onnx::Mul_2853Unsqueeze_1355" Unsqueeze* axes@ 6 onnx::Pow_2781 onnx::Mul_2853h1.15Mul_1356"Mul B h1.15onnx::Concat_2855Unsqueeze_1357" Unsqueeze* axes@ B x2.15onnx::Concat_2856Unsqueeze_1358" Unsqueeze* axes@ ^ onnx::Concat_2855 onnx::Concat_2856onnx::Transpose_2857 Concat_1359"Concat* axis X onnx::Transpose_2857onnx::Shape_2858Transpose_1360" Transpose* perm@@@@@ L onnx::Shape_2858 onnx::Reshape_560onnx::Add_2874 Reshape_1374"Reshape g onnx::Slice_2646 onnx::ScatterND_900 onnx::Expand_2776onnx::Slice_2965ScatterND_1465" ScatterND F onnx::Expand_2845 1383onnx::ScatterND_2979 Reshape_1476"Reshape m onnx::Gather_2661 onnx::ScatterND_3506 onnx::ScatterND_2979onnx::Gather_2980ScatterND_1477" ScatterND B onnx::Add_2874 onnx::Shape_561onnx::Shape_2981Add_1478"Add  onnx::Slice_2965 onnx::Slice_3466 onnx::Concat_3552 onnx::Concat_3552 onnx::Concat_3464onnx::Concat_2986 Slice_1483"Slice R onnx::Gather_2980 onnx::Gather_309 hidden.19 Gather_1485"Gather* axis { onnx::Shape_2981 onnx::Slice_3466 onnx::Concat_3553 onnx::Concat_3464 onnx::Concat_3464 input.171 Slice_1495"Slice w onnx::Shape_2981 onnx::Concat_3553 onnx::Slice_3468 onnx::Concat_3464 onnx::Concat_3464x2.19 Slice_1505"Slice < input.171 onnx::Pad_350onnx::Gather_3060Pad_1543"Pad X onnx::Gather_3060 onnx::Add_3415onnx::Gather_3061 Gather_1544"Gather* axis ] onnx::Gather_3061 onnx::Gather_424onnx::Transpose_3062 Gather_1545"Gather* axis \ onnx::Transpose_3062onnx::Reshape_3063Transpose_1546" Transpose* perm@@@@@@ Y onnx::Reshape_3063 onnx::Reshape_3430onnx::ConvTranspose_3084 Reshape_1567"Reshape  onnx::ConvTranspose_3084 %decoder.de_convs.2.point_conv1.weight #decoder.de_convs.2.point_conv1.bias input.175ConvTranspose_1568" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.175 #decoder.de_convs.2.point_bn1.weight !decoder.de_convs.2.point_bn1.bias )decoder.de_convs.2.point_bn1.running_mean (decoder.de_convs.2.point_bn1.running_varonnx::PRelu_3086BatchNormalization_1569"BatchNormalization* epsilon'7* momentumfff? J onnx::PRelu_3086 onnx::PRelu_3900onnx::Concat_3088 PRelu_1570"PRelu b onnx::Concat_2986 onnx::Concat_3088onnx::ConvTranspose_3089 Concat_1571"Concat* axis  onnx::ConvTranspose_3089 4decoder.de_convs.2.depth_conv.ConvTranspose2d.weight 2decoder.de_convs.2.depth_conv.ConvTranspose2d.bias input.179ConvTranspose_1572" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  onnx::ConvTranspose_3089 onnx::Concat_3464 onnx::Slice_3468 onnx::Concat_3552 onnx::Concat_3464onnx::Expand_3095 Slice_1577"Slice  input.179 "decoder.de_convs.2.depth_bn.weight decoder.de_convs.2.depth_bn.bias (decoder.de_convs.2.depth_bn.running_mean 'decoder.de_convs.2.depth_bn.running_varonnx::PRelu_3096BatchNormalization_1578"BatchNormalization* epsilon'7* momentumfff? Q onnx::PRelu_3096 onnx::PRelu_3901onnx::ConvTranspose_3098 PRelu_1579"PRelu  onnx::ConvTranspose_3098 %decoder.de_convs.2.point_conv2.weight #decoder.de_convs.2.point_conv2.bias input.183ConvTranspose_1580" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.183 #decoder.de_convs.2.point_bn2.weight !decoder.de_convs.2.point_bn2.bias )decoder.de_convs.2.point_bn2.running_mean (decoder.de_convs.2.point_bn2.running_varonnx::Pow_3100BatchNormalization_1581"BatchNormalization* epsilon'7* momentumfff? F onnx::Pow_3100 onnx::Pow_3412onnx::ReduceMean_3103Pow_1582"Pow q onnx::ReduceMean_3103onnx::Transpose_3104ReduceMean_1583" ReduceMean* axes@* keepdims R onnx::Transpose_3104onnx::GRU_3105Transpose_1584" Transpose* perm@@@  onnx::GRU_3105 onnx::GRU_3920 onnx::GRU_3921 onnx::GRU_3922 hidden.19onnx::Squeeze_3163onnx::Expand_3164GRU_1585"GRU* hidden_size* linear_before_reset N onnx::Squeeze_3163onnx::Transpose_3165 Squeeze_1586"Squeeze* axes@ U onnx::Transpose_3165onnx::MatMul_3166Transpose_1587" Transpose* perm@@@ K onnx::MatMul_3166 onnx::MatMul_3923onnx::Add_3168 MatMul_1588"MatMul Y "decoder.de_convs.2.tra.att_fc.bias onnx::Add_3168onnx::Transpose_3169Add_1589"Add V onnx::Transpose_3169onnx::Sigmoid_3170Transpose_1590" Transpose* perm@@@ A onnx::Sigmoid_3170onnx::Unsqueeze_3171 Sigmoid_1591"Sigmoid N onnx::Unsqueeze_3171onnx::Mul_3172Unsqueeze_1592" Unsqueeze* axes@ 6 onnx::Pow_3100 onnx::Mul_3172h1.19Mul_1593"Mul B h1.19onnx::Concat_3174Unsqueeze_1594" Unsqueeze* axes@ B x2.19onnx::Concat_3175Unsqueeze_1595" Unsqueeze* axes@ ^ onnx::Concat_3174 onnx::Concat_3175onnx::Transpose_3176 Concat_1596"Concat* axis X onnx::Transpose_3176onnx::Shape_3177Transpose_1597" Transpose* perm@@@@@ L onnx::Shape_3177 onnx::Reshape_560onnx::Add_3193 Reshape_1611"Reshape h onnx::Slice_2965 onnx::ScatterND_613 onnx::Expand_3095onnx::Expand_3284ScatterND_1702" ScatterND F onnx::Expand_3164 1383onnx::ScatterND_3298 Reshape_1713"Reshape m onnx::Gather_2980 onnx::ScatterND_3547 onnx::ScatterND_3298onnx::Expand_3299ScatterND_1714" ScatterND J onnx::Add_3193 onnx::Slice_377onnx::ConvTranspose_3300Add_1715"Add  onnx::ConvTranspose_3300 decoder.de_convs.3.conv.weight decoder.de_convs.3.conv.bias input.191ConvTranspose_1716" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.191 decoder.de_convs.3.bn.weight decoder.de_convs.3.bn.bias "decoder.de_convs.3.bn.running_mean !decoder.de_convs.3.bn.running_varonnx::PRelu_3302BatchNormalization_1717"BatchNormalization* epsilon'7* momentumfff? G onnx::PRelu_3302 onnx::PRelu_3927onnx::Add_3304 PRelu_1718"PRelu C onnx::Add_3304 input.11onnx::ConvTranspose_3305Add_1719"Add  onnx::ConvTranspose_3305 decoder.de_convs.4.conv.weight decoder.de_convs.4.conv.bias input.195ConvTranspose_1720" ConvTranspose* dilations@@* group* kernel_shape@@* pads@@@@* strides@@  input.195 decoder.de_convs.4.bn.weight decoder.de_convs.4.bn.bias "decoder.de_convs.4.bn.running_mean !decoder.de_convs.4.bn.running_varonnx::Tanh_3307BatchNormalization_1721"BatchNormalization* epsilon'7* momentumfff? * onnx::Tanh_3307m_feat Tanh_1722"Tanh F onnx::Expand_3284 2096onnx::ScatterND_3322 Reshape_1733"Reshape j onnx::Gather_1225 onnx::ScatterND_3506 onnx::ScatterND_3322conv_cache_outScatterND_1734" ScatterND F onnx::Expand_3299 2098onnx::ScatterND_3337 Reshape_1745"Reshape i onnx::Gather_1240 onnx::ScatterND_3506 onnx::ScatterND_3337 tra_cache_outScatterND_1746" ScatterND u m_feat onnx::Slice_3466 onnx::Slice_297 onnx::Slice_295 onnx::Concat_3464onnx::Concat_3343 Slice_1751"Slice u m_feat onnx::Slice_297 onnx::Slice_3468 onnx::Slice_295 onnx::Concat_3464onnx::MatMul_3348 Slice_1756"Slice N onnx::MatMul_3348 onnx::MatMul_3932onnx::Concat_3350 MatMul_1757"MatMul d onnx::Concat_3343 onnx::Concat_3350onnx::Gather_3351 Concat_1758"Concat* axis F mixonnx::Gather_3352Transpose_1759" Transpose* perm@@@@ W onnx::Gather_3352 onnx::Gather_275onnx::Mul_3354 Gather_1761"Gather* axis W onnx::Gather_3351 onnx::Gather_275onnx::Mul_3356 Gather_1763"Gather* axis ? onnx::Mul_3354 onnx::Mul_3356onnx::Sub_3357Mul_1764"Mul W onnx::Gather_3352 onnx::Gather_278onnx::Mul_3359 Gather_1766"Gather* axis W onnx::Gather_3351 onnx::Gather_278onnx::Mul_3361 Gather_1768"Gather* axis ? onnx::Mul_3359 onnx::Mul_3361onnx::Sub_3362Mul_1769"Mul E onnx::Sub_3357 onnx::Sub_3362onnx::Unsqueeze_3363Sub_1770"Sub ? onnx::Mul_3359 onnx::Mul_3356onnx::Add_3368Mul_1775"Mul ? onnx::Mul_3354 onnx::Mul_3361onnx::Add_3373Mul_1780"Mul E onnx::Add_3368 onnx::Add_3373onnx::Unsqueeze_3374Add_1781"Add Q onnx::Unsqueeze_3363onnx::Concat_3375Unsqueeze_1782" Unsqueeze* axes@ Q onnx::Unsqueeze_3374onnx::Concat_3376Unsqueeze_1783" Unsqueeze* axes@ ^ onnx::Concat_3375 onnx::Concat_3376onnx::Transpose_3377 Concat_1784"Concat* axis I onnx::Transpose_3377enhTranspose_1785" Transpose* perm@@@@torch-jit-export*JB"encoder.en_convs.2.tra.att_fc.biasJ ,+뾾y8V>a_ *JB"encoder.en_convs.3.tra.att_fc.biasJ er>Nn&T>c6/OZԾ*JB"encoder.en_convs.4.tra.att_fc.biasJ =A0;ڮ׾_=3\0޾Ǿ*]Bdpgrnn1.intra_fc.biasJ@<1=K>۾G즾?>nn,?⨛>^?6Ѿ;YhQWܵ=1ӂ]*!Bdpgrnn1.intra_ln.weightJh?PK??8?zP?1?Z?H{j??^??%:?:?L)?ˤ??AÈ? ??>`@ ?a`?l?~?⹙?p>]?E?q?%V?0> =?*? 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!*!Bonnx::ScatterND_613J                                                                                                                                                                                                                                                                                                                                                                                                                                       *!Bonnx::ScatterND_900J                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            *  !Bonnx::ScatterND_1187J                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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onnx::PRelu_3397     !j" input.71     !j( onnx::Pow_3400     !j. onnx::ReduceMean_758     !j) onnx::Transpose_759    j# onnx::GRU_760    j+ onnx::Squeeze_818     j& onnx::Expand_819    j) onnx::Transpose_820    j& onnx::MatMul_821    j# onnx::Add_823    j) onnx::Transpose_824    j' onnx::Sigmoid_825    j) onnx::Unsqueeze_826    j' onnx::Mul_827     j h1.3     !j. onnx::Concat_829      !j. onnx::Concat_830      !j1 onnx::Transpose_831      !j- onnx::Shape_832      !j) onnx::Shape_848     !j) onnx::Slice_908     !j- onnx::ScatterND_922     j* onnx::Gather_923     j* onnx::Concat_928     !j hidden.7    j" input.83     !j x2.7     !j+ onnx::Gather_1002     #j/ onnx::Gather_1003      #j6 onnx::Transpose_1004       !j4 onnx::Reshape_1005       !j" input.87     !j* onnx::PRelu_3403     !j+ onnx::Concat_1030     !j" input.95     !j+ onnx::Expand_1037     !j* onnx::PRelu_3406     !j# input.103     !j( onnx::Pow_3409     !j/ onnx::ReduceMean_1045     !j* onnx::Transpose_1046    j$ onnx::GRU_1047    j, onnx::Squeeze_1105     j' onnx::Expand_1106    j* onnx::Transpose_1107    j' onnx::MatMul_1108    j$ onnx::Add_1110    j* onnx::Transpose_1111    j( onnx::Sigmoid_1112    j* onnx::Unsqueeze_1113    j( onnx::Mul_1114     j h1.7     !j/ onnx::Concat_1116      !j/ onnx::Concat_1117      !j2 onnx::Transpose_1118      !j. onnx::Shape_1119      !j. onnx::Transpose_1135     !j+ onnx::Expand_1195     !j. onnx::ScatterND_1209     j+ onnx::Expand_1210     j2 onnx::ScatterND_1224      !j/ onnx::Gather_1225      !j2 onnx::ScatterND_1239      j/ onnx::Gather_1240      j& onnx::Shape_1242   ! j* onnx::Shape_1243    ! j& onnx::Shape_1261   ! j* onnx::Transpose_1282   ! j* onnx::Transpose_1285   ! j$ onnx::GRU_1300  !  j. onnx::Transpose_1417  !   j 1418    j, onnx::Reshape_1419  !   j* onnx::Transpose_1421  !  j' onnx::Concat_1422   ! j$ onnx::GRU_1423  !  j. onnx::Transpose_1540  !   j 1541    j, onnx::Reshape_1542  !   j* onnx::Transpose_1544  !  j' onnx::Concat_1545   ! j' onnx::MatMul_1546   ! j$ onnx::Add_1548   ! j( onnx::Reshape_1549   ! j# input.115    ! j( onnx::Sub_1562     j( onnx::Pow_1563    ! j/ onnx::ReduceMean_1565    ! j( onnx::Add_1566     j) onnx::Sqrt_1568     j( onnx::Div_1569     j( onnx::Mul_1570    ! j( onnx::Add_1571    ! j( onnx::Add_1572    ! j. onnx::Transpose_1573    ! j* onnx::Shape_1574   !  j& onnx::Shape_1592  !  j* onnx::Transpose_1603  !  j* onnx::Transpose_1606  !  j$ onnx::GRU_1617   ! j$ onnx::GRU_1620   ! j$ onnx::GRU_1621   ! j, onnx::Squeeze_1679    ! j' onnx::Concat_1680   ! j* onnx::Transpose_1681   ! j' onnx::Concat_1682  !  j$ onnx::GRU_1683   ! j, onnx::Squeeze_1741    ! j' onnx::Concat_1742   ! j* onnx::Transpose_1743   ! j' onnx::Concat_1744  !  j' onnx::MatMul_1745  !  j' onnx::Expand_1746   ! j$ onnx::Add_1748  !  j( onnx::Reshape_1749  !  j. onnx::Transpose_1761   !  j# input.119    ! j( onnx::Sub_1763     j( onnx::Pow_1764    ! j/ onnx::ReduceMean_1766    ! j( onnx::Add_1767     j) onnx::Sqrt_1769     j( onnx::Div_1770     j( onnx::Mul_1771    ! j( onnx::Add_1772    ! j( onnx::Add_1773    ! j* onnx::Shape_1774    ! j. onnx::ScatterND_1788    ! j+ onnx::Gather_1789    ! j& onnx::Shape_1791   ! j& onnx::Shape_1809   ! j* onnx::Transpose_1830   ! j* onnx::Transpose_1833   ! j$ onnx::GRU_1848  !  j. onnx::Transpose_1965  !   j 1966    j, onnx::Reshape_1967  !   j* onnx::Transpose_1969  !  j' onnx::Concat_1970   ! j$ onnx::GRU_1971  !  j. onnx::Transpose_2088  !   j 2089    j, onnx::Reshape_2090  !   j* onnx::Transpose_2092  !  j' onnx::Concat_2093   ! j' onnx::MatMul_2094   ! j$ onnx::Add_2096   ! j( onnx::Reshape_2097   ! j# input.123    ! j( onnx::Sub_2110     j( onnx::Pow_2111    ! j/ onnx::ReduceMean_2113    ! j( onnx::Add_2114     j) onnx::Sqrt_2116     j( onnx::Div_2117     j( onnx::Mul_2118    ! j( onnx::Add_2119    ! j( onnx::Add_2120    ! j. onnx::Transpose_2121    ! j* onnx::Shape_2122   !  j& onnx::Shape_2140  !  j* onnx::Transpose_2151  !  j* onnx::Transpose_2154  !  j$ onnx::GRU_2165   ! j$ onnx::GRU_2168   ! j$ onnx::GRU_2169   ! j, onnx::Squeeze_2227    ! j' onnx::Concat_2228   ! j* onnx::Transpose_2229   ! j' onnx::Concat_2230  !  j$ onnx::GRU_2231   ! j, onnx::Squeeze_2289    ! j' onnx::Concat_2290   ! j* onnx::Transpose_2291   ! j' onnx::Concat_2292  !  j' onnx::MatMul_2293  !  j' onnx::Expand_2294   ! j$ onnx::Add_2296  !  j( onnx::Reshape_2297  !  j. onnx::Transpose_2309   !  j# input.127    ! j( onnx::Sub_2311     j( onnx::Pow_2312    ! j/ onnx::ReduceMean_2314    ! j( onnx::Add_2315     j) onnx::Sqrt_2317     j( onnx::Div_2318     j( onnx::Mul_2319    ! j( onnx::Add_2320    ! j( onnx::Add_2321    ! j. onnx::Transpose_2322    ! j( onnx::Add_2323     !j. onnx::ScatterND_2337    ! j* onnx::Slice_2340     !j+ onnx::Gather_2342     j* onnx::Shape_2343     !j+ onnx::Concat_2348     !j hidden.11    j# input.131     !j x2.11     !j+ onnx::Gather_2422     #j/ onnx::Gather_2423      #j6 onnx::Transpose_2424       !j4 onnx::Reshape_2425       !j2 onnx::ConvTranspose_2446     !j# input.135     !j* onnx::PRelu_2448     !j+ onnx::Concat_2450     !j2 onnx::ConvTranspose_2451     !j# input.139     !j+ onnx::Expand_2457     !j* onnx::PRelu_2458     !j2 onnx::ConvTranspose_2460     !j# input.143     !j( onnx::Pow_2462     !j/ onnx::ReduceMean_2465     !j* onnx::Transpose_2466    j$ onnx::GRU_2467    j, onnx::Squeeze_2525     j' onnx::Expand_2526    j* onnx::Transpose_2527    j' onnx::MatMul_2528    j$ onnx::Add_2530    j* onnx::Transpose_2531    j( onnx::Sigmoid_2532    j* onnx::Unsqueeze_2533    j( onnx::Mul_2534     j h1.11     !j/ onnx::Concat_2536      !j/ onnx::Concat_2537      !j2 onnx::Transpose_2538      !j. onnx::Shape_2539      !j( onnx::Add_2555     !j* onnx::Slice_2646     !j. onnx::ScatterND_2660     j+ onnx::Gather_2661     j* onnx::Shape_2662     !j+ onnx::Concat_2667     !j hidden.15    j# input.151     !j x2.15     !j+ onnx::Gather_2741     #j/ onnx::Gather_2742      #j6 onnx::Transpose_2743       !j4 onnx::Reshape_2744       !j2 onnx::ConvTranspose_2765     !j# input.155     !j* onnx::PRelu_2767     !j+ onnx::Concat_2769     !j2 onnx::ConvTranspose_2770     !j# input.159     !j+ onnx::Expand_2776     !j* onnx::PRelu_2777     !j2 onnx::ConvTranspose_2779     !j# input.163     !j( onnx::Pow_2781     !j/ onnx::ReduceMean_2784     !j* onnx::Transpose_2785    j$ onnx::GRU_2786    j, onnx::Squeeze_2844     j' onnx::Expand_2845    j* onnx::Transpose_2846    j' onnx::MatMul_2847    j$ onnx::Add_2849    j* onnx::Transpose_2850    j( onnx::Sigmoid_2851    j* onnx::Unsqueeze_2852    j( onnx::Mul_2853     j h1.15     !j/ onnx::Concat_2855      !j/ onnx::Concat_2856      !j2 onnx::Transpose_2857      !j. onnx::Shape_2858      !j( onnx::Add_2874     !j* onnx::Slice_2965     !j. onnx::ScatterND_2979     j+ onnx::Gather_2980     j* onnx::Shape_2981     !j+ onnx::Concat_2986     !j hidden.19    j# input.171     !j x2.19     !j+ onnx::Gather_3060     #j/ onnx::Gather_3061      #j6 onnx::Transpose_3062       !j4 onnx::Reshape_3063       !j2 onnx::ConvTranspose_3084     !j# input.175     !j* onnx::PRelu_3086     !j+ onnx::Concat_3088     !j2 onnx::ConvTranspose_3089     !j# input.179     !j+ onnx::Expand_3095     !j* onnx::PRelu_3096     !j2 onnx::ConvTranspose_3098     !j# input.183     !j( onnx::Pow_3100     !j/ onnx::ReduceMean_3103     !j* onnx::Transpose_3104    j$ onnx::GRU_3105    j, onnx::Squeeze_3163     j' onnx::Expand_3164    j* onnx::Transpose_3165    j' onnx::MatMul_3166    j$ onnx::Add_3168    j* onnx::Transpose_3169    j( onnx::Sigmoid_3170    j* onnx::Unsqueeze_3171    j( onnx::Mul_3172     j h1.19     !j/ onnx::Concat_3174      !j/ onnx::Concat_3175      !j2 onnx::Transpose_3176      !j. onnx::Shape_3177      !j( onnx::Add_3193     !j+ onnx::Expand_3284     !j. onnx::ScatterND_3298     j+ onnx::Expand_3299     j2 onnx::ConvTranspose_3300     !j# input.191     Aj* onnx::PRelu_3302     Aj( onnx::Add_3304     Aj2 onnx::ConvTranspose_3305     Aj$ input.195     j* onnx::Tanh_3307     j! m_feat     j2 onnx::ScatterND_3322      !j2 onnx::ScatterND_3337      j+ onnx::Concat_3343     Aj+ onnx::MatMul_3348     @j, onnx::Concat_3350     j, onnx::Gather_3351     j, onnx::Gather_3352     j% onnx::Mul_3354    j% onnx::Mul_3356    j% onnx::Sub_3357    j% onnx::Mul_3359    j% onnx::Mul_3361    j% onnx::Sub_3362    j+ onnx::Unsqueeze_3363    j% onnx::Add_3368    j% onnx::Add_3373    j+ onnx::Unsqueeze_3374    j, onnx::Concat_3375     j, onnx::Concat_3376     j/ onnx::Transpose_3377     B  r model_typegtcrnr comment gtcrn_simpler version1r sample_rate16000ra model_urlThttps://github.com/Xiaobin-Rong/gtcrn/blob/main/stream/onnx_models/gtcrn_simple.onnxr maintainerk2-fsarA comment25Please see also https://github.com/Xiaobin-Rong/gtcrnr conv_cache_shape 2,1,16,16,33r tra_cache_shape 2,3,1,1,16r inter_cache_shape 2,1,33,16r n_fft512r hop_length256r window_length512r window_type hann_sqrt