nihui
f74639deeb
gemm block quantization infrastructure for llm decoder style ( #6814 )
...
* another mha oob read
2026-07-13 10:13:39 +08:00
nihui
706c4d1964
support 4d mat in more operators ( #6737 )
...
Add 4d Mat handling across generic and optimized backends, extend operator tests, and document supported input and output Mat dimensions.
2026-05-22 15:31:01 +08:00
nihui
559a8e8cb0
rotaryembed layer ( #6407 )
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* add deepseek_v3 attention test
* fuse non interleaved rotary embed
* fuse t5 layernorm without gamma
* test qwen2 attention
* sdpa pattern ++
2025-11-19 17:28:08 +08:00
nihui
11fb99795b
sdpa kvcache ( #6405 )
2025-11-18 11:05:27 +08:00
nihui
641a3e5be8
ncnn sdpa layer ( #6397 )
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* fuse gqa
2025-11-11 11:14:04 +08:00
nihui
adee6a0a53
multiheadattention kvcache ( #6333 )
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* skip input layer forward
* unified kvcache layout
* mha kvcache test
2025-10-15 14:19:57 +08:00
nihui
a6eda68f23
disable onnx2ncnn build ( #6324 )
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Migrate most of onnx2ncnn functions to pnnx
2025-09-23 19:06:07 +08:00
nihui
9b91fe5153
implement flip layer and pnnx torch.flip conversion ( #6233 )
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Co-authored-by: 佰阅 <43716063+Baiyuetribe@users.noreply.github.com >
2025-08-06 14:49:16 +08:00
nihui
ef0b0e631c
interp output size expression ( #5994 )
2025-04-17 14:24:57 +08:00
nihui
39c055d7f2
crop axes starts ends expression ( #5976 )
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* skip dynamic tensor index
* handle clone oom
2025-04-14 19:43:50 +08:00
nihui
6396a732ef
reshape shape expression, drop reshape permute, test reshape oom ( #5918 )
2025-03-10 15:31:34 +08:00
nihui
0734b657d9
spectrogram and inverse spectrogram ( #5779 )
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* only supports hann, hamming and all-one window
* inverse spectrogram does not support length parameter
* spectrogram always returns torch.view_as_real(out) as ncnn does not support complex typed mat yet
* inverse spectrogram always accepts torch.view_as_complex(in) as ncnn does not support complex typed mat yet
2024-11-22 16:14:54 +08:00
nihui
66b54cbea2
multiheadattention int8 quantization ( #5733 )
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* x86 vulkan fallback
* comment about bf16s
2024-10-15 16:38:00 +08:00
nihui
1c7af00499
gemm int8 quantization ( #5706 )
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* quantize gemm
* write gemm quantize scales
* update doc
* less openmp args
* x86 riscv fallback
* skip gemm vulkan int8
* fix noint8 test, fix arm bf16 test
* enable vfpv4 on neon build only
* fix gemm vulkan without C
* fp16 pack8 output
* enable elempack=8 only for asimdhp+
* tiled gemm int8 test
* opt arm64 tiles, fix asimdhp dispatch
2024-10-12 19:02:55 +08:00
nihui
5df5413c81
embed int8 quantization and add embed test ( #5667 )
2024-09-02 18:48:01 +08:00
nihui
fdf0df3079
RMSNorm ( #5630 )
2024-08-15 16:52:06 +08:00
nihui
4c3debae2d
multiheadattention scale param ( #5526 )
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* update swiftshader
* skip vs2017 swiftshader
2024-06-23 23:51:02 +08:00
nihui
db035d602d
update ncnnoptimize layers, lightmode=false keeps original weight ( #5414 )
2024-04-09 23:53:54 +08:00
nihui
4494aadd74
deconvolution dynamic weight ( #5119 )
2023-10-31 17:37:24 +08:00
nihui
14e14a9ae8
slice with indices ( #5103 )
2023-10-25 17:12:03 +08:00
Yoh
3f437d3f3d
Grid sample op ( #4373 )
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* pnnx support grid_sample op
* complete the permute and gridsample operator fusion
* spilt calculation into two stages and support permute fusion
2023-10-20 19:09:59 +08:00
Amir Ramezani
7e5fa3ade3
shrink operator ( #5022 )
2023-09-20 14:08:31 +08:00
Beq Jal
bcfec1da33
Celu layer and export to ncnn ( #5019 )
2023-09-12 10:28:22 +08:00
Beq Jal
c851231832
add diag layer and its converter ( #4935 )
2023-09-08 22:01:37 +08:00
nihui
172b748c74
add ncnn glsl extension doc ( #4817 )
2023-06-26 11:13:41 +08:00
nihui
c28c8c04a1
multiheadattention attn mask ( #4668 )
2023-04-28 12:28:38 +08:00
nihui
b640574b88
rough vulkan gemm and multiheadattention ( #4618 )
2023-04-26 15:13:27 +08:00
nihui
afc9310c62
update new operators for modelwriter ( #4540 )
2023-02-21 13:30:05 +08:00
nihui
fc6ce4a641
copyto operator ( #4522 )
2023-02-14 15:22:38 +08:00
nihui
242e775d21
pnnx convert torch log10, pow 2 as square ( #4518 )
2023-02-09 19:28:18 +08:00
nihui
246e71c526
implement atan2 ( #4516 )
2023-02-09 00:29:18 +08:00
Fangjun Kuang
92e75105c9
Support torch.cumsum ( #4505 )
2023-02-08 10:50:50 +08:00
nihui
ab4cfbf5b0
enrich ncnn binary broadcast rules ( #4513 )
2023-02-08 10:22:30 +08:00
nihui
fed99fd35b
gemm output transpose, prepack c ( #4479 )
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* mha is now permute and reshape free
* gemm user defined tile mnk param
2023-01-27 13:03:04 +08:00
WuJinxuan
10e9d91576
Add x86 MultiHeadAttention ( #4443 )
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* fix doc, sync x86 gemm fix
Co-authored-by: EdVince <EdVince@users.noreply.github.com >
Co-authored-by: nihuini <nihuini@tencent.com >
2023-01-04 17:28:20 +08:00
nihui
fd1ac3c7a0
x86 optimization for gemm unified elempack ( #4387 )
2022-12-10 17:36:50 +08:00
nihui
eceac35a7f
implement MultiheadAttention kdim vdim ( #4347 )
2022-11-14 12:46:51 +08:00
Lry89757
6a47f8d15c
gridsample op support ( #4288 )
...
Co-authored-by: LRY89757 <LRY89757@users.noreply.github.com >
Co-authored-by: nihuini <nihuini@tencent.com >
Co-authored-by: nihui <shuizhuyuanluo@126.com >
2022-11-11 20:55:57 +08:00
Fangjun Kuang
5281d51535
implement GLU and pnnx conversion ( #4283 )
2022-10-19 12:41:23 +08:00
nihui
77eda4c19f
implement lstm proj_size ( #4263 )
2022-10-14 10:54:03 +08:00
miemie2013
720f3c9aab
Add DeformableConv2D ( #4070 )
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* Add DeformableConv2D
* add unittest and docs
* pnnx torchvision deformconv2d conversion
Co-authored-by: miemie2013 <miemie2013@users.noreply.github.com >
Co-authored-by: nihui <shuizhuyuanluo@126.com >
2022-07-28 11:45:09 +08:00
nihui
2880eff264
deconv1d deconv3d ( #3584 )
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* fix sigmoid returns nan with very large input
2022-03-01 21:50:17 +08:00
nihuini
bc188ece58
update modelwriter for new operators
2022-02-25 11:27:01 +08:00
nihui
c5d7f963b9
layer tile ( #3491 )
2022-01-10 15:05:07 +08:00
nihuini
014387dfae
update operators doc
2021-12-31 17:47:23 +08:00
nihuini
e8d1d40398
update operators doc
2021-12-07 11:10:22 +08:00
nihui
f10cc6dd93
initial data structure changes for 3dcnn, conv3d, pooling3d ( #3378 )
...
Co-authored-by: ElvisYu <elvisyuovo@gmail.com >
Co-authored-by: 余浩文 <m18107220188@163.com >
Co-authored-by: Zr2223 <67497651+Zr2223@users.noreply.github.com >
2021-12-02 16:50:55 +08:00
空言
dbf2db26fe
Update operators.md ( #3345 )
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change weight type
2021-11-14 14:30:07 +08:00
nihui
52721dd1eb
Update operators.md
2021-09-22 11:15:25 +08:00
nihui
0902594334
Update operators.md
2021-09-22 10:35:01 +08:00