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InfiniTensor
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Author SHA1 Message Date
Hardy 19d7dc871d
update doc (#83) 
* update doc

* update doc

* update doc

* update doc

* add code

* add code

* update doc

* update doc

* add env.sh and update install guide

* fix

* fix bug

* fix

* add code

* code format

* Update exception.cc

---------

Co-authored-by: wanghailu <wanghailu@qiyuanlab.com>
Co-authored-by: wanghailu <wanghailu0717@163.com>
 2023-06-23 14:22:52 +08:00
YdrMaster 26f0d13c26
Dev for 202303ddl (#66) 
* add activation operatiopn relu, tanh, sigmoid on mlu

* commit for format

* add activation backward operation

* add test for activation_backward

* add test

* add convbpfilter

* fix

* add transpsoe code and test

* add trigon function operation on mlu: sin,cos,tan,asin,sinh,asinh

* add copy operation on mlu

* add ceil operation and floor operation

* add operation clip

* add operation cnnl div, test and test for divdemo bangc kernel

* add divnonan operation and test

* add erf operation

* add exp operation

* add operation fill

* add log operation

* add log1p operation

* add l2loss operation

* add maximum and minimum operation

* add mseloss operation

* add negTensor operation

* add power operation

* add reciprocal operation

* add sqrt and rsqrt operation

* add transform operation

* add addn operation

* add muln operation

* cherrry pick some operation

* add floordiv operation and floordivtrunc operation

* add floormod operation

* add cumsum operation

* add det operation

* add pad operation

* format

* add concat operation

* format

* add split operation

* fix concat and split operation

* add round operation

* add pooling operation

* add square operation

* add squaredDifference operation

* code format fix

* add flip operation

* code format fix

* add hardtanh operation

* add logic operation

* add addcdiv and addcmul operation

* add arange operation

* add bitcompute operation

* add net test

* fmt

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* style: rename

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: 用 NativeCpuRuntime 替换 CpuRuntime

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix code

* fix code

* fix code by review suggestion

* remove operation which is not the onnx operation

* fix format

* clang format

* refactor: tensor 的 print 加一层模板的 dataToString

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: onnx 导出

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 增加计算图优化接口

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* add clip operation

* feat: 支持导入 clip

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* test: 导入导出测试加入 ci

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix batch norm

* feat: 增加 Shape 算子

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 支持导入 unsqueeze

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: 修正 clip 接口

feat: 支持导入 transpose
Signed-off-by: YdrMaster <ydrml@hotmail.com>

* add broadcast operation

* fix elementwise-broadcast

* fix elementwise broadcast

* add broadcast for gpu elementsie

* feat: pad 支持 axes 负数

feat: 不支持的 padding 导出为独立的 pad 算子

feat: 支持导入 onnxsim 过的 inception
Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: 修正池化的测试

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 导出 pads，支持 inception 导入导出，已加入 ci

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 支持 densenet 导入导出，并加入 ci

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 导入 squeeze

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix softmax

* feat: 导出 clip 和 transpose

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 支持 Conv 的 bias

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: bias of conv

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: bias of conv

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 导入 split

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 导出 split

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: conv

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: conv group

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: matmul 的 bias 没有放在输入里，修正

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix exmaple

* fix: 改正 reduce_mean 导出

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* refactor: 修改 slice 实现与 onnx 一致

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* style: 不导出两个 runtime 函数

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* doc: 中文使用指南

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* doc: 补全指南

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: 修复导入数据的问题

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fmt

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 添加 Dropout 基本结构，但不支持两个输出是不同的类型

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 重新导出优化接口

feat: dropout 导入
Signed-off-by: YdrMaster <ydrml@hotmail.com>

* build: BANG 选项加入 Makefile

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fxi code, change of test/kernels/bang/test* is use NativeCpuRuntime.
chaneg of include/bang/bang_runtime is for the cntoolkit upgrade.

* feat: 导出 bang runtime

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* add USE_BANG=1

* fix matmul

* fix reshape

* fix

* fix activation

* fix transpose

* format

* format

* update Makefile

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 支持导入导出 ConvTranspose

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* add prelu on mlu

* fix: ConvTranspose

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* feat: 支持导入导出 PRelu

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* add convtrans on mlu

* fmt

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* docs: 更新 README_CN.md

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix code by review suggestions

* style

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix: Softmax 的 axis 可以用默认值？感觉是 onnx 不标准

Signed-off-by: YdrMaster <ydrml@hotmail.com>

* fix cuda & intelcpu bugs after merging

---------

Signed-off-by: YdrMaster <ydrml@hotmail.com>
Co-authored-by: wanghailu <wanghailu0717@163.com>
Co-authored-by: wanghailu <wanghailu@qiyuanlab.com>
Co-authored-by: whjthu <haojie0429@gmail.com>
 2023-04-18 15:10:33 +08:00
zhengly123 a1974aabcd
NNET supports TVM backend and kernels (#78) 
* Add: mutator InfoGAN minimum test

* Add: cache and padding (bugs!!)

* Add: expression reader as a cmake target

* Fix: [Intermediate] NMutator::expressionToGraph

To be fix: matmul with implicit broadcast

* Add: matmul broadcast

* Fix: GraphObj ctor should use cloneTensor

* Fix: cuBLAS failure when codegen is enabled

* Add: Exception for checkCuError

* Fix: graph OpList ctor

* Add: expr simplication for TVM

* Add: TVM headers and CMake include paths

* Add: CMake config

* Add: PackedFunc (broken)

* Fix: remove cuCtxCreate which makes TVM fails

* Fix: membound_tvm

* Fix: test_memboundOp

* Add: PRelu Expr and AsTVMVisitor

* Add: Random generator

* Add: support TVM packed function

* Fix: specify runtime

* Add: CMake support of TVM

* Add: detailed output of Matmul

* Add: comments for Matmul

* Chore: format and comments

* Chore: GraphObj::selfCheck without assert control

* Fix: CMAKE_CXX_FLAGS in CMakeLists

* fix merge bug

* update api for mkl batchnorm test

* fix lotus env

* fig header bug

---------

Co-authored-by: Liyan Zheng <liyan-zheng@outlook.com>
Co-authored-by: huangshuhong <huangsh19@mails.tsinghua.edu.cn>
Co-authored-by: whjthu <haojie0429@gmail.com>
 2023-04-18 00:26:36 +08:00
wendy12022 43d4798323
ADD: sub graph replacement. (#56) 
reconfig: connections among op and tensor now is managered by GraphObj .

add some comments

merge from master

merge from master

ADD: sub graph replacement

reconfig inputs of op resize, due to the check of operator inputs.

ResizeObj::clone

clang format

fix some and add test for multi-output.

replacement support multi-inputs and multi-outputs.

add clone for all operators

add replaceSubGraph addSubGraph

remove extra code

add more test

remove extra print

Co-authored-by: Haojie Wang <haojie0429@gmail.com>
 2023-04-17 13:09:07 +08:00
wendy12022 c8b2c8ed32
Cpu backend2 (#77) 
fix review

change Device::MKL to Device::INTELCPU

fix mkl linkage

fix errors according to merge from master

now can call mkl backend

fix softmax/flatten with axis from onnx.

modify README.md

fix memory refree

add env_lotus_intelcpu.sh

fix compile

merge from branch cpu_backend

fix something add gather

fix something

FIX: directory rename from "mkl" to "intelcpu"

ADD: use oneMKL dpcpp interface to implement matmul kernel.

ADD: add dpcpp as compiler for mkl, and fix warnings for clang compiling.
add dpcpp kernel for pow.

ADD: mkl kernel for pad.

ADD: slice mkl kernel.

ADD: reshape/flatten/identity mkl kernel.

ADD: split mkl kernel.

fix compile error

FIX: fix flattenObj with axis.

ADD reduce_mean mkl kernel.

Add concat mkl kernel.

bathNorm for mkl kernel.

sigmoid mkl kernel.

ADD：add mkl kernel for pooling

add more tests for softmax

Now softmax cuda kernel supports any axises.

mkl kernel for softmax

softmax

add axis to softmax operator

add mkl kernel for abs tanh

ADD: relu kernel for mkl

fix binary mkl primitives.

add mkl kernel for binary operators

fix compiler error

move stream to runtime

clang format

add MemoryFormat for tensorObj.

use post_ops for fused conv/deconv

Distinguish mkl  op_timer from cuda op timer.

add act optype to conv and deconv

add operator timer

add mkl kernel for convTransposed

minor fix for group conv

do not use cblas_sgemm_batch

CpuRuntimeObj->NativeCpuRuntimeObj

add  matmul op for mkl
 2023-04-17 12:15:23 +08:00
Hardy fe1afe38fa
fix code of bang conv (#76) 
* fix code of bang conv

* test: 向 master push 时也执行 ci

Signed-off-by: YdrMaster <ydrml@hotmail.com>

---------

Signed-off-by: YdrMaster <ydrml@hotmail.com>
Co-authored-by: wanghailu <wanghailu@qiyuanlab.com>
Co-authored-by: YdrMaster <ydrml@hotmail.com>
 2023-03-29 15:47:32 +08:00
Hardy 823e66a9ff
Support perf bang 1115 (#57) 
* support matmul

* add matmul

* add matmul

* add code for cnnl matmul operation and test

* add conv

* add code for conv test on mlu

* add code for test cnnl conv on mlu

* add code for perf conv and matmul on mlu

* clang format

* fix convolution operation

* fxi cmaklist

* code format

* fix code

* code format

---------

Co-authored-by: wanghailu <wanghailu@qiyuanlab.com>
Co-authored-by: wanghailu <wanghailu0717@163.com>
 2023-03-29 13:52:56 +08:00
wendy12022 86ec4036ce
ADD: add mkl runtime for intel cpu , and add mkl kernel for matmul/conv/convtransposed. (#61) 
* move memory format transformation to TensorObj

clang format

add MemoryFormat for tensorObj.

use post_ops for fused conv/deconv

Distinguish mkl  op_timer from cuda op timer.

add act optype to conv and deconv

add operator timer

add mkl kernel for convTransposed

minor fix for group conv

do not use cblas_sgemm_batch

CpuRuntimeObj->NativeCpuRuntimeObj

add  matmul op for mkl

* fix: fix bugs when rebasing from master

fix: fix bugs when rebasing from master

* fix: update api after rebasing

* fix: fix format; fix onnx import

* fix: fix clang-format

* [fix] fix conv_transpose test

* [fix] use stronger test case for transposed conv

* [fix] remove tensor memory format; fix mkl transpose conv

* [fix] add FIXME tag for op_timer python api

---------

Co-authored-by: whjthu <haojie0429@gmail.com>
 2023-03-27 21:28:49 +08:00
Haojie Wang 65a3abf5dc
feat: inference (#71) 
导出推理接口，支持通过 python 调用框架推理
 2023-03-25 12:09:22 +08:00
whjthu d9886e9de3 fix: remove inline keyword in class; rename getter and setter for inputOf and outputOf 2023-03-25 12:04:24 +08:00
YdrMaster aff2b538ce fix: 删除单独的拷贝函数 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-22 10:13:06 +08:00
wanghailu 64a5de51f3 fix 2023-03-22 10:08:31 +08:00
YdrMaster 5aeacedab3 fix: 从模板导出每个类型的 python 接口 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-22 09:46:40 +08:00
YdrMaster 73e895b8ce feat: 导出拷出张量值方法 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-21 14:40:13 +08:00
YdrMaster 9db97eb212 refactor: 整合操作张量数据的方法 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-21 14:00:04 +08:00
YdrMaster e1c976568d fix: 增加推理接口 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster c18845a2fd feat: 增加推理接口 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 6e1af09dd0 fix: remove print 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster e294e46436 feat: 导出 pool 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 8a871c3773 feat: 导出 conv 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster afed749b74 feat: 支持导出权重 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 40fb8390b1 feat: 导入时保存权重 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster a5e692baea feat: 导出 batchnorm 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 71ca4459d9 fmt 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 5b6698bac7 feat: 导出全图的输出张量到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 59bf59c10b docs: update README.md 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster fb3478bf3e build: update Makefile 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
wanghailu 514666591e add batch_norm 2023-03-15 17:23:32 +08:00
YdrMaster 3d122aebfe feat: 支持导出浮点向量 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster cf9bdb0562 feat: 支持打印结果 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster f44a4daf70 feat: 导出未初始化的张量 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 6dce129cb3 fix: TensorObj::dataMalloc 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster dc79b72655 fix: 重新导出 cuda_runtime() 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 9ab78f13f7 feat: 导出 cuda_runtime 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 60c5d6b5b8 fix: 先不在 cpu 上测试 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster ed81861375 temp: 实现初始值导入，但 resnet 报错 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster 4ffaa44c1e fix: Matmul 支持 2 维或以上的输入 
> 现在能导入 resnet18

Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
YdrMaster a27391fcdc fix: 修正 batchNorm 实现 
- onnx 和 pytorch 认为 batchNorm 的 4 个参数是 [c] 形状的，cuDNN 可能认为是 [1,c,1,...]。
优化已改为 [c]，但 cuDNN 推理没有改；

Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 17:23:32 +08:00
Haojie Wang dd5d091dbc
wip: onnx 导出 (#65) 
| Notice | Work in progress
|-|-

> based on #63 

## Progress

1. [x] 对节点拓扑排序
2. [x] 遍历节点，命名并导出其输出张量（`make_tensor_value_info`）
3. [x] 识别图的输入张量，命名并导出（`make_tensor_value_info`）
4. [x] 根据节点类型，识别权重及属性，导出节点（`make_node`）
5. [x] `make_graph` -> `check_graph` -> `make_model` -> `check_model`
 2023-03-15 15:22:09 +08:00
YdrMaster 62fd619987 fix: 移除中文注释 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:16:16 +08:00
YdrMaster 71a87c27d1 feat: 导出 ReduceMean 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster bb9b62b169 fix: 改正类型转换 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 2a23669394 feat: 导出 Reshape 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster ffd0473bd2 feat: check everything 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 9e0f8f21bf feat: 生成模型对象 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 6b7af7077b feat: 导出 Gather Concat 到 onnx 
- 并优化 python 代码

Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 9d9fbd44af feat: 导出 MatMul Concat 到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 32f6f02c81 feat: 导出 5 个单目算子到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster 0517089dca feat: 导出输入张量到 onnx 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00
YdrMaster eff4c14a85 feat: 封装上下文对象以复用建图代码 
Signed-off-by: YdrMaster <ydrml@hotmail.com>
 2023-03-15 15:09:12 +08:00