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* add generic instances; fixed initi with fp8 * fixed comment --------- Co-authored-by: Jing Zhang <[email protected]>
* added kpad support into v2r3 * add generic instances * fixed comments * fixed mnk padding * Update device_batched_gemm_xdl.hpp --------- Co-authored-by: Jing Zhang <[email protected]>
* Redesign the DPP8 GEMM kernel to use warp-wise component * Review: Improve error messages * Review: Remove unnecessary empty lines * Review: Fix M, N per thread names * Review: Rename mfma_input_type to dpp_input_type * Review: Fix tensor adaptor; remove unnecessary element * Review: Remove calls to dpp_gemm's MakeCDescriptor * Review: Add blockwise doc, change function names to include dimension names * Review: Remove duplicated code; Move Block2CtileMap alias to the top of the file * Review: Add __restrict__ keywords * Review: Use MatrixPadder for padding A, B, C matrices * Review: Remove hardcoded datatypes * Review: Change names from FloatX to XDataType * Review: Introduce AK0 and BK0 instead of a single K0 * Review: Remove construction of dpp_datatypes object * Review: Rename DppInstrRunner to DppLanegroupGemm
* fix wmma gemm int8; add grouped conv int8 example * Add int8 gemm-bilinear instances * compile sanity check unknown * Sanity pass + clang-format * add int8 conv profiler instances * solve merge conflict --------- Co-authored-by: zjing14 <[email protected]> Co-authored-by: Chao Liu <[email protected]>
Co-authored-by: samjwu <[email protected]>
* Refactor f8_t to add bf8_t * Add check_err impl for f8_t * Update fp8 test * Format * Revert the fix * Update vector_type implementation * Add bf8 test * Add bf8, use BitInt types * Add bf8 conversion methods * Update type_convert for fp8/bf8 * Add check_err fp8/bf8 support * Add subnorm fp8 tests * Add subnorm bf8 tests * Fix conversion * Add bf8 cmake bindings * Add macros to enable build with disabled fp8/bf8 * Remove is_native method * Update flag combination for mixed precision instances * Add more flag checks * Add another flag to a client example * Add type traits, decouple f8/bf8 casting * Clean up * Decouple fp8 and bf8 flags * Remove more redundant flags * Remove leftover comments
ROCm#907) * enable building DL kernels with the daily staging compiler * move the DL_KERNELS flag to another function
* fixed fp8 init; and reference gemm * Update host_tensor_generator.hpp * fixed convert * fixed reference gemm * fixed comments * fixed comments * fixed ci * fixed computeType --------- Co-authored-by: Jing Zhang <[email protected]>
* Add grouped conv bwd weight dl instances and new layout * Add M and N padding * Remove todo comment * Enable grouped conv fwd dl k,c=1 generic instance * Comment fixes
* move all arguments into device * add b2c_tile_map * add examples * add SetDeviceKernelArgs * dedicated fixed_nk solution * init client api * add grouped_gemm_bias example * add a instance * add instances * formatting * fixed cmake * Update EnableCompilerWarnings.cmake * Update cmake-ck-dev.sh * clean; fixed comments * fixed comment * add instances for fp32 output * add instances for fp32 output * add fp32 out client example * fixed CI * init commit for kbatch * add splitk gridwise * format * fixed * clean deviceop * clean code * finish splitk * fixed instances * change m_loops to tile_loops * add setkbatch * clean code * add splitK+bias * add instances * opt mk_nk instances * clean examples * fixed CI * remove zero * finished non-zero * clean * clean code * optimized global_barrier * fixed ci * fixed CI * instance and client * removed AddBias * format * fixed CI * fixed CI * move 20_grouped_gemm to 21_grouped_gemm * clean * formatting * clean * clean * fixed computeType --------- Co-authored-by: Jing Zhang <[email protected]>
Remove unnecessary ignoring Update test/grouped_convnd_bwd_weight/test_grouped_convnd_bwd_weight.cpp
* Add native conversions * Add bf8 conversions
* Fix vector lengths of DL GEMM instances with padding * Add checks for correctness of vector lenghts in DL GEMM
* update to rocm5.7 by default * fix jenkinsfile syntax
* refactor cmake files for the tests * refactor cmake files for examples * fix cmake for gemm example * fix the cmake file for all examples * add splitting by data types in gemm_splitk instance header * rename test to reflect only dl instances are used * clean up CI workspace, update cmake for instances * change the jenkinsfile syntax * build all instances except DL on gfx11 * move workspace cleanup after stages * clean up workspace after every stage * isolate data types in grouped_conv_fwd header * isolate dl instances for grouped_conv2d_fwd * fix syntax * fix cmake and batchnorm instances * fix typo * fix reduction instances * fix grouped_conv headers * fix syntax * replace parsing logic for instances, replace bfp16 with bf16 * fix the client examples build * clean up DTYPES from instances cmake files * update the parsing logic in cmake files * make an exception for reduction kernels * update few remaining cmake files to handle DTYPES * fix syntax * fix cmake conflicts * replace f8 with fp8 test name * resolve conflicts for dpp instances
* Add 3d grouped conv fwd wmma instances * Refactor fwd conv tests * Split wmma instances for each specialization * Minor stylistic fixes
* split the types in gemm_bilinear instances, add condition to cmake policy * fix syntax * split the data types in batchnorm examples * fix the batchnorm_bwd test * fix types in the batchnorm_bwd test
* Add fp8 gemm instances * Update instance naming
* added kpad support into v2r3 * add generic instances * fixed comments * fixed mnk padding * Update device_batched_gemm_xdl.hpp * fixed kpad --------- Co-authored-by: Jing Zhang <[email protected]>
* split ckProfiler gfx9 package into gfx90 and gfx94 * use lower case for package names
* add gridwise_multi_abd * move element_op into RunRead * merge element_wise op with data read * add multiABD example * allow packed elementwise_op * changed example * clean * clean * add is_detected * fix * minor fix * add scaleAdd_vec4 example --------- Co-authored-by: Jing Zhang <[email protected]>
* Add column to image kernel * Minor fixes for dtypes and client examples * Disable tests for disabled dtypes * Disable add instances functions for disabled data types * Minor stylistic fixes * Revert "Disable add instances functions for disabled data types" This reverts commit 728b869. * Instances reduction * Add comments in device_column_to_image_impl * Update changelog and Copyrights * Improve changelog
* Handle type conversions to a const datatype * Review: Handle X being const data type as well * Review: Remove typo
…l_launch. (ROCm#951) * Added error check after kernel launch (ROCm#919) Co-authored-by: Xiaodong Wang <[email protected]> Co-authored-by: Xiaodong Wang <[email protected]> * remove M=0 test cases for test_gemm_splitk --------- Co-authored-by: Xiaodong Wang <[email protected]> Co-authored-by: Xiaodong Wang <[email protected]>
* Add grouped convolution changes to changelog * Fix 0.2.0 ck release rocm version * Suggested CHANGELOG.md edits * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md * Update CHANGELOG.md --------- Co-authored-by: Lisa <[email protected]>
* Add grouped conv bwd data wmma * Fix copyrights * Add instances with smaller NPerBlock * Update interface test * Minor stylistic fixes * Minor stylistic fixes
…Cm#936) * Extract common functionality to separate files * Reference contraction: Remove incorrect consts from type_converts * Reference contraction: Add missing type_convert for dst value * Reference contraction: Fix incorrect order of B matrix dimensions * Add support for mixed precision in contraction scale and bilinear * Move using statements from instances to a common file * Move using statements from examples to a common file * Fix the order of B matrix dimensions across examples and profiler * Fix the computation of error threshold * Make ComputeDataType an optional argument * Include possible DataType -> ComputeDataType casting error in the threshold * Remove commented code
* add gridwise_multi_abd * move element_op into RunRead * merge element_wise op with data read * add multiABD example * allow packed elementwise_op * changed example * clean * clean * add is_detected * fix * minor fix * add scaleAdd_vec4 example * init commit for contraction_multi_ABD * add examples * add examples of multiA and broadcast * update example * fixed comments * Update cmake-ck-dev.sh * Update cmake-ck-dev.sh * Add comments into the example --------- Co-authored-by: Jing Zhang <[email protected]>
* Add f8 bf8 gemm example * Add element-wise ops * Add intrinsics * Update reference calculation * Add an additional type option for xdlops gemm * Fix build process * Add bf8 to buffer addressing * Update blockwise op, split typeA and typeB * Update for compatibility * Uppdate naming to f8->fp8 * Update naming * Format
Co-authored-by: Jing Zhang <[email protected]>
* add missing ComputeType * fixed * Update cmake-ck-dev.sh --------- Co-authored-by: Jing Zhang <[email protected]>
Co-authored-by: Jing Zhang <[email protected]>
* add f8 comp instance * fixed * fixed comments * rename * fixed dtype * format * fixed CI * fixed ci * add missing ComputeType * fixed cit * fixed * Update cmake-ck-dev.sh --------- Co-authored-by: Jing Zhang <[email protected]>
…#945) * Add f8 bf8 gemm example * Add element-wise ops * Add intrinsics * Update reference calculation * Add an additional type option for xdlops gemm * Fix build process * Add bf8 to buffer addressing * Update blockwise op, split typeA and typeB * Update for compatibility * Uppdate naming to f8->fp8 * Update naming * Format * Update naming (ROCm#937) * Add a client example * Add computetypes to device and gridwise ops * Add instances, update instance factory * Format * Fix a flag * Add ckProfiler mode * Fix typos * Add an example * Add bf8 generator * add bf8 mfma; fixed type_convert for bf8 * move verfication ahead of timing * Update reference calculation * Fix reference * Narrow down float init range * Fix bf8 bf8 mfma * Add bf8 @ fp8 mfma * Update example * Update instances * Update profiler api * Update for compatibility * Format * Remove extra example * Clean up * workaround convert --------- Co-authored-by: Jing Zhang <[email protected]>
* Add f8 bf8 gemm example * Add element-wise ops * Add intrinsics * Update reference calculation * Add an additional type option for xdlops gemm * Fix build process * Add bf8 to buffer addressing * Update blockwise op, split typeA and typeB * Update for compatibility * Uppdate naming to f8->fp8 * Update naming * Format * Update naming (ROCm#937) * Add a client example * Add computetypes to device and gridwise ops * Add instances, update instance factory * Format * Fix a flag * Add ckProfiler mode * Fix typos * Add an example * Add bf8 generator * add bf8 mfma; fixed type_convert for bf8 * move verfication ahead of timing * Update reference calculation * Fix reference * Narrow down float init range * Fix bf8 bf8 mfma * Add bf8 @ fp8 mfma * Update example * Update instances * Update profiler api * Update for compatibility * Format * Remove extra example * Clean up * workaround convert * added instance of f16_bf8f8, and client example * fixed mfma selector * format --------- Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Jing Zhang <[email protected]>
Co-authored-by: Jing Zhang <[email protected]>
* workaround nan problem by changing output to fp16 * enable f8/bf8 gemm tests on MI200 * workaround f16 to f8 conversion --------- Co-authored-by: Jing Zhang <[email protected]>
* Introduce LocalBlockToCTileMap. * Change the signature of CalculateBottomIndex() function which now does not accept any argument. The B2C map which is already passed as an argument to the kernel Run function is calculating block's local id already outside at kernel entry point __global__ function. The LocalB2C map stores as members local block ID. * Use LocalBlockToCTile map in device ops. * First draft of tile loop work distribution. * Fix typo. * Simplify kernel arguments. Calculate descriptors & B2C maps on the device. * Use looping kernel. * Fix B2C constructor. * Fix Navi21 errors. * Calculate tile start/end in device kernel. * Change Run API to accept user provided workspace buffer. * Add new line at EOF. * Move Gemm KernelArguments to device op interface. * Remove unused code. * Update API. * Launch grid size which is min of occupancy vs tile count * Get back to use constant memory for gemm descriptors. * Remove unused code. * Add default virtual method implementation. * Update comments to conform with doxygen style. * Fix doc style and unused parameters. * Add thread cluster lengths to kernel name. * Remove old splitk impl and replace it with tile looping one. * Modify instances. * set KPerBlock to 64 * maximize wherever possible vector load size. * Fix instances cluster lengths. * Change comment style. * Use 128b store where possible in instances. * Update test cases, since KPerBlock has doubled. * Update output stream operator for Sequence. * Add pipeline version to GroupedGEMM device op type string. * Fix pipeline version type logging. * Fix input tensors type after merge. * Fix compiler error. * Fix output stream operator for Pipeline version. * Store using 128b. * Set of instances with kpb 32/64 * Limit number of instances * Remove commented out instances. * Fix function name. * Limit the number of instances. Add pipline version to the regular instances * Change thr cluster layout for reading B tensor. * disabled failed instances --------- Co-authored-by: Adam Osewski <[email protected]> Co-authored-by: zjing14 <[email protected]> Co-authored-by: Jing Zhang <[email protected]>
* simplified buffer_load/store * add bfp8/fp8 * fixed * fixed buffer_load * fixed buffer_store --------- Co-authored-by: Jing Zhang <[email protected]>
shaojiewang
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Jul 8, 2024
* wmma_op + unit test * add arch limitation to wmma test * change arch limitation * Refactor + Add all type unit test(int4 compile failed) * Add f32_16x16x16_bf16 unit test * tempsave * tempsave * tempsave * runtime bug, cannot find symbol * workaround for incorrect HIP warpSize return value * debugging * tempsave * Correctness OK, waiting for optimization * Tidy up + format * temp save * temp save, reproduce the v_bfi_b32 issue * add inline asm for wmmaop test * tidy up * clean some debug purpose code * discard some codes * clang format * clang format * compiler issue fixed + increase tile size * navi3x_multipleD+example * temp save * workable * batchedgemm[OK], groupconv[debug] * groupconv: Sanity check[OK], Performance[Bad] * navi3x_groupconv_need_optimization * create necessary files * save progress * Add Inter-Row thread transfer * save progress * save debugging progress * sanity check pass * fix a host tensor bug and clean up flash-attn code * format * cancel unnecessary change * cancel unnecessary change * cancel unnecessary change * temp save, add asm backend flag to amd_wmma * Mat-A LDS Bypass sanity pass * temp save * gemm sanity fix * Porting new blockwise gemm to flash attention * Example branch provide to compiler team * tempsave * Fix a bug * batched gemm ported * conv A-skip lds ported * Skip B-Lds real gemm * Skip B Lds Gemm + MulD * batched gemm, conv, skip b lds * format * Attn, skip b lds * Change GridwiseOp nam * fix a typo caused bug * Skip A_Lds sanity pass, Skip B_Lds scratch occured * Bug found, intra-row permute off caused * bug found * a fix * disable buffer load due to incorrect 3rd dword * update fmha config, no scratch generated * update 3rd dword * fmha config update * FMHA, add support to gfx1101/gfx1102 * Merge origin dev (#2) * [Navi3x] Fix Gridwise_multiple_d operation (ROCm#649) * Add CMake Option "USE_OPT_NAVI3X" * fix bug * standardize docs (ROCm#655) * Separate bibtex requirement from rocm-docs-core (ROCm#656) * separate bibtex requirement from rocm-docs-core * point requirements to source rocm-docs-core repo * Add CMake Option "USE_OPT_NAVI3X" (ROCm#647) * Add CMake Option "USE_OPT_NAVI3X" * remove navi3x opt compile option from cmake script * Conv + quantization + tanh (ROCm#645) * Rename file. Prepare to support another activation * Add comment for quantization * Extract out_elementop * Add tanh example * Add conv + bias + tanh quantization instance * Add missing parameter * Refine cmake * Add external api and client example * Extract variable in example * Fix the comment --------- Co-authored-by: zjing14 <[email protected]> * Add a denorm test fix (ROCm#603) * Add type_convert implementations for bf16 * Add the fix for conv_fwd * Add the fix for conv_bwd_data * Add the fix for conv_bwd_weight * Format * Format * Another format * Add a macro to use workaround on MI200 only * Format --------- Co-authored-by: Rosty Geyyer <[email protected]> Co-authored-by: zjing14 <[email protected]> * simplify karg in device/grid of split-k op (ROCm#644) * simplify karg in device/grid split-k op * fix mk_kn_mn instances * add more instances * use name from tensor layout * fix 3rd dword of buffer source descriptor (ROCm#659) * add fp64 instances (ROCm#658) Co-authored-by: root <[email protected]> * Issue ROCm#666: Revert "simplify karg in device/grid of split-k op (ROCm#644)" (ROCm#665) This reverts commit bb5530a. * Groupnorm + swish external api (ROCm#668) * Rename to proper naming * Add example of groupnorm + swish * Extract duplicate code in example * Add groupnorm + swish instances * Ractor instance generation, split into multiple cpp file * Add external api and client example * Refine profiler message * Use ck math version of exp * Refine problem size in example * Add host version of exp * add a marco to turn on/off denorm fix (off by default) (ROCm#673) * add a marco to turn off denorm fix by default * expose the marco --------- Co-authored-by: root <[email protected]> * fixed quant example (ROCm#672) Co-authored-by: root <[email protected]> * Add dependabot config and pin rocm-docs-core (ROCm#663) * [gtest] suppress unsafe buffer warn (ROCm#670) ref: ROCm/MIOpen#1912 * Add memory index guard in wmma device ops (ROCm#667) * Add more macros to turn on/off denorm fix (ROCm#678) Co-authored-by: Rosty Geyyer <[email protected]> * Fix a typo (ROCm#676) * Add (ROCm#677) * Allow using ROCm release candidate compilers. (ROCm#679) * enable use of rocm5.5 release candidate 4 * upgrade to ROCM5.5 RC5 * try fix the PUB_KEY error, remove the cmake-data package * upgrade to latest cmake version * use private dockerhub repo for rocm5.5 rc5 * add missing bracket * add vector load check * solve conflicts --------- Co-authored-by: Sam Wu <[email protected]> Co-authored-by: Sam Wu <[email protected]> Co-authored-by: rocking5566 <[email protected]> Co-authored-by: zjing14 <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Rosty Geyyer <[email protected]> Co-authored-by: carlushuang <[email protected]> Co-authored-by: root <[email protected]> Co-authored-by: Jun Liu <[email protected]> Co-authored-by: Illia Silin <[email protected]> * Disable SkipLDS & Align AIT api (#3) * fix layernorm, reduction Ops (#4) * [Navi3x] Fix Gridwise_multiple_d operation (ROCm#649) * Add CMake Option "USE_OPT_NAVI3X" * fix bug * standardize docs (ROCm#655) * Separate bibtex requirement from rocm-docs-core (ROCm#656) * separate bibtex requirement from rocm-docs-core * point requirements to source rocm-docs-core repo * Add CMake Option "USE_OPT_NAVI3X" (ROCm#647) * Add CMake Option "USE_OPT_NAVI3X" * remove navi3x opt compile option from cmake script * Conv + quantization + tanh (ROCm#645) * Rename file. Prepare to support another activation * Add comment for quantization * Extract out_elementop * Add tanh example * Add conv + bias + tanh quantization instance * Add missing parameter * Refine cmake * Add external api and client example * Extract variable in example * Fix the comment --------- Co-authored-by: zjing14 <[email protected]> * Add a denorm test fix (ROCm#603) * Add type_convert implementations for bf16 * Add the fix for conv_fwd * Add the fix for conv_bwd_data * Add the fix for conv_bwd_weight * Format * Format * Another format * Add a macro to use workaround on MI200 only * Format --------- Co-authored-by: Rosty Geyyer <[email protected]> Co-authored-by: zjing14 <[email protected]> * simplify karg in device/grid of split-k op (ROCm#644) * simplify karg in device/grid split-k op * fix mk_kn_mn instances * add more instances * use name from tensor layout * fix 3rd dword of buffer source descriptor (ROCm#659) * add fp64 instances (ROCm#658) Co-authored-by: root <[email protected]> * Issue ROCm#666: Revert "simplify karg in device/grid of split-k op (ROCm#644)" (ROCm#665) This reverts commit bb5530a. * Groupnorm + swish external api (ROCm#668) * Rename to proper naming * Add example of groupnorm + swish * Extract duplicate code in example * Add groupnorm + swish instances * Ractor instance generation, split into multiple cpp file * Add external api and client example * Refine profiler message * Use ck math version of exp * Refine problem size in example * Add host version of exp * add a marco to turn on/off denorm fix (off by default) (ROCm#673) * add a marco to turn off denorm fix by default * expose the marco --------- Co-authored-by: root <[email protected]> * fixed quant example (ROCm#672) Co-authored-by: root <[email protected]> * Add dependabot config and pin rocm-docs-core (ROCm#663) * [gtest] suppress unsafe buffer warn (ROCm#670) ref: ROCm/MIOpen#1912 * Add memory index guard in wmma device ops (ROCm#667) * Add more macros to turn on/off denorm fix (ROCm#678) Co-authored-by: Rosty Geyyer <[email protected]> * Fix a typo (ROCm#676) * Add (ROCm#677) * Allow using ROCm release candidate compilers. (ROCm#679) * enable use of rocm5.5 release candidate 4 * upgrade to ROCM5.5 RC5 * try fix the PUB_KEY error, remove the cmake-data package * upgrade to latest cmake version * use private dockerhub repo for rocm5.5 rc5 * add missing bracket * Disable SkipLDS & Align AIT api * Update dependabot config (ROCm#682) Co-authored-by: samjwu <[email protected]> * update attn api * solve type_convert bug + enable --------- Co-authored-by: Sam Wu <[email protected]> Co-authored-by: Sam Wu <[email protected]> Co-authored-by: rocking5566 <[email protected]> Co-authored-by: zjing14 <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Rosty Geyyer <[email protected]> Co-authored-by: carlushuang <[email protected]> Co-authored-by: root <[email protected]> Co-authored-by: Jun Liu <[email protected]> Co-authored-by: Illia Silin <[email protected]> Co-authored-by: samjwu <[email protected]> Co-authored-by: haocwang <[email protected]> * fix typo * Fix attention with causal mask * multiple fix, try ait compile * Add A/B not use LDS pipeline * Clang format, Add gfx1101, gfx1102 support of FMHA example * cancel change of format script * 1. Enable 2-stage global Prefetch ( May cause VGPR spilling) 2. Enable FP16 accumulator blockwise_gemm * clang-format * 1. change blockwise gemm loopover direction from kmn to mnk ( ~1% improvement) 2. change kernel timing mode to 50 warmup + 50 timed repeat * Update low level abstration of blockwise gemm wmma * (2/5) bilinear gemm pass, perf bug: skip a lds has lower performance than skip b lds * (3/5) batched gemm pass, perf bug: skip a lds has lower performance than skip b lds * (4/5) grouped conv pass * (5/5) attention pass, todo: debug lds perf bug * AIT Attention API refactor (ROCm#8) * sanity pass * sanity pass 2 * confirm significant performance regression. * turn on all instances * turn off instance format * Fix bug & tunning & format * DML meta, self_attn+cross_attn * sanity pass * remove useless flag * update tile and problem size used in AIT attention * bug fix in grouped conv supporting check * deprecate inline asm wmma * Bug fix: double lds skip * clang-format * Fix errors in 1. example, fmha 2. gridwise pipeline 3. deviceop, fmha, change some containers from vector to array * part2 of previous commit * clang format * API fix of gridwisegemmpipeline * separate array base and vector base attention tensor transformation * fix gemm * clang format * add gemm fp16 instances * Temp save * fpAintB kernel compile pass * Sanity pass. * Temp save * debug code enabled * Fp16AInt8B_GEMM sanity * MQA implementation * GQA-4 example * tempsave * Compile pass * New implementation of fp16Aint8B Gemm, Acheieve similar math throughput with native fp16 Gemm * format * Todo: fix gemm_bilinear_wmma instances compilation bug * Solve a bug when K1=16 * remove unnecessary changes * Remove tensor layout limitation to LDS usage in tesnor contraction * update self-attention and cross-attention * fix a typo of name * Add arch limiter for fp8 gemm * enable fp8 gemm_xdl for all gfx9 targets * temporarily disable gemm_xdl_fp16_fp8 on MI100/200 * fix the cmake logic for gemm_xdl_fp16_fp8 * re-enable the gemm_xdl_fp16_fp8 on MI100/200 --------- Co-authored-by: aska-0096 <[email protected]> Co-authored-by: Sam Wu <[email protected]> Co-authored-by: Sam Wu <[email protected]> Co-authored-by: rocking5566 <[email protected]> Co-authored-by: Rostyslav Geyyer <[email protected]> Co-authored-by: Rosty Geyyer <[email protected]> Co-authored-by: carlushuang <[email protected]> Co-authored-by: root <[email protected]> Co-authored-by: Jun Liu <[email protected]> Co-authored-by: Illia Silin <[email protected]> Co-authored-by: samjwu <[email protected]> Co-authored-by: haocwang <[email protected]> Co-authored-by: illsilin <[email protected]>
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