diff options
author | Cedric Nugteren <web@cedricnugteren.nl> | 2023-06-24 12:10:08 +0200 |
---|---|---|
committer | GitHub <noreply@github.com> | 2023-06-24 12:10:08 +0200 |
commit | af667c45fe9e7698fedc98031e933df413251f85 (patch) | |
tree | a6ad942ef570accc1d15d942627c8ffe80fb6902 /src/database/kernels/xgemm_direct | |
parent | 28a61c53a69ad598cd3ed8992fb6be88643f3c4b (diff) |
Add 6 tuning results (#493)
* Add tuning results for 6 devices
* Add GPU generation names for NVIDIA and AMD GPUs in the documentation
Diffstat (limited to 'src/database/kernels/xgemm_direct')
5 files changed, 67 insertions, 2 deletions
diff --git a/src/database/kernels/xgemm_direct/xgemm_direct_16.hpp b/src/database/kernels/xgemm_direct/xgemm_direct_16.hpp index 9fd65b3b..e0c4b523 100644 --- a/src/database/kernels/xgemm_direct/xgemm_direct_16.hpp +++ b/src/database/kernels/xgemm_direct/xgemm_direct_16.hpp @@ -17,7 +17,8 @@ const DatabaseEntry XgemmDirectHalf = { { "Ellesmere", { { Name{"AMD Radeon RX 480 "}, Params{ 8, 32, 8, 8, 32, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon RX 580 2048SP "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, - { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 2, 2, 32, 0, 0, 0, 0, 0, 0 } }, + { Name{"AMD Radeon RX590 GME "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 2, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 2, 32, 0, 0, 0, 0, 0, 0 } }, } }, { "default", { { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, @@ -48,6 +49,14 @@ const DatabaseEntry XgemmDirectHalf = { { Name{"AMD Radeon Graphics "}, Params{ 16, 16, 32, 16, 8, 1, 1, 2, 1, 64, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 16, 16, 32, 16, 8, 1, 1, 2, 1, 64, 0, 0, 0, 0, 0, 0 } }, } }, + { "gfx1100", { + { Name{"Radeon RX 7900 XTX "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + } }, + { "gfx1102", { + { Name{"AMD Radeon RX 7600 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 4, 4, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 4, 4, 32, 0, 0, 0, 0, 0, 0 } }, + } }, { "gfx902", { { Name{"AMD Radeon(TM) Graphics "}, Params{ 2, 8, 8, 8, 8, 1, 1, 4, 4, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon(TM) RX Vega 10 Graphics "}, Params{ 2, 16, 8, 8, 8, 1, 1, 1, 2, 32, 0, 0, 0, 0, 0, 0 } }, @@ -97,6 +106,10 @@ const DatabaseEntry XgemmDirectHalf = { { Name{"QUALCOMM Adreno(TM) "}, Params{ 16, 16, 16, 8, 8, 1, 1, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 16, 16, 16, 8, 8, 1, 1, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, } }, + { "OpenCL C 2.0 Adreno(TM) 640", { + { Name{"QUALCOMM Adreno(TM) "}, Params{ 2, 16, 16, 8, 8, 1, 1, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, + } }, { "OpenCL C 3.0 Adreno(TM) 730", { { Name{"QUALCOMM Adreno(TM) "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, diff --git a/src/database/kernels/xgemm_direct/xgemm_direct_32.hpp b/src/database/kernels/xgemm_direct/xgemm_direct_32.hpp index 98aa7963..8f7948b8 100644 --- a/src/database/kernels/xgemm_direct/xgemm_direct_32.hpp +++ b/src/database/kernels/xgemm_direct/xgemm_direct_32.hpp @@ -17,6 +17,7 @@ const DatabaseEntry XgemmDirectSingle = { { "Ellesmere", { { Name{"AMD Radeon RX 480 "}, Params{ 2, 8, 8, 32, 32, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon RX 580 2048SP "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"AMD Radeon RX590 GME "}, Params{ 2, 8, 8, 32, 32, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 8, 8, 32, 32, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, } }, { "Fiji", { @@ -71,6 +72,14 @@ const DatabaseEntry XgemmDirectSingle = { { Name{"AMD Radeon Graphics "}, Params{ 8, 8, 8, 8, 8, 1, 1, 8, 4, 64, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 8, 8, 8, 8, 8, 1, 1, 8, 4, 64, 0, 0, 0, 0, 0, 0 } }, } }, + { "gfx1100", { + { Name{"Radeon RX 7900 XTX "}, Params{ 2, 8, 8, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + } }, + { "gfx1102", { + { Name{"AMD Radeon RX 7600 "}, Params{ 2, 16, 8, 8, 16, 1, 1, 2, 2, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 8, 8, 16, 1, 1, 2, 2, 32, 0, 0, 0, 0, 0, 0 } }, + } }, { "gfx902", { { Name{"AMD Radeon(TM) Graphics "}, Params{ 8, 16, 8, 16, 8, 1, 0, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon(TM) RX Vega 10 Graphics "}, Params{ 2, 16, 16, 32, 8, 1, 0, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, @@ -212,7 +221,9 @@ const DatabaseEntry XgemmDirectSingle = { { kDeviceNameDefault , Params{ 8, 8, 16, 32, 16, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, } }, { "SM8.6", { + { Name{"NVIDIA GeForce RTX 3050 Ti Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 4, 4, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3060 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, + { Name{"NVIDIA GeForce RTX 3070 Ti Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3090 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, @@ -234,6 +245,10 @@ const DatabaseEntry XgemmDirectSingle = { { Name{"QUALCOMM Adreno(TM) "}, Params{ 2, 8, 8, 8, 8, 1, 1, 4, 4, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, + { "OpenCL C 2.0 Adreno(TM) 640", { + { Name{"QUALCOMM Adreno(TM) "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, + } }, { "OpenCL C 3.0 Adreno(TM) 730", { { Name{"QUALCOMM Adreno(TM) "}, Params{ 8, 16, 16, 8, 8, 0, 0, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 8, 16, 16, 8, 8, 0, 0, 2, 4, 32, 0, 0, 0, 0, 0, 0 } }, diff --git a/src/database/kernels/xgemm_direct/xgemm_direct_3232.hpp b/src/database/kernels/xgemm_direct/xgemm_direct_3232.hpp index e2216d9c..ffd097bd 100644 --- a/src/database/kernels/xgemm_direct/xgemm_direct_3232.hpp +++ b/src/database/kernels/xgemm_direct/xgemm_direct_3232.hpp @@ -16,7 +16,8 @@ const DatabaseEntry XgemmDirectComplexSingle = { kDeviceTypeGPU, "AMD", { { "Ellesmere", { { Name{"AMD Radeon RX 580 2048SP "}, Params{ 2, 8, 8, 16, 16, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, - { kDeviceNameDefault , Params{ 2, 8, 8, 16, 16, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"AMD Radeon RX590 GME "}, Params{ 2, 32, 32, 8, 8, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, } }, { "Fiji", { { Name{"AMD Radeon R9 Fury X "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, @@ -70,6 +71,14 @@ const DatabaseEntry XgemmDirectComplexSingle = { { Name{"AMD Radeon Graphics "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, } }, + { "gfx1100", { + { Name{"Radeon RX 7900 XTX "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + } }, + { "gfx1102", { + { Name{"AMD Radeon RX 7600 "}, Params{ 2, 8, 8, 16, 16, 1, 1, 2, 2, 32, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 16, 16, 1, 1, 2, 2, 32, 0, 0, 0, 0, 0, 0 } }, + } }, { "gfx902", { { Name{"AMD Radeon(TM) Graphics "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, @@ -206,7 +215,9 @@ const DatabaseEntry XgemmDirectComplexSingle = { { kDeviceNameDefault , Params{ 2, 8, 16, 16, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, { "SM8.6", { + { Name{"NVIDIA GeForce RTX 3050 Ti Laptop GPU "}, Params{ 16, 16, 16, 16, 8, 1, 0, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3060 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"NVIDIA GeForce RTX 3070 Ti Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3090 "}, Params{ 2, 8, 8, 16, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, @@ -228,6 +239,10 @@ const DatabaseEntry XgemmDirectComplexSingle = { { Name{"QUALCOMM Adreno(TM) "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, } }, + { "OpenCL C 2.0 Adreno(TM) 640", { + { Name{"QUALCOMM Adreno(TM) "}, Params{ 8, 16, 8, 8, 8, 0, 0, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 8, 16, 8, 8, 8, 0, 0, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + } }, } }, { // Default diff --git a/src/database/kernels/xgemm_direct/xgemm_direct_64.hpp b/src/database/kernels/xgemm_direct/xgemm_direct_64.hpp index 90cf1a58..6c3c1122 100644 --- a/src/database/kernels/xgemm_direct/xgemm_direct_64.hpp +++ b/src/database/kernels/xgemm_direct/xgemm_direct_64.hpp @@ -17,6 +17,7 @@ const DatabaseEntry XgemmDirectDouble = { { "Ellesmere", { { Name{"AMD Radeon RX 480 "}, Params{ 8, 16, 16, 8, 16, 1, 1, 2, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon RX 580 2048SP "}, Params{ 16, 32, 32, 8, 8, 0, 0, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, + { Name{"AMD Radeon RX590 GME "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 2, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, { "Fiji", { @@ -63,6 +64,14 @@ const DatabaseEntry XgemmDirectDouble = { { Name{"AMD Radeon Graphics "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, + { "gfx1100", { + { Name{"Radeon RX 7900 XTX "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + } }, + { "gfx1102", { + { Name{"AMD Radeon RX 7600 "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + } }, { "gfx902", { { Name{"AMD Radeon(TM) Graphics "}, Params{ 2, 32, 32, 8, 8, 1, 1, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 32, 32, 8, 8, 1, 1, 1, 4, 32, 0, 0, 0, 0, 0, 0 } }, @@ -171,7 +180,9 @@ const DatabaseEntry XgemmDirectDouble = { { kDeviceNameDefault , Params{ 2, 16, 16, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, { "SM8.6", { + { Name{"NVIDIA GeForce RTX 3050 Ti Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3060 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"NVIDIA GeForce RTX 3070 Ti Laptop GPU "}, Params{ 2, 8, 8, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3090 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, diff --git a/src/database/kernels/xgemm_direct/xgemm_direct_6464.hpp b/src/database/kernels/xgemm_direct/xgemm_direct_6464.hpp index 854fa61f..b53acc66 100644 --- a/src/database/kernels/xgemm_direct/xgemm_direct_6464.hpp +++ b/src/database/kernels/xgemm_direct/xgemm_direct_6464.hpp @@ -17,6 +17,7 @@ const DatabaseEntry XgemmDirectComplexDouble = { { "Ellesmere", { { Name{"AMD Radeon RX 480 "}, Params{ 16, 32, 32, 16, 8, 0, 0, 1, 1, 32, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon RX 580 2048SP "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"AMD Radeon RX590 GME "}, Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, { "Fiji", { @@ -63,6 +64,14 @@ const DatabaseEntry XgemmDirectComplexDouble = { { Name{"AMD Radeon Graphics "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 2, 2, 16, 0, 0, 0, 0, 0, 0 } }, } }, + { "gfx1100", { + { Name{"Radeon RX 7900 XTX "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + } }, + { "gfx1102", { + { Name{"AMD Radeon RX 7600 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + { kDeviceNameDefault , Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, + } }, { "gfx902", { { Name{"AMD Radeon(TM) Graphics "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"AMD Radeon(TM) RX Vega 10 Graphics "}, Params{ 2, 8, 8, 16, 16, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, @@ -172,7 +181,9 @@ const DatabaseEntry XgemmDirectComplexDouble = { { kDeviceNameDefault , Params{ 16, 16, 16, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, } }, { "SM8.6", { + { Name{"NVIDIA GeForce RTX 3050 Ti Laptop GPU "}, Params{ 2, 8, 8, 16, 16, 1, 1, 1, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3060 Laptop GPU "}, Params{ 2, 16, 16, 8, 8, 1, 1, 1, 2, 16, 0, 0, 0, 0, 0, 0 } }, + { Name{"NVIDIA GeForce RTX 3070 Ti Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 2, 1, 16, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3080 Laptop GPU "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, { Name{"NVIDIA GeForce RTX 3090 "}, Params{ 2, 8, 8, 8, 8, 1, 1, 1, 1, 8, 0, 0, 0, 0, 0, 0 } }, |