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1 September 2022

RX 6700s for Machine Learning using ROCm 5.2.3

by Mathieu Poliquin

zephyrus

Hardware specs used for the tests:

Software specs:

Installation

As you problably know ROCm is only supported on Linux and is not yet supported with Windows’ WSL2 / Hyper-V unlike CUDA.

As of this writing, Ubuntu 22.04 still have issues with ROCm I chose to use OpenSuse Tumbleweed (5.19.2-1-default kernel) as some users on the ROCm github issues page reported that it works

Official rocm install guide: https://docs.amd.com/bundle/ROCm_Installation_Guidev5.0/page/How_To_Install_ROCm.html#_Installation_Methods

Installing ROCm (OpenSuse Tumbleweed)

We can use the amdgpu-install script for SLE15 (SUSE Linux Enterprise Server 15), it works on Tumbleweed

This will install the AMD installer script

sudo zypper --no-gpg-checks install https://repo.radeon.com/amdgpu-install/22.20.3/sle/15.4/amdgpu-install-22.20.50203-1.noarch.rpm

Next, we are ready to install rocm (this will install the kernel-mode drivers as well)

sudo amdgpu-install --usecase=rocm

IMPORTANT Since the RX 6700s is not explicitly supported by ROCm for now (although other RDNA2 architecture based cards are supported since ROCm 5.0) you need to set this in the terminal:

export HSA_OVERRIDE_GFX_VERSION=10.3.0

Installing ROCm (Ubuntu 20.04)

sudo apt udapte
wget https://repo.radeon.com/amdgpu-install/21.50/ubuntu/focal/amdgpu-install_21.50.50000-1_all.deb

Install the amdgpu installer

sudo apt-get install ./amdgpu-install_21.50.50000-1_all.deb

Install rocm:

sudo amdgpu-install --usecase=rocm

installing tensorflow and pytorch

Installing tensorflow is simple:

pip3 install tensorflow-rocm

In my case it installed: 2.9.2 (the latest available as of the writing of this post)

For pytorch simply use the version for rocm 5.1.1 (the latest available as of the writing of this post):

pip3 install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/rocm5.1.1

Errors

You might get RCCL missing lib import errors in various forms when you run Tensorflow.

to fix that:

sudo zypper install rccl

Set this variable in the terminal:

export LD_LIBRARY_PATH=/opt/rocm/lib

RESNET 50, Alexnet benchmarks

You can get the benchmarks here:

git clone https://github.com/tensorflow/benchmarks.git
cd benchmarks/scripts/tf_cnn_benchmarks
python3 tf_cnn_benchmarks.py --num_gpus=1 --batch_size=32 --model=resnet50
Step	Img/sec	total_loss
1	images/sec: 99.3 +/- 0.0 (jitter = 0.0)	7.765
10	images/sec: 99.5 +/- 0.1 (jitter = 0.2)	8.049
20	images/sec: 99.3 +/- 0.1 (jitter = 0.3)	7.808
30	images/sec: 98.8 +/- 0.2 (jitter = 0.6)	7.976
40	images/sec: 98.4 +/- 0.2 (jitter = 1.2)	7.591
50	images/sec: 98.1 +/- 0.2 (jitter = 1.1)	7.549
60	images/sec: 97.9 +/- 0.2 (jitter = 1.0)	7.819
70	images/sec: 97.7 +/- 0.1 (jitter = 0.7)	7.819
80	images/sec: 97.6 +/- 0.1 (jitter = 0.5)	7.848
90	images/sec: 97.5 +/- 0.1 (jitter = 0.5)	8.026
100	images/sec: 97.4 +/- 0.1 (jitter = 0.5)	8.030
----------------------------------------------------------------
total images/sec: 97.40
----------------------------------------------------------------

For 16 bit float precision:

python3 tf_cnn_benchmarks.py --num_gpus=1 --batch_size=32 --model=resnet50 --use_fp16

Like the RTX cards It supports 16 bit precision which is faster: zephyrus

Alexnet test

python3 tf_cnn_benchmarks.py --num_gpus=1 --batch_size=32 --model=alexnet
Step	Img/sec	total_loss
1	images/sec: 637.6 +/- 0.0 (jitter = 0.0)	nan
10	images/sec: 635.5 +/- 2.1 (jitter = 2.3)	nan
20	images/sec: 631.9 +/- 2.2 (jitter = 4.1)	nan
30	images/sec: 630.4 +/- 1.9 (jitter = 4.4)	nan
40	images/sec: 630.6 +/- 1.5 (jitter = 4.5)	nan
50	images/sec: 630.2 +/- 1.3 (jitter = 4.6)	nan
60	images/sec: 630.3 +/- 1.3 (jitter = 4.7)	nan
70	images/sec: 631.0 +/- 1.2 (jitter = 5.1)	nan
80	images/sec: 630.9 +/- 1.0 (jitter = 5.1)	nan
90	images/sec: 630.8 +/- 1.0 (jitter = 5.1)	nan
100	images/sec: 631.7 +/- 1.0 (jitter = 5.7)	nan
----------------------------------------------------------------
total images/sec: 630.92
----------------------------------------------------------------

performance issues

If for some reasons your card does not set the highest clock available make sure the perflevel is set to high using rocm-smi

rocm-smi --setperflevel high

But even with this settings there is still a problem with the Memory clock, it caps at 875Mhz, meanwhile the maximum of this card is twice that (see GPU-Z screenshot at the beginning).

After some testing it seems to be an issue at the driver level because I get the same capped Memory clock when I run benchmarks such as Uniengine or Geekbench 5, also same thing happens on Ubuntu 20.04 with a differnet kernel (5.15)

when I use rocm-smi to list the available memory clocks frequencies the maximum is 875Mhz, meanwhile the main memory clock is the correct value

So currently the RX 6700s have similar performance to the RX 580 8GB for 32 bit precision when it should be 40% higher according to my estimates, this is probably due to the memory clock issue and the fact that RDNA 2 cards are just recently supported.

Bandwidth test

Host to device transfer is 14GB/s, seems to be in line with the specs; PCIE 4.0 8x

Command used

/opt/rocm/bin/rocm-bandwidth-test

Dump:

......................
          RocmBandwidthTest Version: 2.6.0

          Launch Command is: /opt/rocm/bin/rocm-bandwidth-test (rocm_bandwidth -a + rocm_bandwidth -A)


          Device: 0,  AMD Ryzen 7 6800HS with Radeon Graphics
          Device: 1,  AMD Radeon RX 6700S,  GPU-XX,  03:0.0
          Device: 2,  ,  GPU-XX,  07:0.0

          Inter-Device Access

          D/D       0         1         2         

          0         1         1         1         

          1         1         1         1         

          2         1         1         1         


          Inter-Device Numa Distance

          D/D       0         1         2         

          0         0         20        20        

          1         20        0         40        

          2         20        40        0         


          Unidirectional copy peak bandwidth GB/s

          D/D       0           1           2           

          0         N/A         14.186      30.722      

          1         14.280      201.176     36.747      

          2         30.161      35.270      58.392      


          Bidirectional copy peak bandwidth GB/s

          D/D       0           1           2           

          0         N/A         25.843      30.384      

          1         25.843      N/A         70.546      

          2         30.384      70.546      N/A         

Rocm-smi

In case you are new to ROCm, the AMD alternative to nvidia-smi is rocm-smi

rocm-smi

if you want to use view updates in a loop

watch -n 1 rocm-smi

zephyrus

extra command dumps

rocminfo

rocminfo
ROCk module is loaded
=====================    
HSA System Attributes    
=====================    
Runtime Version:         1.1
System Timestamp Freq.:  1000.000000MHz
Sig. Max Wait Duration:  18446744073709551615 (0xFFFFFFFFFFFFFFFF) (timestamp count)
Machine Model:           LARGE                              
System Endianness:       LITTLE                             

==========               
HSA Agents               
==========               
*******                  
Agent 1                  
*******                  
  Name:                    AMD Ryzen 7 6800HS with Radeon Graphics
  Uuid:                    CPU-XX                             
  Marketing Name:          AMD Ryzen 7 6800HS with Radeon Graphics
  Vendor Name:             CPU                                
  Feature:                 None specified                     
  Profile:                 FULL_PROFILE                       
  Float Round Mode:        NEAR                               
  Max Queue Number:        0(0x0)                             
  Queue Min Size:          0(0x0)                             
  Queue Max Size:          0(0x0)                             
  Queue Type:              MULTI                              
  Node:                    0                                  
  Device Type:             CPU                                
  Cache Info:              
    L1:                      32768(0x8000) KB                   
  Chip ID:                 0(0x0)                             
  Cacheline Size:          64(0x40)                           
  Max Clock Freq. (MHz):   3200                               
  BDFID:                   0                                  
  Internal Node ID:        0                                  
  Compute Unit:            16                                 
  SIMDs per CU:            0                                  
  Shader Engines:          0                                  
  Shader Arrs. per Eng.:   0                                  
  WatchPts on Addr. Ranges:1                                  
  Features:                None
  Pool Info:               
    Pool 1                   
      Segment:                 GLOBAL; FLAGS: FINE GRAINED        
      Size:                    15595192(0xedf6b8) KB              
      Allocatable:             TRUE                               
      Alloc Granule:           4KB                                
      Alloc Alignment:         4KB                                
      Accessible by all:       TRUE                               
    Pool 2                   
      Segment:                 GLOBAL; FLAGS: KERNARG, FINE GRAINED
      Size:                    15595192(0xedf6b8) KB              
      Allocatable:             TRUE                               
      Alloc Granule:           4KB                                
      Alloc Alignment:         4KB                                
      Accessible by all:       TRUE                               
    Pool 3                   
      Segment:                 GLOBAL; FLAGS: COARSE GRAINED      
      Size:                    15595192(0xedf6b8) KB              
      Allocatable:             TRUE                               
      Alloc Granule:           4KB                                
      Alloc Alignment:         4KB                                
      Accessible by all:       TRUE                               
  ISA Info:                
*******                  
Agent 2                  
*******                  
  Name:                    gfx1032                            
  Uuid:                    GPU-XX                             
  Marketing Name:          AMD Radeon RX 6700S                
  Vendor Name:             AMD                                
  Feature:                 KERNEL_DISPATCH                    
  Profile:                 BASE_PROFILE                       
  Float Round Mode:        NEAR                               
  Max Queue Number:        128(0x80)                          
  Queue Min Size:          64(0x40)                           
  Queue Max Size:          131072(0x20000)                    
  Queue Type:              MULTI                              
  Node:                    1                                  
  Device Type:             GPU                                
  Cache Info:              
    L1:                      16(0x10) KB                        
    L2:                      2048(0x800) KB                     
    L3:                      32768(0x8000) KB                   
  Chip ID:                 29679(0x73ef)                      
  Cacheline Size:          64(0x40)                           
  Max Clock Freq. (MHz):   2435                               
  BDFID:                   768                                
  Internal Node ID:        1                                  
  Compute Unit:            28                                 
  SIMDs per CU:            2                                  
  Shader Engines:          4                                  
  Shader Arrs. per Eng.:   2                                  
  WatchPts on Addr. Ranges:4                                  
  Features:                KERNEL_DISPATCH 
  Fast F16 Operation:      TRUE                               
  Wavefront Size:          32(0x20)                           
  Workgroup Max Size:      1024(0x400)                        
  Workgroup Max Size per Dimension:
    x                        1024(0x400)                        
    y                        1024(0x400)                        
    z                        1024(0x400)                        
  Max Waves Per CU:        32(0x20)                           
  Max Work-item Per CU:    1024(0x400)                        
  Grid Max Size:           4294967295(0xffffffff)             
  Grid Max Size per Dimension:
    x                        4294967295(0xffffffff)             
    y                        4294967295(0xffffffff)             
    z                        4294967295(0xffffffff)             
  Max fbarriers/Workgrp:   32                                 
  Pool Info:               
    Pool 1                   
      Segment:                 GLOBAL; FLAGS: COARSE GRAINED      
      Size:                    8372224(0x7fc000) KB               
      Allocatable:             TRUE                               
      Alloc Granule:           4KB                                
      Alloc Alignment:         4KB                                
      Accessible by all:       FALSE                              
    Pool 2                   
      Segment:                 GROUP                              
      Size:                    64(0x40) KB                        
      Allocatable:             FALSE                              
      Alloc Granule:           0KB                                
      Alloc Alignment:         0KB                                
      Accessible by all:       FALSE                              
  ISA Info:                
    ISA 1                    
      Name:                    amdgcn-amd-amdhsa--gfx1032         
      Machine Models:          HSA_MACHINE_MODEL_LARGE            
      Profiles:                HSA_PROFILE_BASE                   
      Default Rounding Mode:   NEAR                               
      Default Rounding Mode:   NEAR                               
      Fast f16:                TRUE                               
      Workgroup Max Size:      1024(0x400)                        
      Workgroup Max Size per Dimension:
        x                        1024(0x400)                        
        y                        1024(0x400)                        
        z                        1024(0x400)                        
      Grid Max Size:           4294967295(0xffffffff)             
      Grid Max Size per Dimension:
        x                        4294967295(0xffffffff)             
        y                        4294967295(0xffffffff)             
        z                        4294967295(0xffffffff)             
      FBarrier Max Size:       32                                 
*******                  
Agent 3                  
*******                  
  Name:                    gfx1035                            
  Uuid:                    GPU-XX                             
  Marketing Name:                                             
  Vendor Name:             AMD                                
  Feature:                 KERNEL_DISPATCH                    
  Profile:                 BASE_PROFILE                       
  Float Round Mode:        NEAR                               
  Max Queue Number:        128(0x80)                          
  Queue Min Size:          64(0x40)                           
  Queue Max Size:          131072(0x20000)                    
  Queue Type:              MULTI                              
  Node:                    2                                  
  Device Type:             GPU                                
  Cache Info:              
    L1:                      16(0x10) KB                        
    L2:                      2048(0x800) KB                     
  Chip ID:                 5761(0x1681)                       
  Cacheline Size:          64(0x40)                           
  Max Clock Freq. (MHz):   2200                               
  BDFID:                   1792                               
  Internal Node ID:        2                                  
  Compute Unit:            12                                 
  SIMDs per CU:            2                                  
  Shader Engines:          2                                  
  Shader Arrs. per Eng.:   2                                  
  WatchPts on Addr. Ranges:4                                  
  Features:                KERNEL_DISPATCH 
  Fast F16 Operation:      TRUE                               
  Wavefront Size:          32(0x20)                           
  Workgroup Max Size:      1024(0x400)                        
  Workgroup Max Size per Dimension:
    x                        1024(0x400)                        
    y                        1024(0x400)                        
    z                        1024(0x400)                        
  Max Waves Per CU:        32(0x20)                           
  Max Work-item Per CU:    1024(0x400)                        
  Grid Max Size:           4294967295(0xffffffff)             
  Grid Max Size per Dimension:
    x                        4294967295(0xffffffff)             
    y                        4294967295(0xffffffff)             
    z                        4294967295(0xffffffff)             
  Max fbarriers/Workgrp:   32                                 
  Pool Info:               
    Pool 1                   
      Segment:                 GLOBAL; FLAGS: COARSE GRAINED      
      Size:                    524288(0x80000) KB                 
      Allocatable:             TRUE                               
      Alloc Granule:           4KB                                
      Alloc Alignment:         4KB                                
      Accessible by all:       FALSE                              
    Pool 2                   
      Segment:                 GROUP                              
      Size:                    64(0x40) KB                        
      Allocatable:             FALSE                              
      Alloc Granule:           0KB                                
      Alloc Alignment:         0KB                                
      Accessible by all:       FALSE                              
  ISA Info:                
    ISA 1                    
      Name:                    amdgcn-amd-amdhsa--gfx1035         
      Machine Models:          HSA_MACHINE_MODEL_LARGE            
      Profiles:                HSA_PROFILE_BASE                   
      Default Rounding Mode:   NEAR                               
      Default Rounding Mode:   NEAR                               
      Fast f16:                TRUE                               
      Workgroup Max Size:      1024(0x400)                        
      Workgroup Max Size per Dimension:
        x                        1024(0x400)                        
        y                        1024(0x400)                        
        z                        1024(0x400)                        
      Grid Max Size:           4294967295(0xffffffff)             
      Grid Max Size per Dimension:
        x                        4294967295(0xffffffff)             
        y                        4294967295(0xffffffff)             
        z                        4294967295(0xffffffff)             
      FBarrier Max Size:       32                                 
*** Done ***             

clinfo

/opt/rocm/opencl/bin/clinfo
Number of platforms:				 1
  Platform Profile:				 FULL_PROFILE
  Platform Version:				 OpenCL 2.1 AMD-APP (3452.0)
  Platform Name:				 AMD Accelerated Parallel Processing
  Platform Vendor:				 Advanced Micro Devices, Inc.
  Platform Extensions:				 cl_khr_icd cl_amd_event_callback 


  Platform Name:				 AMD Accelerated Parallel Processing
Number of devices:				 2
  Device Type:					 CL_DEVICE_TYPE_GPU
  Vendor ID:					 1002h
  Board name:					 AMD Radeon RX 6700S
  Device Topology:				 PCI[ B#3, D#0, F#0 ]
  Max compute units:				 14
  Max work items dimensions:			 3
    Max work items[0]:				 1024
    Max work items[1]:				 1024
    Max work items[2]:				 1024
  Max work group size:				 256
  Preferred vector width char:			 4
  Preferred vector width short:			 2
  Preferred vector width int:			 1
  Preferred vector width long:			 1
  Preferred vector width float:			 1
  Preferred vector width double:		 1
  Native vector width char:			 4
  Native vector width short:			 2
  Native vector width int:			 1
  Native vector width long:			 1
  Native vector width float:			 1
  Native vector width double:			 1
  Max clock frequency:				 2435Mhz
  Address bits:					 64
  Max memory allocation:			 7287183768
  Image support:				 Yes
  Max number of images read arguments:		 128
  Max number of images write arguments:		 8
  Max image 2D width:				 16384
  Max image 2D height:				 16384
  Max image 3D width:				 16384
  Max image 3D height:				 16384
  Max image 3D depth:				 8192
  Max samplers within kernel:			 29679
  Max size of kernel argument:			 1024
  Alignment (bits) of base address:		 1024
  Minimum alignment (bytes) for any datatype:	 128
  Single precision floating point capability
    Denorms:					 Yes
    Quiet NaNs:					 Yes
    Round to nearest even:			 Yes
    Round to zero:				 Yes
    Round to +ve and infinity:			 Yes
    IEEE754-2008 fused multiply-add:		 Yes
  Cache type:					 Read/Write
  Cache line size:				 64
  Cache size:					 16384
  Global memory size:				 8573157376
  Constant buffer size:				 7287183768
  Max number of constant args:			 8
  Local memory type:				 Scratchpad
  Local memory size:				 65536
  Max pipe arguments:				 16
  Max pipe active reservations:			 16
  Max pipe packet size:				 2992216472
  Max global variable size:			 7287183768
  Max global variable preferred total size:	 8573157376
  Max read/write image args:			 64
  Max on device events:				 1024
  Queue on device max size:			 8388608
  Max on device queues:				 1
  Queue on device preferred size:		 262144
  SVM capabilities:				 
    Coarse grain buffer:			 Yes
    Fine grain buffer:				 Yes
    Fine grain system:				 No
    Atomics:					 No
  Preferred platform atomic alignment:		 0
  Preferred global atomic alignment:		 0
  Preferred local atomic alignment:		 0
  Kernel Preferred work group size multiple:	 32
  Error correction support:			 0
  Unified memory for Host and Device:		 0
  Profiling timer resolution:			 1
  Device endianess:				 Little
  Available:					 Yes
  Compiler available:				 Yes
  Execution capabilities:				 
    Execute OpenCL kernels:			 Yes
    Execute native function:			 No
  Queue on Host properties:				 
    Out-of-Order:				 No
    Profiling :					 Yes
  Queue on Device properties:				 
    Out-of-Order:				 Yes
    Profiling :					 Yes
  Platform ID:					 0x7fb3dd53ed70
  Name:						 gfx1032
  Vendor:					 Advanced Micro Devices, Inc.
  Device OpenCL C version:			 OpenCL C 2.0 
  Driver version:				 3452.0 (HSA1.1,LC)
  Profile:					 FULL_PROFILE
  Version:					 OpenCL 2.0 
  Extensions:					 cl_khr_fp64 cl_khr_global_int32_base_atomics cl_khr_global_int32_extended_atomics cl_khr_local_int32_base_atomics cl_khr_local_int32_extended_atomics cl_khr_int64_base_atomics cl_khr_int64_extended_atomics cl_khr_3d_image_writes cl_khr_byte_addressable_store cl_khr_fp16 cl_khr_gl_sharing cl_amd_device_attribute_query cl_amd_media_ops cl_amd_media_ops2 cl_khr_image2d_from_buffer cl_khr_subgroups cl_khr_depth_images cl_amd_copy_buffer_p2p cl_amd_assembly_program 


  Device Type:					 CL_DEVICE_TYPE_GPU
  Vendor ID:					 1002h
  Board name:					 
  Device Topology:				 PCI[ B#7, D#0, F#0 ]
  Max compute units:				 6
  Max work items dimensions:			 3
    Max work items[0]:				 1024
    Max work items[1]:				 1024
    Max work items[2]:				 1024
  Max work group size:				 256
  Preferred vector width char:			 4
  Preferred vector width short:			 2
  Preferred vector width int:			 1
  Preferred vector width long:			 1
  Preferred vector width float:			 1
  Preferred vector width double:		 1
  Native vector width char:			 4
  Native vector width short:			 2
  Native vector width int:			 1
  Native vector width long:			 1
  Native vector width float:			 1
  Native vector width double:			 1
  Max clock frequency:				 2200Mhz
  Address bits:					 64
  Max memory allocation:			 456340272
  Image support:				 Yes
  Max number of images read arguments:		 128
  Max number of images write arguments:		 8
  Max image 2D width:				 16384
  Max image 2D height:				 16384
  Max image 3D width:				 16384
  Max image 3D height:				 16384
  Max image 3D depth:				 8192
  Max samplers within kernel:			 5761
  Max size of kernel argument:			 1024
  Alignment (bits) of base address:		 1024
  Minimum alignment (bytes) for any datatype:	 128
  Single precision floating point capability
    Denorms:					 Yes
    Quiet NaNs:					 Yes
    Round to nearest even:			 Yes
    Round to zero:				 Yes
    Round to +ve and infinity:			 Yes
    IEEE754-2008 fused multiply-add:		 Yes
  Cache type:					 Read/Write
  Cache line size:				 64
  Cache size:					 16384
  Global memory size:				 536870912
  Constant buffer size:				 456340272
  Max number of constant args:			 8
  Local memory type:				 Scratchpad
  Local memory size:				 65536
  Max pipe arguments:				 16
  Max pipe active reservations:			 16
  Max pipe packet size:				 456340272
  Max global variable size:			 456340272
  Max global variable preferred total size:	 536870912
  Max read/write image args:			 64
  Max on device events:				 1024
  Queue on device max size:			 8388608
  Max on device queues:				 1
  Queue on device preferred size:		 262144
  SVM capabilities:				 
    Coarse grain buffer:			 Yes
    Fine grain buffer:				 Yes
    Fine grain system:				 No
    Atomics:					 No
  Preferred platform atomic alignment:		 0
  Preferred global atomic alignment:		 0
  Preferred local atomic alignment:		 0
  Kernel Preferred work group size multiple:	 32
  Error correction support:			 0
  Unified memory for Host and Device:		 0
  Profiling timer resolution:			 1
  Device endianess:				 Little
  Available:					 Yes
  Compiler available:				 Yes
  Execution capabilities:				 
    Execute OpenCL kernels:			 Yes
    Execute native function:			 No
  Queue on Host properties:				 
    Out-of-Order:				 No
    Profiling :					 Yes
  Queue on Device properties:				 
    Out-of-Order:				 Yes
    Profiling :					 Yes
  Platform ID:					 0x7fb3dd53ed70
  Name:						 gfx1035
  Vendor:					 Advanced Micro Devices, Inc.
  Device OpenCL C version:			 OpenCL C 2.0 
  Driver version:				 3452.0 (HSA1.1,LC)
  Profile:					 FULL_PROFILE
  Version:					 OpenCL 2.0 
  Extensions:					 cl_khr_fp64 cl_khr_global_int32_base_atomics cl_khr_global_int32_extended_atomics cl_khr_local_int32_base_atomics cl_khr_local_int32_extended_atomics cl_khr_int64_base_atomics cl_khr_int64_extended_atomics cl_khr_3d_image_writes cl_khr_byte_addressable_store cl_khr_fp16 cl_khr_gl_sharing cl_amd_device_attribute_query cl_amd_media_ops cl_amd_media_ops2 cl_khr_image2d_from_buffer cl_khr_subgroups cl_khr_depth_images cl_amd_copy_buffer_p2p cl_amd_assembly_program 

tags: RX 6700s - ROCm - Machine Learning - tensorflow - resnet50