Attempting to use Quadro P5000 with my application and getting “no kernel image is available for execution on the device”. I tried to run this down best i can, i assume it has to do something with the CUDA Capability? Hopefully someone can break this down and explain to it me, and what a possible resolution is. My best guess is that 11.6 doesnt have binary for P5000? and only solution is to build from source? but thats just a guess.
here is some related info, let me know if can provide anything else
application logs
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"info","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::locks","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/locks.rs:173","msg":"GPU is available for FFT!"}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"debug","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::locks","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/locks.rs:21","msg":"Acquiring GPU lock at \"/home/filecoin/tmp/GPU-4/bellman.gpu.lock\" ..."}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"debug","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::locks","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/locks.rs:25","msg":"GPU lock acquired!"}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"info","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::program","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/program.rs:72","msg":"Using kernel on CUDA."}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"error","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::fft","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/fft.rs:141","msg":"Cannot initialize kernel for device 'Quadro P5000'! Error: GPU tools error: Cuda Error: \"no kernel image is available for execution on the device\""}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"debug","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::gpu::locks","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/gpu/locks.rs:32","msg":"GPU lock released!"}
Apr 22 14:57:13 PC2-02 lotus-worker[23409]: {"level":"warn","ts":"2022-04-22T14:57:13.002-0400","logger":"bellperson::domain","caller":"/root/.cargo/registry/src/github.com-1ecc6299db9ec823/bellperson-0.18.2/src/domain.rs:527","msg":"Cannot instantiate GPU FFT kernel! Error: GPUError: No working GPUs found!"}
DeviceQuery
root@PC2-02:/usr/local/cuda/bin# /usr/local/cuda-11.6/extras/demo_suite/deviceQuery
/usr/local/cuda-11.6/extras/demo_suite/deviceQuery Starting...
CUDA Device Query (Runtime API) version (CUDART static linking)
Detected 6 CUDA Capable device(s)
Device 0: "NVIDIA RTX A5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 8.6
Total amount of global memory: 24256 MBytes (25434587136 bytes)
(64) Multiprocessors, (128) CUDA Cores/MP: 8192 CUDA Cores
GPU Max Clock rate: 1695 MHz (1.70 GHz)
Memory Clock rate: 8001 Mhz
Memory Bus Width: 384-bit
L2 Cache Size: 6291456 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 1536
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 1 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
Device 1: "NVIDIA RTX A5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 8.6
Total amount of global memory: 24256 MBytes (25434587136 bytes)
(64) Multiprocessors, (128) CUDA Cores/MP: 8192 CUDA Cores
GPU Max Clock rate: 1695 MHz (1.70 GHz)
Memory Clock rate: 8001 Mhz
Memory Bus Width: 384-bit
L2 Cache Size: 6291456 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 1536
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 33 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
Device 2: "NVIDIA RTX A5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 8.6
Total amount of global memory: 24256 MBytes (25434587136 bytes)
(64) Multiprocessors, (128) CUDA Cores/MP: 8192 CUDA Cores
GPU Max Clock rate: 1695 MHz (1.70 GHz)
Memory Clock rate: 8001 Mhz
Memory Bus Width: 384-bit
L2 Cache Size: 6291456 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 1536
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 65 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
Device 3: "NVIDIA RTX A5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 8.6
Total amount of global memory: 24256 MBytes (25434587136 bytes)
(64) Multiprocessors, (128) CUDA Cores/MP: 8192 CUDA Cores
GPU Max Clock rate: 1695 MHz (1.70 GHz)
Memory Clock rate: 8001 Mhz
Memory Bus Width: 384-bit
L2 Cache Size: 6291456 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 1536
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 97 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
Device 4: "Quadro P5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 6.1
Total amount of global memory: 16279 MBytes (17069375488 bytes)
(20) Multiprocessors, (128) CUDA Cores/MP: 2560 CUDA Cores
GPU Max Clock rate: 1734 MHz (1.73 GHz)
Memory Clock rate: 4513 Mhz
Memory Bus Width: 256-bit
L2 Cache Size: 2097152 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 2048
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 129 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
Device 5: "Quadro P5000"
CUDA Driver Version / Runtime Version 11.6 / 11.6
CUDA Capability Major/Minor version number: 6.1
Total amount of global memory: 16279 MBytes (17069375488 bytes)
(20) Multiprocessors, (128) CUDA Cores/MP: 2560 CUDA Cores
GPU Max Clock rate: 1734 MHz (1.73 GHz)
Memory Clock rate: 4513 Mhz
Memory Bus Width: 256-bit
L2 Cache Size: 2097152 bytes
Maximum Texture Dimension Size (x,y,z) 1D=(131072), 2D=(131072, 65536), 3D=(16384, 16384, 16384)
Maximum Layered 1D Texture Size, (num) layers 1D=(32768), 2048 layers
Maximum Layered 2D Texture Size, (num) layers 2D=(32768, 32768), 2048 layers
Total amount of constant memory: 65536 bytes
Total amount of shared memory per block: 49152 bytes
Total number of registers available per block: 65536
Warp size: 32
Maximum number of threads per multiprocessor: 2048
Maximum number of threads per block: 1024
Max dimension size of a thread block (x,y,z): (1024, 1024, 64)
Max dimension size of a grid size (x,y,z): (2147483647, 65535, 65535)
Maximum memory pitch: 2147483647 bytes
Texture alignment: 512 bytes
Concurrent copy and kernel execution: Yes with 2 copy engine(s)
Run time limit on kernels: No
Integrated GPU sharing Host Memory: No
Support host page-locked memory mapping: Yes
Alignment requirement for Surfaces: Yes
Device has ECC support: Disabled
Device supports Unified Addressing (UVA): Yes
Device supports Compute Preemption: Yes
Supports Cooperative Kernel Launch: Yes
Supports MultiDevice Co-op Kernel Launch: Yes
Device PCI Domain ID / Bus ID / location ID: 0 / 225 / 0
Compute Mode:
< Default (multiple host threads can use ::cudaSetDevice() with device simultaneously) >
> Peer access from NVIDIA RTX A5000 (GPU0) -> NVIDIA RTX A5000 (GPU1) : Yes
> Peer access from NVIDIA RTX A5000 (GPU0) -> NVIDIA RTX A5000 (GPU2) : Yes
> Peer access from NVIDIA RTX A5000 (GPU0) -> NVIDIA RTX A5000 (GPU3) : Yes
> Peer access from NVIDIA RTX A5000 (GPU0) -> Quadro P5000 (GPU4) : No
> Peer access from NVIDIA RTX A5000 (GPU0) -> Quadro P5000 (GPU5) : No
> Peer access from NVIDIA RTX A5000 (GPU1) -> NVIDIA RTX A5000 (GPU0) : Yes
> Peer access from NVIDIA RTX A5000 (GPU1) -> NVIDIA RTX A5000 (GPU2) : Yes
> Peer access from NVIDIA RTX A5000 (GPU1) -> NVIDIA RTX A5000 (GPU3) : Yes
> Peer access from NVIDIA RTX A5000 (GPU1) -> Quadro P5000 (GPU4) : No
> Peer access from NVIDIA RTX A5000 (GPU1) -> Quadro P5000 (GPU5) : No
> Peer access from NVIDIA RTX A5000 (GPU2) -> NVIDIA RTX A5000 (GPU0) : Yes
> Peer access from NVIDIA RTX A5000 (GPU2) -> NVIDIA RTX A5000 (GPU1) : Yes
> Peer access from NVIDIA RTX A5000 (GPU2) -> NVIDIA RTX A5000 (GPU3) : Yes
> Peer access from NVIDIA RTX A5000 (GPU2) -> Quadro P5000 (GPU4) : No
> Peer access from NVIDIA RTX A5000 (GPU2) -> Quadro P5000 (GPU5) : No
> Peer access from NVIDIA RTX A5000 (GPU3) -> NVIDIA RTX A5000 (GPU0) : Yes
> Peer access from NVIDIA RTX A5000 (GPU3) -> NVIDIA RTX A5000 (GPU1) : Yes
> Peer access from NVIDIA RTX A5000 (GPU3) -> NVIDIA RTX A5000 (GPU2) : Yes
> Peer access from NVIDIA RTX A5000 (GPU3) -> Quadro P5000 (GPU4) : No
> Peer access from NVIDIA RTX A5000 (GPU3) -> Quadro P5000 (GPU5) : No
> Peer access from Quadro P5000 (GPU4) -> NVIDIA RTX A5000 (GPU0) : No
> Peer access from Quadro P5000 (GPU4) -> NVIDIA RTX A5000 (GPU1) : No
> Peer access from Quadro P5000 (GPU4) -> NVIDIA RTX A5000 (GPU2) : No
> Peer access from Quadro P5000 (GPU4) -> NVIDIA RTX A5000 (GPU3) : No
> Peer access from Quadro P5000 (GPU4) -> Quadro P5000 (GPU5) : Yes
> Peer access from Quadro P5000 (GPU5) -> NVIDIA RTX A5000 (GPU0) : No
> Peer access from Quadro P5000 (GPU5) -> NVIDIA RTX A5000 (GPU1) : No
> Peer access from Quadro P5000 (GPU5) -> NVIDIA RTX A5000 (GPU2) : No
> Peer access from Quadro P5000 (GPU5) -> NVIDIA RTX A5000 (GPU3) : No
> Peer access from Quadro P5000 (GPU5) -> Quadro P5000 (GPU4) : Yes
deviceQuery, CUDA Driver = CUDART, CUDA Driver Version = 11.6, CUDA Runtime Version = 11.6, NumDevs = 6, Device0 = NVIDIA RTX A5000, Device1 = NVIDIA RTX A5000, Device2 = NVIDIA RTX A5000, Device3 = NVIDIA RTX A5000, Device4 = Quadro P5000, Device5 = Quadro P5000
Result = PASS
SMI
root@PC2-02:/usr/local/cuda/bin# nvidia-smi
Fri Apr 22 15:29:41 2022
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA RTX A5000 On | 00000000:01:00.0 Off | Off |
| 30% 29C P8 17W / 230W | 1MiB / 24564MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 NVIDIA RTX A5000 On | 00000000:21:00.0 Off | Off |
| 30% 31C P8 19W / 230W | 1MiB / 24564MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 2 NVIDIA RTX A5000 On | 00000000:41:00.0 Off | Off |
| 30% 29C P8 15W / 230W | 1MiB / 24564MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 3 NVIDIA RTX A5000 On | 00000000:61:00.0 Off | Off |
| 30% 29C P8 15W / 230W | 1MiB / 24564MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 4 Quadro P5000 On | 00000000:81:00.0 Off | Off |
| 26% 28C P8 5W / 180W | 107MiB / 16384MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 5 Quadro P5000 On | 00000000:E1:00.0 Off | Off |
| 26% 28C P8 6W / 180W | 1MiB / 16384MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 4 N/A N/A 23910 C /usr/local/bin/lotus-worker 103MiB |
+-----------------------------------------------------------------------------+