08f1e18965
* select layers based on estimated model memory usage * always account for scratch vram * dont load +1 layers * better estmation for graph alloc * Update gpu/gpu_darwin.go Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com> * Update llm/llm.go Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com> * Update llm/llm.go * add overhead for cuda memory * Update llm/llm.go Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com> * fix build error on linux * address comments --------- Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
144 lines
3.8 KiB
Go
144 lines
3.8 KiB
Go
//go:build linux || windows
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package gpu
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/*
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#cgo linux LDFLAGS: -lrt -lpthread -ldl -lstdc++ -lm
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#cgo windows LDFLAGS: -lpthread
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#include "gpu_info.h"
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*/
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import "C"
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import (
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"fmt"
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"log"
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"runtime"
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"sync"
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"unsafe"
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)
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type handles struct {
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cuda *C.cuda_handle_t
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rocm *C.rocm_handle_t
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}
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var gpuMutex sync.Mutex
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var gpuHandles *handles = nil
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// TODO verify this is the correct min version
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const CudaComputeMajorMin = 5
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// Note: gpuMutex must already be held
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func initGPUHandles() {
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// TODO - if the ollama build is CPU only, don't do these checks as they're irrelevant and confusing
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log.Printf("Detecting GPU type")
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gpuHandles = &handles{nil, nil}
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var resp C.cuda_init_resp_t
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C.cuda_init(&resp)
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if resp.err != nil {
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log.Printf("CUDA not detected: %s", C.GoString(resp.err))
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C.free(unsafe.Pointer(resp.err))
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var resp C.rocm_init_resp_t
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C.rocm_init(&resp)
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if resp.err != nil {
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log.Printf("ROCm not detected: %s", C.GoString(resp.err))
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C.free(unsafe.Pointer(resp.err))
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} else {
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log.Printf("Radeon GPU detected")
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rocm := resp.rh
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gpuHandles.rocm = &rocm
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}
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} else {
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log.Printf("Nvidia GPU detected")
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cuda := resp.ch
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gpuHandles.cuda = &cuda
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}
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}
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func GetGPUInfo() GpuInfo {
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// TODO - consider exploring lspci (and equivalent on windows) to check for
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// GPUs so we can report warnings if we see Nvidia/AMD but fail to load the libraries
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gpuMutex.Lock()
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defer gpuMutex.Unlock()
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if gpuHandles == nil {
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initGPUHandles()
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}
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var memInfo C.mem_info_t
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resp := GpuInfo{}
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if gpuHandles.cuda != nil {
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C.cuda_check_vram(*gpuHandles.cuda, &memInfo)
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if memInfo.err != nil {
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log.Printf("error looking up CUDA GPU memory: %s", C.GoString(memInfo.err))
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C.free(unsafe.Pointer(memInfo.err))
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} else {
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// Verify minimum compute capability
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var cc C.cuda_compute_capability_t
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C.cuda_compute_capability(*gpuHandles.cuda, &cc)
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if cc.err != nil {
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log.Printf("error looking up CUDA GPU compute capability: %s", C.GoString(cc.err))
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C.free(unsafe.Pointer(cc.err))
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} else if cc.major >= CudaComputeMajorMin {
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log.Printf("CUDA Compute Capability detected: %d.%d", cc.major, cc.minor)
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resp.Library = "cuda"
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} else {
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log.Printf("CUDA GPU is too old. Falling back to CPU mode. Compute Capability detected: %d.%d", cc.major, cc.minor)
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}
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}
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} else if gpuHandles.rocm != nil {
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C.rocm_check_vram(*gpuHandles.rocm, &memInfo)
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if memInfo.err != nil {
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log.Printf("error looking up ROCm GPU memory: %s", C.GoString(memInfo.err))
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C.free(unsafe.Pointer(memInfo.err))
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} else {
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resp.Library = "rocm"
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}
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}
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if resp.Library == "" {
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C.cpu_check_ram(&memInfo)
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// In the future we may offer multiple CPU variants to tune CPU features
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if runtime.GOOS == "windows" {
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resp.Library = "cpu"
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} else {
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resp.Library = "default"
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}
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}
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if memInfo.err != nil {
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log.Printf("error looking up CPU memory: %s", C.GoString(memInfo.err))
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C.free(unsafe.Pointer(memInfo.err))
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return resp
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}
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resp.FreeMemory = uint64(memInfo.free)
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resp.TotalMemory = uint64(memInfo.total)
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return resp
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}
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func getCPUMem() (memInfo, error) {
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var ret memInfo
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var info C.mem_info_t
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C.cpu_check_ram(&info)
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if info.err != nil {
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defer C.free(unsafe.Pointer(info.err))
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return ret, fmt.Errorf(C.GoString(info.err))
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}
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ret.FreeMemory = uint64(info.free)
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ret.TotalMemory = uint64(info.total)
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return ret, nil
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}
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func CheckVRAM() (int64, error) {
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gpuInfo := GetGPUInfo()
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if gpuInfo.FreeMemory > 0 && (gpuInfo.Library == "cuda" || gpuInfo.Library == "rocm") {
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// allocate 384MiB for llama.cpp overhead (outside of model)
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overhead := uint64(384 * 1024 * 1024)
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if gpuInfo.FreeMemory <= overhead {
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return 0, nil
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}
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return int64(gpuInfo.FreeMemory - overhead), nil
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}
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return 0, fmt.Errorf("no GPU detected") // TODO - better handling of CPU based memory determiniation
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}
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