package discover import ( "bufio" "errors" "fmt" "io" "io/fs" "log/slog" "os" "path/filepath" "regexp" "slices" "sort" "strconv" "strings" "github.com/ollama/ollama/envconfig" "github.com/ollama/ollama/format" ) // Discovery logic for AMD/ROCm GPUs const ( DriverVersionFile = "/sys/module/amdgpu/version" AMDNodesSysfsDir = "/sys/class/kfd/kfd/topology/nodes/" GPUPropertiesFileGlob = AMDNodesSysfsDir + "*/properties" // Prefix with the node dir GPUTotalMemoryFileGlob = "mem_banks/*/properties" // size_in_bytes line // Direct Rendering Manager sysfs location DRMDeviceDirGlob = "/sys/class/drm/card*/device" DRMTotalMemoryFile = "mem_info_vram_total" DRMUsedMemoryFile = "mem_info_vram_used" // In hex; properties file is in decimal DRMUniqueIDFile = "unique_id" DRMVendorFile = "vendor" DRMDeviceFile = "device" ) var ( // Used to validate if the given ROCm lib is usable ROCmLibGlobs = []string{"libhipblas.so.2*", "rocblas"} // TODO - probably include more coverage of files here... RocmStandardLocations = []string{"/opt/rocm/lib", "/usr/lib64"} ) // Gather GPU information from the amdgpu driver if any supported GPUs are detected // Only called once during bootstrap func AMDGetGPUInfo() ([]RocmGPUInfo, error) { resp := []RocmGPUInfo{} if !AMDDetected() { return resp, fmt.Errorf("AMD GPUs not detected") } // Opportunistic logging of driver version to aid in troubleshooting driverMajor, driverMinor, err := AMDDriverVersion() if err != nil { // TODO - if we see users crash and burn with the upstreamed kernel this can be adjusted to hard-fail rocm support and fallback to CPU slog.Warn("ollama recommends running the https://www.amd.com/en/support/linux-drivers", "error", err) } // Determine if the user has already pre-selected which GPUs to look at, then ignore the others var visibleDevices []string hipVD := envconfig.HipVisibleDevices() // zero based index only rocrVD := envconfig.RocrVisibleDevices() // zero based index or UUID gpuDO := envconfig.GpuDeviceOrdinal() // zero based index switch { case rocrVD != "": visibleDevices = strings.Split(rocrVD, ",") case hipVD != "": visibleDevices = strings.Split(hipVD, ",") case gpuDO != "": visibleDevices = strings.Split(gpuDO, ",") } gfxOverride := envconfig.HsaOverrideGfxVersion() var supported []string libDir := "" // The amdgpu driver always exposes the host CPU(s) first, but we have to skip them and subtract // from the other IDs to get alignment with the HIP libraries expectations (zero is the first GPU, not the CPU) matches, _ := filepath.Glob(GPUPropertiesFileGlob) sort.Slice(matches, func(i, j int) bool { // /sys/class/kfd/kfd/topology/nodes//properties a, err := strconv.ParseInt(filepath.Base(filepath.Dir(matches[i])), 10, 64) if err != nil { slog.Debug("parse err", "error", err, "match", matches[i]) return false } b, err := strconv.ParseInt(filepath.Base(filepath.Dir(matches[j])), 10, 64) if err != nil { slog.Debug("parse err", "error", err, "match", matches[i]) return false } return a < b }) gpuCount := 0 for _, match := range matches { slog.Debug("evaluating amdgpu node " + match) fp, err := os.Open(match) if err != nil { slog.Debug("failed to open sysfs node", "file", match, "error", err) continue } defer fp.Close() scanner := bufio.NewScanner(fp) isCPU := false var major, minor, patch uint64 var vendor, device, uniqueID uint64 for scanner.Scan() { line := strings.TrimSpace(scanner.Text()) // Note: we could also use "cpu_cores_count X" where X is greater than zero to detect CPUs if strings.HasPrefix(line, "gfx_target_version") { ver := strings.Fields(line) // Detect CPUs if len(ver) == 2 && ver[1] == "0" { slog.Debug("detected CPU " + match) isCPU = true break } if len(ver) != 2 || len(ver[1]) < 5 { slog.Warn("malformed "+match, "gfx_target_version", line) // If this winds up being a CPU, our offsets may be wrong continue } l := len(ver[1]) var err1, err2, err3 error patch, err1 = strconv.ParseUint(ver[1][l-2:l], 10, 32) minor, err2 = strconv.ParseUint(ver[1][l-4:l-2], 10, 32) major, err3 = strconv.ParseUint(ver[1][:l-4], 10, 32) if err1 != nil || err2 != nil || err3 != nil { slog.Debug("malformed int " + line) continue } } else if strings.HasPrefix(line, "vendor_id") { ver := strings.Fields(line) if len(ver) != 2 { slog.Debug("malformed", "vendor_id", line) continue } vendor, err = strconv.ParseUint(ver[1], 10, 64) if err != nil { slog.Debug("malformed", "vendor_id", line, "error", err) } } else if strings.HasPrefix(line, "device_id") { ver := strings.Fields(line) if len(ver) != 2 { slog.Debug("malformed", "device_id", line) continue } device, err = strconv.ParseUint(ver[1], 10, 64) if err != nil { slog.Debug("malformed", "device_id", line, "error", err) } } else if strings.HasPrefix(line, "unique_id") { ver := strings.Fields(line) if len(ver) != 2 { slog.Debug("malformed", "unique_id", line) continue } uniqueID, err = strconv.ParseUint(ver[1], 10, 64) if err != nil { slog.Debug("malformed", "unique_id", line, "error", err) } } // TODO - any other properties we want to extract and record? // vendor_id + device_id -> pci lookup for "Name" // Other metrics that may help us understand relative performance between multiple GPUs } // Note: while ./mem_banks/*/used_memory exists, it doesn't appear to take other VRAM consumers // into consideration, so we instead map the device over to the DRM driver sysfs nodes which // do reliably report VRAM usage. if isCPU { continue } // Skip over any GPUs that are masked if major == 0 && minor == 0 && patch == 0 { slog.Debug("skipping gpu with gfx000") continue } // Keep track of numeric IDs based on valid GPUs gpuID := gpuCount gpuCount += 1 // Look up the memory for the current node totalMemory := uint64(0) usedMemory := uint64(0) var usedFile string mapping := []struct { id uint64 filename string }{ {vendor, DRMVendorFile}, {device, DRMDeviceFile}, {uniqueID, DRMUniqueIDFile}, // Not all devices will report this } slog.Debug("mapping amdgpu to drm sysfs nodes", "amdgpu", match, "vendor", vendor, "device", device, "unique_id", uniqueID) // Map over to DRM location to find the total/free memory drmMatches, _ := filepath.Glob(DRMDeviceDirGlob) for _, devDir := range drmMatches { matched := true for _, m := range mapping { if m.id == 0 { // Null ID means it didn't populate, so we can't use it to match continue } filename := filepath.Join(devDir, m.filename) buf, err := os.ReadFile(filename) if err != nil { slog.Debug("failed to read sysfs node", "file", filename, "error", err) matched = false break } // values here are in hex, strip off the lead 0x and parse so we can compare the numeric (decimal) values in amdgpu cmp, err := strconv.ParseUint(strings.TrimPrefix(strings.TrimSpace(string(buf)), "0x"), 16, 64) if err != nil { slog.Debug("failed to parse sysfs node", "file", filename, "error", err) matched = false break } if cmp != m.id { matched = false break } } if !matched { continue } // Found the matching DRM directory slog.Debug("matched", "amdgpu", match, "drm", devDir) totalFile := filepath.Join(devDir, DRMTotalMemoryFile) buf, err := os.ReadFile(totalFile) if err != nil { slog.Debug("failed to read sysfs node", "file", totalFile, "error", err) break } totalMemory, err = strconv.ParseUint(strings.TrimSpace(string(buf)), 10, 64) if err != nil { slog.Debug("failed to parse sysfs node", "file", totalFile, "error", err) break } usedFile = filepath.Join(devDir, DRMUsedMemoryFile) usedMemory, err = getFreeMemory(usedFile) if err != nil { slog.Debug("failed to update used memory", "error", err) } break } var name string // TODO - PCI ID lookup if vendor > 0 && device > 0 { name = fmt.Sprintf("%04x:%04x", vendor, device) } // Favor UUIDs if available to reduce possibility of getting the numeric IDs wrong var ID string if uniqueID != 0 { ID = fmt.Sprintf("GPU-%016x", uniqueID) } else { ID = strconv.Itoa(gpuID) } gpuInfo := RocmGPUInfo{ GpuInfo: GpuInfo{ Library: "rocm", memInfo: memInfo{ TotalMemory: totalMemory, FreeMemory: (totalMemory - usedMemory), }, ID: ID, Name: name, Compute: fmt.Sprintf("gfx%d%x%x", major, minor, patch), MinimumMemory: rocmMinimumMemory, DriverMajor: driverMajor, DriverMinor: driverMinor, }, usedFilepath: usedFile, index: gpuID, } // iGPU detection, remove this check once we can support an iGPU variant of the rocm library if totalMemory < IGPUMemLimit { reason := "unsupported Radeon iGPU detected skipping" slog.Info(reason, "id", gpuID, "total", format.HumanBytes2(totalMemory)) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: reason, }) continue } if int(major) < RocmComputeMin { reason := fmt.Sprintf("amdgpu too old gfx%d%x%x", major, minor, patch) slog.Warn(reason, "gpu", gpuID) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: reason, }) continue } slog.Debug("amdgpu memory", "gpu", gpuID, "total", format.HumanBytes2(totalMemory)) slog.Debug("amdgpu memory", "gpu", gpuID, "available", format.HumanBytes2(totalMemory-usedMemory)) // If the user wants to filter to a subset of devices, filter out if we aren't a match if len(visibleDevices) > 0 { include := false for _, visible := range visibleDevices { if visible == gpuInfo.ID || visible == strconv.Itoa(gpuInfo.index) { include = true break } } if !include { reason := "filtering out device per user request" slog.Info(reason, "id", gpuInfo.ID, "visible_devices", visibleDevices) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: reason, }) continue } } // Final validation is gfx compatibility - load the library if we haven't already loaded it // even if the user overrides, we still need to validate the library if libDir == "" { libDir, err = AMDValidateLibDir() if err != nil { err = fmt.Errorf("unable to verify rocm library: %w", err) slog.Warn(err.Error()) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: err.Error(), }) return nil, err } } gpuInfo.DependencyPath = []string{libDir} if gfxOverride == "" { // Only load supported list once if len(supported) == 0 { supported, err = GetSupportedGFX(libDir) if err != nil { err = fmt.Errorf("failed to lookup supported GFX types: %w", err) slog.Warn(err.Error()) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: err.Error(), }) return nil, err } slog.Debug("rocm supported GPUs", "types", supported) } gfx := gpuInfo.Compute if !slices.Contains[[]string, string](supported, gfx) { reason := fmt.Sprintf("amdgpu is not supported (supported types:%s)", supported) slog.Warn(reason, "gpu_type", gfx, "gpu", gpuInfo.ID, "library", libDir) unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{ GpuInfo: gpuInfo.GpuInfo, Reason: reason, }) // TODO - consider discrete markdown just for ROCM troubleshooting? slog.Warn("See https://github.com/ollama/ollama/blob/main/docs/gpu.md#overrides for HSA_OVERRIDE_GFX_VERSION usage") continue } else { slog.Info("amdgpu is supported", "gpu", gpuInfo.ID, "gpu_type", gfx) } } else { slog.Info("skipping rocm gfx compatibility check", "HSA_OVERRIDE_GFX_VERSION", gfxOverride) } // Check for env var workarounds if name == "1002:687f" { // Vega RX 56 gpuInfo.EnvWorkarounds = append(gpuInfo.EnvWorkarounds, [2]string{"HSA_ENABLE_SDMA", "0"}) } // The GPU has passed all the verification steps and is supported resp = append(resp, gpuInfo) } if len(resp) == 0 { err := fmt.Errorf("no compatible amdgpu devices detected") slog.Info(err.Error()) return nil, err } if err := verifyKFDDriverAccess(); err != nil { err = fmt.Errorf("amdgpu devices detected but permission problems block access: %w", err) slog.Error(err.Error()) return nil, err } return resp, nil } // Quick check for AMD driver so we can skip amdgpu discovery if not present func AMDDetected() bool { // Some driver versions (older?) don't have a version file, so just lookup the parent dir sysfsDir := filepath.Dir(DriverVersionFile) _, err := os.Stat(sysfsDir) if errors.Is(err, os.ErrNotExist) { slog.Debug("amdgpu driver not detected " + sysfsDir) return false } else if err != nil { slog.Debug("error looking up amd driver", "path", sysfsDir, "error", err) return false } return true } // Prefer to use host installed ROCm, as long as it meets our minimum requirements // failing that, tell the user how to download it on their own func AMDValidateLibDir() (string, error) { libDir, err := commonAMDValidateLibDir() if err == nil { return libDir, nil } // Well known ollama installer path installedRocmDir := "/usr/share/ollama/lib/rocm" if rocmLibUsable(installedRocmDir) { return installedRocmDir, nil } // If we still haven't found a usable rocm, the user will have to install it on their own slog.Warn("amdgpu detected, but no compatible rocm library found. Either install rocm v6, or follow manual install instructions at https://github.com/ollama/ollama/blob/main/docs/linux.md#manual-install") return "", errors.New("no suitable rocm found, falling back to CPU") } func AMDDriverVersion() (driverMajor, driverMinor int, err error) { _, err = os.Stat(DriverVersionFile) if err != nil { return 0, 0, fmt.Errorf("amdgpu version file missing: %s %w", DriverVersionFile, err) } fp, err := os.Open(DriverVersionFile) if err != nil { return 0, 0, err } defer fp.Close() verString, err := io.ReadAll(fp) if err != nil { return 0, 0, err } pattern := `\A(\d+)\.(\d+).*` regex := regexp.MustCompile(pattern) match := regex.FindStringSubmatch(string(verString)) if len(match) < 2 { return 0, 0, fmt.Errorf("malformed version string %s", string(verString)) } driverMajor, err = strconv.Atoi(match[1]) if err != nil { return 0, 0, err } driverMinor, err = strconv.Atoi(match[2]) if err != nil { return 0, 0, err } return driverMajor, driverMinor, nil } func (gpus RocmGPUInfoList) RefreshFreeMemory() error { if len(gpus) == 0 { return nil } for i := range gpus { usedMemory, err := getFreeMemory(gpus[i].usedFilepath) if err != nil { return err } slog.Debug("updating rocm free memory", "gpu", gpus[i].ID, "name", gpus[i].Name, "before", format.HumanBytes2(gpus[i].FreeMemory), "now", format.HumanBytes2(gpus[i].TotalMemory-usedMemory)) gpus[i].FreeMemory = gpus[i].TotalMemory - usedMemory } return nil } func getFreeMemory(usedFile string) (uint64, error) { buf, err := os.ReadFile(usedFile) if err != nil { return 0, fmt.Errorf("failed to read sysfs node %s %w", usedFile, err) } usedMemory, err := strconv.ParseUint(strings.TrimSpace(string(buf)), 10, 64) if err != nil { slog.Debug("failed to parse sysfs node", "file", usedFile, "error", err) return 0, fmt.Errorf("failed to parse sysfs node %s %w", usedFile, err) } return usedMemory, nil } func verifyKFDDriverAccess() error { // Verify we have permissions - either running as root, or we have group access to the driver fd, err := os.OpenFile("/dev/kfd", os.O_RDWR, 0o666) if err != nil { if errors.Is(err, fs.ErrPermission) { return fmt.Errorf("permissions not set up properly. Either run ollama as root, or add you user account to the render group. %w", err) } else if errors.Is(err, fs.ErrNotExist) { // Container runtime failure? return fmt.Errorf("kfd driver not loaded. If running in a container, remember to include '--device /dev/kfd --device /dev/dri'") } return fmt.Errorf("failed to check permission on /dev/kfd: %w", err) } fd.Close() return nil } func rocmGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) { ids := []string{} for _, info := range gpuInfo { if info.Library != "rocm" { // TODO shouldn't happen if things are wired correctly... slog.Debug("rocmGetVisibleDevicesEnv skipping over non-rocm device", "library", info.Library) continue } ids = append(ids, info.ID) } // There are 3 potential env vars to use to select GPUs. // ROCR_VISIBLE_DEVICES supports UUID or numeric so is our preferred on linux // GPU_DEVICE_ORDINAL supports numeric IDs only // HIP_VISIBLE_DEVICES supports numeric IDs only return "ROCR_VISIBLE_DEVICES", strings.Join(ids, ",") }