96 lines
2.5 KiB
Go
96 lines
2.5 KiB
Go
package llm
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import (
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"context"
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"fmt"
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"log"
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"os"
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"runtime"
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"github.com/pbnjay/memory"
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"github.com/jmorganca/ollama/api"
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"github.com/jmorganca/ollama/format"
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"github.com/jmorganca/ollama/gpu"
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)
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type LLM interface {
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Predict(context.Context, PredictOpts, func(PredictResult)) error
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Embedding(context.Context, string) ([]float64, error)
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Encode(context.Context, string) ([]int, error)
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Decode(context.Context, []int) (string, error)
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Close()
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}
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// Set to false on linux/windows if we are able to load the shim
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var ShimPresent = false
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func New(workDir, model string, adapters, projectors []string, opts api.Options) (LLM, error) {
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if _, err := os.Stat(model); err != nil {
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return nil, err
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}
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f, err := os.Open(model)
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if err != nil {
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return nil, err
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}
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defer f.Close()
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ggml, err := DecodeGGML(f)
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if err != nil {
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return nil, err
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}
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if runtime.GOOS == "darwin" {
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switch ggml.FileType() {
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case "F32", "Q5_0", "Q5_1", "Q8_0":
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if ggml.Name() != "gguf" && opts.NumGPU != 0 {
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// GGML Q8_0 do not support Metal API and will
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// cause the runner to segmentation fault so disable GPU
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log.Printf("WARNING: GPU disabled for F32, Q5_0, Q5_1, and Q8_0")
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opts.NumGPU = 0
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}
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}
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var requiredMemory int64
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var f16Multiplier int64 = 2
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switch ggml.ModelType() {
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case "3B", "7B":
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requiredMemory = 8 * format.GigaByte
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case "13B":
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requiredMemory = 16 * format.GigaByte
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case "30B", "34B", "40B":
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requiredMemory = 32 * format.GigaByte
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case "65B", "70B":
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requiredMemory = 64 * format.GigaByte
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case "180B":
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requiredMemory = 128 * format.GigaByte
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f16Multiplier = 4
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}
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systemMemory := int64(memory.TotalMemory())
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if ggml.FileType() == "F16" && requiredMemory*f16Multiplier > systemMemory {
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return nil, fmt.Errorf("F16 model requires at least %s of total memory", format.HumanBytes(requiredMemory))
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} else if requiredMemory > systemMemory {
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return nil, fmt.Errorf("model requires at least %s of total memory", format.HumanBytes(requiredMemory))
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}
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}
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opts.NumGQA = 0
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opts.RopeFrequencyBase = 0.0
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opts.RopeFrequencyScale = 0.0
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gpuInfo := gpu.GetGPUInfo()
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if gpuInfo.Driver == "ROCM" && ShimPresent {
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return newRocmShimExtServer(model, adapters, projectors, ggml.NumLayers(), opts)
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} else {
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// Rely on the built-in CUDA/Metal based server which will fall back to CPU
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return newLlamaExtServer(model, adapters, projectors, ggml.NumLayers(), opts)
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}
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}
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// Give any native cgo implementations an opportunity to initialize
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func Init(workdir string) error {
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return nativeInit(workdir)
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}
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