quantize progress
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6bab0e2368
commit
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@ -267,6 +267,7 @@ type PullRequest struct {
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type ProgressResponse struct {
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Status string `json:"status"`
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Digest string `json:"digest,omitempty"`
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Quantize string `json:"quantize,omitempty"`
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Total int64 `json:"total,omitempty"`
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Completed int64 `json:"completed,omitempty"`
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}
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10
cmd/cmd.go
10
cmd/cmd.go
@ -125,6 +125,7 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
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}
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bars := make(map[string]*progress.Bar)
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var quantizeSpin *progress.Spinner
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fn := func(resp api.ProgressResponse) error {
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if resp.Digest != "" {
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spinner.Stop()
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@ -137,6 +138,15 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
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}
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bar.Set(resp.Completed)
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} else if resp.Quantize != "" {
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spinner.Stop()
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if quantizeSpin != nil {
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quantizeSpin.SetMessage(resp.Status)
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} else {
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quantizeSpin = progress.NewSpinner(resp.Status)
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p.Add("quantize", quantizeSpin)
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}
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} else if status != resp.Status {
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spinner.Stop()
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46
llm/llm.go
46
llm/llm.go
@ -10,10 +10,17 @@ package llm
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// #cgo linux,arm64 LDFLAGS: -L${SRCDIR}/build/linux/arm64_static -L${SRCDIR}/build/linux/arm64_static/src -L${SRCDIR}/build/linux/arm64_static/ggml/src
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// #include <stdlib.h>
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// #include "llama.h"
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// bool update_quantize_progress(float progress, void* data) {
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// *((float*)data) = progress;
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// return true;
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// }
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import "C"
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import (
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"fmt"
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"unsafe"
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"time"
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"github.com/ollama/ollama/api"
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)
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// SystemInfo is an unused example of calling llama.cpp functions using CGo
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@ -21,17 +28,52 @@ func SystemInfo() string {
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return C.GoString(C.llama_print_system_info())
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}
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func Quantize(infile, outfile string, ftype fileType) error {
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cinfile := C.CString(infile)
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func Quantize(infile, outfile string, ftype fileType, fn func(resp api.ProgressResponse), tensorCount int) error { cinfile := C.CString(infile)
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defer C.free(unsafe.Pointer(cinfile))
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coutfile := C.CString(outfile)
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defer C.free(unsafe.Pointer(coutfile))
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params := C.llama_model_quantize_default_params()
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params.nthread = -1
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params.ftype = ftype.Value()
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// Initialize "global" to store progress
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store := C.malloc(C.sizeof_float)
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defer C.free(unsafe.Pointer(store))
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// Initialize store value, e.g., setting initial progress to 0
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*(*C.float)(store) = 0.0
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params.quantize_callback_data = store
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params.quantize_callback = (C.llama_progress_callback)(C.update_quantize_progress)
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ticker := time.NewTicker(60 * time.Millisecond)
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done := make(chan struct{})
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defer close(done)
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go func() {
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defer ticker.Stop()
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for {
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select {
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case <-ticker.C:
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fn(api.ProgressResponse{
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Status: fmt.Sprintf("quantizing model %d/%d", int(*((*C.float)(store))), tensorCount),
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Quantize: "quant",
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})
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fmt.Println("Progress: ", *((*C.float)(store)))
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case <-done:
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fn(api.ProgressResponse{
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Status: fmt.Sprintf("quantizing model %d/%d", tensorCount, tensorCount),
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Quantize: "quant",
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})
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return
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}
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}
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}()
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if rc := C.llama_model_quantize(cinfile, coutfile, ¶ms); rc != 0 {
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return fmt.Errorf("llama_model_quantize: %d", rc)
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}
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52
llm/patches/10-quantize-callback.diff
Normal file
52
llm/patches/10-quantize-callback.diff
Normal file
@ -0,0 +1,52 @@
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From fa509abf281177eacdc71a2a14432c4e6ed74a47 Mon Sep 17 00:00:00 2001
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From: Josh Yan <jyan00017@gmail.com>
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Date: Wed, 10 Jul 2024 12:58:31 -0700
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Subject: [PATCH] quantize callback
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---
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llama.cpp | 8 ++++++++
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llama.h | 3 +++
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2 files changed, 11 insertions(+)
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diff --git a/llama.cpp b/llama.cpp
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index 61948751..d3126510 100644
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--- a/llama.cpp
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+++ b/llama.cpp
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@@ -15586,6 +15586,12 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s
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const auto tn = LLM_TN(model.arch);
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new_ofstream(0);
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for (int i = 0; i < ml.n_tensors; ++i) {
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+ if (params->quantize_callback){
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+ if (!params->quantize_callback(i, params->quantize_callback_data)) {
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+ return;
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+ }
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+ }
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+
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auto weight = ml.get_weight(i);
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struct ggml_tensor * tensor = weight->tensor;
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if (weight->idx != cur_split && params->keep_split) {
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@@ -16119,6 +16125,8 @@ struct llama_model_quantize_params llama_model_quantize_default_params() {
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/*.keep_split =*/ false,
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/*.imatrix =*/ nullptr,
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/*.kv_overrides =*/ nullptr,
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+ /*.quantize_callback =*/ nullptr,
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+ /*.quantize_callback_data =*/ nullptr,
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};
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return result;
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diff --git a/llama.h b/llama.h
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index da310ffa..3cbe6023 100644
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--- a/llama.h
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+++ b/llama.h
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@@ -337,6 +337,9 @@ extern "C" {
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bool keep_split; // quantize to the same number of shards
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void * imatrix; // pointer to importance matrix data
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void * kv_overrides; // pointer to vector containing overrides
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+
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+ llama_progress_callback quantize_callback; // callback to report quantization progress
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+ void * quantize_callback_data; // user data for the callback
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} llama_model_quantize_params;
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// grammar types
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--
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2.39.3 (Apple Git-146)
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@ -423,6 +423,7 @@ func CreateModel(ctx context.Context, name model.Name, modelFileDir, quantizatio
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return err
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}
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tensorCount := len(baseLayer.GGML.Tensors())
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ft := baseLayer.GGML.KV().FileType()
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if !slices.Contains([]string{"F16", "F32"}, ft.String()) {
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return errors.New("quantization is only supported for F16 and F32 models")
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@ -441,7 +442,7 @@ func CreateModel(ctx context.Context, name model.Name, modelFileDir, quantizatio
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defer temp.Close()
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defer os.Remove(temp.Name())
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if err := llm.Quantize(blob, temp.Name(), want); err != nil {
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if err := llm.Quantize(blob, temp.Name(), want, fn, tensorCount); err != nil {
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return err
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}
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