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2 Commits

Author SHA1 Message Date
Matt Williams
fed3843be2 update to resolve jmorganca comments
Signed-off-by: Matt Williams <m@technovangelist.com>
2024-01-04 12:58:07 -08:00
Matt Williams
01d4047ed3 add faq about quant and context
Signed-off-by: Matt Williams <m@technovangelist.com>
2024-01-04 09:45:13 -08:00
31 changed files with 692 additions and 843 deletions

View File

@@ -2,7 +2,7 @@
ollama
app
dist
llm/llama.cpp
llm/llama.cpp/gguf
.env
.cache
test_data

9
.gitmodules vendored
View File

@@ -1,4 +1,5 @@
[submodule "llama.cpp"]
path = llm/llama.cpp
url = https://github.com/ggerganov/llama.cpp.git
shallow = true
[submodule "llm/llama.cpp/gguf"]
path = llm/llama.cpp/gguf
url = https://github.com/ggerganov/llama.cpp.git
ignore = dirty
shallow = true

View File

@@ -1,101 +1,74 @@
ARG GOLANG_VERSION=1.21.3
# Ubuntu 20.04 amd64 dependencies
FROM --platform=linux/amd64 ubuntu:20.04 AS base-amd64
ARG CUDA_VERSION=11.3.1-1
ARG CMAKE_VERSION=3.22.1
ARG CUDA_VERSION=11.3.1
ARG ROCM_VERSION=5.7.1
# ROCm only supports amd64
ARG ROCM_VERSION=6.0
ARG CLBLAST_VER=1.6.1
FROM --platform=linux/amd64 nvidia/cuda:$CUDA_VERSION-devel-centos7 AS cuda-build-amd64
# Note: https://rocm.docs.amd.com/en/latest/release/user_kernel_space_compat_matrix.html
RUN apt-get update && \
apt-get install -y wget gnupg && \
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pin && \
mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600 && \
apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
echo "deb [by-hash=no] https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/ /" > /etc/apt/sources.list.d/cuda.list && \
wget "https://github.com/Kitware/CMake/releases/download/v${CMAKE_VERSION}/cmake-${CMAKE_VERSION}-linux-x86_64.sh" -O /tmp/cmake-installer.sh && \
chmod +x /tmp/cmake-installer.sh && /tmp/cmake-installer.sh --skip-license --prefix=/usr && \
mkdir --parents --mode=0755 /etc/apt/keyrings && \
wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | gpg --dearmor > /etc/apt/keyrings/rocm.gpg && \
echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/${ROCM_VERSION} focal main" > /etc/apt/sources.list.d/rocm.list && \
echo "Package: *" > /etc/apt/preferences.d/rocm-pin-600 && \
echo "Pin: release o=repo.radeon.com" >> /etc/apt/preferences.d/rocm-pin-600 && \
echo "Pin-Priority: 600" >> /etc/apt/preferences.d/rocm-pin-600 && \
apt-get update && \
DEBIAN_FRONTEND=noninteractive apt-get -y install cuda=${CUDA_VERSION} rocm-hip-libraries rocm-device-libs rocm-libs rocm-ocl-icd rocm-hip-sdk rocm-hip-libraries rocm-cmake rocm-clang-ocl rocm-dev
ARG CMAKE_VERSION
# CLBlast
RUN wget -qO- https://github.com/CNugteren/CLBlast/archive/refs/tags/${CLBLAST_VER}.tar.gz | tar zxv -C /tmp/ && \
cd /tmp/CLBlast-${CLBLAST_VER} && mkdir build && cd build && cmake .. && make && make install
RUN yum install -y https://repo.ius.io/ius-release-el7.rpm centos-release-scl \
&& yum update -y \
&& yum install -y devtoolset-10-gcc devtoolset-10-gcc-c++ git236
ENV PATH /opt/rh/devtoolset-10/root/usr/bin:$PATH
ENV ROCM_PATH=/opt/rocm
ADD https://github.com/Kitware/CMake/releases/download/v$CMAKE_VERSION/cmake-$CMAKE_VERSION-linux-x86_64.tar.gz /tmp/cmake-$CMAKE_VERSION.tar.gz
RUN tar -zx -C /usr --strip-components 1 </tmp/cmake-$CMAKE_VERSION.tar.gz
# Ubuntu 22.04 arm64 dependencies
FROM --platform=linux/arm64 ubuntu:20.04 AS base-arm64
ARG CUDA_VERSION=11.3.1-1
ARG CMAKE_VERSION=3.27.6
RUN apt-get update && \
apt-get install -y wget gnupg && \
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/sbsa/cuda-ubuntu2004.pin && \
mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600 && \
apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/sbsa//3bf863cc.pub && \
echo "deb [by-hash=no] https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/sbsa/ /" > /etc/apt/sources.list.d/cuda.list && \
wget "https://github.com/Kitware/CMake/releases/download/v${CMAKE_VERSION}/cmake-${CMAKE_VERSION}-linux-aarch64.sh" -O /tmp/cmake-installer.sh && \
chmod +x /tmp/cmake-installer.sh && /tmp/cmake-installer.sh --skip-license --prefix=/usr && \
apt-get update && \
apt-cache madison cuda && \
DEBIAN_FRONTEND=noninteractive apt-get -y install cuda=${CUDA_VERSION}
FROM base-${TARGETARCH}
ARG TARGETARCH
ARG GOFLAGS="'-ldflags -w -s'"
ARG CGO_CFLAGS
ARG GOLANG_VERSION=1.21.3
# Common toolchain
RUN apt-get update && \
DEBIAN_FRONTEND=noninteractive apt-get install -y gcc-10 g++-10 cpp-10 git ocl-icd-opencl-dev && \
update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-10 100 --slave /usr/bin/g++ g++ /usr/bin/g++-10 --slave /usr/bin/gcov gcov /usr/bin/gcov-10
# install go
ADD https://dl.google.com/go/go${GOLANG_VERSION}.linux-$TARGETARCH.tar.gz /tmp/go${GOLANG_VERSION}.tar.gz
RUN mkdir -p /usr/local && tar xz -C /usr/local </tmp/go${GOLANG_VERSION}.tar.gz
# build the final binary
WORKDIR /go/src/github.com/jmorganca/ollama
COPY . .
WORKDIR llm/generate
RUN sh gen_linux.sh
ENV GOOS=linux
ENV GOARCH=$TARGETARCH
ENV GOFLAGS=$GOFLAGS
ENV CGO_CFLAGS=${CGO_CFLAGS}
FROM --platform=linux/arm64 nvidia/cuda:$CUDA_VERSION-devel-rockylinux8 AS cuda-build-arm64
ARG CMAKE_VERSION
RUN dnf install -y git cmake
WORKDIR /go/src/github.com/jmorganca/ollama
COPY . .
WORKDIR llm/generate
RUN sh gen_linux.sh
FROM --platform=linux/amd64 rocm/dev-centos-7:$ROCM_VERSION-complete AS rocm-build-amd64
ARG CMAKE_VERSION
RUN yum install -y https://repo.ius.io/ius-release-el7.rpm centos-release-scl \
&& yum update -y \
&& yum remove -y git \
&& yum install -y devtoolset-10-gcc devtoolset-10-gcc-c++ git236
ENV PATH /opt/rh/devtoolset-10/root/usr/bin:$PATH
ENV LIBRARY_PATH /opt/amdgpu/lib64
ADD https://github.com/Kitware/CMake/releases/download/v$CMAKE_VERSION/cmake-$CMAKE_VERSION-linux-x86_64.tar.gz /tmp/cmake-$CMAKE_VERSION.tar.gz
RUN tar -zx -C /usr --strip-components 1 </tmp/cmake-$CMAKE_VERSION.tar.gz
WORKDIR /go/src/github.com/jmorganca/ollama
COPY . .
WORKDIR llm/generate
RUN sh gen_linux.sh
FROM --platform=linux/amd64 centos:7 AS build-amd64
ENV CGO_ENABLED 1
ARG GOLANG_VERSION
ARG GOFLAGS
ARG CGO_FLAGS
RUN yum install -y centos-release-scl \
&& yum update -y \
&& yum install -y devtoolset-10-gcc devtoolset-10-gcc-c++
ENV PATH /opt/rh/devtoolset-10/root/usr/bin:$PATH
ADD https://dl.google.com/go/go$GOLANG_VERSION.linux-amd64.tar.gz /tmp/go-$GOLANG_VERSION.tar.gz
RUN mkdir -p /usr/local && tar xz -C /usr/local </tmp/go-$GOLANG_VERSION.tar.gz
ENV PATH /usr/local/go/bin:$PATH
WORKDIR /go/src/github.com/jmorganca/ollama
COPY . .
COPY --from=cuda-build-amd64 /go/src/github.com/jmorganca/ollama/llm/llama.cpp/build/linux/cpu/lib llm/llama.cpp/build/linux/cpu/lib
COPY --from=cuda-build-amd64 /go/src/github.com/jmorganca/ollama/llm/llama.cpp/build/linux/cuda/lib llm/llama.cpp/build/linux/cuda/lib
COPY --from=rocm-build-amd64 /go/src/github.com/jmorganca/ollama/llm/llama.cpp/build/linux/rocm/lib llm/llama.cpp/build/linux/rocm/lib
RUN go build .
FROM --platform=linux/arm64 centos:7 AS build-arm64
ENV CGO_ENABLED 1
ARG GOLANG_VERSION
ARG GOFLAGS
ARG CGO_FLAGS
RUN yum install -y centos-release-scl \
&& yum update -y \
&& yum install -y devtoolset-10-gcc devtoolset-10-gcc-c++
ENV PATH /opt/rh/devtoolset-10/root/usr/bin:$PATH
ADD https://dl.google.com/go/go$GOLANG_VERSION.linux-arm64.tar.gz /tmp/go-$GOLANG_VERSION.tar.gz
RUN mkdir -p /usr/local && tar xz -C /usr/local </tmp/go-$GOLANG_VERSION.tar.gz
ENV PATH /usr/local/go/bin:$PATH
WORKDIR /go/src/github.com/jmorganca/ollama
COPY . .
COPY --from=cuda-build-arm64 /go/src/github.com/jmorganca/ollama/llm/llama.cpp/build/linux/cpu/lib llm/llama.cpp/build/linux/cpu/lib
COPY --from=cuda-build-arm64 /go/src/github.com/jmorganca/ollama/llm/llama.cpp/build/linux/cuda/lib llm/llama.cpp/build/linux/cuda/lib
RUN go build .
FROM build-$TARGETARCH
RUN /usr/local/go/bin/go generate ./... && \
/usr/local/go/bin/go build .

View File

@@ -309,13 +309,6 @@ func (c *Client) Heartbeat(ctx context.Context) error {
}
return nil
}
func (c *Client) Embeddings(ctx context.Context, req *EmbeddingRequest) (*EmbeddingResponse, error) {
var resp EmbeddingResponse
if err := c.do(ctx, http.MethodPost, "/api/embeddings", req, &resp); err != nil {
return nil, err
}
return &resp, nil
}
func (c *Client) CreateBlob(ctx context.Context, digest string, r io.Reader) error {
if err := c.do(ctx, http.MethodHead, fmt.Sprintf("/api/blobs/%s", digest), nil, nil); err != nil {

View File

@@ -148,12 +148,7 @@ type DeleteRequest struct {
}
type ShowRequest struct {
Name string `json:"name"`
Model string `json:"model"`
System string `json:"system"`
Template string `json:"template"`
Options map[string]interface{} `json:"options"`
Name string `json:"name"`
}
type ShowResponse struct {

View File

@@ -17,6 +17,7 @@ import (
"os/exec"
"os/signal"
"path/filepath"
"regexp"
"runtime"
"strings"
"syscall"
@@ -25,12 +26,14 @@ import (
"github.com/olekukonko/tablewriter"
"github.com/spf13/cobra"
"golang.org/x/crypto/ssh"
"golang.org/x/exp/slices"
"golang.org/x/term"
"github.com/jmorganca/ollama/api"
"github.com/jmorganca/ollama/format"
"github.com/jmorganca/ollama/parser"
"github.com/jmorganca/ollama/progress"
"github.com/jmorganca/ollama/readline"
"github.com/jmorganca/ollama/server"
"github.com/jmorganca/ollama/version"
)
@@ -149,29 +152,15 @@ func RunHandler(cmd *cobra.Command, args []string) error {
name := args[0]
// check if the model exists on the server
model, err := client.Show(cmd.Context(), &api.ShowRequest{Name: name})
_, err = client.Show(cmd.Context(), &api.ShowRequest{Name: name})
var statusError api.StatusError
switch {
case errors.As(err, &statusError) && statusError.StatusCode == http.StatusNotFound:
if err := PullHandler(cmd, []string{name}); err != nil {
if err := PullHandler(cmd, args); err != nil {
return err
}
case err != nil:
return err
default:
// the model was found, check if it is in the correct format
if model.Details.Format != "" && model.Details.Format != "gguf" {
// pull and retry to see if the model has been updated
parts := strings.Split(name, string(os.PathSeparator))
if len(parts) == 1 {
// this is a library model, log some info
fmt.Fprintln(os.Stderr, "This model is no longer compatible with Ollama. Pulling a new version...")
}
if err := PullHandler(cmd, []string{name}); err != nil {
fmt.Printf("Error: %s\n", err)
return fmt.Errorf("unsupported model, please update this model to gguf format") // relay the original error
}
}
}
return RunGenerate(cmd, args)
@@ -583,12 +572,31 @@ func generate(cmd *cobra.Command, opts generateOptions) error {
}
if err := client.Generate(ctx, &request, fn); err != nil {
if errors.Is(err, context.Canceled) {
switch {
case errors.Is(err, context.Canceled):
return nil
case strings.Contains(err.Error(), "unsupported model format"):
// pull and retry to see if the model has been updated
parts := strings.Split(opts.Model, string(os.PathSeparator))
if len(parts) == 1 {
// this is a library model, log some info
fmt.Fprintln(os.Stderr, "This model is no longer compatible with Ollama. Pulling a new version...")
}
if err := PullHandler(cmd, []string{opts.Model}); err != nil {
fmt.Printf("Error: %s\n", err)
return fmt.Errorf("unsupported model, please update this model to gguf format") // relay the original error
}
// retry
if err := client.Generate(ctx, &request, fn); err != nil {
if errors.Is(err, context.Canceled) {
return nil
}
return err
}
default:
return err
}
return err
}
if opts.Prompt != "" {
fmt.Println()
fmt.Println()
@@ -613,6 +621,459 @@ func generate(cmd *cobra.Command, opts generateOptions) error {
return nil
}
type MultilineState int
const (
MultilineNone MultilineState = iota
MultilinePrompt
MultilineSystem
MultilineTemplate
)
func modelIsMultiModal(cmd *cobra.Command, name string) bool {
// get model details
client, err := api.ClientFromEnvironment()
if err != nil {
fmt.Println("error: couldn't connect to ollama server")
return false
}
req := api.ShowRequest{Name: name}
resp, err := client.Show(cmd.Context(), &req)
if err != nil {
return false
}
return slices.Contains(resp.Details.Families, "clip")
}
func generateInteractive(cmd *cobra.Command, opts generateOptions) error {
multiModal := modelIsMultiModal(cmd, opts.Model)
// load the model
loadOpts := generateOptions{
Model: opts.Model,
Prompt: "",
Images: []ImageData{},
}
if err := generate(cmd, loadOpts); err != nil {
return err
}
usage := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /set Set session variables")
fmt.Fprintln(os.Stderr, " /show Show model information")
fmt.Fprintln(os.Stderr, " /bye Exit")
fmt.Fprintln(os.Stderr, " /?, /help Help for a command")
fmt.Fprintln(os.Stderr, " /? shortcuts Help for keyboard shortcuts")
fmt.Fprintln(os.Stderr, "")
fmt.Fprintln(os.Stderr, "Use \"\"\" to begin a multi-line message.")
fmt.Fprintln(os.Stderr, "")
}
usageSet := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /set parameter ... Set a parameter")
fmt.Fprintln(os.Stderr, " /set system <string> Set system message")
fmt.Fprintln(os.Stderr, " /set template <string> Set prompt template")
fmt.Fprintln(os.Stderr, " /set history Enable history")
fmt.Fprintln(os.Stderr, " /set nohistory Disable history")
fmt.Fprintln(os.Stderr, " /set wordwrap Enable wordwrap")
fmt.Fprintln(os.Stderr, " /set nowordwrap Disable wordwrap")
fmt.Fprintln(os.Stderr, " /set format json Enable JSON mode")
fmt.Fprintln(os.Stderr, " /set noformat Disable formatting")
fmt.Fprintln(os.Stderr, " /set verbose Show LLM stats")
fmt.Fprintln(os.Stderr, " /set quiet Disable LLM stats")
fmt.Fprintln(os.Stderr, "")
}
usageShortcuts := func() {
fmt.Fprintln(os.Stderr, "Available keyboard shortcuts:")
fmt.Fprintln(os.Stderr, " Ctrl + a Move to the beginning of the line (Home)")
fmt.Fprintln(os.Stderr, " Ctrl + e Move to the end of the line (End)")
fmt.Fprintln(os.Stderr, " Alt + b Move back (left) one word")
fmt.Fprintln(os.Stderr, " Alt + f Move forward (right) one word")
fmt.Fprintln(os.Stderr, " Ctrl + k Delete the sentence after the cursor")
fmt.Fprintln(os.Stderr, " Ctrl + u Delete the sentence before the cursor")
fmt.Fprintln(os.Stderr, "")
fmt.Fprintln(os.Stderr, " Ctrl + l Clear the screen")
fmt.Fprintln(os.Stderr, " Ctrl + c Stop the model from responding")
fmt.Fprintln(os.Stderr, " Ctrl + d Exit ollama (/bye)")
fmt.Fprintln(os.Stderr, "")
}
usageShow := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /show license Show model license")
fmt.Fprintln(os.Stderr, " /show modelfile Show Modelfile for this model")
fmt.Fprintln(os.Stderr, " /show parameters Show parameters for this model")
fmt.Fprintln(os.Stderr, " /show system Show system message")
fmt.Fprintln(os.Stderr, " /show template Show prompt template")
fmt.Fprintln(os.Stderr, "")
}
// only list out the most common parameters
usageParameters := func() {
fmt.Fprintln(os.Stderr, "Available Parameters:")
fmt.Fprintln(os.Stderr, " /set parameter seed <int> Random number seed")
fmt.Fprintln(os.Stderr, " /set parameter num_predict <int> Max number of tokens to predict")
fmt.Fprintln(os.Stderr, " /set parameter top_k <int> Pick from top k num of tokens")
fmt.Fprintln(os.Stderr, " /set parameter top_p <float> Pick token based on sum of probabilities")
fmt.Fprintln(os.Stderr, " /set parameter num_ctx <int> Set the context size")
fmt.Fprintln(os.Stderr, " /set parameter temperature <float> Set creativity level")
fmt.Fprintln(os.Stderr, " /set parameter repeat_penalty <float> How strongly to penalize repetitions")
fmt.Fprintln(os.Stderr, " /set parameter repeat_last_n <int> Set how far back to look for repetitions")
fmt.Fprintln(os.Stderr, " /set parameter num_gpu <int> The number of layers to send to the GPU")
fmt.Fprintln(os.Stderr, " /set parameter stop \"<string>\", ... Set the stop parameters")
fmt.Fprintln(os.Stderr, "")
}
scanner, err := readline.New(readline.Prompt{
Prompt: ">>> ",
AltPrompt: "... ",
Placeholder: "Send a message (/? for help)",
AltPlaceholder: `Use """ to end multi-line input`,
})
if err != nil {
return err
}
fmt.Print(readline.StartBracketedPaste)
defer fmt.Printf(readline.EndBracketedPaste)
var multiline MultilineState
var prompt string
for {
line, err := scanner.Readline()
switch {
case errors.Is(err, io.EOF):
fmt.Println()
return nil
case errors.Is(err, readline.ErrInterrupt):
if line == "" {
fmt.Println("\nUse Ctrl + d or /bye to exit.")
}
scanner.Prompt.UseAlt = false
prompt = ""
continue
case err != nil:
return err
}
switch {
case strings.HasPrefix(prompt, `"""`):
// if the prompt so far starts with """ then we're in multiline mode
// and we need to keep reading until we find a line that ends with """
cut, found := strings.CutSuffix(line, `"""`)
prompt += cut
if !found {
prompt += "\n"
continue
}
prompt = strings.TrimPrefix(prompt, `"""`)
scanner.Prompt.UseAlt = false
switch multiline {
case MultilineSystem:
opts.System = prompt
prompt = ""
fmt.Println("Set system message.")
case MultilineTemplate:
opts.Template = prompt
prompt = ""
fmt.Println("Set prompt template.")
}
multiline = MultilineNone
case strings.HasPrefix(line, `"""`) && len(prompt) == 0:
scanner.Prompt.UseAlt = true
multiline = MultilinePrompt
prompt += line + "\n"
continue
case scanner.Pasting:
prompt += line + "\n"
continue
case strings.HasPrefix(line, "/list"):
args := strings.Fields(line)
if err := ListHandler(cmd, args[1:]); err != nil {
return err
}
case strings.HasPrefix(line, "/set"):
args := strings.Fields(line)
if len(args) > 1 {
switch args[1] {
case "history":
scanner.HistoryEnable()
case "nohistory":
scanner.HistoryDisable()
case "wordwrap":
opts.WordWrap = true
fmt.Println("Set 'wordwrap' mode.")
case "nowordwrap":
opts.WordWrap = false
fmt.Println("Set 'nowordwrap' mode.")
case "verbose":
cmd.Flags().Set("verbose", "true")
fmt.Println("Set 'verbose' mode.")
case "quiet":
cmd.Flags().Set("verbose", "false")
fmt.Println("Set 'quiet' mode.")
case "format":
if len(args) < 3 || args[2] != "json" {
fmt.Println("Invalid or missing format. For 'json' mode use '/set format json'")
} else {
opts.Format = args[2]
fmt.Printf("Set format to '%s' mode.\n", args[2])
}
case "noformat":
opts.Format = ""
fmt.Println("Disabled format.")
case "parameter":
if len(args) < 4 {
usageParameters()
continue
}
var params []string
for _, p := range args[3:] {
params = append(params, p)
}
fp, err := api.FormatParams(map[string][]string{args[2]: params})
if err != nil {
fmt.Printf("Couldn't set parameter: %q\n\n", err)
continue
}
fmt.Printf("Set parameter '%s' to '%s'\n\n", args[2], strings.Join(params, ", "))
opts.Options[args[2]] = fp[args[2]]
case "system", "template":
if len(args) < 3 {
usageSet()
continue
}
line := strings.Join(args[2:], " ")
line = strings.TrimPrefix(line, `"""`)
if strings.HasPrefix(args[2], `"""`) {
cut, found := strings.CutSuffix(line, `"""`)
prompt += cut
if found {
if args[1] == "system" {
opts.System = prompt
fmt.Println("Set system message.")
} else {
opts.Template = prompt
fmt.Println("Set prompt template.")
}
prompt = ""
} else {
prompt = `"""` + prompt + "\n"
if args[1] == "system" {
multiline = MultilineSystem
} else {
multiline = MultilineTemplate
}
scanner.Prompt.UseAlt = true
}
} else {
opts.System = line
fmt.Println("Set system message.")
}
default:
fmt.Printf("Unknown command '/set %s'. Type /? for help\n", args[1])
}
} else {
usageSet()
}
case strings.HasPrefix(line, "/show"):
args := strings.Fields(line)
if len(args) > 1 {
client, err := api.ClientFromEnvironment()
if err != nil {
fmt.Println("error: couldn't connect to ollama server")
return err
}
resp, err := client.Show(cmd.Context(), &api.ShowRequest{Name: opts.Model})
if err != nil {
fmt.Println("error: couldn't get model")
return err
}
switch args[1] {
case "license":
if resp.License == "" {
fmt.Print("No license was specified for this model.\n\n")
} else {
fmt.Println(resp.License)
}
case "modelfile":
fmt.Println(resp.Modelfile)
case "parameters":
if resp.Parameters == "" {
fmt.Print("No parameters were specified for this model.\n\n")
} else {
if len(opts.Options) > 0 {
fmt.Println("User defined parameters:")
for k, v := range opts.Options {
fmt.Printf("%-*s %v\n", 30, k, v)
}
fmt.Println()
}
fmt.Println("Model defined parameters:")
fmt.Println(resp.Parameters)
}
case "system":
switch {
case opts.System != "":
fmt.Println(opts.System + "\n")
case resp.System != "":
fmt.Println(resp.System + "\n")
default:
fmt.Print("No system message was specified for this model.\n\n")
}
case "template":
switch {
case opts.Template != "":
fmt.Println(opts.Template + "\n")
case resp.Template != "":
fmt.Println(resp.Template)
default:
fmt.Print("No prompt template was specified for this model.\n\n")
}
default:
fmt.Printf("Unknown command '/show %s'. Type /? for help\n", args[1])
}
} else {
usageShow()
}
case strings.HasPrefix(line, "/help"), strings.HasPrefix(line, "/?"):
args := strings.Fields(line)
if len(args) > 1 {
switch args[1] {
case "set", "/set":
usageSet()
case "show", "/show":
usageShow()
case "shortcut", "shortcuts":
usageShortcuts()
}
} else {
usage()
}
case line == "/exit", line == "/bye":
return nil
case strings.HasPrefix(line, "/"):
args := strings.Fields(line)
isFile := false
if multiModal {
for _, f := range extractFileNames(line) {
if strings.HasPrefix(f, args[0]) {
isFile = true
break
}
}
}
if isFile {
prompt += line
} else {
fmt.Printf("Unknown command '%s'. Type /? for help\n", args[0])
continue
}
default:
prompt += line
}
if len(prompt) > 0 && multiline == MultilineNone {
opts.Prompt = prompt
if multiModal {
newPrompt, images, err := extractFileData(prompt)
if err != nil {
return err
}
opts.Prompt = newPrompt
// reset the context if we find another image
if len(images) > 0 {
opts.Images = images
ctx := cmd.Context()
ctx = context.WithValue(ctx, generateContextKey("context"), []int{})
cmd.SetContext(ctx)
}
if len(opts.Images) == 0 {
fmt.Println("This model requires you to add a jpeg, png, or svg image.")
fmt.Println()
prompt = ""
continue
}
}
if err := generate(cmd, opts); err != nil {
return err
}
prompt = ""
}
}
}
func normalizeFilePath(fp string) string {
// Define a map of escaped characters and their replacements
replacements := map[string]string{
"\\ ": " ", // Escaped space
"\\(": "(", // Escaped left parenthesis
"\\)": ")", // Escaped right parenthesis
"\\[": "[", // Escaped left square bracket
"\\]": "]", // Escaped right square bracket
"\\{": "{", // Escaped left curly brace
"\\}": "}", // Escaped right curly brace
"\\$": "$", // Escaped dollar sign
"\\&": "&", // Escaped ampersand
"\\;": ";", // Escaped semicolon
"\\'": "'", // Escaped single quote
"\\\\": "\\", // Escaped backslash
"\\*": "*", // Escaped asterisk
"\\?": "?", // Escaped question mark
}
for escaped, actual := range replacements {
fp = strings.ReplaceAll(fp, escaped, actual)
}
return fp
}
func extractFileNames(input string) []string {
// Regex to match file paths starting with / or ./ and include escaped spaces (\ or %20)
// and followed by more characters and a file extension
regexPattern := `(?:\./|/)[\S\\ ]+?\.(?i:jpg|jpeg|png|svg)\b`
re := regexp.MustCompile(regexPattern)
return re.FindAllString(input, -1)
}
func extractFileData(input string) (string, []ImageData, error) {
filePaths := extractFileNames(input)
var imgs []ImageData
for _, fp := range filePaths {
nfp := normalizeFilePath(fp)
data, err := getImageData(nfp)
if err != nil {
if os.IsNotExist(err) {
continue
}
fmt.Printf("Couldn't process image: %q\n", err)
return "", imgs, err
}
fmt.Printf("Added image '%s'\n", nfp)
input = strings.ReplaceAll(input, fp, "")
imgs = append(imgs, data)
}
return input, imgs, nil
}
func RunServer(cmd *cobra.Command, _ []string) error {
host, port, err := net.SplitHostPort(os.Getenv("OLLAMA_HOST"))
if err != nil {
@@ -634,6 +1095,50 @@ func RunServer(cmd *cobra.Command, _ []string) error {
return server.Serve(ln)
}
func getImageData(filePath string) ([]byte, error) {
file, err := os.Open(filePath)
if err != nil {
return nil, err
}
defer file.Close()
buf := make([]byte, 512)
_, err = file.Read(buf)
if err != nil {
return nil, err
}
contentType := http.DetectContentType(buf)
allowedTypes := []string{"image/jpeg", "image/jpg", "image/svg+xml", "image/png"}
if !slices.Contains(allowedTypes, contentType) {
return nil, fmt.Errorf("invalid image type: %s", contentType)
}
info, err := file.Stat()
if err != nil {
return nil, err
}
// Check if the file size exceeds 100MB
var maxSize int64 = 100 * 1024 * 1024 // 100MB in bytes
if info.Size() > maxSize {
return nil, fmt.Errorf("file size exceeds maximum limit (100MB)")
}
buf = make([]byte, info.Size())
_, err = file.Seek(0, 0)
if err != nil {
return nil, err
}
_, err = io.ReadFull(file, buf)
if err != nil {
return nil, err
}
return buf, nil
}
func initializeKeypair() error {
home, err := os.UserHomeDir()
if err != nil {

View File

@@ -1,532 +0,0 @@
package cmd
import (
"context"
"errors"
"fmt"
"io"
"net/http"
"os"
"regexp"
"strings"
"github.com/spf13/cobra"
"golang.org/x/exp/slices"
"github.com/jmorganca/ollama/api"
"github.com/jmorganca/ollama/readline"
)
type MultilineState int
const (
MultilineNone MultilineState = iota
MultilinePrompt
MultilineSystem
MultilineTemplate
)
func modelIsMultiModal(cmd *cobra.Command, name string) bool {
// get model details
client, err := api.ClientFromEnvironment()
if err != nil {
fmt.Println("error: couldn't connect to ollama server")
return false
}
req := api.ShowRequest{Name: name}
resp, err := client.Show(cmd.Context(), &req)
if err != nil {
return false
}
return slices.Contains(resp.Details.Families, "clip")
}
func generateInteractive(cmd *cobra.Command, opts generateOptions) error {
multiModal := modelIsMultiModal(cmd, opts.Model)
// load the model
loadOpts := generateOptions{
Model: opts.Model,
Prompt: "",
Images: []ImageData{},
}
if err := generate(cmd, loadOpts); err != nil {
return err
}
usage := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /set Set session variables")
fmt.Fprintln(os.Stderr, " /show Show model information")
fmt.Fprintln(os.Stderr, " /bye Exit")
fmt.Fprintln(os.Stderr, " /?, /help Help for a command")
fmt.Fprintln(os.Stderr, " /? shortcuts Help for keyboard shortcuts")
fmt.Fprintln(os.Stderr, "")
fmt.Fprintln(os.Stderr, "Use \"\"\" to begin a multi-line message.")
fmt.Fprintln(os.Stderr, "")
}
usageSet := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /set parameter ... Set a parameter")
fmt.Fprintln(os.Stderr, " /set system <string> Set system message")
fmt.Fprintln(os.Stderr, " /set template <string> Set prompt template")
fmt.Fprintln(os.Stderr, " /set history Enable history")
fmt.Fprintln(os.Stderr, " /set nohistory Disable history")
fmt.Fprintln(os.Stderr, " /set wordwrap Enable wordwrap")
fmt.Fprintln(os.Stderr, " /set nowordwrap Disable wordwrap")
fmt.Fprintln(os.Stderr, " /set format json Enable JSON mode")
fmt.Fprintln(os.Stderr, " /set noformat Disable formatting")
fmt.Fprintln(os.Stderr, " /set verbose Show LLM stats")
fmt.Fprintln(os.Stderr, " /set quiet Disable LLM stats")
fmt.Fprintln(os.Stderr, "")
}
usageShortcuts := func() {
fmt.Fprintln(os.Stderr, "Available keyboard shortcuts:")
fmt.Fprintln(os.Stderr, " Ctrl + a Move to the beginning of the line (Home)")
fmt.Fprintln(os.Stderr, " Ctrl + e Move to the end of the line (End)")
fmt.Fprintln(os.Stderr, " Alt + b Move back (left) one word")
fmt.Fprintln(os.Stderr, " Alt + f Move forward (right) one word")
fmt.Fprintln(os.Stderr, " Ctrl + k Delete the sentence after the cursor")
fmt.Fprintln(os.Stderr, " Ctrl + u Delete the sentence before the cursor")
fmt.Fprintln(os.Stderr, "")
fmt.Fprintln(os.Stderr, " Ctrl + l Clear the screen")
fmt.Fprintln(os.Stderr, " Ctrl + c Stop the model from responding")
fmt.Fprintln(os.Stderr, " Ctrl + d Exit ollama (/bye)")
fmt.Fprintln(os.Stderr, "")
}
usageShow := func() {
fmt.Fprintln(os.Stderr, "Available Commands:")
fmt.Fprintln(os.Stderr, " /show info Show details for this model")
fmt.Fprintln(os.Stderr, " /show license Show model license")
fmt.Fprintln(os.Stderr, " /show modelfile Show Modelfile for this model")
fmt.Fprintln(os.Stderr, " /show parameters Show parameters for this model")
fmt.Fprintln(os.Stderr, " /show system Show system message")
fmt.Fprintln(os.Stderr, " /show template Show prompt template")
fmt.Fprintln(os.Stderr, "")
}
// only list out the most common parameters
usageParameters := func() {
fmt.Fprintln(os.Stderr, "Available Parameters:")
fmt.Fprintln(os.Stderr, " /set parameter seed <int> Random number seed")
fmt.Fprintln(os.Stderr, " /set parameter num_predict <int> Max number of tokens to predict")
fmt.Fprintln(os.Stderr, " /set parameter top_k <int> Pick from top k num of tokens")
fmt.Fprintln(os.Stderr, " /set parameter top_p <float> Pick token based on sum of probabilities")
fmt.Fprintln(os.Stderr, " /set parameter num_ctx <int> Set the context size")
fmt.Fprintln(os.Stderr, " /set parameter temperature <float> Set creativity level")
fmt.Fprintln(os.Stderr, " /set parameter repeat_penalty <float> How strongly to penalize repetitions")
fmt.Fprintln(os.Stderr, " /set parameter repeat_last_n <int> Set how far back to look for repetitions")
fmt.Fprintln(os.Stderr, " /set parameter num_gpu <int> The number of layers to send to the GPU")
fmt.Fprintln(os.Stderr, " /set parameter stop \"<string>\", ... Set the stop parameters")
fmt.Fprintln(os.Stderr, "")
}
scanner, err := readline.New(readline.Prompt{
Prompt: ">>> ",
AltPrompt: "... ",
Placeholder: "Send a message (/? for help)",
AltPlaceholder: `Use """ to end multi-line input`,
})
if err != nil {
return err
}
fmt.Print(readline.StartBracketedPaste)
defer fmt.Printf(readline.EndBracketedPaste)
var multiline MultilineState
var prompt string
for {
line, err := scanner.Readline()
switch {
case errors.Is(err, io.EOF):
fmt.Println()
return nil
case errors.Is(err, readline.ErrInterrupt):
if line == "" {
fmt.Println("\nUse Ctrl + d or /bye to exit.")
}
scanner.Prompt.UseAlt = false
prompt = ""
continue
case err != nil:
return err
}
switch {
case strings.HasPrefix(prompt, `"""`):
// if the prompt so far starts with """ then we're in multiline mode
// and we need to keep reading until we find a line that ends with """
cut, found := strings.CutSuffix(line, `"""`)
prompt += cut
if !found {
prompt += "\n"
continue
}
prompt = strings.TrimPrefix(prompt, `"""`)
scanner.Prompt.UseAlt = false
switch multiline {
case MultilineSystem:
opts.System = prompt
prompt = ""
fmt.Println("Set system message.")
case MultilineTemplate:
opts.Template = prompt
prompt = ""
fmt.Println("Set prompt template.")
}
multiline = MultilineNone
case strings.HasPrefix(line, `"""`) && len(prompt) == 0:
scanner.Prompt.UseAlt = true
multiline = MultilinePrompt
prompt += line + "\n"
continue
case scanner.Pasting:
prompt += line + "\n"
continue
case strings.HasPrefix(line, "/list"):
args := strings.Fields(line)
if err := ListHandler(cmd, args[1:]); err != nil {
return err
}
case strings.HasPrefix(line, "/set"):
args := strings.Fields(line)
if len(args) > 1 {
switch args[1] {
case "history":
scanner.HistoryEnable()
case "nohistory":
scanner.HistoryDisable()
case "wordwrap":
opts.WordWrap = true
fmt.Println("Set 'wordwrap' mode.")
case "nowordwrap":
opts.WordWrap = false
fmt.Println("Set 'nowordwrap' mode.")
case "verbose":
cmd.Flags().Set("verbose", "true")
fmt.Println("Set 'verbose' mode.")
case "quiet":
cmd.Flags().Set("verbose", "false")
fmt.Println("Set 'quiet' mode.")
case "format":
if len(args) < 3 || args[2] != "json" {
fmt.Println("Invalid or missing format. For 'json' mode use '/set format json'")
} else {
opts.Format = args[2]
fmt.Printf("Set format to '%s' mode.\n", args[2])
}
case "noformat":
opts.Format = ""
fmt.Println("Disabled format.")
case "parameter":
if len(args) < 4 {
usageParameters()
continue
}
var params []string
for _, p := range args[3:] {
params = append(params, p)
}
fp, err := api.FormatParams(map[string][]string{args[2]: params})
if err != nil {
fmt.Printf("Couldn't set parameter: %q\n\n", err)
continue
}
fmt.Printf("Set parameter '%s' to '%s'\n\n", args[2], strings.Join(params, ", "))
opts.Options[args[2]] = fp[args[2]]
case "system", "template":
if len(args) < 3 {
usageSet()
continue
}
line := strings.Join(args[2:], " ")
line = strings.TrimPrefix(line, `"""`)
if strings.HasPrefix(args[2], `"""`) {
cut, found := strings.CutSuffix(line, `"""`)
prompt += cut
if found {
if args[1] == "system" {
opts.System = prompt
fmt.Println("Set system message.")
} else {
opts.Template = prompt
fmt.Println("Set prompt template.")
}
prompt = ""
} else {
prompt = `"""` + prompt + "\n"
if args[1] == "system" {
multiline = MultilineSystem
} else {
multiline = MultilineTemplate
}
scanner.Prompt.UseAlt = true
}
} else {
opts.System = line
fmt.Println("Set system message.")
}
default:
fmt.Printf("Unknown command '/set %s'. Type /? for help\n", args[1])
}
} else {
usageSet()
}
case strings.HasPrefix(line, "/show"):
args := strings.Fields(line)
if len(args) > 1 {
client, err := api.ClientFromEnvironment()
if err != nil {
fmt.Println("error: couldn't connect to ollama server")
return err
}
req := &api.ShowRequest{
Name: opts.Model,
System: opts.System,
Template: opts.Template,
Options: opts.Options,
}
resp, err := client.Show(cmd.Context(), req)
if err != nil {
fmt.Println("error: couldn't get model")
return err
}
switch args[1] {
case "info":
fmt.Println("Model details:")
if len(resp.Details.Families) > 0 {
fmt.Printf("Family %s\n", strings.Join(resp.Details.Families, ", "))
} else if resp.Details.Family != "" {
fmt.Printf("Family %s\n", resp.Details.Family)
}
fmt.Printf("Parameter Size %s\n", resp.Details.ParameterSize)
fmt.Printf("Quantization Level %s\n", resp.Details.QuantizationLevel)
fmt.Println("")
case "license":
if resp.License == "" {
fmt.Print("No license was specified for this model.\n\n")
} else {
fmt.Println(resp.License)
}
case "modelfile":
fmt.Println(resp.Modelfile)
case "parameters":
if resp.Parameters == "" {
fmt.Print("No parameters were specified for this model.\n\n")
} else {
if len(opts.Options) > 0 {
fmt.Println("User defined parameters:")
for k, v := range opts.Options {
fmt.Printf("%-*s %v\n", 30, k, v)
}
fmt.Println()
}
fmt.Println("Model defined parameters:")
fmt.Println(resp.Parameters)
}
case "system":
switch {
case opts.System != "":
fmt.Println(opts.System + "\n")
case resp.System != "":
fmt.Println(resp.System + "\n")
default:
fmt.Print("No system message was specified for this model.\n\n")
}
case "template":
switch {
case opts.Template != "":
fmt.Println(opts.Template + "\n")
case resp.Template != "":
fmt.Println(resp.Template)
default:
fmt.Print("No prompt template was specified for this model.\n\n")
}
default:
fmt.Printf("Unknown command '/show %s'. Type /? for help\n", args[1])
}
} else {
usageShow()
}
case strings.HasPrefix(line, "/help"), strings.HasPrefix(line, "/?"):
args := strings.Fields(line)
if len(args) > 1 {
switch args[1] {
case "set", "/set":
usageSet()
case "show", "/show":
usageShow()
case "shortcut", "shortcuts":
usageShortcuts()
}
} else {
usage()
}
case line == "/exit", line == "/bye":
return nil
case strings.HasPrefix(line, "/"):
args := strings.Fields(line)
isFile := false
if multiModal {
for _, f := range extractFileNames(line) {
if strings.HasPrefix(f, args[0]) {
isFile = true
break
}
}
}
if isFile {
prompt += line
} else {
fmt.Printf("Unknown command '%s'. Type /? for help\n", args[0])
continue
}
default:
prompt += line
}
if len(prompt) > 0 && multiline == MultilineNone {
opts.Prompt = prompt
if multiModal {
newPrompt, images, err := extractFileData(prompt)
if err != nil {
return err
}
opts.Prompt = newPrompt
// reset the context if we find another image
if len(images) > 0 {
opts.Images = images
ctx := cmd.Context()
ctx = context.WithValue(ctx, generateContextKey("context"), []int{})
cmd.SetContext(ctx)
}
if len(opts.Images) == 0 {
fmt.Println("This model requires you to add a jpeg, png, or svg image.")
fmt.Println()
prompt = ""
continue
}
}
if err := generate(cmd, opts); err != nil {
return err
}
prompt = ""
}
}
}
func normalizeFilePath(fp string) string {
// Define a map of escaped characters and their replacements
replacements := map[string]string{
"\\ ": " ", // Escaped space
"\\(": "(", // Escaped left parenthesis
"\\)": ")", // Escaped right parenthesis
"\\[": "[", // Escaped left square bracket
"\\]": "]", // Escaped right square bracket
"\\{": "{", // Escaped left curly brace
"\\}": "}", // Escaped right curly brace
"\\$": "$", // Escaped dollar sign
"\\&": "&", // Escaped ampersand
"\\;": ";", // Escaped semicolon
"\\'": "'", // Escaped single quote
"\\\\": "\\", // Escaped backslash
"\\*": "*", // Escaped asterisk
"\\?": "?", // Escaped question mark
}
for escaped, actual := range replacements {
fp = strings.ReplaceAll(fp, escaped, actual)
}
return fp
}
func extractFileNames(input string) []string {
// Regex to match file paths starting with / or ./ and include escaped spaces (\ or %20)
// and followed by more characters and a file extension
regexPattern := `(?:\./|/)[\S\\ ]+?\.(?i:jpg|jpeg|png|svg)\b`
re := regexp.MustCompile(regexPattern)
return re.FindAllString(input, -1)
}
func extractFileData(input string) (string, []ImageData, error) {
filePaths := extractFileNames(input)
var imgs []ImageData
for _, fp := range filePaths {
nfp := normalizeFilePath(fp)
data, err := getImageData(nfp)
if err != nil {
if os.IsNotExist(err) {
continue
}
fmt.Printf("Couldn't process image: %q\n", err)
return "", imgs, err
}
fmt.Printf("Added image '%s'\n", nfp)
input = strings.ReplaceAll(input, fp, "")
imgs = append(imgs, data)
}
return input, imgs, nil
}
func getImageData(filePath string) ([]byte, error) {
file, err := os.Open(filePath)
if err != nil {
return nil, err
}
defer file.Close()
buf := make([]byte, 512)
_, err = file.Read(buf)
if err != nil {
return nil, err
}
contentType := http.DetectContentType(buf)
allowedTypes := []string{"image/jpeg", "image/jpg", "image/svg+xml", "image/png"}
if !slices.Contains(allowedTypes, contentType) {
return nil, fmt.Errorf("invalid image type: %s", contentType)
}
info, err := file.Stat()
if err != nil {
return nil, err
}
// Check if the file size exceeds 100MB
var maxSize int64 = 100 * 1024 * 1024 // 100MB in bytes
if info.Size() > maxSize {
return nil, fmt.Errorf("file size exceeds maximum limit (100MB)")
}
buf = make([]byte, info.Size())
_, err = file.Seek(0, 0)
if err != nil {
return nil, err
}
_, err = io.ReadFull(file, buf)
if err != nil {
return nil, err
}
return buf, nil
}

View File

@@ -12,7 +12,7 @@ Import models using source model weights found on Hugging Face and similar sites
Installing on Linux in most cases is easy using the script on Ollama.ai. To get more detail about the install, including CUDA drivers, see the **[Linux Documentation](./linux.md)**.
Many of our users like the flexibility of using our official Docker Image. Learn more about using Docker with Ollama using the **[Docker Documentation](https://hub.docker.com/r/ollama/ollama)**.
Many of our users like the flexibility of using our official Docker Image. Learn more about using Docker with Ollama using the **[Docker Documentation](./docker.md)**.
It is easy to install on Linux and Mac, but many users will choose to build Ollama on their own. To do this, refer to the **[Development Documentation](./development.md)**.

View File

@@ -112,3 +112,26 @@ This can impact both installing Ollama, as well as downloading models.
Open `Control Panel > Networking and Internet > View network status and tasks` and click on `Change adapter settings` on the left panel. Find the `vEthernel (WSL)` adapter, right click and select `Properties`.
Click on `Configure` and open the `Advanced` tab. Search through each of the properties until you find `Large Send Offload Version 2 (IPv4)` and `Large Send Offload Version 2 (IPv6)`. *Disable* both of these
properties.
## What does the q in the model tag mean? What is quantization?
Whenever you pull a model without a tag, Ollama will actually pull the q4_0 quantization of the model. You can verify this on the tags page. On https://ollama.ai/library/llama2/tags you can see that the hash for the latest tag matches the hash for the 7b model. ![quant hashes](https://github.com/jmorganca/ollama/assets/633681/814b1b78-8205-4845-89f9-e671b3b96085)
Looking at the that page for any model, you can see several quantization options available. Quantization is a method of compression that allows the model to fit in less space and thus use less RAM and VRAM on your machine.
At a high level, a model is made of an enormous collection of nodes that determine how to generate text. These nodes are connected at different levels with weights. The training process adjusts these weights to be able to output the right text every time.
Most of the source models that we use start with weights that are 32bit floating-point numbers. Those weights, and another concept called biases, add up to be the parameters. So a source model with 7 billion parameters has 7 billion 32bit floating-point numbers, plus a description of all the nodes and more. That adds up to needing at least 28 Gigabytes of memory to load, if you choose to load one of those source models.
Quantization turns those 32bit floating point weights into much smaller integers. The number next to the q indicates the bit size of the weights. So a q4 model converted those 32bit floats into 4bit integers. A 4bit quantization takes up the space for 7billion 4bit integers, plus a little overhead. That comes out to almost 4 Gigabytes. Obviously, there is some loss of information in this process of going from 30GB to 4GB, but it turns out in most cases it isn't really noticeable. In fact, even the 2bit quantization which fits in less than 3GB can be very useful.
There are three major sets of quantizations you will see in the Ollama Library of models: **fp16**, models with just a q and a number, like **q4_0**, and then models with a **K** in the tag. The **fp16** model is one that has been converted and quantized from the source 32bit to 16bit. This will be about half the size of the 32bit source model and is the largest quantization we deliver in the library. The **q4_0**, **q4_1**, **q5_0**, etc. models use two different quantization methods that were the original methods.
The models with a **K** are often referred to as K Quants. This is a method that allows for models of a similar quality but smaller than the original method used. Essentially, it finds clusters of weights and quantizes those together, allowing for higher precision while using the same bit sizes as the regular quantization options. But this requires a set of maps for the model to figure out the original values which have a computational cost. You may see some impact on the speed of models with K quants compared to the regular quantizations.
## What is context, can I increase it, and why doesn't every model support a huge context?
Context refers to the size of the input you can send to a model and get sensible output back. Many models have a context size of 2048 tokens. It's sometimes possible to give it more using the **num_ctx** parameter, but the answers start to degrade. This is because half of the context is "freed" up to allow for more memory. Newer models have been able to increase that context size using different methods. This increase in context size results in a corresponding increase in memory required, sometimes by orders of magnitude.
> !WARNING]
> Currently, over-allocating context size may result in model quality or stability issues.

View File

@@ -20,8 +20,6 @@ const char *cuda_lib_paths[] = {
};
#endif
#define CUDA_LOOKUP_SIZE 5
void cuda_init(cuda_init_resp_t *resp) {
nvmlReturn_t ret;
resp->err = NULL;
@@ -32,12 +30,11 @@ void cuda_init(cuda_init_resp_t *resp) {
struct lookup {
char *s;
void **p;
} l[CUDA_LOOKUP_SIZE] = {
} l[4] = {
{"nvmlInit_v2", (void *)&resp->ch.initFn},
{"nvmlShutdown", (void *)&resp->ch.shutdownFn},
{"nvmlDeviceGetHandleByIndex", (void *)&resp->ch.getHandle},
{"nvmlDeviceGetMemoryInfo", (void *)&resp->ch.getMemInfo},
{"nvmlDeviceGetCount_v2", (void *)&resp->ch.getCount},
};
for (i = 0; cuda_lib_paths[i] != NULL && resp->ch.handle == NULL; i++) {
@@ -55,7 +52,7 @@ void cuda_init(cuda_init_resp_t *resp) {
return;
}
for (i = 0; i < CUDA_LOOKUP_SIZE; i++) { // TODO - fix this to use a null terminated list
for (i = 0; i < 4; i++) { // TODO - fix this to use a null terminated list
*l[i].p = LOAD_SYMBOL(resp->ch.handle, l[i].s);
if (!l[i].p) {
UNLOAD_LIBRARY(resp->ch.handle);
@@ -92,34 +89,22 @@ void cuda_check_vram(cuda_handle_t h, mem_info_t *resp) {
return;
}
unsigned int devices;
ret = (*h.getCount)(&devices);
// TODO - handle multiple GPUs
ret = (*h.getHandle)(0, &device);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "unable to get device count: %d", ret);
snprintf(buf, buflen, "unable to get device handle: %d", ret);
resp->err = strdup(buf);
return;
}
resp->total = 0;
resp->free = 0;
for (i = 0; i < devices; i++) {
ret = (*h.getHandle)(i, &device);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "unable to get device handle %d: %d", i, ret);
resp->err = strdup(buf);
return;
}
ret = (*h.getMemInfo)(device, &memInfo);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "device memory info lookup failure %d: %d", i, ret);
resp->err = strdup(buf);
return;
}
resp->total += memInfo.total;
resp->free += memInfo.free;
ret = (*h.getMemInfo)(device, &memInfo);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "device memory info lookup failure: %d", ret);
resp->err = strdup(buf);
return;
}
resp->total = memInfo.total;
resp->free = memInfo.free;
return;
}
#endif // __APPLE__

View File

@@ -21,7 +21,6 @@ typedef struct cuda_handle {
nvmlReturn_t (*shutdownFn)(void);
nvmlReturn_t (*getHandle)(unsigned int, nvmlDevice_t *);
nvmlReturn_t (*getMemInfo)(nvmlDevice_t, nvmlMemory_t *);
nvmlReturn_t (*getCount)(unsigned int *);
} cuda_handle_t;
typedef struct cuda_init_resp {

View File

@@ -1,4 +0,0 @@
# Extern C Server
This directory contains a thin facade we layer on top of the Llama.cpp server
to expose `extern C` interfaces to access the functionality through direct API calls in-process

View File

@@ -1,7 +1,7 @@
package llm
/*
#cgo CFLAGS: -I${SRCDIR}/ext_server -I${SRCDIR}/llama.cpp -I${SRCDIR}/llama.cpp/common -I${SRCDIR}/llama.cpp/examples/server
#cgo CFLAGS: -I${SRCDIR}/llama.cpp -I${SRCDIR}/llama.cpp/gguf -I${SRCDIR}/llama.cpp/gguf/common -I${SRCDIR}/llama.cpp/gguf/examples/server
#cgo CFLAGS: -DNDEBUG -DLLAMA_SERVER_LIBRARY=1 -D_XOPEN_SOURCE=600 -DACCELERATE_NEW_LAPACK -DACCELERATE_LAPACK_ILP64
#cgo CFLAGS: -Wmissing-noreturn -Wall -Wextra -Wcast-qual -Wno-unused-function -Wno-array-bounds
#cgo CPPFLAGS: -Ofast -Wall -Wextra -Wno-unused-function -Wno-unused-variable -Wno-deprecated-declarations -Wno-unused-but-set-variable
@@ -10,17 +10,17 @@ package llm
#cgo darwin CPPFLAGS: -DGGML_USE_METAL -DGGML_METAL_NDEBUG
#cgo darwin LDFLAGS: -lc++ -framework Accelerate
#cgo darwin LDFLAGS: -framework Foundation -framework Metal -framework MetalKit -framework MetalPerformanceShaders
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/build/darwin/metal/lib/libcommon.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/build/darwin/metal/lib/libext_server.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/build/darwin/metal/lib/libllama.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/build/darwin/metal/lib/libggml_static.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/darwin/metal/lib/libcommon.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/darwin/metal/lib/libext_server.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/darwin/metal/lib/libllama.a
#cgo darwin LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/darwin/metal/lib/libggml_static.a
#cgo linux CFLAGS: -D_GNU_SOURCE
#cgo linux windows CFLAGS: -DGGML_CUDA_DMMV_X=32 -DGGML_CUDA_MMV_Y=1 -DGGML_CUDA_PEER_MAX_BATCH_SIZE=128 -DGGML_USE_CUBLAS
#cgo linux LDFLAGS: -L/usr/local/cuda/targets/x86_64-linux/lib -L/usr/local/cuda/lib64 -L/usr/local/cuda/targets/x86_64-linux/lib/stubs
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/build/linux/cpu/lib/libext_server.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/build/linux/cpu/lib/libcommon.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/build/linux/cpu/lib/libllama.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/build/linux/cpu/lib/libggml_static.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/linux/cpu/lib/libext_server.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/linux/cpu/lib/libcommon.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/linux/cpu/lib/libllama.a
#cgo linux LDFLAGS: ${SRCDIR}/llama.cpp/gguf/build/linux/cpu/lib/libggml_static.a
#cgo linux LDFLAGS: -lrt -ldl -lstdc++ -lm
#cgo linux windows LDFLAGS: -lpthread

View File

@@ -2,7 +2,7 @@
set(TARGET ext_server)
option(LLAMA_SERVER_VERBOSE "Build verbose logging option for Server" ON)
add_library(${TARGET} STATIC ../../../ext_server/ext_server.cpp)
add_library(${TARGET} STATIC ../../../ext_server.cpp)
target_include_directories(${TARGET} PRIVATE ../../common)
target_include_directories(${TARGET} PRIVATE ../..)
target_include_directories(${TARGET} PRIVATE ../../..)

View File

@@ -1,7 +1,8 @@
# common logic accross linux and darwin
init_vars() {
LLAMACPP_DIR=../llama.cpp
LLAMACPP_DIR=gguf
PATCHES="0001-Expose-callable-API-for-server.patch"
CMAKE_DEFS=""
CMAKE_TARGETS="--target ggml --target ggml_static --target llama --target build_info --target common --target ext_server --target llava_static"
if echo "${CGO_CFLAGS}" | grep -- '-g' >/dev/null; then
@@ -17,24 +18,19 @@ git_module_setup() {
echo "Skipping submodule initialization"
return
fi
# Make sure the tree is clean after the directory moves
if [ -d "${LLAMACPP_DIR}/gguf" ]; then
echo "Cleaning up old submodule"
rm -rf ${LLAMACPP_DIR}
fi
git submodule init
git submodule update --force ${LLAMACPP_DIR}
git submodule update --force gguf
}
apply_patches() {
# Wire up our CMakefile
if ! grep ollama ${LLAMACPP_DIR}/examples/server/CMakeLists.txt; then
echo 'include (../../../ext_server/CMakeLists.txt) # ollama' >>${LLAMACPP_DIR}/examples/server/CMakeLists.txt
if ! grep ollama gguf/examples/server/CMakeLists.txt; then
echo 'include (../../../CMakeLists.txt) # ollama' >>gguf/examples/server/CMakeLists.txt
fi
# Avoid duplicate main symbols when we link into the cgo binary
sed -e 's/int main(/int __main(/g' <${LLAMACPP_DIR}/examples/server/server.cpp >${LLAMACPP_DIR}/examples/server/server.cpp.tmp &&
mv ${LLAMACPP_DIR}/examples/server/server.cpp.tmp ${LLAMACPP_DIR}/examples/server/server.cpp
sed -e 's/int main(/int __main(/g' <./gguf/examples/server/server.cpp >./gguf/examples/server/server.cpp.tmp &&
mv ./gguf/examples/server/server.cpp.tmp ./gguf/examples/server/server.cpp
}
build() {
@@ -53,5 +49,5 @@ install() {
# Keep the local tree clean after we're done with the build
cleanup() {
(cd ${LLAMACPP_DIR}/examples/server/ && git checkout CMakeLists.txt server.cpp)
(cd gguf/examples/server/ && git checkout CMakeLists.txt server.cpp)
}

View File

@@ -1,6 +1,6 @@
#!/bin/bash
# This script is intended to run inside the go generate
# working directory must be ./llm/generate/
# working directory must be ../llm/llama.cpp
# TODO - add hardening to detect missing tools (cmake, etc.)
@@ -10,7 +10,7 @@ echo "Starting darwin generate script"
source $(dirname $0)/gen_common.sh
init_vars
CMAKE_DEFS="-DCMAKE_OSX_DEPLOYMENT_TARGET=11.0 -DLLAMA_METAL=on -DLLAMA_ACCELERATE=on ${CMAKE_DEFS}"
BUILD_DIR="${LLAMACPP_DIR}/build/darwin/metal"
BUILD_DIR="gguf/build/darwin/metal"
case "${GOARCH}" in
"amd64")
CMAKE_DEFS="-DCMAKE_SYSTEM_PROCESSOR=x86_64 -DCMAKE_OSX_ARCHITECTURES=x86_64 -DLLAMA_NATIVE=off -DLLAMA_AVX=on -DLLAMA_AVX2=off -DLLAMA_AVX512=off -DLLAMA_FMA=off -DLLAMA_F16C=off ${CMAKE_DEFS}"

View File

@@ -1,6 +1,6 @@
#!/bin/bash
# This script is intended to run inside the go generate
# working directory must be llm/generate/
# working directory must be llm/llama.cpp
# First we build our default built-in library which will be linked into the CGO
# binary as a normal dependency. This default build is CPU based.
@@ -52,7 +52,7 @@ apply_patches
# CPU first for the default library
#
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS}"
BUILD_DIR="${LLAMACPP_DIR}/build/linux/cpu"
BUILD_DIR="gguf/build/linux/cpu"
build
install
@@ -64,7 +64,7 @@ if [ -d /usr/local/cuda/lib64/ ]; then
echo "CUDA libraries detected - building dynamic CUDA library"
init_vars
CMAKE_DEFS="-DLLAMA_CUBLAS=on ${COMMON_CMAKE_DEFS} ${CMAKE_DEFS}"
BUILD_DIR="${LLAMACPP_DIR}/build/linux/cuda"
BUILD_DIR="gguf/build/linux/cuda"
CUDA_LIB_DIR=/usr/local/cuda/lib64
build
install
@@ -98,7 +98,7 @@ if [ -d "${ROCM_PATH}" ]; then
echo "ROCm libraries detected - building dynamic ROCm library"
init_vars
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS} -DLLAMA_HIPBLAS=on -DCMAKE_C_COMPILER=$ROCM_PATH/llvm/bin/clang -DCMAKE_CXX_COMPILER=$ROCM_PATH/llvm/bin/clang++ -DAMDGPU_TARGETS=$(amdGPUs) -DGPU_TARGETS=$(amdGPUs)"
BUILD_DIR="${LLAMACPP_DIR}/build/linux/rocm"
BUILD_DIR="gguf/build/linux/rocm"
build
install
gcc -fPIC -g -shared -o ${BUILD_DIR}/lib/libext_server.so \

View File

@@ -3,7 +3,7 @@
$ErrorActionPreference = "Stop"
function init_vars {
$script:llamacppDir = "../llama.cpp"
$script:patches = @("0001-Expose-callable-API-for-server.patch")
$script:cmakeDefs = @("-DBUILD_SHARED_LIBS=on", "-DLLAMA_NATIVE=off", "-DLLAMA_F16C=off", "-DLLAMA_FMA=off", "-DLLAMA_AVX512=off", "-DLLAMA_AVX2=off", "-DLLAMA_AVX=on", "-A","x64")
$script:cmakeTargets = @("ggml", "ggml_static", "llama", "build_info", "common", "ext_server_shared", "llava_static")
if ($env:CGO_CFLAGS -contains "-g") {
@@ -19,25 +19,25 @@ function git_module_setup {
# TODO add flags to skip the init/patch logic to make it easier to mod llama.cpp code in-repo
& git submodule init
if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
& git submodule update --force "${script:llamacppDir}"
& git submodule update --force gguf
if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
}
function apply_patches {
# Wire up our CMakefile
if (!(Select-String -Path "${script:llamacppDir}/examples/server/CMakeLists.txt" -Pattern 'ollama')) {
Add-Content -Path "${script:llamacppDir}/examples/server/CMakeLists.txt" -Value 'include (../../../ext_server/CMakeLists.txt) # ollama'
if (!(Select-String -Path "gguf/examples/server/CMakeLists.txt" -Pattern 'ollama')) {
Add-Content -Path "gguf/examples/server/CMakeLists.txt" -Value 'include (../../../CMakeLists.txt) # ollama'
}
# Avoid duplicate main symbols when we link into the cgo binary
$content = Get-Content -Path "${script:llamacppDir}/examples/server/server.cpp"
$content = Get-Content -Path "./gguf/examples/server/server.cpp"
$content = $content -replace 'int main\(', 'int __main('
Set-Content -Path "${script:llamacppDir}/examples/server/server.cpp" -Value $content
Set-Content -Path "./gguf/examples/server/server.cpp" -Value $content
}
function build {
write-host "generating config with: cmake -S ${script:llamacppDir} -B $script:buildDir $script:cmakeDefs"
write-host "generating config with: cmake -S gguf -B $script:buildDir $script:cmakeDefs"
& cmake --version
& cmake -S "${script:llamacppDir}" -B $script:buildDir $script:cmakeDefs
& cmake -S gguf -B $script:buildDir $script:cmakeDefs
if ($LASTEXITCODE -ne 0) { exit($LASTEXITCODE)}
write-host "building with: cmake --build $script:buildDir --config $script:config ($script:cmakeTargets | ForEach-Object { "--target", $_ })"
& cmake --build $script:buildDir --config $script:config ($script:cmakeTargets | ForEach-Object { "--target", $_ })
@@ -55,7 +55,7 @@ function install {
}
function cleanup {
Set-Location "${script:llamacppDir}/examples/server"
Set-Location "gguf/examples/server"
git checkout CMakeLists.txt server.cpp
}
@@ -64,20 +64,20 @@ git_module_setup
apply_patches
# first build CPU based
$script:buildDir="${script:llamacppDir}/build/windows/cpu"
$script:buildDir="gguf/build/windows/cpu"
build
install
# Then build cuda as a dynamically loaded library
init_vars
$script:buildDir="${script:llamacppDir}/build/windows/cuda"
$script:buildDir="gguf/build/windows/cuda"
$script:cmakeDefs += @("-DLLAMA_CUBLAS=ON")
build
install
# TODO - actually implement ROCm support on windows
$script:buildDir="${script:llamacppDir}/build/windows/rocm"
$script:buildDir="gguf/build/windows/rocm"
rm -ea 0 -recurse -force -path "${script:buildDir}/lib"
md "${script:buildDir}/lib" -ea 0 > $null

View File

@@ -1,3 +1,3 @@
package generate
package llm
//go:generate sh ./gen_darwin.sh

View File

@@ -1,3 +1,3 @@
package generate
package llm
//go:generate bash ./gen_linux.sh

View File

@@ -1,3 +1,3 @@
package generate
package llm
//go:generate powershell -ExecutionPolicy Bypass -File ./gen_windows.ps1

View File

View File

@@ -13,7 +13,7 @@ import (
"github.com/jmorganca/ollama/api"
)
//go:embed llama.cpp/ggml-metal.metal
//go:embed llama.cpp/gguf/ggml-metal.metal
var libEmbed embed.FS
func newDynamicShimExtServer(library, model string, adapters, projectors []string, numLayers int64, opts api.Options) (extServer, error) {
@@ -22,7 +22,7 @@ func newDynamicShimExtServer(library, model string, adapters, projectors []strin
}
func nativeInit(workdir string) error {
err := extractPayloadFiles(workdir, "llama.cpp/ggml-metal.metal")
err := extractPayloadFiles(workdir, "llama.cpp/gguf/ggml-metal.metal")
if err != nil {
if err == payloadMissing {
// TODO perhaps consider this a hard failure on arm macs?

View File

@@ -34,8 +34,6 @@ type shimExtServer struct {
var shimMutex sync.Mutex
var llm *shimExtServer
const pathComponentCount = 6
func (llm *shimExtServer) llama_server_init(sparams *C.ext_server_params_t, err *C.ext_server_resp_t) {
C.dynamic_shim_llama_server_init(llm.s, sparams, err)
}
@@ -114,7 +112,7 @@ func (llm *shimExtServer) Close() {
}
func nativeInit(workdir string) error {
libs, err := extractDynamicLibs(workdir, "llama.cpp/build/*/*/lib/*")
libs, err := extractDynamicLibs(workdir, "llama.cpp/gguf/build/*/*/lib/*")
if err != nil {
if err == payloadMissing {
log.Printf("%s", payloadMissing)
@@ -153,13 +151,13 @@ func extractDynamicLibs(workDir, glob string) ([]string, error) {
for _, file := range files {
pathComps := strings.Split(file, "/")
if len(pathComps) != pathComponentCount {
if len(pathComps) != 7 {
log.Printf("unexpected payload components: %v", pathComps)
continue
}
// llama.cpp/build/$OS/$VARIANT/lib/$LIBRARY
// llama.cpp/gguf/build/$OS/$VARIANT/lib/$LIBRARY
// Include the variant in the path to avoid conflicts between multiple server libs
targetDir := filepath.Join(workDir, pathComps[pathComponentCount-3])
targetDir := filepath.Join(workDir, pathComps[4])
srcFile, err := libEmbed.Open(file)
if err != nil {
return nil, fmt.Errorf("read payload %s: %v", file, err)

View File

@@ -10,7 +10,7 @@ import (
"strings"
)
//go:embed llama.cpp/build/*/*/lib/*.so
//go:embed llama.cpp/gguf/build/*/*/lib/*.so
var libEmbed embed.FS
func updatePath(dir string) {

View File

@@ -8,7 +8,7 @@ import (
"strings"
)
//go:embed llama.cpp/build/windows/*/lib/*.dll
//go:embed llama.cpp/gguf/build/windows/*/lib/*.dll
var libEmbed embed.FS
func updatePath(dir string) {

View File

@@ -1,63 +0,0 @@
package parser
import (
"strings"
"testing"
"github.com/stretchr/testify/assert"
)
func Test_Parser(t *testing.T) {
input := `
FROM model1
ADAPTER adapter1
LICENSE MIT
PARAMETER param1 value1
PARAMETER param2 value2
TEMPLATE template1
`
reader := strings.NewReader(input)
commands, err := Parse(reader)
assert.Nil(t, err)
expectedCommands := []Command{
{Name: "model", Args: "model1"},
{Name: "adapter", Args: "adapter1"},
{Name: "license", Args: "MIT"},
{Name: "param1", Args: "value1"},
{Name: "param2", Args: "value2"},
{Name: "template", Args: "template1"},
}
assert.Equal(t, expectedCommands, commands)
}
func Test_Parser_NoFromLine(t *testing.T) {
input := `
PARAMETER param1 value1
PARAMETER param2 value2
`
reader := strings.NewReader(input)
_, err := Parse(reader)
assert.ErrorContains(t, err, "no FROM line")
}
func Test_Parser_MissingValue(t *testing.T) {
input := `
FROM foo
PARAMETER param1
`
reader := strings.NewReader(input)
_, err := Parse(reader)
assert.ErrorContains(t, err, "missing value for [param1]")
}

View File

@@ -8,7 +8,7 @@ export GOFLAGS="'-ldflags=-w -s \"-X=github.com/jmorganca/ollama/version.Version
mkdir -p dist
for TARGETARCH in amd64 arm64; do
docker build --platform=linux/$TARGETARCH --build-arg=GOFLAGS --build-arg=CGO_CFLAGS -f Dockerfile.build -t builder:$TARGETARCH .
docker build --platform=linux/$TARGETARCH --build-arg=VERSION --build-arg=GOFLAGS --build-arg=CGO_CFLAGS -f Dockerfile.build -t builder:$TARGETARCH .
docker create --platform linux/$TARGETARCH --name builder-$TARGETARCH builder:$TARGETARCH
docker cp builder-$TARGETARCH:/go/src/github.com/jmorganca/ollama/ollama ./dist/ollama-linux-$TARGETARCH
docker rm builder-$TARGETARCH

View File

@@ -610,18 +610,12 @@ func ShowModelHandler(c *gin.Context) {
return
}
switch {
case req.Model == "" && req.Name == "":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
case req.Model != "" && req.Name != "":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "both model and name are set"})
return
case req.Model == "" && req.Name != "":
req.Model = req.Name
}
resp, err := GetModelInfo(req)
resp, err := GetModelInfo(req.Name)
if err != nil {
if os.IsNotExist(err) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
@@ -634,8 +628,8 @@ func ShowModelHandler(c *gin.Context) {
c.JSON(http.StatusOK, resp)
}
func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
model, err := GetModel(req.Model)
func GetModelInfo(name string) (*api.ShowResponse, error) {
model, err := GetModel(name)
if err != nil {
return nil, err
}
@@ -648,14 +642,6 @@ func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
QuantizationLevel: model.Config.FileType,
}
if req.System != "" {
model.System = req.System
}
if req.Template != "" {
model.Template = req.Template
}
resp := &api.ShowResponse{
License: strings.Join(model.License, "\n"),
System: model.System,
@@ -663,6 +649,13 @@ func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
Details: modelDetails,
}
mf, err := ShowModelfile(model)
if err != nil {
return nil, err
}
resp.Modelfile = mf
var params []string
cs := 30
for k, v := range model.Options {
@@ -692,19 +685,6 @@ func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
}
resp.Parameters = strings.Join(params, "\n")
for k, v := range req.Options {
if _, ok := req.Options[k]; ok {
model.Options[k] = v
}
}
mf, err := ShowModelfile(model)
if err != nil {
return nil, err
}
resp.Modelfile = mf
return resp, nil
}