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46 Commits

Author SHA1 Message Date
Roy Han
907b038ff0 reduce error footprint 2024-07-15 10:57:01 -07:00
royjhan
1f73889f34 Merge branch 'royh-batchembed' into royh-embed-parallel 2024-07-12 16:44:12 -07:00
Roy Han
7e313e5964 remove redundant error check 2024-07-12 16:37:29 -07:00
Roy Han
5a8f8e96e0 clean up 2024-07-12 16:35:25 -07:00
Roy Han
7cddd6d741 parallelized 2024-07-12 16:08:12 -07:00
Roy Han
1f3aefd323 remove function closure 2024-07-12 14:45:16 -07:00
Roy Han
2d7048f410 Revert "remove function closure"
This reverts commit 55d48c6ed1.
2024-07-12 14:40:40 -07:00
Roy Han
55d48c6ed1 remove function closure 2024-07-12 14:35:43 -07:00
Roy Han
c0b5bf0a36 testing clean up 2024-07-12 11:45:45 -07:00
Roy Han
53e9576f46 testing clean up 2024-07-11 20:20:14 -07:00
Roy Han
dbe9527305 clean up 2024-07-11 17:28:55 -07:00
Roy Han
694388db90 set context length 2024-07-10 15:21:46 -07:00
Roy Han
cdb9fe9b06 test values 2024-07-10 09:57:36 -07:00
Roy Han
8f6d0242b6 refactoring 2024-07-09 16:19:02 -07:00
Roy Han
c697eb2a9b fix hanging on single string 2024-07-09 15:51:55 -07:00
Roy Han
b686ac144c merge conflicts 2024-07-09 14:00:13 -07:00
royjhan
786848dfd3 Merge branch 'main' into royh-batchembed 2024-07-09 13:48:06 -07:00
Roy Han
fb390b8902 embedding type 64 2024-07-09 13:41:48 -07:00
Roy Han
bcb63e6e0e touches 2024-07-09 13:37:00 -07:00
Roy Han
3342e5f035 merge conflicts 2024-07-08 15:15:09 -07:00
royjhan
b7c622dd32 Merge branch 'main' into royh-batchembed 2024-07-08 15:10:52 -07:00
Roy Han
6caac01494 clear comments 2024-07-03 14:05:34 -07:00
Roy Han
17de2b4405 Refactoring of legacy and new 2024-07-03 14:02:25 -07:00
Roy Han
922b8f2584 input handling and handler testing 2024-07-03 12:48:54 -07:00
Roy Han
c0fa2236cf integration float32 2024-07-03 12:47:57 -07:00
Roy Han
a413014aaf refactoring 2024-07-03 11:21:06 -07:00
royjhan
a5f23d766e Merge branch 'main' into royh-batchembed 2024-07-03 11:20:24 -07:00
Roy Han
95e46eeedf move normalize test 2024-07-03 09:45:42 -07:00
Roy Han
3d060e0ae9 move normalize 2024-07-02 10:35:02 -07:00
Roy Han
00a4cb26ca use float32 2024-07-02 10:30:29 -07:00
Roy Han
512e0a7bde Clean up 2024-07-01 16:29:54 -07:00
Roy Han
1a0c8b363c Truncation Integration Tests 2024-07-01 16:26:30 -07:00
Roy Han
e068e7f698 Integration Test Template 2024-07-01 15:24:26 -07:00
Roy Han
aee25acb5b move normalization to go 2024-07-01 14:10:58 -07:00
Roy Han
9c32b6b9ed Truncation 2024-07-01 11:59:44 -07:00
Roy Han
1daac52651 Truncation 2024-07-01 11:55:16 -07:00
Roy Han
80c1a3f812 playing around with truncate stuff 2024-06-28 18:17:09 -07:00
Roy Han
c111d8bb51 normalization 2024-06-28 17:19:04 -07:00
Roy Han
5213c12354 clean up 2024-06-28 15:26:58 -07:00
Roy Han
b9c74df37b check normalization 2024-06-28 15:10:58 -07:00
Roy Han
49e341147d add server function 2024-06-28 15:03:53 -07:00
Roy Han
c406fa7a4c api/embed draft 2024-06-28 14:54:21 -07:00
Roy Han
22458c573a mock up notes 2024-06-28 14:21:45 -07:00
Roy Han
ff191d7cba Initial Draft 2024-06-25 13:29:47 -07:00
Roy Han
0f87628b6d Revert "Initial Batch Embedding"
This reverts commit c22d54895a.
2024-06-24 15:26:05 -07:00
Roy Han
c22d54895a Initial Batch Embedding 2024-06-18 17:34:36 -07:00
79 changed files with 795 additions and 2471 deletions

View File

@@ -147,7 +147,7 @@ jobs:
run: |
$ErrorActionPreference = "Stop"
write-host "downloading AMD HIP Installer"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q3-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-23.Q4-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
write-host "Installing AMD HIP"
Start-Process "${env:RUNNER_TEMP}\rocm-install.exe" -ArgumentList '-install' -NoNewWindow -Wait
write-host "Completed AMD HIP"

View File

@@ -126,7 +126,7 @@ jobs:
strategy:
matrix:
rocm-version:
- '6.1.2'
- '6.1.1'
runs-on: linux
container: rocm/dev-ubuntu-20.04:${{ matrix.rocm-version }}
steps:
@@ -169,7 +169,7 @@ jobs:
run: |
$ErrorActionPreference = "Stop"
write-host "downloading AMD HIP Installer"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q3-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-23.Q4-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
write-host "Installing AMD HIP"
Start-Process "${env:RUNNER_TEMP}\rocm-install.exe" -ArgumentList '-install' -NoNewWindow -Wait
write-host "Completed AMD HIP"

View File

@@ -2,7 +2,7 @@ ARG GOLANG_VERSION=1.22.1
ARG CMAKE_VERSION=3.22.1
# this CUDA_VERSION corresponds with the one specified in docs/gpu.md
ARG CUDA_VERSION=11.3.1
ARG ROCM_VERSION=6.1.2
ARG ROCM_VERSION=6.1.1
# Copy the minimal context we need to run the generate scripts
FROM scratch AS llm-code

View File

@@ -293,8 +293,6 @@ See the [API documentation](./docs/api.md) for all endpoints.
- [OllamaSpring](https://github.com/CrazyNeil/OllamaSpring) (Ollama Client for macOS)
- [LLocal.in](https://github.com/kartikm7/llocal) (Easy to use Electron Desktop Client for Ollama)
- [Ollama with Google Mesop](https://github.com/rapidarchitect/ollama_mesop/) (Mesop Chat Client implementation with Ollama)
- [Kerlig AI](https://www.kerlig.com/) (AI writing assistant for macOS)
- [AI Studio](https://github.com/MindWorkAI/AI-Studio)
### Terminal

View File

@@ -356,7 +356,7 @@ func (c *Client) Embed(ctx context.Context, req *EmbedRequest) (*EmbedResponse,
return &resp, nil
}
// Embeddings generates an embedding from a model.
// Embeddings generates embeddings from a model. (Legacy)
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 {

View File

@@ -47,9 +47,6 @@ type GenerateRequest struct {
// Prompt is the textual prompt to send to the model.
Prompt string `json:"prompt"`
// Suffix is the text that comes after the inserted text.
Suffix string `json:"suffix"`
// System overrides the model's default system message/prompt.
System string `json:"system"`
@@ -100,9 +97,6 @@ type ChatRequest struct {
// followin the request.
KeepAlive *Duration `json:"keep_alive,omitempty"`
// Tools is an optional list of tools the model has access to.
Tools []Tool `json:"tools,omitempty"`
// Options lists model-specific options.
Options map[string]interface{} `json:"options"`
}
@@ -111,46 +105,9 @@ type ChatRequest struct {
// role ("system", "user", or "assistant"), the content and an optional list
// of images.
type Message struct {
Role string `json:"role"`
Content string `json:"content,omitempty"`
Images []ImageData `json:"images,omitempty"`
ToolCalls []ToolCall `json:"tool_calls,omitempty"`
}
type ToolCall struct {
Function struct {
Name string `json:"name"`
Arguments map[string]any `json:"arguments"`
} `json:"function"`
}
type Tool struct {
Type string `json:"type"`
Function struct {
Name string `json:"name"`
Description string `json:"description"`
Parameters struct {
Type string `json:"type"`
Required []string `json:"required"`
Properties map[string]struct {
Type string `json:"type"`
Description string `json:"description"`
Enum []string `json:"enum,omitempty"`
} `json:"properties"`
} `json:"parameters"`
} `json:"function"`
}
func (m *Message) UnmarshalJSON(b []byte) error {
type Alias Message
var a Alias
if err := json.Unmarshal(b, &a); err != nil {
return err
}
*m = Message(a)
m.Role = strings.ToLower(m.Role)
return nil
Role string `json:"role"`
Content string `json:"content"`
Images []ImageData `json:"images,omitempty"`
}
// ChatResponse is the response returned by [Client.Chat]. Its fields are
@@ -237,7 +194,7 @@ type EmbedRequest struct {
// EmbedResponse is the response from [Client.Embed].
type EmbedResponse struct {
Model string `json:"model"`
Embeddings [][]float32 `json:"embeddings"`
Embeddings [][]float32 `json:"embeddings,omitempty"`
}
// EmbeddingRequest is the request passed to [Client.Embeddings].
@@ -286,10 +243,8 @@ type DeleteRequest struct {
// ShowRequest is the request passed to [Client.Show].
type ShowRequest struct {
Model string `json:"model"`
System string `json:"system"`
// Template is deprecated
Model string `json:"model"`
System string `json:"system"`
Template string `json:"template"`
Verbose bool `json:"verbose"`
@@ -405,9 +360,6 @@ type GenerateResponse struct {
// Response is the textual response itself.
Response string `json:"response"`
// ToolCalls is the list of tools the model wants to call
ToolCalls []ToolCall `json:"tool_calls,omitempty"`
// Done specifies if the response is complete.
Done bool `json:"done"`

View File

@@ -208,26 +208,3 @@ func TestUseMmapFormatParams(t *testing.T) {
})
}
}
func TestMessage_UnmarshalJSON(t *testing.T) {
tests := []struct {
input string
expected string
}{
{`{"role": "USER", "content": "Hello!"}`, "user"},
{`{"role": "System", "content": "Initialization complete."}`, "system"},
{`{"role": "assistant", "content": "How can I help you?"}`, "assistant"},
{`{"role": "TOOl", "content": "Access granted."}`, "tool"},
}
for _, test := range tests {
var msg Message
if err := json.Unmarshal([]byte(test.input), &msg); err != nil {
t.Errorf("Unexpected error: %v", err)
}
if msg.Role != test.expected {
t.Errorf("role not lowercased: got %v, expected %v", msg.Role, test.expected)
}
}
}

View File

@@ -127,10 +127,6 @@ Type: filesandordirs; Name: "{%USERPROFILE}\.ollama\models"
Type: filesandordirs; Name: "{%USERPROFILE}\.ollama\history"
; NOTE: if the user has a custom OLLAMA_MODELS it will be preserved
[InstallDelete]
Type: filesandordirs; Name: "{%TEMP}\ollama*"
Type: filesandordirs; Name: "{%LOCALAPPDATA}\Programs\Ollama"
[Messages]
WizardReady=Ollama Windows Preview
ReadyLabel1=%nLet's get you up and running with your own large language models.

View File

@@ -843,6 +843,7 @@ type runOptions struct {
WordWrap bool
Format string
System string
Template string
Images []api.ImageData
Options map[string]interface{}
MultiModal bool
@@ -1036,6 +1037,7 @@ func generate(cmd *cobra.Command, opts runOptions) error {
Images: opts.Images,
Format: opts.Format,
System: opts.System,
Template: opts.Template,
Options: opts.Options,
KeepAlive: opts.KeepAlive,
}

View File

@@ -27,6 +27,7 @@ const (
MultilineNone MultilineState = iota
MultilinePrompt
MultilineSystem
MultilineTemplate
)
func loadModel(cmd *cobra.Command, opts *runOptions) error {
@@ -93,6 +94,7 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
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")
@@ -202,6 +204,10 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
opts.Messages = append(opts.Messages, api.Message{Role: "system", Content: opts.System})
fmt.Println("Set system message.")
sb.Reset()
case MultilineTemplate:
opts.Template = sb.String()
fmt.Println("Set prompt template.")
sb.Reset()
}
multiline = MultilineNone
@@ -320,13 +326,17 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
}
fmt.Printf("Set parameter '%s' to '%s'\n", args[2], strings.Join(params, ", "))
opts.Options[args[2]] = fp[args[2]]
case "system":
case "system", "template":
if len(args) < 3 {
usageSet()
continue
}
multiline = MultilineSystem
if args[1] == "system" {
multiline = MultilineSystem
} else if args[1] == "template" {
multiline = MultilineTemplate
}
line := strings.Join(args[2:], " ")
line, ok := strings.CutPrefix(line, `"""`)
@@ -346,17 +356,23 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
continue
}
opts.System = sb.String() // for display in modelfile
newMessage := api.Message{Role: "system", Content: sb.String()}
// Check if the slice is not empty and the last message is from 'system'
if len(opts.Messages) > 0 && opts.Messages[len(opts.Messages)-1].Role == "system" {
// Replace the last message
opts.Messages[len(opts.Messages)-1] = newMessage
} else {
opts.Messages = append(opts.Messages, newMessage)
if args[1] == "system" {
opts.System = sb.String() // for display in modelfile
newMessage := api.Message{Role: "system", Content: sb.String()}
// Check if the slice is not empty and the last message is from 'system'
if len(opts.Messages) > 0 && opts.Messages[len(opts.Messages)-1].Role == "system" {
// Replace the last message
opts.Messages[len(opts.Messages)-1] = newMessage
} else {
opts.Messages = append(opts.Messages, newMessage)
}
fmt.Println("Set system message.")
sb.Reset()
} else if args[1] == "template" {
opts.Template = sb.String()
fmt.Println("Set prompt template.")
sb.Reset()
}
fmt.Println("Set system message.")
sb.Reset()
sb.Reset()
continue
@@ -377,6 +393,7 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
req := &api.ShowRequest{
Name: opts.Model,
System: opts.System,
Template: opts.Template,
Options: opts.Options,
}
resp, err := client.Show(cmd.Context(), req)
@@ -420,9 +437,12 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
fmt.Println("No system message was specified for this model.")
}
case "template":
if resp.Template != "" {
switch {
case opts.Template != "":
fmt.Println(opts.Template + "\n")
case resp.Template != "":
fmt.Println(resp.Template)
} else {
default:
fmt.Println("No prompt template was specified for this model.")
}
default:
@@ -516,6 +536,10 @@ func buildModelfile(opts runOptions) string {
fmt.Fprintf(&mf, "SYSTEM \"\"\"%s\"\"\"\n", opts.System)
}
if opts.Template != "" {
fmt.Fprintf(&mf, "TEMPLATE \"\"\"%s\"\"\"\n", opts.Template)
}
keys := make([]string, 0)
for k := range opts.Options {
keys = append(keys, k)

View File

@@ -59,6 +59,7 @@ func TestModelfileBuilder(t *testing.T) {
opts := runOptions{
Model: "hork",
System: "You are part horse and part shark, but all hork. Do horklike things",
Template: "This is a template.",
Messages: []api.Message{
{Role: "user", Content: "Hey there hork!"},
{Role: "assistant", Content: "Yes it is true, I am half horse, half shark."},
@@ -74,6 +75,7 @@ func TestModelfileBuilder(t *testing.T) {
mf := buildModelfile(opts)
expectedModelfile := `FROM {{.Model}}
SYSTEM """{{.System}}"""
TEMPLATE """{{.Template}}"""
PARAMETER penalize_newline false
PARAMETER seed 42
PARAMETER stop [hi there]
@@ -95,6 +97,7 @@ MESSAGE assistant """Yes it is true, I am half horse, half shark."""
mf = buildModelfile(opts)
expectedModelfile = `FROM {{.ParentModel}}
SYSTEM """{{.System}}"""
TEMPLATE """{{.Template}}"""
PARAMETER penalize_newline false
PARAMETER seed 42
PARAMETER stop [hi there]

View File

@@ -272,4 +272,4 @@ The following server settings may be used to adjust how Ollama handles concurren
- `OLLAMA_NUM_PARALLEL` - The maximum number of parallel requests each model will process at the same time. The default will auto-select either 4 or 1 based on available memory.
- `OLLAMA_MAX_QUEUE` - The maximum number of requests Ollama will queue when busy before rejecting additional requests. The default is 512
Note: Windows with Radeon GPUs currently default to 1 model maximum due to limitations in ROCm v5.7 for available VRAM reporting. Once ROCm v6.2 is available, Windows Radeon will follow the defaults above. You may enable concurrent model loads on Radeon on Windows, but ensure you don't load more models than will fit into your GPUs VRAM.
Note: Windows with Radeon GPUs currently default to 1 model maximum due to limitations in ROCm v5.7 for available VRAM reporting. Once ROCm v6 is available, Windows Radeon will follow the defaults above. You may enable concurrent model loads on Radeon on Windows, but ensure you don't load more models than will fit into your GPUs VRAM.

View File

@@ -49,17 +49,9 @@ func rocmGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
}
func commonAMDValidateLibDir() (string, error) {
// Favor our bundled version
// Installer payload location if we're running the installed binary
exe, err := os.Executable()
if err == nil {
rocmTargetDir := filepath.Join(filepath.Dir(exe), "rocm")
if rocmLibUsable(rocmTargetDir) {
slog.Debug("detected ROCM next to ollama executable " + rocmTargetDir)
return rocmTargetDir, nil
}
}
// We try to favor system paths first, so that we can wire up the subprocess to use
// the system version. Only use our bundled version if the system version doesn't work
// This gives users a more recovery options if versions have subtle problems at runtime
// Prefer explicit HIP env var
hipPath := os.Getenv("HIP_PATH")
@@ -95,5 +87,14 @@ func commonAMDValidateLibDir() (string, error) {
}
}
// Installer payload location if we're running the installed binary
exe, err := os.Executable()
if err == nil {
rocmTargetDir := filepath.Join(filepath.Dir(exe), "rocm")
if rocmLibUsable(rocmTargetDir) {
slog.Debug("detected ROCM next to ollama executable " + rocmTargetDir)
return rocmTargetDir, nil
}
}
return "", fmt.Errorf("no suitable rocm found, falling back to CPU")
}

View File

@@ -84,8 +84,9 @@ func (hl *HipLib) AMDDriverVersion() (driverMajor, driverMinor int, err error) {
}
slog.Debug("hipDriverGetVersion", "version", version)
driverMajor = version / 10000000
driverMinor = (version - (driverMajor * 10000000)) / 100000
// TODO - this isn't actually right, but the docs claim hipDriverGetVersion isn't accurate anyway...
driverMajor = version / 1000
driverMinor = (version - (driverMajor * 1000)) / 10
return driverMajor, driverMinor, nil
}

View File

@@ -22,8 +22,8 @@ const (
var (
// Used to validate if the given ROCm lib is usable
ROCmLibGlobs = []string{"hipblas.dll", "rocblas"} // This is not sufficient to discern v5 vs v6
RocmStandardLocations = []string{"C:\\Program Files\\AMD\\ROCm\\6.1\\bin"} // TODO glob?
ROCmLibGlobs = []string{"hipblas.dll", "rocblas"} // TODO - probably include more coverage of files here...
RocmStandardLocations = []string{"C:\\Program Files\\AMD\\ROCm\\5.7\\bin"} // TODO glob?
)
func AMDGetGPUInfo() []RocmGPUInfo {
@@ -35,11 +35,12 @@ func AMDGetGPUInfo() []RocmGPUInfo {
}
defer hl.Release()
driverMajor, driverMinor, err := hl.AMDDriverVersion()
if err != nil {
// For now this is benign, but we may eventually need to fail compatibility checks
slog.Debug("error looking up amd driver version", "error", err)
}
// TODO - this reports incorrect version information, so omitting for now
// driverMajor, driverMinor, err := hl.AMDDriverVersion()
// if err != nil {
// // For now this is benign, but we may eventually need to fail compatibility checks
// slog.Debug("error looking up amd driver version", "error", err)
// }
// Note: the HIP library automatically handles subsetting to any HIP_VISIBLE_DEVICES the user specified
count := hl.HipGetDeviceCount()
@@ -131,8 +132,10 @@ func AMDGetGPUInfo() []RocmGPUInfo {
MinimumMemory: rocmMinimumMemory,
Name: name,
Compute: gfx,
DriverMajor: driverMajor,
DriverMinor: driverMinor,
// TODO - this information isn't accurate on windows, so don't report it until we find the right way to retrieve
// DriverMajor: driverMajor,
// DriverMinor: driverMinor,
},
index: i,
}

View File

@@ -274,28 +274,6 @@ func GetGPUInfo() GpuInfoList {
gpuInfo.DriverMajor = driverMajor
gpuInfo.DriverMinor = driverMinor
// query the management library as well so we can record any skew between the two
// which represents overhead on the GPU we must set aside on subsequent updates
if cHandles.nvml != nil {
C.nvml_get_free(*cHandles.nvml, C.int(gpuInfo.index), &memInfo.free, &memInfo.total, &memInfo.used)
if memInfo.err != nil {
slog.Warn("error looking up nvidia GPU memory", "error", C.GoString(memInfo.err))
C.free(unsafe.Pointer(memInfo.err))
} else {
if memInfo.free != 0 && uint64(memInfo.free) > gpuInfo.FreeMemory {
gpuInfo.OSOverhead = uint64(memInfo.free) - gpuInfo.FreeMemory
slog.Info("detected OS VRAM overhead",
"id", gpuInfo.ID,
"library", gpuInfo.Library,
"compute", gpuInfo.Compute,
"driver", fmt.Sprintf("%d.%d", gpuInfo.DriverMajor, gpuInfo.DriverMinor),
"name", gpuInfo.Name,
"overhead", format.HumanBytes2(gpuInfo.OSOverhead),
)
}
}
}
// TODO potentially sort on our own algorithm instead of what the underlying GPU library does...
cudaGPUs = append(cudaGPUs, gpuInfo)
}
@@ -360,17 +338,14 @@ func GetGPUInfo() GpuInfoList {
"before",
"total", format.HumanBytes2(cpus[0].TotalMemory),
"free", format.HumanBytes2(cpus[0].FreeMemory),
"free_swap", format.HumanBytes2(cpus[0].FreeSwap),
),
slog.Group(
"now",
"total", format.HumanBytes2(mem.TotalMemory),
"free", format.HumanBytes2(mem.FreeMemory),
"free_swap", format.HumanBytes2(mem.FreeSwap),
),
)
cpus[0].FreeMemory = mem.FreeMemory
cpus[0].FreeSwap = mem.FreeSwap
}
var memInfo C.mem_info_t
@@ -399,14 +374,9 @@ func GetGPUInfo() GpuInfoList {
slog.Warn("error looking up nvidia GPU memory")
continue
}
if cHandles.nvml != nil && gpu.OSOverhead > 0 {
// When using the management library update based on recorded overhead
memInfo.free -= C.uint64_t(gpu.OSOverhead)
}
slog.Debug("updating cuda memory data",
"gpu", gpu.ID,
"name", gpu.Name,
"overhead", format.HumanBytes2(gpu.OSOverhead),
slog.Group(
"before",
"total", format.HumanBytes2(gpu.TotalMemory),

View File

@@ -57,7 +57,6 @@ func GetCPUMem() (memInfo, error) {
return memInfo{
TotalMemory: uint64(C.getPhysicalMemory()),
FreeMemory: uint64(C.getFreeMemory()),
// FreeSwap omitted as Darwin uses dynamic paging
}, nil
}

View File

@@ -50,7 +50,7 @@ var OneapiMgmtName = "libze_intel_gpu.so"
func GetCPUMem() (memInfo, error) {
var mem memInfo
var total, available, free, buffers, cached, freeSwap uint64
var total, available, free, buffers, cached uint64
f, err := os.Open("/proc/meminfo")
if err != nil {
return mem, err
@@ -70,21 +70,20 @@ func GetCPUMem() (memInfo, error) {
_, err = fmt.Sscanf(line, "Buffers:%d", &buffers)
case strings.HasPrefix(line, "Cached:"):
_, err = fmt.Sscanf(line, "Cached:%d", &cached)
case strings.HasPrefix(line, "SwapFree:"):
_, err = fmt.Sscanf(line, "SwapFree:%d", &freeSwap)
default:
continue
}
if err != nil {
return mem, err
}
if total > 0 && available > 0 {
mem.TotalMemory = total * format.KibiByte
mem.FreeMemory = available * format.KibiByte
return mem, nil
}
}
mem.TotalMemory = total * format.KibiByte
mem.FreeSwap = freeSwap * format.KibiByte
if available > 0 {
mem.FreeMemory = available * format.KibiByte
} else {
mem.FreeMemory = (free + buffers + cached) * format.KibiByte
}
mem.FreeMemory = (free + buffers + cached) * format.KibiByte
return mem, nil
}

View File

@@ -51,5 +51,5 @@ func GetCPUMem() (memInfo, error) {
if r1 == 0 {
return memInfo{}, fmt.Errorf("GlobalMemoryStatusEx failed: %w", err)
}
return memInfo{TotalMemory: memStatus.TotalPhys, FreeMemory: memStatus.AvailPhys, FreeSwap: memStatus.AvailPageFile}, nil
return memInfo{TotalMemory: memStatus.TotalPhys, FreeMemory: memStatus.AvailPhys}, nil
}

View File

@@ -10,7 +10,6 @@ import (
type memInfo struct {
TotalMemory uint64 `json:"total_memory,omitempty"`
FreeMemory uint64 `json:"free_memory,omitempty"`
FreeSwap uint64 `json:"free_swap,omitempty"`
}
// Beginning of an `ollama info` command
@@ -53,8 +52,7 @@ type CPUInfo struct {
type CudaGPUInfo struct {
GpuInfo
OSOverhead uint64 // Memory overhead between the driver library and management library
index int //nolint:unused,nolintlint
index int //nolint:unused,nolintlint
}
type CudaGPUInfoList []CudaGPUInfo

View File

@@ -178,7 +178,7 @@ if [ -z "${OLLAMA_SKIP_CUDA_GENERATE}" -a -d "${CUDA_LIB_DIR}" ]; then
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES} ${OLLAMA_CUSTOM_CUDA_DEFS}"
echo "Building custom CUDA GPU"
else
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_FLAGS=-t8 -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES}"
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_FLAGS=-t8 -DGGML_CUDA_FORCE_MMQ=on -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES} -DCMAKE_LIBRARY_PATH=/usr/local/cuda/compat"
fi
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS} ${ARM64_DEFS} ${CMAKE_CUDA_DEFS}"
BUILD_DIR="../build/linux/${ARCH}/cuda${CUDA_VARIANT}"
@@ -254,7 +254,7 @@ if [ -z "${OLLAMA_SKIP_ROCM_GENERATE}" -a -d "${ROCM_PATH}" ]; then
ROCM_VARIANT=_v$(ls ${ROCM_PATH}/lib/librocblas.so.*.*.????? | cut -f5 -d. || true)
fi
init_vars
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS} -DGGML_HIPBLAS=on -DLLAMA_CUDA_NO_PEER_COPY=on -DCMAKE_C_COMPILER=$ROCM_PATH/llvm/bin/clang -DCMAKE_CXX_COMPILER=$ROCM_PATH/llvm/bin/clang++ -DAMDGPU_TARGETS=$(amdGPUs) -DGPU_TARGETS=$(amdGPUs)"
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS} -DGGML_HIPBLAS=on -DCMAKE_C_COMPILER=$ROCM_PATH/llvm/bin/clang -DCMAKE_CXX_COMPILER=$ROCM_PATH/llvm/bin/clang++ -DAMDGPU_TARGETS=$(amdGPUs) -DGPU_TARGETS=$(amdGPUs)"
# Users building from source can tune the exact flags we pass to cmake for configuring llama.cpp
if [ -n "${OLLAMA_CUSTOM_ROCM_DEFS}" ]; then
echo "OLLAMA_CUSTOM_ROCM_DEFS=\"${OLLAMA_CUSTOM_ROCM_DEFS}\""

View File

@@ -6,9 +6,18 @@ function amdGPUs {
if ($env:AMDGPU_TARGETS) {
return $env:AMDGPU_TARGETS
}
# Current supported rocblas list from ROCm v6.1.2 on windows
# TODO - load from some common data file for linux + windows build consistency
$GPU_LIST = @(
"gfx900"
"gfx906:xnack-"
"gfx908:xnack-"
"gfx90a:xnack+"
"gfx90a:xnack-"
"gfx940"
"gfx941"
"gfx942"
"gfx1010"
"gfx1012"
"gfx1030"
"gfx1100"
"gfx1101"
@@ -357,7 +366,6 @@ function build_rocm() {
"-DCMAKE_C_COMPILER=clang.exe",
"-DCMAKE_CXX_COMPILER=clang++.exe",
"-DGGML_HIPBLAS=on",
"-DLLAMA_CUDA_NO_PEER_COPY=on",
"-DHIP_PLATFORM=amd",
"-DGGML_AVX=on",
"-DGGML_AVX2=off",
@@ -386,6 +394,7 @@ function build_rocm() {
sign
install
# Assumes v5.7, may need adjustments for v6
rm -ea 0 -recurse -force -path "${script:SRC_DIR}\dist\windows-${script:ARCH}\rocm\"
md "${script:SRC_DIR}\dist\windows-${script:ARCH}\rocm\rocblas\library\" -ea 0 > $null
cp "${env:HIP_PATH}\bin\hipblas.dll" "${script:SRC_DIR}\dist\windows-${script:ARCH}\rocm\"

View File

@@ -424,32 +424,6 @@ func (llm GGML) GraphSize(context, batch uint64) (partialOffload, fullOffload ui
4*batch*(3*embedding+vocab)+embedding*vocab*105/128,
4*batch*(2*embedding+1+2*embeddingHeadsK*headsKV+context+context*headsKV)+4*embeddingHeadsK*context*headsKV+embedding*embeddingHeadsK*headsKV*9/16,
)
case "chatglm":
fullOffload = 4 * batch * (embedding + vocab)
partialOffload = 4*batch*(embedding+vocab) + embedding*vocab*105/128
if qkvBias, ok := layers["blk.0"]["attn_qkv.bias"]; ok {
fullOffload = max(
fullOffload,
4*batch*(2+
2*embedding+
context+
context*heads+
embeddingHeadsK*heads+
qkvBias.Shape[0]),
)
partialOffload = max(
partialOffload,
4*batch*(1+
2*embedding+
embeddingHeadsK*heads+
context+
context*heads)+
4*embeddingHeadsK*context+
4*context*embeddingHeadsK+
4*qkvBias.Shape[0],
)
}
}
return

View File

@@ -537,7 +537,6 @@ var ggufKVOrder = map[string][]string{
"tokenizer.ggml.add_bos_token",
"tokenizer.ggml.add_eos_token",
"tokenizer.chat_template",
"bert.pooling_type",
},
}

View File

@@ -33,7 +33,7 @@ func Quantize(infile, outfile string, ftype fileType) error {
params.ftype = ftype.Value()
if rc := C.llama_model_quantize(cinfile, coutfile, &params); rc != 0 {
return fmt.Errorf("failed to quantize model. This model architecture may not be supported, or you may need to upgrade Ollama to the latest version")
return fmt.Errorf("llama_model_quantize: %d", rc)
}
return nil

View File

@@ -88,7 +88,6 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
var estimate MemoryEstimate
var systemTotalMemory uint64
var systemFreeMemory uint64
var systemSwapFreeMemory uint64
systemMemInfo, err := gpu.GetCPUMem()
if err != nil {
@@ -96,8 +95,7 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
} else {
systemTotalMemory = systemMemInfo.TotalMemory
systemFreeMemory = systemMemInfo.FreeMemory
systemSwapFreeMemory = systemMemInfo.FreeSwap
slog.Debug("system memory", "total", format.HumanBytes2(systemTotalMemory), "free", format.HumanBytes2(systemFreeMemory), "free_swap", format.HumanBytes2(systemSwapFreeMemory))
slog.Debug("system memory", "total", format.HumanBytes2(systemTotalMemory), "free", systemFreeMemory)
}
// If the user wants zero GPU layers, reset the gpu list to be CPU/system ram info
@@ -124,16 +122,6 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
}
}
// On linux, over-allocating CPU memory will almost always result in an error
if runtime.GOOS == "linux" {
systemMemoryRequired := estimate.TotalSize - estimate.VRAMSize
available := systemFreeMemory + systemSwapFreeMemory
if systemMemoryRequired > available {
slog.Warn("model request too large for system", "requested", format.HumanBytes2(systemMemoryRequired), "available", available, "total", format.HumanBytes2(systemTotalMemory), "free", format.HumanBytes2(systemFreeMemory), "swap", format.HumanBytes2(systemSwapFreeMemory))
return nil, fmt.Errorf("model requires more system memory (%s) than is available (%s)", format.HumanBytes2(systemMemoryRequired), format.HumanBytes2(available))
}
}
estimate.log()
// Loop through potential servers
@@ -266,6 +254,10 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
params = append(params, "--tensor-split", estimate.TensorSplit)
}
if estimate.TensorSplit != "" {
params = append(params, "--tensor-split", estimate.TensorSplit)
}
for i := range len(servers) {
dir := availableServers[servers[i]]
if dir == "" {

View File

@@ -3,13 +3,11 @@ package openai
import (
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"io"
"math/rand"
"net/http"
"strings"
"time"
"github.com/gin-gonic/gin"
@@ -30,7 +28,7 @@ type ErrorResponse struct {
type Message struct {
Role string `json:"role"`
Content any `json:"content"`
Content string `json:"content"`
}
type Choice struct {
@@ -61,11 +59,6 @@ type ResponseFormat struct {
Type string `json:"type"`
}
type EmbedRequest struct {
Input any `json:"input"`
Model string `json:"model"`
}
type ChatCompletionRequest struct {
Model string `json:"model"`
Messages []Message `json:"messages"`
@@ -139,23 +132,11 @@ type Model struct {
OwnedBy string `json:"owned_by"`
}
type Embedding struct {
Object string `json:"object"`
Embedding []float32 `json:"embedding"`
Index int `json:"index"`
}
type ListCompletion struct {
Object string `json:"object"`
Data []Model `json:"data"`
}
type EmbeddingList struct {
Object string `json:"object"`
Data []Embedding `json:"data"`
Model string `json:"model"`
}
func NewError(code int, message string) ErrorResponse {
var etype string
switch code {
@@ -279,27 +260,6 @@ func toListCompletion(r api.ListResponse) ListCompletion {
}
}
func toEmbeddingList(model string, r api.EmbedResponse) EmbeddingList {
if r.Embeddings != nil {
var data []Embedding
for i, e := range r.Embeddings {
data = append(data, Embedding{
Object: "embedding",
Embedding: e,
Index: i,
})
}
return EmbeddingList{
Object: "list",
Data: data,
Model: model,
}
}
return EmbeddingList{}
}
func toModel(r api.ShowResponse, m string) Model {
return Model{
Id: m,
@@ -309,66 +269,10 @@ func toModel(r api.ShowResponse, m string) Model {
}
}
func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
func fromChatRequest(r ChatCompletionRequest) api.ChatRequest {
var messages []api.Message
for _, msg := range r.Messages {
switch content := msg.Content.(type) {
case string:
messages = append(messages, api.Message{Role: msg.Role, Content: content})
case []any:
message := api.Message{Role: msg.Role}
for _, c := range content {
data, ok := c.(map[string]any)
if !ok {
return nil, fmt.Errorf("invalid message format")
}
switch data["type"] {
case "text":
text, ok := data["text"].(string)
if !ok {
return nil, fmt.Errorf("invalid message format")
}
message.Content = text
case "image_url":
var url string
if urlMap, ok := data["image_url"].(map[string]any); ok {
if url, ok = urlMap["url"].(string); !ok {
return nil, fmt.Errorf("invalid message format")
}
} else {
if url, ok = data["image_url"].(string); !ok {
return nil, fmt.Errorf("invalid message format")
}
}
types := []string{"jpeg", "jpg", "png"}
valid := false
for _, t := range types {
prefix := "data:image/" + t + ";base64,"
if strings.HasPrefix(url, prefix) {
url = strings.TrimPrefix(url, prefix)
valid = true
break
}
}
if !valid {
return nil, fmt.Errorf("invalid image input")
}
img, err := base64.StdEncoding.DecodeString(url)
if err != nil {
return nil, fmt.Errorf("invalid message format")
}
message.Images = append(message.Images, img)
default:
return nil, fmt.Errorf("invalid message format")
}
}
messages = append(messages, message)
default:
return nil, fmt.Errorf("invalid message content type: %T", content)
}
messages = append(messages, api.Message{Role: msg.Role, Content: msg.Content})
}
options := make(map[string]interface{})
@@ -419,13 +323,13 @@ func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
format = "json"
}
return &api.ChatRequest{
return api.ChatRequest{
Model: r.Model,
Messages: messages,
Format: format,
Options: options,
Stream: &r.Stream,
}, nil
}
}
func fromCompleteRequest(r CompletionRequest) (api.GenerateRequest, error) {
@@ -434,16 +338,12 @@ func fromCompleteRequest(r CompletionRequest) (api.GenerateRequest, error) {
switch stop := r.Stop.(type) {
case string:
options["stop"] = []string{stop}
case []any:
var stops []string
for _, s := range stop {
if str, ok := s.(string); ok {
stops = append(stops, str)
} else {
return api.GenerateRequest{}, fmt.Errorf("invalid type for 'stop' field: %T", s)
}
case []string:
options["stop"] = stop
default:
if r.Stop != nil {
return api.GenerateRequest{}, fmt.Errorf("invalid type for 'stop' field: %T", r.Stop)
}
options["stop"] = stops
}
if r.MaxTokens != nil {
@@ -503,11 +403,6 @@ type RetrieveWriter struct {
model string
}
type EmbedWriter struct {
BaseWriter
model string
}
func (w *BaseWriter) writeError(code int, data []byte) (int, error) {
var serr api.StatusError
err := json.Unmarshal(data, &serr)
@@ -673,33 +568,6 @@ func (w *RetrieveWriter) Write(data []byte) (int, error) {
return w.writeResponse(data)
}
func (w *EmbedWriter) writeResponse(data []byte) (int, error) {
var embedResponse api.EmbedResponse
err := json.Unmarshal(data, &embedResponse)
if err != nil {
return 0, err
}
w.ResponseWriter.Header().Set("Content-Type", "application/json")
err = json.NewEncoder(w.ResponseWriter).Encode(toEmbeddingList(w.model, embedResponse))
if err != nil {
return 0, err
}
return len(data), nil
}
func (w *EmbedWriter) Write(data []byte) (int, error) {
code := w.ResponseWriter.Status()
if code != http.StatusOK {
return w.writeError(code, data)
}
return w.writeResponse(data)
}
func ListMiddleware() gin.HandlerFunc {
return func(c *gin.Context) {
w := &ListWriter{
@@ -763,47 +631,6 @@ func CompletionsMiddleware() gin.HandlerFunc {
id: fmt.Sprintf("cmpl-%d", rand.Intn(999)),
}
c.Writer = w
c.Next()
}
}
func EmbeddingsMiddleware() gin.HandlerFunc {
return func(c *gin.Context) {
var req EmbedRequest
err := c.ShouldBindJSON(&req)
if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
return
}
if req.Input == "" {
req.Input = []string{""}
}
if req.Input == nil {
c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, "invalid input"))
return
}
if v, ok := req.Input.([]any); ok && len(v) == 0 {
c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, "invalid input"))
return
}
var b bytes.Buffer
if err := json.NewEncoder(&b).Encode(api.EmbedRequest{Model: req.Model, Input: req.Input}); err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
return
}
c.Request.Body = io.NopCloser(&b)
w := &EmbedWriter{
BaseWriter: BaseWriter{ResponseWriter: c.Writer},
model: req.Model,
}
c.Writer = w
c.Next()
@@ -825,13 +652,7 @@ func ChatMiddleware() gin.HandlerFunc {
}
var b bytes.Buffer
chatReq, err := fromChatRequest(req)
if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, NewError(http.StatusBadRequest, err.Error()))
}
if err := json.NewEncoder(&b).Encode(chatReq); err != nil {
if err := json.NewEncoder(&b).Encode(fromChatRequest(req)); err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, NewError(http.StatusInternalServerError, err.Error()))
return
}

View File

@@ -2,8 +2,8 @@ package openai
import (
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"io"
"net/http"
"net/http/httptest"
@@ -16,253 +16,7 @@ import (
"github.com/stretchr/testify/assert"
)
const prefix = `data:image/jpeg;base64,`
const image = `iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNk+A8AAQUBAScY42YAAAAASUVORK5CYII=`
const imageURL = prefix + image
func TestMiddlewareRequests(t *testing.T) {
type testCase struct {
Name string
Method string
Path string
Handler func() gin.HandlerFunc
Setup func(t *testing.T, req *http.Request)
Expected func(t *testing.T, req *http.Request)
}
var capturedRequest *http.Request
captureRequestMiddleware := func() gin.HandlerFunc {
return func(c *gin.Context) {
bodyBytes, _ := io.ReadAll(c.Request.Body)
c.Request.Body = io.NopCloser(bytes.NewReader(bodyBytes))
capturedRequest = c.Request
c.Next()
}
}
testCases := []testCase{
{
Name: "chat handler",
Method: http.MethodPost,
Path: "/api/chat",
Handler: ChatMiddleware,
Setup: func(t *testing.T, req *http.Request) {
body := ChatCompletionRequest{
Model: "test-model",
Messages: []Message{{Role: "user", Content: "Hello"}},
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, req *http.Request) {
var chatReq api.ChatRequest
if err := json.NewDecoder(req.Body).Decode(&chatReq); err != nil {
t.Fatal(err)
}
if chatReq.Messages[0].Role != "user" {
t.Fatalf("expected 'user', got %s", chatReq.Messages[0].Role)
}
if chatReq.Messages[0].Content != "Hello" {
t.Fatalf("expected 'Hello', got %s", chatReq.Messages[0].Content)
}
},
},
{
Name: "completions handler",
Method: http.MethodPost,
Path: "/api/generate",
Handler: CompletionsMiddleware,
Setup: func(t *testing.T, req *http.Request) {
temp := float32(0.8)
body := CompletionRequest{
Model: "test-model",
Prompt: "Hello",
Temperature: &temp,
Stop: []string{"\n", "stop"},
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, req *http.Request) {
var genReq api.GenerateRequest
if err := json.NewDecoder(req.Body).Decode(&genReq); err != nil {
t.Fatal(err)
}
if genReq.Prompt != "Hello" {
t.Fatalf("expected 'Hello', got %s", genReq.Prompt)
}
if genReq.Options["temperature"] != 1.6 {
t.Fatalf("expected 1.6, got %f", genReq.Options["temperature"])
}
stopTokens, ok := genReq.Options["stop"].([]any)
if !ok {
t.Fatalf("expected stop tokens to be a list")
}
if stopTokens[0] != "\n" || stopTokens[1] != "stop" {
t.Fatalf("expected ['\\n', 'stop'], got %v", stopTokens)
}
},
},
{
Name: "chat handler with image content",
Method: http.MethodPost,
Path: "/api/chat",
Handler: ChatMiddleware,
Setup: func(t *testing.T, req *http.Request) {
body := ChatCompletionRequest{
Model: "test-model",
Messages: []Message{
{
Role: "user", Content: []map[string]any{
{"type": "text", "text": "Hello"},
{"type": "image_url", "image_url": map[string]string{"url": imageURL}},
},
},
},
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, req *http.Request) {
var chatReq api.ChatRequest
if err := json.NewDecoder(req.Body).Decode(&chatReq); err != nil {
t.Fatal(err)
}
if chatReq.Messages[0].Role != "user" {
t.Fatalf("expected 'user', got %s", chatReq.Messages[0].Role)
}
if chatReq.Messages[0].Content != "Hello" {
t.Fatalf("expected 'Hello', got %s", chatReq.Messages[0].Content)
}
img, _ := base64.StdEncoding.DecodeString(imageURL[len(prefix):])
if !bytes.Equal(chatReq.Messages[0].Images[0], img) {
t.Fatalf("expected image encoding, got %s", chatReq.Messages[0].Images[0])
}
},
},
{
Name: "embed handler single input",
Method: http.MethodPost,
Path: "/api/embed",
Handler: EmbeddingsMiddleware,
Setup: func(t *testing.T, req *http.Request) {
body := EmbedRequest{
Input: "Hello",
Model: "test-model",
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, req *http.Request) {
var embedReq api.EmbedRequest
if err := json.NewDecoder(req.Body).Decode(&embedReq); err != nil {
t.Fatal(err)
}
if embedReq.Input != "Hello" {
t.Fatalf("expected 'Hello', got %s", embedReq.Input)
}
if embedReq.Model != "test-model" {
t.Fatalf("expected 'test-model', got %s", embedReq.Model)
}
},
},
{
Name: "embed handler batch input",
Method: http.MethodPost,
Path: "/api/embed",
Handler: EmbeddingsMiddleware,
Setup: func(t *testing.T, req *http.Request) {
body := EmbedRequest{
Input: []string{"Hello", "World"},
Model: "test-model",
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, req *http.Request) {
var embedReq api.EmbedRequest
if err := json.NewDecoder(req.Body).Decode(&embedReq); err != nil {
t.Fatal(err)
}
input, ok := embedReq.Input.([]any)
if !ok {
t.Fatalf("expected input to be a list")
}
if input[0].(string) != "Hello" {
t.Fatalf("expected 'Hello', got %s", input[0])
}
if input[1].(string) != "World" {
t.Fatalf("expected 'World', got %s", input[1])
}
if embedReq.Model != "test-model" {
t.Fatalf("expected 'test-model', got %s", embedReq.Model)
}
},
},
}
gin.SetMode(gin.TestMode)
router := gin.New()
endpoint := func(c *gin.Context) {
c.Status(http.StatusOK)
}
for _, tc := range testCases {
t.Run(tc.Name, func(t *testing.T) {
router = gin.New()
router.Use(captureRequestMiddleware())
router.Use(tc.Handler())
router.Handle(tc.Method, tc.Path, endpoint)
req, _ := http.NewRequest(tc.Method, tc.Path, nil)
if tc.Setup != nil {
tc.Setup(t, req)
}
resp := httptest.NewRecorder()
router.ServeHTTP(resp, req)
tc.Expected(t, capturedRequest)
})
}
}
func TestMiddlewareResponses(t *testing.T) {
func TestMiddleware(t *testing.T) {
type testCase struct {
Name string
Method string
@@ -276,7 +30,159 @@ func TestMiddlewareResponses(t *testing.T) {
testCases := []testCase{
{
Name: "completions handler error forwarding",
Name: "chat handler",
Method: http.MethodPost,
Path: "/api/chat",
TestPath: "/api/chat",
Handler: ChatMiddleware,
Endpoint: func(c *gin.Context) {
var chatReq api.ChatRequest
if err := c.ShouldBindJSON(&chatReq); err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": "invalid request"})
return
}
userMessage := chatReq.Messages[0].Content
var assistantMessage string
switch userMessage {
case "Hello":
assistantMessage = "Hello!"
default:
assistantMessage = "I'm not sure how to respond to that."
}
c.JSON(http.StatusOK, api.ChatResponse{
Message: api.Message{
Role: "assistant",
Content: assistantMessage,
},
})
},
Setup: func(t *testing.T, req *http.Request) {
body := ChatCompletionRequest{
Model: "test-model",
Messages: []Message{{Role: "user", Content: "Hello"}},
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, resp *httptest.ResponseRecorder) {
assert.Equal(t, http.StatusOK, resp.Code)
var chatResp ChatCompletion
if err := json.NewDecoder(resp.Body).Decode(&chatResp); err != nil {
t.Fatal(err)
}
if chatResp.Object != "chat.completion" {
t.Fatalf("expected chat.completion, got %s", chatResp.Object)
}
if chatResp.Choices[0].Message.Content != "Hello!" {
t.Fatalf("expected Hello!, got %s", chatResp.Choices[0].Message.Content)
}
},
},
{
Name: "completions handler",
Method: http.MethodPost,
Path: "/api/generate",
TestPath: "/api/generate",
Handler: CompletionsMiddleware,
Endpoint: func(c *gin.Context) {
c.JSON(http.StatusOK, api.GenerateResponse{
Response: "Hello!",
})
},
Setup: func(t *testing.T, req *http.Request) {
body := CompletionRequest{
Model: "test-model",
Prompt: "Hello",
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, resp *httptest.ResponseRecorder) {
assert.Equal(t, http.StatusOK, resp.Code)
var completionResp Completion
if err := json.NewDecoder(resp.Body).Decode(&completionResp); err != nil {
t.Fatal(err)
}
if completionResp.Object != "text_completion" {
t.Fatalf("expected text_completion, got %s", completionResp.Object)
}
if completionResp.Choices[0].Text != "Hello!" {
t.Fatalf("expected Hello!, got %s", completionResp.Choices[0].Text)
}
},
},
{
Name: "completions handler with params",
Method: http.MethodPost,
Path: "/api/generate",
TestPath: "/api/generate",
Handler: CompletionsMiddleware,
Endpoint: func(c *gin.Context) {
var generateReq api.GenerateRequest
if err := c.ShouldBindJSON(&generateReq); err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": "invalid request"})
return
}
temperature := generateReq.Options["temperature"].(float64)
var assistantMessage string
switch temperature {
case 1.6:
assistantMessage = "Received temperature of 1.6"
default:
assistantMessage = fmt.Sprintf("Received temperature of %f", temperature)
}
c.JSON(http.StatusOK, api.GenerateResponse{
Response: assistantMessage,
})
},
Setup: func(t *testing.T, req *http.Request) {
temp := float32(0.8)
body := CompletionRequest{
Model: "test-model",
Prompt: "Hello",
Temperature: &temp,
}
bodyBytes, _ := json.Marshal(body)
req.Body = io.NopCloser(bytes.NewReader(bodyBytes))
req.Header.Set("Content-Type", "application/json")
},
Expected: func(t *testing.T, resp *httptest.ResponseRecorder) {
assert.Equal(t, http.StatusOK, resp.Code)
var completionResp Completion
if err := json.NewDecoder(resp.Body).Decode(&completionResp); err != nil {
t.Fatal(err)
}
if completionResp.Object != "text_completion" {
t.Fatalf("expected text_completion, got %s", completionResp.Object)
}
if completionResp.Choices[0].Text != "Received temperature of 1.6" {
t.Fatalf("expected Received temperature of 1.6, got %s", completionResp.Choices[0].Text)
}
},
},
{
Name: "completions handler with error",
Method: http.MethodPost,
Path: "/api/generate",
TestPath: "/api/generate",

View File

@@ -107,12 +107,9 @@ function gatherDependencies() {
# TODO - this varies based on host build system and MSVC version - drive from dumpbin output
# currently works for Win11 + MSVC 2019 + Cuda V11
cp "${env:VCToolsRedistDir}\x64\Microsoft.VC*.CRT\msvcp140*.dll" "${script:DEPS_DIR}\ollama_runners\"
cp "${env:VCToolsRedistDir}\x64\Microsoft.VC*.CRT\msvcp140.dll" "${script:DEPS_DIR}\ollama_runners\"
cp "${env:VCToolsRedistDir}\x64\Microsoft.VC*.CRT\vcruntime140.dll" "${script:DEPS_DIR}\ollama_runners\"
cp "${env:VCToolsRedistDir}\x64\Microsoft.VC*.CRT\vcruntime140_1.dll" "${script:DEPS_DIR}\ollama_runners\"
foreach ($part in $("runtime", "stdio", "filesystem", "math", "convert", "heap", "string", "time", "locale", "environment")) {
cp "$env:VCToolsRedistDir\..\..\..\Tools\Llvm\x64\bin\api-ms-win-crt-${part}*.dll" "${script:DEPS_DIR}\ollama_runners\"
}
cp "${script:SRC_DIR}\app\ollama_welcome.ps1" "${script:SRC_DIR}\dist\"

View File

@@ -34,20 +34,11 @@ import (
"github.com/ollama/ollama/version"
)
var (
errCapabilities = errors.New("does not support")
errCapabilityCompletion = errors.New("completion")
errCapabilityTools = errors.New("tools")
errCapabilityInsert = errors.New("insert")
)
var errCapabilityCompletion = errors.New("completion")
type Capability string
const (
CapabilityCompletion = Capability("completion")
CapabilityTools = Capability("tools")
CapabilityInsert = Capability("insert")
)
const CapabilityCompletion = Capability("completion")
type registryOptions struct {
Insecure bool
@@ -97,15 +88,6 @@ func (m *Model) CheckCapabilities(caps ...Capability) error {
if _, ok := ggml.KV()[fmt.Sprintf("%s.pooling_type", ggml.KV().Architecture())]; ok {
errs = append(errs, errCapabilityCompletion)
}
case CapabilityTools:
if !slices.Contains(m.Template.Vars(), "tools") {
errs = append(errs, errCapabilityTools)
}
case CapabilityInsert:
vars := m.Template.Vars()
if !slices.Contains(vars, "suffix") {
errs = append(errs, errCapabilityInsert)
}
default:
slog.Error("unknown capability", "capability", cap)
return fmt.Errorf("unknown capability: %s", cap)
@@ -113,7 +95,7 @@ func (m *Model) CheckCapabilities(caps ...Capability) error {
}
if err := errors.Join(errs...); err != nil {
return fmt.Errorf("%w %w", errCapabilities, errors.Join(errs...))
return fmt.Errorf("missing capabilities: %w", errors.Join(errs...))
}
return nil
@@ -492,12 +474,6 @@ func CreateModel(ctx context.Context, name model.Name, modelFileDir, quantizatio
layers = append(layers, baseLayer.Layer)
}
case "license", "template", "system":
if c.Name == "template" {
if _, err := template.Parse(c.Args); err != nil {
return fmt.Errorf("%w: %s", errBadTemplate, err)
}
}
if c.Name != "license" {
// replace
layers = slices.DeleteFunc(layers, func(layer *Layer) bool {

View File

@@ -4,7 +4,6 @@ import (
"archive/zip"
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"io"
@@ -12,9 +11,6 @@ import (
"net/http"
"os"
"path/filepath"
"slices"
"strings"
"text/template/parse"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/convert"
@@ -293,87 +289,3 @@ func detectContentType(r io.Reader) (string, error) {
return "unknown", nil
}
// parseToolCalls attempts to parse a JSON string into a slice of ToolCalls.
// mxyng: this only really works if the input contains tool calls in some JSON format
func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
// create a subtree from the node that ranges over .ToolCalls
tmpl := m.Template.Subtree(func(n parse.Node) bool {
if t, ok := n.(*parse.RangeNode); ok {
return slices.Contains(template.Identifiers(t.Pipe), "ToolCalls")
}
return false
})
if tmpl == nil {
return nil, false
}
var b bytes.Buffer
if err := tmpl.Execute(&b, map[string][]map[string]any{
"ToolCalls": {
{
"Function": map[string]any{
"Name": "@@name@@",
"Arguments": "@@arguments@@",
},
},
},
}); err != nil {
return nil, false
}
var kv map[string]string
// execute the subtree with placeholders to identify the keys
// trim any commands that might exist in the template
if err := json.Unmarshal(bytes.TrimSuffix(b.Bytes(), []byte(",")), &kv); err != nil {
return nil, false
}
// find the keys that correspond to the name and arguments fields
var name, arguments string
for k, v := range kv {
switch v {
case "@@name@@":
name = k
case "@@arguments@@":
arguments = k
}
}
var objs []map[string]any
for offset := 0; offset < len(s); {
if err := json.NewDecoder(strings.NewReader(s[offset:])).Decode(&objs); errors.Is(err, io.EOF) {
break
} else if syntax := &(json.SyntaxError{}); errors.As(err, &syntax) {
// skip over any syntax errors
offset += int(syntax.Offset)
} else if unmarshalType := &(json.UnmarshalTypeError{}); errors.As(err, &unmarshalType) {
// skip over any unmarshalable types
offset += int(unmarshalType.Offset)
} else if err != nil {
return nil, false
} else {
// break when an object is decoded
break
}
}
var toolCalls []api.ToolCall
for _, kv := range objs {
var call api.ToolCall
for k, v := range kv {
switch k {
case name:
call.Function.Name = v.(string)
case arguments:
call.Function.Arguments = v.(map[string]any)
}
}
toolCalls = append(toolCalls, call)
}
return toolCalls, len(toolCalls) > 0
}

View File

@@ -3,9 +3,7 @@ package server
import (
"archive/zip"
"bytes"
"encoding/json"
"errors"
"fmt"
"io"
"os"
"path/filepath"
@@ -13,9 +11,7 @@ import (
"strings"
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/template"
)
func createZipFile(t *testing.T, name string) *os.File {
@@ -114,123 +110,3 @@ func TestExtractFromZipFile(t *testing.T) {
})
}
}
type function struct {
Name string `json:"name"`
Arguments map[string]any `json:"arguments"`
}
func readFile(t *testing.T, base, name string) *bytes.Buffer {
t.Helper()
bts, err := os.ReadFile(filepath.Join(base, name))
if err != nil {
t.Fatal(err)
}
return bytes.NewBuffer(bts)
}
func TestExecuteWithTools(t *testing.T) {
p := filepath.Join("testdata", "tools")
cases := []struct {
model string
output string
ok bool
}{
{"mistral", `[TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
{"mistral", `[TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]
The temperature in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.`, true},
{"mistral", `I'm not aware of that information. However, I can suggest searching for the weather using the "get_current_weather" function:
[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
{"mistral", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
{"command-r-plus", "Action: ```json" + `
[
{
"tool_name": "get_current_weather",
"parameters": {
"format": "fahrenheit",
"location": "San Francisco, CA"
}
},
{
"tool_name": "get_current_weather",
"parameters": {
"format": "celsius",
"location": "Toronto, Canada"
}
}
]
` + "```", true},
{"command-r-plus", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
{"firefunction", ` functools[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
{"firefunction", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
}
var tools []api.Tool
if err := json.Unmarshal(readFile(t, p, "tools.json").Bytes(), &tools); err != nil {
t.Fatal(err)
}
var messages []api.Message
if err := json.Unmarshal(readFile(t, p, "messages.json").Bytes(), &messages); err != nil {
t.Fatal(err)
}
calls := []api.ToolCall{
{
Function: function{
Name: "get_current_weather",
Arguments: map[string]any{
"format": "fahrenheit",
"location": "San Francisco, CA",
},
},
},
{
Function: function{
Name: "get_current_weather",
Arguments: map[string]any{
"format": "celsius",
"location": "Toronto, Canada",
},
},
},
}
for _, tt := range cases {
t.Run(tt.model, func(t *testing.T) {
tmpl, err := template.Parse(readFile(t, p, fmt.Sprintf("%s.gotmpl", tt.model)).String())
if err != nil {
t.Fatal(err)
}
t.Run("template", func(t *testing.T) {
var actual bytes.Buffer
if err := tmpl.Execute(&actual, template.Values{Tools: tools, Messages: messages}); err != nil {
t.Fatal(err)
}
if diff := cmp.Diff(actual.String(), readFile(t, p, fmt.Sprintf("%s.out", tt.model)).String()); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("parse", func(t *testing.T) {
m := &Model{Template: tmpl}
actual, ok := m.parseToolCalls(tt.output)
if ok != tt.ok {
t.Fatalf("expected %t, got %t", tt.ok, ok)
}
if tt.ok {
if diff := cmp.Diff(actual, calls); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
}
})
})
}
}

View File

@@ -4,6 +4,7 @@ import (
"bytes"
"context"
"log/slog"
"slices"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/llm"
@@ -15,21 +16,29 @@ type tokenizeFunc func(context.Context, string) ([]int, error)
// chatPrompt accepts a list of messages and returns the prompt and images that should be used for the next chat turn.
// chatPrompt truncates any messages that exceed the context window of the model, making sure to always include 1) the
// latest message and 2) system messages
func chatPrompt(ctx context.Context, m *Model, tokenize tokenizeFunc, opts *api.Options, msgs []api.Message, tools []api.Tool) (prompt string, images []llm.ImageData, _ error) {
func chatPrompt(ctx context.Context, m *Model, tokenize tokenizeFunc, opts *api.Options, msgs []api.Message) (prompt string, images []llm.ImageData, _ error) {
// pull out any system messages which should always be included in the prompt
var system []api.Message
msgs = slices.DeleteFunc(msgs, func(m api.Message) bool {
if m.Role == "system" {
system = append(system, m)
return true
}
return false
})
if len(system) == 0 && m.System != "" {
// add model system prompt since it wasn't provided
system = append(system, api.Message{Role: "system", Content: m.System})
}
// always include the last message
n := len(msgs) - 1
// in reverse, find all messages that fit into context window
for i := n - 1; i >= 0; i-- {
system = make([]api.Message, 0)
for j := range i {
if msgs[j].Role == "system" {
system = append(system, msgs[j])
}
}
var b bytes.Buffer
if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[i:]...), Tools: tools}); err != nil {
if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[i:]...)}); err != nil {
return "", nil, err
}
@@ -57,7 +66,7 @@ func chatPrompt(ctx context.Context, m *Model, tokenize tokenizeFunc, opts *api.
// truncate any messages that do not fit into the context window
var b bytes.Buffer
if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[n:]...), Tools: tools}); err != nil {
if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[n:]...)}); err != nil {
return "", nil, err
}

View File

@@ -3,13 +3,21 @@ package server
import (
"bytes"
"context"
"strings"
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/template"
)
func tokenize(_ context.Context, s string) (tokens []int, err error) {
for range strings.Fields(s) {
tokens = append(tokens, len(tokens))
}
return
}
func TestChatPrompt(t *testing.T) {
type expect struct {
prompt string
@@ -152,19 +160,6 @@ func TestChatPrompt(t *testing.T) {
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
},
expect: expect{
prompt: "You are the Test Who Lived. You're a test, Harry! I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
},
},
{
name: "out of order system",
limit: 2048,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "system", Content: "You are the Test Who Lived."},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager."},
},
expect: expect{
prompt: "You're a test, Harry! I-I'm a what? You are the Test Who Lived. A test. And a thumping good one at that, I'd wager. ",
},
@@ -183,13 +178,13 @@ func TestChatPrompt(t *testing.T) {
t.Run(tt.name, func(t *testing.T) {
model := Model{Template: tmpl, ProjectorPaths: []string{"vision"}}
opts := api.Options{Runner: api.Runner{NumCtx: tt.limit}}
prompt, images, err := chatPrompt(context.TODO(), &model, mockRunner{}.Tokenize, &opts, tt.msgs, nil)
prompt, images, err := chatPrompt(context.TODO(), &model, tokenize, &opts, tt.msgs)
if err != nil {
t.Fatal(err)
}
if diff := cmp.Diff(prompt, tt.prompt); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
if tt.prompt != prompt {
t.Errorf("expected %q, got %q", tt.prompt, prompt)
}
if len(images) != len(tt.images) {

View File

@@ -18,6 +18,7 @@ import (
"path/filepath"
"slices"
"strings"
"sync"
"syscall"
"time"
@@ -56,7 +57,6 @@ func init() {
}
var errRequired = errors.New("is required")
var errBadTemplate = errors.New("template error")
func modelOptions(model *Model, requestOpts map[string]interface{}) (api.Options, error) {
opts := api.DefaultOptions()
@@ -104,7 +104,6 @@ func (s *Server) scheduleRunner(ctx context.Context, name string, caps []Capabil
}
func (s *Server) GenerateHandler(c *gin.Context) {
checkpointStart := time.Now()
var req api.GenerateRequest
if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
@@ -123,10 +122,6 @@ func (s *Server) GenerateHandler(c *gin.Context) {
}
caps := []Capability{CapabilityCompletion}
if req.Suffix != "" {
caps = append(caps, CapabilityInsert)
}
r, m, opts, err := s.scheduleRunner(c.Request.Context(), req.Model, caps, req.Options, req.KeepAlive)
if errors.Is(err, errCapabilityCompletion) {
c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support generate", req.Model)})
@@ -136,8 +131,6 @@ func (s *Server) GenerateHandler(c *gin.Context) {
return
}
checkpointLoaded := time.Now()
if req.Prompt == "" {
c.JSON(http.StatusOK, api.GenerateResponse{
Model: req.Model,
@@ -155,6 +148,19 @@ func (s *Server) GenerateHandler(c *gin.Context) {
prompt := req.Prompt
if !req.Raw {
var msgs []api.Message
if req.System != "" {
msgs = append(msgs, api.Message{Role: "system", Content: req.System})
} else if m.System != "" {
msgs = append(msgs, api.Message{Role: "system", Content: m.System})
}
for _, i := range images {
msgs = append(msgs, api.Message{Role: "user", Content: fmt.Sprintf("[img-%d]", i.ID)})
}
msgs = append(msgs, api.Message{Role: "user", Content: req.Prompt})
tmpl := m.Template
if req.Template != "" {
tmpl, err = template.Parse(req.Template)
@@ -175,26 +181,7 @@ func (s *Server) GenerateHandler(c *gin.Context) {
b.WriteString(s)
}
var values template.Values
if req.Suffix != "" {
values.Prompt = prompt
values.Suffix = req.Suffix
} else {
var msgs []api.Message
if req.System != "" {
msgs = append(msgs, api.Message{Role: "system", Content: req.System})
} else if m.System != "" {
msgs = append(msgs, api.Message{Role: "system", Content: m.System})
}
for _, i := range images {
msgs = append(msgs, api.Message{Role: "user", Content: fmt.Sprintf("[img-%d]", i.ID)})
}
values.Messages = append(msgs, api.Message{Role: "user", Content: req.Prompt})
}
if err := tmpl.Execute(&b, values); err != nil {
if err := tmpl.Execute(&b, template.Values{Messages: msgs}); err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
@@ -206,48 +193,26 @@ func (s *Server) GenerateHandler(c *gin.Context) {
ch := make(chan any)
go func() {
// TODO (jmorganca): avoid building the response twice both here and below
var sb strings.Builder
defer close(ch)
if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
Prompt: prompt,
Images: images,
Format: req.Format,
Options: opts,
}, func(cr llm.CompletionResponse) {
res := api.GenerateResponse{
}, func(r llm.CompletionResponse) {
ch <- api.GenerateResponse{
Model: req.Model,
CreatedAt: time.Now().UTC(),
Response: cr.Content,
Done: cr.Done,
DoneReason: cr.DoneReason,
Response: r.Content,
Done: r.Done,
DoneReason: r.DoneReason,
Metrics: api.Metrics{
PromptEvalCount: cr.PromptEvalCount,
PromptEvalDuration: cr.PromptEvalDuration,
EvalCount: cr.EvalCount,
EvalDuration: cr.EvalDuration,
PromptEvalCount: r.PromptEvalCount,
PromptEvalDuration: r.PromptEvalDuration,
EvalCount: r.EvalCount,
EvalDuration: r.EvalDuration,
},
}
if _, err := sb.WriteString(cr.Content); err != nil {
ch <- gin.H{"error": err.Error()}
}
if cr.Done {
res.TotalDuration = time.Since(checkpointStart)
res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
if !req.Raw {
tokens, err := r.Tokenize(c.Request.Context(), prompt+sb.String())
if err != nil {
ch <- gin.H{"error": err.Error()}
return
}
res.Context = append(req.Context, tokens...)
}
}
ch <- res
}); err != nil {
ch <- gin.H{"error": err.Error()}
}
@@ -276,11 +241,6 @@ func (s *Server) GenerateHandler(c *gin.Context) {
}
r.Response = sb.String()
if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
r.ToolCalls = toolCalls
r.Response = ""
}
c.JSON(http.StatusOK, r)
return
}
@@ -300,37 +260,38 @@ func (s *Server) EmbedHandler(c *gin.Context) {
return
}
truncate := true
if req.Truncate != nil && !*req.Truncate {
truncate = false
if req.Truncate == nil {
truncate := true
req.Truncate = &truncate
}
var input []string
reqEmbed := []string{}
switch i := req.Input.(type) {
switch embeddings := req.Input.(type) {
case string:
if len(i) > 0 {
input = append(input, i)
if embeddings == "" {
c.JSON(http.StatusOK, api.EmbedResponse{Model: req.Model, Embeddings: [][]float32{}})
return
}
reqEmbed = []string{embeddings}
case []any:
for _, v := range i {
if len(embeddings) == 0 {
c.JSON(http.StatusOK, api.EmbedResponse{Model: req.Model, Embeddings: [][]float32{}})
return
}
for _, v := range embeddings {
if _, ok := v.(string); !ok {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid input type"})
return
}
input = append(input, v.(string))
reqEmbed = append(reqEmbed, v.(string))
}
default:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid input type"})
return
}
if len(input) == 0 {
c.JSON(http.StatusOK, api.EmbedResponse{Model: req.Model, Embeddings: [][]float32{}})
return
}
r, m, opts, err := s.scheduleRunner(c.Request.Context(), req.Model, []Capability{}, req.Options, req.KeepAlive)
if err != nil {
handleScheduleError(c, req.Model, err)
@@ -343,34 +304,64 @@ func (s *Server) EmbedHandler(c *gin.Context) {
return
}
for i, s := range input {
tokens, err := r.Tokenize(c.Request.Context(), s)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
reqEmbedArray := make([]string, len(reqEmbed))
errCh := make(chan error, 1)
successCh := make(chan bool, 1)
sem := make(chan struct{}, 2)
var wg sync.WaitGroup
var mu sync.Mutex
for i, s := range reqEmbed {
wg.Add(1)
sem <- struct{}{}
go func(i int, s string) {
defer wg.Done()
defer func() { <-sem }()
tokens, err := r.Tokenize(c.Request.Context(), s)
if err != nil {
errCh <- err
return
}
ctxLen := min(opts.NumCtx, int(kvData.ContextLength()))
if len(tokens) > ctxLen {
if *req.Truncate {
tokens = tokens[:ctxLen]
s, err = r.Detokenize(c.Request.Context(), tokens)
if err != nil {
errCh <- err
return
}
} else {
errCh <- err
return
}
}
mu.Lock()
reqEmbedArray[i] = s
mu.Unlock()
}(i, s)
}
go func() {
wg.Wait()
successCh <- true
close(errCh)
}()
select {
case err := <-errCh:
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
case success := <-successCh:
if !success {
c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to process all embeddings"})
return
}
ctxLen := min(opts.NumCtx, int(kvData.ContextLength()))
if len(tokens) > ctxLen {
if !truncate {
c.JSON(http.StatusBadRequest, gin.H{"error": "input length exceeds maximum context length"})
return
}
tokens = tokens[:ctxLen]
s, err = r.Detokenize(c.Request.Context(), tokens)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
}
input[i] = s
}
embeddings, err := r.Embed(c.Request.Context(), input)
embeddings, err := r.Embed(c.Request.Context(), reqEmbedArray)
if err != nil {
slog.Error("embedding generation failed", "error", err)
slog.Info(fmt.Sprintf("embedding generation failed: %v", err))
c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
return
}
@@ -425,7 +416,7 @@ func (s *Server) EmbeddingsHandler(c *gin.Context) {
return
}
embeddings, err := r.Embed(c.Request.Context(), []string{req.Prompt})
embedding, err := r.Embed(c.Request.Context(), []string{req.Prompt})
if err != nil {
slog.Info(fmt.Sprintf("embedding generation failed: %v", err))
@@ -433,14 +424,14 @@ func (s *Server) EmbeddingsHandler(c *gin.Context) {
return
}
embedding := make([]float64, len(embeddings[0]))
embedding64 := make([]float64, len(embedding[0]))
for i, v := range embeddings[0] {
embedding[i] = float64(v)
for i, v := range embedding[0] {
embedding64[i] = float64(v)
}
resp := api.EmbeddingResponse{
Embedding: embedding,
Embedding: embedding64,
}
c.JSON(http.StatusOK, resp)
}
@@ -614,9 +605,7 @@ func (s *Server) CreateModelHandler(c *gin.Context) {
defer cancel()
quantization := cmp.Or(r.Quantize, r.Quantization)
if err := CreateModel(ctx, name, filepath.Dir(r.Path), strings.ToUpper(quantization), f, fn); errors.Is(err, errBadTemplate) {
ch <- gin.H{"error": err.Error(), "status": http.StatusBadRequest}
} else if err != nil {
if err := CreateModel(ctx, name, filepath.Dir(r.Path), strings.ToUpper(quantization), f, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
@@ -718,6 +707,13 @@ func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
m.System = req.System
}
if req.Template != "" {
m.Template, err = template.Parse(req.Template)
if err != nil {
return nil, err
}
}
msgs := make([]api.Message, len(m.Messages))
for i, msg := range m.Messages {
msgs[i] = api.Message{Role: msg.Role, Content: msg.Content}
@@ -1064,7 +1060,7 @@ func (s *Server) GenerateRoutes() http.Handler {
r.POST("/api/generate", s.GenerateHandler)
r.POST("/api/chat", s.ChatHandler)
r.POST("/api/embed", s.EmbedHandler)
r.POST("/api/embeddings", s.EmbeddingsHandler)
r.POST("/api/embeddings", s.EmbeddingsHandler) // legacy
r.POST("/api/create", s.CreateModelHandler)
r.POST("/api/push", s.PushModelHandler)
r.POST("/api/copy", s.CopyModelHandler)
@@ -1077,7 +1073,6 @@ func (s *Server) GenerateRoutes() http.Handler {
// Compatibility endpoints
r.POST("/v1/chat/completions", openai.ChatMiddleware(), s.ChatHandler)
r.POST("/v1/completions", openai.CompletionsMiddleware(), s.GenerateHandler)
r.POST("/v1/embeddings", openai.EmbeddingsMiddleware(), s.EmbedHandler)
r.GET("/v1/models", openai.ListMiddleware(), s.ListModelsHandler)
r.GET("/v1/models/:model", openai.RetrieveMiddleware(), s.ShowModelHandler)
@@ -1204,15 +1199,11 @@ func waitForStream(c *gin.Context, ch chan interface{}) {
return
}
case gin.H:
status, ok := r["status"].(int)
if !ok {
status = http.StatusInternalServerError
}
if errorMsg, ok := r["error"].(string); ok {
c.JSON(status, gin.H{"error": errorMsg})
c.JSON(http.StatusInternalServerError, gin.H{"error": errorMsg})
return
} else {
c.JSON(status, gin.H{"error": "unexpected error format in progress response"})
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error format in progress response"})
return
}
default:
@@ -1290,8 +1281,6 @@ func (s *Server) ProcessHandler(c *gin.Context) {
}
func (s *Server) ChatHandler(c *gin.Context) {
checkpointStart := time.Now()
var req api.ChatRequest
if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
@@ -1302,10 +1291,6 @@ func (s *Server) ChatHandler(c *gin.Context) {
}
caps := []Capability{CapabilityCompletion}
if req.Tools != nil {
caps = append(caps, CapabilityTools)
}
r, m, opts, err := s.scheduleRunner(c.Request.Context(), req.Model, caps, req.Options, req.KeepAlive)
if errors.Is(err, errCapabilityCompletion) {
c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support chat", req.Model)})
@@ -1315,8 +1300,6 @@ func (s *Server) ChatHandler(c *gin.Context) {
return
}
checkpointLoaded := time.Now()
if len(req.Messages) == 0 {
c.JSON(http.StatusOK, api.ChatResponse{
Model: req.Model,
@@ -1328,11 +1311,7 @@ func (s *Server) ChatHandler(c *gin.Context) {
return
}
if req.Messages[0].Role != "system" && m.System != "" {
req.Messages = append([]api.Message{{Role: "system", Content: m.System}}, req.Messages...)
}
prompt, images, err := chatPrompt(c.Request.Context(), m, r.Tokenize, opts, req.Messages, req.Tools)
prompt, images, err := chatPrompt(c.Request.Context(), m, r.Tokenize, opts, req.Messages)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
@@ -1349,7 +1328,7 @@ func (s *Server) ChatHandler(c *gin.Context) {
Format: req.Format,
Options: opts,
}, func(r llm.CompletionResponse) {
res := api.ChatResponse{
ch <- api.ChatResponse{
Model: req.Model,
CreatedAt: time.Now().UTC(),
Message: api.Message{Role: "assistant", Content: r.Content},
@@ -1362,26 +1341,19 @@ func (s *Server) ChatHandler(c *gin.Context) {
EvalDuration: r.EvalDuration,
},
}
if r.Done {
res.TotalDuration = time.Since(checkpointStart)
res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
}
ch <- res
}); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
var resp api.ChatResponse
var r api.ChatResponse
var sb strings.Builder
for rr := range ch {
switch t := rr.(type) {
case api.ChatResponse:
sb.WriteString(t.Message.Content)
resp = t
r = t
case gin.H:
msg, ok := t["error"].(string)
if !ok {
@@ -1396,13 +1368,8 @@ func (s *Server) ChatHandler(c *gin.Context) {
}
}
resp.Message.Content = sb.String()
if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
resp.Message.ToolCalls = toolCalls
resp.Message.Content = ""
}
c.JSON(http.StatusOK, resp)
r.Message.Content = sb.String()
c.JSON(http.StatusOK, r)
return
}
@@ -1411,7 +1378,7 @@ func (s *Server) ChatHandler(c *gin.Context) {
func handleScheduleError(c *gin.Context, name string, err error) {
switch {
case errors.Is(err, errCapabilities), errors.Is(err, errRequired):
case errors.Is(err, errRequired):
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
case errors.Is(err, context.Canceled):
c.JSON(499, gin.H{"error": "request canceled"})

View File

@@ -85,8 +85,6 @@ func checkFileExists(t *testing.T, p string, expect []string) {
}
func TestCreateFromBin(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -113,8 +111,6 @@ func TestCreateFromBin(t *testing.T) {
}
func TestCreateFromModel(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -156,8 +152,6 @@ func TestCreateFromModel(t *testing.T) {
}
func TestCreateRemovesLayers(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -205,8 +199,6 @@ func TestCreateRemovesLayers(t *testing.T) {
}
func TestCreateUnsetsSystem(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -263,8 +255,6 @@ func TestCreateUnsetsSystem(t *testing.T) {
}
func TestCreateMergeParameters(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -368,8 +358,6 @@ func TestCreateMergeParameters(t *testing.T) {
}
func TestCreateReplacesMessages(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -446,8 +434,6 @@ func TestCreateReplacesMessages(t *testing.T) {
}
func TestCreateTemplateSystem(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -491,47 +477,9 @@ func TestCreateTemplateSystem(t *testing.T) {
if string(system) != "Say bye!" {
t.Errorf("expected \"Say bye!\", actual %s", system)
}
t.Run("incomplete template", func(t *testing.T) {
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Name: "test",
Modelfile: fmt.Sprintf("FROM %s\nTEMPLATE {{ .Prompt", createBinFile(t, nil, nil)),
Stream: &stream,
})
if w.Code != http.StatusBadRequest {
t.Fatalf("expected status code 400, actual %d", w.Code)
}
})
t.Run("template with unclosed if", func(t *testing.T) {
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Name: "test",
Modelfile: fmt.Sprintf("FROM %s\nTEMPLATE {{ if .Prompt }}", createBinFile(t, nil, nil)),
Stream: &stream,
})
if w.Code != http.StatusBadRequest {
t.Fatalf("expected status code 400, actual %d", w.Code)
}
})
t.Run("template with undefined function", func(t *testing.T) {
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Name: "test",
Modelfile: fmt.Sprintf("FROM %s\nTEMPLATE {{ Prompt }}", createBinFile(t, nil, nil)),
Stream: &stream,
})
if w.Code != http.StatusBadRequest {
t.Fatalf("expected status code 400, actual %d", w.Code)
}
})
}
func TestCreateLicenses(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -578,8 +526,6 @@ func TestCreateLicenses(t *testing.T) {
}
func TestCreateDetectTemplate(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -600,8 +546,8 @@ func TestCreateDetectTemplate(t *testing.T) {
checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
filepath.Join(p, "blobs", "sha256-553c4a3f747b3d22a4946875f1cc8ed011c2930d83f864a0c7265f9ec0a20413"),
filepath.Join(p, "blobs", "sha256-c608dc615584cd20d9d830363dabf8a4783ae5d34245c3d8c115edb3bc7b28e4"),
filepath.Join(p, "blobs", "sha256-f836ee110db21567f826332e4cedd746c06d10664fd5a9ea3659e3683a944510"),
filepath.Join(p, "blobs", "sha256-9512c372dfc7d84d6065b8dd2b601aeed8cc1a78e7a7aa784a42fff37f5524b7"),
filepath.Join(p, "blobs", "sha256-b8b78cb8c6eefd14c06f1af042e6161255bf87bbf2dd14fce57cdac893db8139"),
})
})

View File

@@ -8,15 +8,12 @@ import (
"path/filepath"
"testing"
"github.com/gin-gonic/gin"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/envconfig"
"github.com/ollama/ollama/types/model"
)
func TestDelete(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
envconfig.LoadConfig()
@@ -80,8 +77,6 @@ func TestDelete(t *testing.T) {
}
func TestDeleteDuplicateLayers(t *testing.T) {
gin.SetMode(gin.TestMode)
p := t.TempDir()
t.Setenv("OLLAMA_MODELS", p)
var s Server

View File

@@ -1,712 +0,0 @@
package server
import (
"bytes"
"context"
"encoding/json"
"fmt"
"io"
"net/http"
"strings"
"testing"
"time"
"github.com/gin-gonic/gin"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/gpu"
"github.com/ollama/ollama/llm"
)
type mockRunner struct {
llm.LlamaServer
// CompletionRequest is only valid until the next call to Completion
llm.CompletionRequest
llm.CompletionResponse
}
func (m *mockRunner) Completion(_ context.Context, r llm.CompletionRequest, fn func(r llm.CompletionResponse)) error {
m.CompletionRequest = r
fn(m.CompletionResponse)
return nil
}
func (mockRunner) Tokenize(_ context.Context, s string) (tokens []int, err error) {
for range strings.Fields(s) {
tokens = append(tokens, len(tokens))
}
return
}
func newMockServer(mock *mockRunner) func(gpu.GpuInfoList, string, *llm.GGML, []string, []string, api.Options, int) (llm.LlamaServer, error) {
return func(gpus gpu.GpuInfoList, model string, ggml *llm.GGML, projectors, system []string, opts api.Options, numParallel int) (llm.LlamaServer, error) {
return mock, nil
}
}
func TestGenerateChat(t *testing.T) {
gin.SetMode(gin.TestMode)
mock := mockRunner{
CompletionResponse: llm.CompletionResponse{
Done: true,
DoneReason: "stop",
PromptEvalCount: 1,
PromptEvalDuration: 1,
EvalCount: 1,
EvalDuration: 1,
},
}
s := Server{
sched: &Scheduler{
pendingReqCh: make(chan *LlmRequest, 1),
finishedReqCh: make(chan *LlmRequest, 1),
expiredCh: make(chan *runnerRef, 1),
unloadedCh: make(chan any, 1),
loaded: make(map[string]*runnerRef),
newServerFn: newMockServer(&mock),
getGpuFn: gpu.GetGPUInfo,
getCpuFn: gpu.GetCPUInfo,
reschedDelay: 250 * time.Millisecond,
loadFn: func(req *LlmRequest, ggml *llm.GGML, gpus gpu.GpuInfoList, numParallel int) {
// add 10ms delay to simulate loading
time.Sleep(10 * time.Millisecond)
req.successCh <- &runnerRef{
llama: &mock,
}
},
},
}
go s.sched.Run(context.TODO())
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "test",
Modelfile: fmt.Sprintf(`FROM %s
TEMPLATE """
{{- if .System }}System: {{ .System }} {{ end }}
{{- if .Prompt }}User: {{ .Prompt }} {{ end }}
{{- if .Response }}Assistant: {{ .Response }} {{ end }}"""
`, createBinFile(t, llm.KV{
"general.architecture": "llama",
"llama.block_count": uint32(1),
"llama.context_length": uint32(8192),
"llama.embedding_length": uint32(4096),
"llama.attention.head_count": uint32(32),
"llama.attention.head_count_kv": uint32(8),
"tokenizer.ggml.tokens": []string{""},
"tokenizer.ggml.scores": []float32{0},
"tokenizer.ggml.token_type": []int32{0},
}, []llm.Tensor{
{Name: "token_embd.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_down.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_gate.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_up.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_k.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_q.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_v.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
})),
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
t.Run("missing body", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, nil)
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("missing model", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{})
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("missing capabilities chat", func(t *testing.T) {
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "bert",
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, llm.KV{
"general.architecture": "bert",
"bert.pooling_type": uint32(0),
}, []llm.Tensor{})),
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
w = createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "bert",
})
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"\"bert\" does not support chat"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("load model", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "test",
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
var actual api.ChatResponse
if err := json.NewDecoder(w.Body).Decode(&actual); err != nil {
t.Fatal(err)
}
if actual.Model != "test" {
t.Errorf("expected model test, got %s", actual.Model)
}
if !actual.Done {
t.Errorf("expected done true, got false")
}
if actual.DoneReason != "load" {
t.Errorf("expected done reason load, got %s", actual.DoneReason)
}
})
checkChatResponse := func(t *testing.T, body io.Reader, model, content string) {
t.Helper()
var actual api.ChatResponse
if err := json.NewDecoder(body).Decode(&actual); err != nil {
t.Fatal(err)
}
if actual.Model != model {
t.Errorf("expected model test, got %s", actual.Model)
}
if !actual.Done {
t.Errorf("expected done false, got true")
}
if actual.DoneReason != "stop" {
t.Errorf("expected done reason stop, got %s", actual.DoneReason)
}
if diff := cmp.Diff(actual.Message, api.Message{
Role: "assistant",
Content: content,
}); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
if actual.PromptEvalCount == 0 {
t.Errorf("expected prompt eval count > 0, got 0")
}
if actual.PromptEvalDuration == 0 {
t.Errorf("expected prompt eval duration > 0, got 0")
}
if actual.EvalCount == 0 {
t.Errorf("expected eval count > 0, got 0")
}
if actual.EvalDuration == 0 {
t.Errorf("expected eval duration > 0, got 0")
}
if actual.LoadDuration == 0 {
t.Errorf("expected load duration > 0, got 0")
}
if actual.TotalDuration == 0 {
t.Errorf("expected total duration > 0, got 0")
}
}
mock.CompletionResponse.Content = "Hi!"
t.Run("messages", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "test",
Messages: []api.Message{
{Role: "user", Content: "Hello!"},
},
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkChatResponse(t, w.Body, "test", "Hi!")
})
w = createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "test-system",
Modelfile: "FROM test\nSYSTEM You are a helpful assistant.",
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
t.Run("messages with model system", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "test-system",
Messages: []api.Message{
{Role: "user", Content: "Hello!"},
},
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You are a helpful assistant. User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkChatResponse(t, w.Body, "test-system", "Hi!")
})
mock.CompletionResponse.Content = "Abra kadabra!"
t.Run("messages with system", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "test-system",
Messages: []api.Message{
{Role: "system", Content: "You can perform magic tricks."},
{Role: "user", Content: "Hello!"},
},
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You can perform magic tricks. User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkChatResponse(t, w.Body, "test-system", "Abra kadabra!")
})
t.Run("messages with interleaved system", func(t *testing.T) {
w := createRequest(t, s.ChatHandler, api.ChatRequest{
Model: "test-system",
Messages: []api.Message{
{Role: "user", Content: "Hello!"},
{Role: "assistant", Content: "I can help you with that."},
{Role: "system", Content: "You can perform magic tricks."},
{Role: "user", Content: "Help me write tests."},
},
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You are a helpful assistant. User: Hello! Assistant: I can help you with that. System: You can perform magic tricks. User: Help me write tests. "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkChatResponse(t, w.Body, "test-system", "Abra kadabra!")
})
}
func TestGenerate(t *testing.T) {
gin.SetMode(gin.TestMode)
mock := mockRunner{
CompletionResponse: llm.CompletionResponse{
Done: true,
DoneReason: "stop",
PromptEvalCount: 1,
PromptEvalDuration: 1,
EvalCount: 1,
EvalDuration: 1,
},
}
s := Server{
sched: &Scheduler{
pendingReqCh: make(chan *LlmRequest, 1),
finishedReqCh: make(chan *LlmRequest, 1),
expiredCh: make(chan *runnerRef, 1),
unloadedCh: make(chan any, 1),
loaded: make(map[string]*runnerRef),
newServerFn: newMockServer(&mock),
getGpuFn: gpu.GetGPUInfo,
getCpuFn: gpu.GetCPUInfo,
reschedDelay: 250 * time.Millisecond,
loadFn: func(req *LlmRequest, ggml *llm.GGML, gpus gpu.GpuInfoList, numParallel int) {
req.successCh <- &runnerRef{
llama: &mock,
}
},
},
}
go s.sched.Run(context.TODO())
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "test",
Modelfile: fmt.Sprintf(`FROM %s
TEMPLATE """
{{- if .System }}System: {{ .System }} {{ end }}
{{- if .Prompt }}User: {{ .Prompt }} {{ end }}
{{- if .Response }}Assistant: {{ .Response }} {{ end }}"""
`, createBinFile(t, llm.KV{
"general.architecture": "llama",
"llama.block_count": uint32(1),
"llama.context_length": uint32(8192),
"llama.embedding_length": uint32(4096),
"llama.attention.head_count": uint32(32),
"llama.attention.head_count_kv": uint32(8),
"tokenizer.ggml.tokens": []string{""},
"tokenizer.ggml.scores": []float32{0},
"tokenizer.ggml.token_type": []int32{0},
}, []llm.Tensor{
{Name: "token_embd.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_down.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_gate.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_up.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.ffn_norm.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_k.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_q.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "blk.0.attn_v.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
{Name: "output.weight", Shape: []uint64{1}, WriterTo: bytes.NewReader(make([]byte, 4))},
})),
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
t.Run("missing body", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, nil)
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("missing model", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{})
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"model is required"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("missing capabilities generate", func(t *testing.T) {
w := createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "bert",
Modelfile: fmt.Sprintf("FROM %s", createBinFile(t, llm.KV{
"general.architecture": "bert",
"bert.pooling_type": uint32(0),
}, []llm.Tensor{})),
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
w = createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "bert",
})
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"\"bert\" does not support generate"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("missing capabilities suffix", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test",
Prompt: "def add(",
Suffix: " return c",
})
if w.Code != http.StatusBadRequest {
t.Errorf("expected status 400, got %d", w.Code)
}
if diff := cmp.Diff(w.Body.String(), `{"error":"test does not support insert"}`); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("load model", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test",
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
var actual api.GenerateResponse
if err := json.NewDecoder(w.Body).Decode(&actual); err != nil {
t.Fatal(err)
}
if actual.Model != "test" {
t.Errorf("expected model test, got %s", actual.Model)
}
if !actual.Done {
t.Errorf("expected done true, got false")
}
if actual.DoneReason != "load" {
t.Errorf("expected done reason load, got %s", actual.DoneReason)
}
})
checkGenerateResponse := func(t *testing.T, body io.Reader, model, content string) {
t.Helper()
var actual api.GenerateResponse
if err := json.NewDecoder(body).Decode(&actual); err != nil {
t.Fatal(err)
}
if actual.Model != model {
t.Errorf("expected model test, got %s", actual.Model)
}
if !actual.Done {
t.Errorf("expected done false, got true")
}
if actual.DoneReason != "stop" {
t.Errorf("expected done reason stop, got %s", actual.DoneReason)
}
if actual.Response != content {
t.Errorf("expected response %s, got %s", content, actual.Response)
}
if actual.Context == nil {
t.Errorf("expected context not nil")
}
if actual.PromptEvalCount == 0 {
t.Errorf("expected prompt eval count > 0, got 0")
}
if actual.PromptEvalDuration == 0 {
t.Errorf("expected prompt eval duration > 0, got 0")
}
if actual.EvalCount == 0 {
t.Errorf("expected eval count > 0, got 0")
}
if actual.EvalDuration == 0 {
t.Errorf("expected eval duration > 0, got 0")
}
if actual.LoadDuration == 0 {
t.Errorf("expected load duration > 0, got 0")
}
if actual.TotalDuration == 0 {
t.Errorf("expected total duration > 0, got 0")
}
}
mock.CompletionResponse.Content = "Hi!"
t.Run("prompt", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test",
Prompt: "Hello!",
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkGenerateResponse(t, w.Body, "test", "Hi!")
})
w = createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "test-system",
Modelfile: "FROM test\nSYSTEM You are a helpful assistant.",
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
t.Run("prompt with model system", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-system",
Prompt: "Hello!",
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You are a helpful assistant. User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkGenerateResponse(t, w.Body, "test-system", "Hi!")
})
mock.CompletionResponse.Content = "Abra kadabra!"
t.Run("prompt with system", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-system",
Prompt: "Hello!",
System: "You can perform magic tricks.",
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "System: You can perform magic tricks. User: Hello! "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkGenerateResponse(t, w.Body, "test-system", "Abra kadabra!")
})
t.Run("prompt with template", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-system",
Prompt: "Help me write tests.",
System: "You can perform magic tricks.",
Template: `{{- if .System }}{{ .System }} {{ end }}
{{- if .Prompt }}### USER {{ .Prompt }} {{ end }}
{{- if .Response }}### ASSISTANT {{ .Response }} {{ end }}`,
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "You can perform magic tricks. ### USER Help me write tests. "); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
checkGenerateResponse(t, w.Body, "test-system", "Abra kadabra!")
})
w = createRequest(t, s.CreateModelHandler, api.CreateRequest{
Model: "test-suffix",
Modelfile: `FROM test
TEMPLATE """{{- if .Suffix }}<PRE> {{ .Prompt }} <SUF>{{ .Suffix }} <MID>
{{- else }}{{ .Prompt }}
{{- end }}"""`,
})
if w.Code != http.StatusOK {
t.Fatalf("expected status 200, got %d", w.Code)
}
t.Run("prompt with suffix", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-suffix",
Prompt: "def add(",
Suffix: " return c",
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "<PRE> def add( <SUF> return c <MID>"); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("prompt without suffix", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-suffix",
Prompt: "def add(",
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "def add("); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("raw", func(t *testing.T) {
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
Model: "test-system",
Prompt: "Help me write tests.",
Raw: true,
Stream: &stream,
})
if w.Code != http.StatusOK {
t.Errorf("expected status 200, got %d", w.Code)
}
if diff := cmp.Diff(mock.CompletionRequest.Prompt, "Help me write tests."); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
}

View File

@@ -7,14 +7,11 @@ import (
"slices"
"testing"
"github.com/gin-gonic/gin"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/envconfig"
)
func TestList(t *testing.T) {
gin.SetMode(gin.TestMode)
t.Setenv("OLLAMA_MODELS", t.TempDir())
envconfig.LoadConfig()

View File

@@ -306,12 +306,8 @@ func Test_Routes(t *testing.T) {
t.Fatalf("expected model t-bone, got %s", embedResp.Model)
}
if embedResp.Embeddings == nil {
t.Fatalf("expected embeddings to not be nil, got %v", embedResp.Embeddings)
}
if len(embedResp.Embeddings) != 0 {
t.Fatalf("expected embeddings to be empty, got %v", embedResp.Embeddings)
if embedResp.Embeddings != nil {
t.Fatalf("expected embeddings to be nil, got %v", embedResp.Embeddings)
}
},
},

View File

@@ -135,6 +135,11 @@ func (s *Scheduler) processPending(ctx context.Context) {
}
for {
cpus := s.getCpuFn()
var systemMem gpu.GpuInfo
if len(cpus) > 0 {
systemMem = cpus[0]
}
var runnerToExpire *runnerRef
s.loadedMu.Lock()
runner := s.loaded[pending.model.ModelPath]
@@ -188,6 +193,38 @@ func (s *Scheduler) processPending(ctx context.Context) {
break
}
estimate := llm.EstimateGPULayers(gpus, ggml, pending.model.ProjectorPaths, pending.opts)
maxSize := systemMem.FreeMemory
// Add available GPU memory to the total pool
// macOS hardware has unified memory so don't double count
if runtime.GOOS != "darwin" {
for _, gpu := range gpus {
if gpu.Library == "cpu" {
continue
}
if loadedCount == 0 {
// If no other models are loaded, set the limit based on what's available
maxSize += gpu.FreeMemory
} else {
// Other models could be unloaded, favor total memory for limit
maxSize += gpu.TotalMemory
}
}
}
// Block attempting to load a model larger than system memory + GPU memory
if estimate.TotalSize > maxSize {
slog.Warn("model request too large for system", "requested", format.HumanBytes2(estimate.TotalSize), "system", format.HumanBytes2(maxSize))
// Linux will crash if over-allocating memory - return an error to the user.
// TODO (jmorganca): add reasonable upper limits for darwin and windows as well
if runtime.GOOS == "linux" {
pending.errCh <- fmt.Errorf("requested model (%s) is too large for this system (%s)", format.HumanBytes2(estimate.TotalSize), format.HumanBytes2(maxSize))
break
}
}
// Evaluate if the model will fit in the available system memory, or if we should unload a model first
if len(gpus) == 1 && gpus[0].Library == "cpu" {
// simplifying assumption of defaultParallel when in CPU mode

View File

@@ -1,67 +0,0 @@
{{- if or .Tools .System }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>
{{- if .Tools }}# Safety Preamble
The instructions in this section override those in the task description and style guide sections. Don't answer questions that are harmful or immoral.
# System Preamble
## Basic Rules
You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user's requests, you cite your sources in your answers, according to those instructions.
{{ if .System }}# User Preamble
{{ .System }}
{{- end }}
## Available Tools
Here is a list of tools that you have available to you:
{{- range .Tools }}
```python
def {{ .Function.Name }}(
{{- range $name, $property := .Function.Parameters.Properties }}{{ $name }}: {{ $property.Type }}, {{ end }}) -> List[Dict]:
"""{{ .Function.Description }}
{{- if .Function.Parameters.Properties }}
Args:
{{- range $name, $property := .Function.Parameters.Properties }}
{{ $name }} ({{ $property.Type }}): {{ $property.Description }}
{{- end }}
{{- end }}
"""
pass
```
{{- end }}
{{- else if .System }}{{ .System }}
{{- end }}<|END_OF_TURN_TOKEN|>
{{- end }}
{{- range .Messages }}
{{- if eq .Role "system" }}
{{- continue }}
{{- end }}<|START_OF_TURN_TOKEN|>
{{- if eq .Role "user" }}<|USER_TOKEN|>{{ .Content }}
{{- else if eq .Role "assistant" }}<|CHATBOT_TOKEN|>
{{- if .Content }}{{ .Content }}
{{- else if .ToolCalls }}
Action: ```json
[
{{- range .ToolCalls }}
{
"tool_name": "{{ .Function.Name }}",
"parameters": {{ json .Function.Arguments }}
}
{{- end }}
]```
{{ continue }}
{{ end }}
{{- else if eq .Role "tool" }}<|SYSTEM_TOKEN|><results>
{{ .Content }}</results>
{{- end }}<|END_OF_TURN_TOKEN|>
{{- end }}
{{- if .Tools }}<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write 'Action:' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user's last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:
```json
[
{
"tool_name": title of the tool in the specification,
"parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters
}
]```
{{- end }}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>

View File

@@ -1,39 +0,0 @@
<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|># Safety Preamble
The instructions in this section override those in the task description and style guide sections. Don't answer questions that are harmful or immoral.
# System Preamble
## Basic Rules
You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user's requests, you cite your sources in your answers, according to those instructions.
# User Preamble
You are a knowledgable assistant. You can answer questions and perform tasks.
## Available Tools
Here is a list of tools that you have available to you:
```python
def get_current_weather(format: string, location: string, ) -> List[Dict]:
"""Get the current weather
Args:
format (string): The temperature unit to use. Infer this from the users location.
location (string): The city and state, e.g. San Francisco, CA
"""
pass
```<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>What's the weather like today in Paris?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>
Action: ```json
[
{
"tool_name": "get_current_weather",
"parameters": {"format":"celsius","location":"Paris, France"}
}
]```
<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|><results>
22</results><|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>The current temperature in Paris, France is 22 degrees Celsius.<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>What's the weather like today in San Francisco and Toronto?<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write 'Action:' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user's last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:
```json
[
{
"tool_name": title of the tool in the specification,
"parameters": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters
}
]```<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>

View File

@@ -1,31 +0,0 @@
{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
{{- if .System }}
{{ .System }}
{{- end }}
In addition to plain text responses, you can chose to call one or more of the provided functions.
Use the following rule to decide when to call a function:
* if the response can be generated from your internal knowledge (e.g., as in the case of queries like "What is the capital of Poland?"), do so
* if you need external information that can be obtained by calling one or more of the provided functions, generate a function calls
If you decide to call functions:
* prefix function calls with functools marker (no closing marker required)
* all function calls should be generated in a single JSON list formatted as functools[{"name": [function name], "arguments": [function arguments as JSON]}, ...]
* follow the provided JSON schema. Do not hallucinate arguments or values. Do to blindly copy values from the provided samples
* respect the argument type formatting. E.g., if the type if number and format is float, write value 7 as 7.0
* make sure you pick the right functions that match the user intent
Available functions as JSON spec:
{{- if .Tools }}
{{ json .Tools }}
{{- end }}<|eot_id|>
{{- end }}
{{- range .Messages }}<|start_header_id|>
{{- if or (eq .Role "user") (eq .Role "assistant") (eq .Role "tool") }}{{ .Role }}
{{- end }}<|end_header_id|>
{{- if .Content }}{{ .Content }}
{{- else if .ToolCalls }} functools[
{{- range .ToolCalls }}{{ "{" }}"name": "{{ .Function.Name }}", "arguments": {{ json .Function.Arguments }}{{ "}" }}
{{- end }}]
{{- end }}<|eot_id|>
{{- end }}<|start_header_id|>assistant<|end_header_id|>

View File

@@ -1,17 +0,0 @@
<|start_header_id|>system<|end_header_id|>
You are a knowledgable assistant. You can answer questions and perform tasks.
In addition to plain text responses, you can chose to call one or more of the provided functions.
Use the following rule to decide when to call a function:
* if the response can be generated from your internal knowledge (e.g., as in the case of queries like "What is the capital of Poland?"), do so
* if you need external information that can be obtained by calling one or more of the provided functions, generate a function calls
If you decide to call functions:
* prefix function calls with functools marker (no closing marker required)
* all function calls should be generated in a single JSON list formatted as functools[{"name": [function name], "arguments": [function arguments as JSON]}, ...]
* follow the provided JSON schema. Do not hallucinate arguments or values. Do to blindly copy values from the provided samples
* respect the argument type formatting. E.g., if the type if number and format is float, write value 7 as 7.0
* make sure you pick the right functions that match the user intent
Available functions as JSON spec:
[{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the users location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}}]<|eot_id|><|start_header_id|><|end_header_id|>You are a knowledgable assistant. You can answer questions and perform tasks.<|eot_id|><|start_header_id|>user<|end_header_id|>What's the weather like today in Paris?<|eot_id|><|start_header_id|>assistant<|end_header_id|> functools[{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}]<|eot_id|><|start_header_id|>tool<|end_header_id|>22<|eot_id|><|start_header_id|>assistant<|end_header_id|>The current temperature in Paris, France is 22 degrees Celsius.<|eot_id|><|start_header_id|>user<|end_header_id|>What's the weather like today in San Francisco and Toronto?<|eot_id|><|start_header_id|>assistant<|end_header_id|>

View File

@@ -1,39 +0,0 @@
[
{
"role": "system",
"content": "You are a knowledgable assistant. You can answer questions and perform tasks."
},
{
"role": "user",
"content": "What's the weather like today in Paris?"
},
{
"role": "assistant",
"tool_calls": [
{
"id": "89a1e453-0bce-4de3-a456-c54bed09c520",
"type": "function",
"function": {
"name": "get_current_weather",
"arguments": {
"location": "Paris, France",
"format": "celsius"
}
}
}
]
},
{
"role": "tool",
"tool_call_id": "89a1e453-0bce-4de3-a456-c54bed09c520",
"content": "22"
},
{
"role": "assistant",
"content": "The current temperature in Paris, France is 22 degrees Celsius."
},
{
"role": "user",
"content": "What's the weather like today in San Francisco and Toronto?"
}
]

View File

@@ -1,15 +0,0 @@
{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}
{{- if and (eq (len (slice $.Messages $index)) 1) $.Tools }}[AVAILABLE_TOOLS] {{ json $.Tools }}[/AVAILABLE_TOOLS]
{{- end }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}
{{ end }}{{ .Content }}[/INST]
{{- else if eq .Role "assistant" }}
{{- if .Content }} {{ .Content }}</s>
{{- else if .ToolCalls }}[TOOL_CALLS] [
{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ json .Function.Arguments }}}
{{- end }}]</s>
{{- end }}
{{- else if eq .Role "tool" }}[TOOL_RESULTS] {"content": {{ .Content }}}[/TOOL_RESULTS]
{{- end }}
{{- end }}

View File

@@ -1,3 +0,0 @@
[INST] What's the weather like today in Paris?[/INST][TOOL_CALLS] [{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}]</s>[TOOL_RESULTS] {"content": 22}[/TOOL_RESULTS] The current temperature in Paris, France is 22 degrees Celsius.</s>[AVAILABLE_TOOLS] [{"type":"function","function":{"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the users location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}}}][/AVAILABLE_TOOLS][INST] You are a knowledgable assistant. You can answer questions and perform tasks.
What's the weather like today in San Francisco and Toronto?[/INST]

View File

@@ -1,30 +0,0 @@
[
{
"type": "function",
"function": {
"name": "get_current_weather",
"description": "Get the current weather",
"parameters": {
"type": "object",
"properties": {
"location": {
"type": "string",
"description": "The city and state, e.g. San Francisco, CA"
},
"format": {
"type": "string",
"enum": [
"celsius",
"fahrenheit"
],
"description": "The temperature unit to use. Infer this from the users location."
}
},
"required": [
"location",
"format"
]
}
}
}
]

View File

@@ -1 +1,8 @@
{{ if .System }}<start_system>{{ .System }}<end_message>{{ end }}{{ if .Prompt }}<start_user>{{ .Prompt }}<end_message>{{ end }}<start_assistant>{{ .Response }}<end_message>
{{- if .Messages }}
{{- if .System }}<start_system>{{ .System }}<end_message>
{{- end }}
{{- range .Messages }}<start_{{ .Role }}>{{ .Content }}<end_message>
{{- end }}<start_assistant>
{{- else }}
{{ if .System }}<start_system>{{ .System }}<end_message>{{ end }}{{ if .Prompt }}<start_user>{{ .Prompt }}<end_message>{{ end }}<start_assistant>{{ .Response }}<end_message>
{{- end }}

View File

@@ -1,3 +1,14 @@
{{- if .Messages }}
{{- if .System }}{{ .System }}
{{- end }}
{{- range .Messages }}
{{- if eq .Role "user" }}### Instruction:
{{- else if eq .Role "assistant" }}### Response:
{{- end }}
{{ .Content }}
{{ end }}### Response:
{{ else }}
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}### Instruction:
@@ -5,4 +16,4 @@
{{ end }}### Response:
{{ .Response }}
{{- end }}

View File

@@ -1,6 +1,15 @@
{{- if .Messages }}
{{- if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}
{{- range .Messages }}<|im_start|>{{ .Role }}
{{ .Content }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ else }}
{{ if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ .Response }}<|im_end|>
{{- end }}

View File

@@ -1,6 +1,17 @@
{{- if .Messages }}
{{- if .System }}System: {{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}User:
{{- else if eq .Role "assistant" }}Assistant:
{{- end }} {{ .Content }}
{{ end }}Assistant:
{{- else }}
{{ if .System }}System: {{ .System }}
{{ end }}{{ if .Prompt }}User: {{ .Prompt }}
{{ end }}Assistant: {{ .Response }}
{{ end }}Assistant: <|begin_of_text|>{{ .Response }}
{{- end }}

View File

@@ -1,10 +1,19 @@
{{ if .System }}Source: system
{{- if .Messages }}
{{- if .System }}Source: system
{{ .System }} <step> {{ end }}Source: user
{{ .System }} <step> {{ end }}
{{- range .Messages }}Source: {{ .Role }}
{{ .Content }} <step> {{ end }}Source: assistant
Destination: user
{{ else }}
{{ if .System }} Source: system
{{ .System }} <step>{{ end }} Source: user
{{ .Prompt }} <step> Source: assistant
{{- if not .Response }}
Destination: user
{{- end }}
{{ .Response }} <step>
{{ .Response }}<step>
{{- end }}

View File

@@ -1,5 +1,13 @@
{{ if .System }}System: {{ .System }}
{{ end }}{{ if .Prompt }}User:
{{ .Prompt }}
{{- if .Messages }}
{{- if .System }}System: {{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}User:
{{ else if eq .Role "assistant" }}Falcon:
{{ end }}{{ .Content }}
{{ end }}Falcon:
{{ .Response }}
{{ else }}
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}User: {{ .Prompt }}
{{ end }}Assistant: {{ .Response }}
{{- end }}

View File

@@ -1,5 +1,16 @@
{{- if .Messages }}
{{- range $index, $_ := .Messages }}<start_of_turn>
{{- if eq .Role "user" }}user
{{- if and $.System (eq $index 0) }}
{{ $.System }}
{{- end }}
{{- else if eq .Role "assistant" }}model
{{- end }}
{{ .Content }}<end_of_turn>
{{ end }}<start_of_turn>model
{{ else }}
<start_of_turn>user
{{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}<end_of_turn>
{{ if .System }}{{ .System }} {{ end }}{{ .Prompt }}<end_of_turn>
<start_of_turn>model
{{ .Response }}<end_of_turn>
{{- end }}

View File

@@ -1,4 +1,18 @@
{{ if .System }}System:
{{- if .Messages }}
{{- if .System }}System:
{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}Question:
{{- else if eq .Role "assistant" }}Answer:
{{- end }}
{{ .Content }}
{{ end }}Answer:
{{ else }}
{{ if .System }}
System:
{{ .System }}
{{ end }}{{ if .Prompt }}Question:
@@ -6,4 +20,4 @@
{{ end }}Answer:
{{ .Response }}
{{- end }}

View File

@@ -1,6 +1,16 @@
[INST] <<SYS>>
{{- if .System }}
{{ .System }}
{{- if .Messages }}
{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}[INST] {{ if eq $index 0 }}<<SYS>>
{{- if $.System }}
{{ $.System }}
{{ end }}<</SYS>>
{{ .Prompt }} [/INST] {{ .Response }}</s><s>
{{ end }}{{ .Content }}
{{- else }} [/INST] {{ .Content }}</s><s>
{{- end }}
{{- end }} [/INST]
{{- else }}
[INST] <<SYS>>{{ .System }}<</SYS>>
{{ .Prompt }} [/INST] {{ .Response }}
{{- end }}

View File

@@ -1,7 +1,19 @@
{{- if .Messages }}
{{- if .System }}<|start_header_id|>system<|end_header_id|>
{{ .System }}<|eot_id|>
{{- end }}
{{- range .Messages }}<|start_header_id|>{{ .Role }}<|end_header_id|>
{{ .Content }}<|eot_id|>
{{- end }}<|start_header_id|>assistant<|end_header_id|>
{{ else }}
{{ if .System }}<|start_header_id|>system<|end_header_id|>
{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
{{ .Response }}<|eot_id|>
{{ .Response }}<|eot_id|>
{{- end }}

View File

@@ -1,3 +1,15 @@
{{- if .Messages }}
{{- if .System }}{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}@@ Instruction
{{- else if eq .Role "assistant" }}@@ Response
{{- end }}
{{ .Content }}
{{ end }}@@ Response
{{ else }}
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}@@ Instruction
@@ -5,4 +17,4 @@
{{ end }}@@ Response
{{ .Response }}
{{- end }}

View File

@@ -1,3 +1,9 @@
[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] {{ .Response }}</s>
{{- if .Messages }}
{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}[INST] {{ if and $.System (eq (len (slice $.Messages $index)) 1) }}{{ $.System }}
{{ end }}{{ .Content }}
{{- else if eq .Role "assistant" }}[/INST] {{ .Content }}</s>
{{- end }}
{{- end }}[/INST]
{{- else }}[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST] {{ .Response }}
{{- end }}

View File

@@ -1 +1,11 @@
{{ if .System }}GPT4 Correct System: {{ .System }}<|end_of_turn|>{{ end }}GPT4 Correct User: {{ .Prompt }}<|end_of_turn|>GPT4 Correct Assistant: {{ .Response }}<|end_of_turn|>
{{- if .Messages }}
{{- if .System }}GPT Correct System: {{ .System }}<|end_of_turn|>
{{- end }}
{{- range .Messages }}GPT Correct
{{- if eq .Role "user" }} User:
{{- else if eq .Role "assistant" }} Assistant:
{{- end }} {{ .Content }}<|end_of_turn|>
{{- end }}GPT Correct Assistant:
{{- else }}
{{ .System }}<|end_of_turn|>GPT4 Correct User: {{ .Prompt }}<|end_of_turn|>GPT4 Correct Assistant: {{ .Response }}<|end_of_turn|>
{{- end }}

View File

@@ -1,6 +1,15 @@
{{- if .Messages }}
{{- if .System }}<|system|>
{{ .System }}<|end|>
{{ end }}
{{- range .Messages }}<|{{ .Role }}|>
{{ .Content }}<|end|>
{{ end }}<|assistant|>
{{ else }}
{{ if .System }}<|system|>
{{ .System }}<|end|>
{{ end }}{{ if .Prompt }}<|user|>
{{ .Prompt }}<|end|>
{{ end }}<|assistant|>
{{ .Response }}<|end|>
{{- end }}

View File

@@ -1,3 +1,16 @@
{{- if .Messages }}
{{- if .System }}### System:
{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}### User:
{{ .Content }}
{{ else if eq .Role "assistant" }}### Assistant:
{{ .Content }}</s>
{{ end }}
{{ end }}### Assistant:
{{ else }}
{{ if .System }}### System:
{{ .System }}
@@ -5,5 +18,5 @@
{{ .Prompt }}
{{ end }}### Assistant:
{{ .Response }}</s>
{{ .Response }}
{{- end }}

View File

@@ -1,8 +1,24 @@
{{- if .Messages }}
{{- if .System }}{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}### Instruction
{{ .Content }}
{{ else if eq .Role "assistant" }}### Response
{{ .Content }}<|endoftext|>
{{ end }}
{{- end }}### Response
{{ else }}
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}### Instruction
{{ .Prompt }}
{{ end }}### Response
{{ .Response }}<|endoftext|>
{{- end }}

View File

@@ -102,15 +102,8 @@ var response = parse.ActionNode{
},
}
var funcs = template.FuncMap{
"json": func(v any) string {
b, _ := json.Marshal(v)
return string(b)
},
}
func Parse(s string) (*Template, error) {
tmpl := template.New("").Option("missingkey=zero").Funcs(funcs)
tmpl := template.New("").Option("missingkey=zero")
tmpl, err := tmpl.Parse(s)
if err != nil {
@@ -134,7 +127,7 @@ func (t *Template) Vars() []string {
var vars []string
for _, tt := range t.Templates() {
for _, n := range tt.Root.Nodes {
vars = append(vars, Identifiers(n)...)
vars = append(vars, parseNode(n)...)
}
}
@@ -150,126 +143,52 @@ func (t *Template) Vars() []string {
type Values struct {
Messages []api.Message
Tools []api.Tool
Prompt string
Suffix string
// forceLegacy is a flag used to test compatibility with legacy templates
forceLegacy bool
}
func (t *Template) Subtree(fn func(parse.Node) bool) *template.Template {
var walk func(parse.Node) parse.Node
walk = func(n parse.Node) parse.Node {
if fn(n) {
return n
}
switch t := n.(type) {
case *parse.ListNode:
for _, c := range t.Nodes {
if n := walk(c); n != nil {
return n
}
}
case *parse.BranchNode:
for _, n := range []*parse.ListNode{t.List, t.ElseList} {
if n != nil {
if n := walk(n); n != nil {
return n
}
}
}
case *parse.IfNode:
return walk(&t.BranchNode)
case *parse.WithNode:
return walk(&t.BranchNode)
case *parse.RangeNode:
return walk(&t.BranchNode)
}
return nil
}
if n := walk(t.Tree.Root); n != nil {
return (&template.Template{
Tree: &parse.Tree{
Root: &parse.ListNode{
Nodes: []parse.Node{n},
},
},
}).Funcs(funcs)
}
return nil
}
func (t *Template) Execute(w io.Writer, v Values) error {
system, messages := collate(v.Messages)
if v.Prompt != "" && v.Suffix != "" {
return t.Template.Execute(w, map[string]any{
"Prompt": v.Prompt,
"Suffix": v.Suffix,
"Response": "",
})
} else if !v.forceLegacy && slices.Contains(t.Vars(), "messages") {
system, collated := collate(v.Messages)
if slices.Contains(t.Vars(), "messages") {
return t.Template.Execute(w, map[string]any{
"System": system,
"Messages": messages,
"Tools": v.Tools,
"Messages": collated,
})
}
system = ""
var b bytes.Buffer
var prompt, response string
for _, m := range messages {
execute := func() error {
for i, m := range collated {
if m.Role == "user" {
prompt = m.Content
} else {
response = m.Content
}
if i != len(collated)-1 && prompt != "" && response != "" {
if err := t.Template.Execute(&b, map[string]any{
"System": system,
"System": "",
"Prompt": prompt,
"Response": response,
}); err != nil {
return err
}
system = ""
prompt = ""
response = ""
return nil
}
switch m.Role {
case "system":
if prompt != "" || response != "" {
if err := execute(); err != nil {
return err
}
}
system = m.Content
case "user":
if response != "" {
if err := execute(); err != nil {
return err
}
}
prompt = m.Content
case "assistant":
response = m.Content
}
}
var cut bool
nodes := deleteNode(t.Template.Root.Copy(), func(n parse.Node) bool {
if field, ok := n.(*parse.FieldNode); ok && slices.Contains(field.Ident, "Response") {
tree := t.Template.Copy()
// for the last message, cut everything after "{{ .Response }}"
tree.Root.Nodes = slices.DeleteFunc(tree.Root.Nodes, func(n parse.Node) bool {
if slices.Contains(parseNode(n), "Response") {
cut = true
}
return cut
})
tree := parse.Tree{Root: nodes.(*parse.ListNode)}
if err := template.Must(template.New("").AddParseTree("", &tree)).Execute(&b, map[string]any{
if err := template.Must(template.New("").AddParseTree("", tree)).Execute(&b, map[string]any{
"System": system,
"Prompt": prompt,
}); err != nil {
@@ -280,16 +199,25 @@ func (t *Template) Execute(w io.Writer, v Values) error {
return err
}
// collate messages based on role. consecutive messages of the same role are merged
// into a single message. collate also collects and returns all system messages.
// collate mutates message content adding image tags ([img-%d]) as needed
func collate(msgs []api.Message) (string, []*api.Message) {
var n int
type messages []*api.Message
var system []string
var collated []*api.Message
// collate messages based on role. consecutive messages of the same role are merged
// into a single message. collate also pulls out and merges messages with Role == "system"
// which are templated separately. As a side effect, it mangles message content adding image
// tags ([img-%d]) as needed
func collate(msgs []api.Message) (system string, collated messages) {
var n int
for i := range msgs {
msg := msgs[i]
if msg.Role == "system" {
if system != "" {
system += "\n\n"
}
system += msg.Content
continue
}
for range msg.Images {
imageTag := fmt.Sprintf("[img-%d]", n)
if !strings.Contains(msg.Content, "[img]") {
@@ -300,10 +228,6 @@ func collate(msgs []api.Message) (string, []*api.Message) {
n++
}
if msg.Role == "system" {
system = append(system, msg.Content)
}
if len(collated) > 0 && collated[len(collated)-1].Role == msg.Role {
collated[len(collated)-1].Content += "\n\n" + msg.Content
} else {
@@ -311,119 +235,54 @@ func collate(msgs []api.Message) (string, []*api.Message) {
}
}
return strings.Join(system, "\n\n"), collated
return
}
// Identifiers walks the node tree returning any identifiers it finds along the way
func Identifiers(n parse.Node) []string {
func parseNode(n parse.Node) []string {
switch n := n.(type) {
case *parse.ListNode:
var names []string
for _, n := range n.Nodes {
names = append(names, Identifiers(n)...)
}
return names
case *parse.TemplateNode:
return Identifiers(n.Pipe)
case *parse.ActionNode:
return Identifiers(n.Pipe)
case *parse.BranchNode:
names := Identifiers(n.Pipe)
for _, n := range []*parse.ListNode{n.List, n.ElseList} {
if n != nil {
names = append(names, Identifiers(n)...)
}
return parseNode(n.Pipe)
case *parse.IfNode:
names := parseNode(n.Pipe)
names = append(names, parseNode(n.List)...)
if n.ElseList != nil {
names = append(names, parseNode(n.ElseList)...)
}
return names
case *parse.IfNode:
return Identifiers(&n.BranchNode)
case *parse.RangeNode:
return Identifiers(&n.BranchNode)
names := parseNode(n.Pipe)
names = append(names, parseNode(n.List)...)
if n.ElseList != nil {
names = append(names, parseNode(n.ElseList)...)
}
return names
case *parse.WithNode:
return Identifiers(&n.BranchNode)
names := parseNode(n.Pipe)
names = append(names, parseNode(n.List)...)
if n.ElseList != nil {
names = append(names, parseNode(n.ElseList)...)
}
return names
case *parse.PipeNode:
var names []string
for _, c := range n.Cmds {
for _, a := range c.Args {
names = append(names, Identifiers(a)...)
names = append(names, parseNode(a)...)
}
}
return names
case *parse.ListNode:
var names []string
for _, n := range n.Nodes {
names = append(names, parseNode(n)...)
}
return names
case *parse.FieldNode:
return n.Ident
case *parse.VariableNode:
return n.Ident
case *parse.TemplateNode:
return parseNode(n.Pipe)
}
return nil
}
// deleteNode walks the node list and deletes nodes that match the predicate
// this is currently to remove the {{ .Response }} node from templates
func deleteNode(n parse.Node, fn func(parse.Node) bool) parse.Node {
var walk func(n parse.Node) parse.Node
walk = func(n parse.Node) parse.Node {
if fn(n) {
return nil
}
switch t := n.(type) {
case *parse.ListNode:
var nodes []parse.Node
for _, c := range t.Nodes {
if n := walk(c); n != nil {
nodes = append(nodes, n)
}
}
t.Nodes = nodes
return t
case *parse.IfNode:
t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
case *parse.WithNode:
t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
case *parse.RangeNode:
t.BranchNode = *(walk(&t.BranchNode).(*parse.BranchNode))
case *parse.BranchNode:
t.List = walk(t.List).(*parse.ListNode)
if t.ElseList != nil {
t.ElseList = walk(t.ElseList).(*parse.ListNode)
}
case *parse.ActionNode:
n := walk(t.Pipe)
if n == nil {
return nil
}
t.Pipe = n.(*parse.PipeNode)
case *parse.PipeNode:
var commands []*parse.CommandNode
for _, c := range t.Cmds {
var args []parse.Node
for _, a := range c.Args {
if n := walk(a); n != nil {
args = append(args, n)
}
}
if len(args) == 0 {
return nil
}
c.Args = args
commands = append(commands, c)
}
if len(commands) == 0 {
return nil
}
t.Cmds = commands
}
return n
}
return walk(n)
}

View File

@@ -105,8 +105,8 @@ func TestTemplate(t *testing.T) {
}
for n, tt := range cases {
var actual bytes.Buffer
t.Run(n, func(t *testing.T) {
var actual bytes.Buffer
if err := tmpl.Execute(&actual, Values{Messages: tt}); err != nil {
t.Fatal(err)
}
@@ -116,34 +116,7 @@ func TestTemplate(t *testing.T) {
t.Fatal(err)
}
bts := actual.Bytes()
if slices.Contains([]string{"chatqa.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && bts[len(bts)-1] == ' ' {
t.Log("removing trailing space from output")
bts = bts[:len(bts)-1]
}
if diff := cmp.Diff(bts, expect); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
t.Run("legacy", func(t *testing.T) {
t.Skip("legacy outputs are currently default outputs")
var legacy bytes.Buffer
if err := tmpl.Execute(&legacy, Values{Messages: tt, forceLegacy: true}); err != nil {
t.Fatal(err)
}
legacyBytes := legacy.Bytes()
if slices.Contains([]string{"chatqa.gotmpl", "openchat.gotmpl", "vicuna.gotmpl"}, match) && legacyBytes[len(legacyBytes)-1] == ' ' {
t.Log("removing trailing space from legacy output")
legacyBytes = legacyBytes[:len(legacyBytes)-1]
} else if slices.Contains([]string{"codellama-70b-instruct.gotmpl", "llama2-chat.gotmpl", "mistral-instruct.gotmpl"}, match) {
t.Skip("legacy outputs cannot be compared to messages outputs")
}
if diff := cmp.Diff(legacyBytes, actual.Bytes()); diff != "" {
if diff := cmp.Diff(actual.Bytes(), expect); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
@@ -162,24 +135,7 @@ func TestParse(t *testing.T) {
{"{{ .System }} {{ .Prompt }} {{ .Response }}", []string{"prompt", "response", "system"}},
{"{{ with .Tools }}{{ . }}{{ end }} {{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system", "tools"}},
{"{{ range .Messages }}{{ .Role }} {{ .Content }}{{ end }}", []string{"content", "messages", "role"}},
{`{{- range .Messages }}
{{- if eq .Role "system" }}SYSTEM:
{{- else if eq .Role "user" }}USER:
{{- else if eq .Role "assistant" }}ASSISTANT:
{{- end }} {{ .Content }}
{{- end }}`, []string{"content", "messages", "role"}},
{`{{- if .Messages }}
{{- range .Messages }}<|im_start|>{{ .Role }}
{{ .Content }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ else -}}
{{ if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ .Response }}<|im_end|>
{{- end -}}`, []string{"content", "messages", "prompt", "response", "role", "system"}},
{"{{ range .Messages }}{{ if eq .Role \"system\" }}SYSTEM: {{ .Content }}{{ else if eq .Role \"user\" }}USER: {{ .Content }}{{ else if eq .Role \"assistant\" }}ASSISTANT: {{ .Content }}{{ end }}{{ end }}", []string{"content", "messages", "role"}},
}
for _, tt := range cases {
@@ -189,8 +145,9 @@ func TestParse(t *testing.T) {
t.Fatal(err)
}
if diff := cmp.Diff(tmpl.Vars(), tt.vars); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
vars := tmpl.Vars()
if !slices.Equal(tt.vars, vars) {
t.Errorf("expected %v, got %v", tt.vars, vars)
}
})
}
@@ -210,17 +167,12 @@ func TestExecuteWithMessages(t *testing.T) {
{
"mistral",
[]template{
{"no response", `[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] `},
{"response", `[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
{"messages", `[INST] {{ if .System }}{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
{"no response", `[INST] {{ if .System }}{{ .System }}{{ "\n\n" }}{{ end }}{{ .Prompt }}[/INST] `},
{"response", `[INST] {{ if .System }}{{ .System }}{{ "\n\n" }}{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
{"messages", `{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}{{ "\n\n" }}
{{- end }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}
{{- end }}
{{- end }}`},
},
Values{
@@ -235,17 +187,13 @@ func TestExecuteWithMessages(t *testing.T) {
{
"mistral system",
[]template{
{"no response", `[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] `},
{"response", `[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
{"messages", `[INST] {{ if .System }}{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}[INST] {{ end }}
{"no response", `[INST] {{ if .System }}{{ .System }}{{ "\n\n" }}{{ end }}{{ .Prompt }}[/INST] `},
{"response", `[INST] {{ if .System }}{{ .System }}{{ "\n\n" }}{{ end }}{{ .Prompt }}[/INST] {{ .Response }}`},
{"messages", `
{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}{{ "\n\n" }}
{{- end }}{{ .Content }}[/INST] {{ else if eq .Role "assistant" }}{{ .Content }}
{{- end }}
{{- end }}`},
},
Values{
@@ -256,9 +204,9 @@ func TestExecuteWithMessages(t *testing.T) {
{Role: "user", Content: "What is your name?"},
},
},
`[INST] You are a helpful assistant!
`[INST] Hello friend![/INST] Hello human![INST] You are a helpful assistant!
Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
What is your name?[/INST] `,
},
{
"chatml",
@@ -272,9 +220,12 @@ Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
{{ .Response }}<|im_end|>
`},
{"messages", `
{{- range $index, $_ := .Messages }}<|im_start|>{{ .Role }}
{{ .Content }}<|im_end|>
{{ end }}<|im_start|>assistant
{{- range $index, $_ := .Messages }}
{{- if and (eq .Role "user") (eq (len (slice $.Messages $index)) 1) $.System }}<|im_start|>system
{{ $.System }}<|im_end|>{{ "\n" }}
{{- end }}<|im_start|>{{ .Role }}
{{ .Content }}<|im_end|>{{ "\n" }}
{{- end }}<|im_start|>assistant
`},
},
Values{
@@ -285,12 +236,12 @@ Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
{Role: "user", Content: "What is your name?"},
},
},
`<|im_start|>system
You are a helpful assistant!<|im_end|>
<|im_start|>user
`<|im_start|>user
Hello friend!<|im_end|>
<|im_start|>assistant
Hello human!<|im_end|>
<|im_start|>system
You are a helpful assistant!<|im_end|>
<|im_start|>user
What is your name?<|im_end|>
<|im_start|>assistant
@@ -307,11 +258,9 @@ What is your name?<|im_end|>
`},
{"messages", `
{{- range .Messages }}
{{- if eq .Role "user" }}Question: {{ .Content }}
{{ else if eq .Role "assistant" }}Answer: {{ .Content }}
{{ end }}
{{- if eq .Role "user" }}Question: {{ .Content }}{{ "\n\n" }}
{{- else if eq .Role "assistant" }}Answer: {{ .Content }}{{ "\n\n" }}
{{- end }}
{{- end }}Answer: `},
},
Values{
@@ -351,46 +300,11 @@ Answer: `,
t.Fatal(err)
}
if diff := cmp.Diff(b.String(), tt.expected); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
if b.String() != tt.expected {
t.Errorf("expected\n%s,\ngot\n%s", tt.expected, b.String())
}
})
}
})
}
}
func TestExecuteWithSuffix(t *testing.T) {
tmpl, err := Parse(`{{- if .Suffix }}<PRE> {{ .Prompt }} <SUF>{{ .Suffix }} <MID>
{{- else }}{{ .Prompt }}
{{- end }}`)
if err != nil {
t.Fatal(err)
}
cases := []struct {
name string
values Values
expect string
}{
{
"message", Values{Messages: []api.Message{{Role: "user", Content: "hello"}}}, "hello",
},
{
"prompt suffix", Values{Prompt: "def add(", Suffix: "return x"}, "<PRE> def add( <SUF>return x <MID>",
},
}
for _, tt := range cases {
t.Run(tt.name, func(t *testing.T) {
var b bytes.Buffer
if err := tmpl.Execute(&b, tt.values); err != nil {
t.Fatal(err)
}
if diff := cmp.Diff(b.String(), tt.expect); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
}
}

View File

@@ -1,6 +1,4 @@
You are a helpful assistant.
### Instruction:
You are a helpful assistant.### Instruction:
Hello, how are you?
### Response:

View File

@@ -9,4 +9,3 @@ Source: system
I'd like to show off how chat templating works! <step> Source: assistant
Destination: user

View File

@@ -3,4 +3,3 @@ Source: user
Hello, how are you? <step> Source: assistant
Destination: user

View File

@@ -7,4 +7,3 @@ Source: user
I'd like to show off how chat templating works! <step> Source: assistant
Destination: user

View File

@@ -2,6 +2,4 @@
You are a helpful assistant.
<</SYS>>
Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] <<SYS>><</SYS>>
I'd like to show off how chat templating works! [/INST]
Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] I'd like to show off how chat templating works! [/INST]

View File

@@ -1,5 +1,3 @@
[INST] <<SYS>><</SYS>>
Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] <<SYS>><</SYS>>
I'd like to show off how chat templating works! [/INST]
Hello, how are you? [/INST] I'm doing great. How can I help you today?</s><s>[INST] I'd like to show off how chat templating works! [/INST]

View File

@@ -1,3 +1,2 @@
[INST] You are a helpful assistant.
Hello, how are you?[/INST] I'm doing great. How can I help you today?</s>[INST] I'd like to show off how chat templating works![/INST]
[INST] Hello, how are you?[/INST] I'm doing great. How can I help you today?</s>[INST] You are a helpful assistant.
I'd like to show off how chat templating works![/INST]

View File

@@ -1 +1 @@
GPT4 Correct System: You are a helpful assistant.<|end_of_turn|>GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT4 Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT4 Correct Assistant:
GPT Correct System: You are a helpful assistant.<|end_of_turn|>GPT Correct User: Hello, how are you?<|end_of_turn|>GPT Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT Correct Assistant:

View File

@@ -1 +1 @@
GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant:
GPT Correct User: Hello, how are you?<|end_of_turn|>GPT Correct Assistant:

View File

@@ -1 +1 @@
GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT4 Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT4 Correct Assistant:
GPT Correct User: Hello, how are you?<|end_of_turn|>GPT Correct Assistant: I'm doing great. How can I help you today?<|end_of_turn|>GPT Correct User: I'd like to show off how chat templating works!<|end_of_turn|>GPT Correct Assistant:

View File

@@ -1,4 +1,14 @@
{{ if .System }}{{ .System }}
{{- if .Messages }}
{{- if .System }}{{ .System }}
{{ end }}
{{- range .Messages }}
{{- if eq .Role "user" }}USER: {{ .Content }}
{{ else if eq .Role "assistant" }}ASSISTANT: {{ .Content }}</s>
{{ end }}
{{- end }}ASSISTANT:
{{- else }}
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}USER: {{ .Prompt }}
{{ end }}ASSISTANT: {{ .Response }}</s>
{{ end }}ASSISTANT: {{ .Response }}
{{- end }}

View File

@@ -1,6 +1,15 @@
{{- if .Messages }}
{{- if .System }}<|system|>
{{ .System }}</s>
{{ end }}
{{- range .Messages }}<|{{ .Role }}|>
{{ .Content }}</s>
{{ end }}<|assistant|>
{{ else }}
{{ if .System }}<|system|>
{{ .System }}</s>
{{ end }}{{ if .Prompt }}<|user|>
{{ .Prompt }}</s>
{{ end }}<|assistant|>
{{ .Response }}</s>
{{- end }}