Compare commits

...

62 commits

Author SHA1 Message Date
8c6402d194
Merge https://github.com/ollama/ollama 2024-07-14 16:51:20 +05:30
royjhan
e9f7f36029
Support image input for OpenAI chat compatibility (#5208)
* OpenAI v1 models

* Refactor Writers

* Add Test

Co-Authored-By: Attila Kerekes

* Credit Co-Author

Co-Authored-By: Attila Kerekes <439392+keriati@users.noreply.github.com>

* Empty List Testing

* Use Namespace for Ownedby

* Update Test

* Add back envconfig

* v1/models docs

* Use ModelName Parser

* Test Names

* Remove Docs

* Clean Up

* Test name

Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>

* Add Middleware for Chat and List

* Testing Cleanup

* Test with Fatal

* Add functionality to chat test

* Support image input for OpenAI chat

* Decoding

* Fix message processing logic

* openai vision test

* type errors

* clean up

* redundant check

* merge conflicts

* merge conflicts

* merge conflicts

* flattening and smaller image

* add test

* support python and js SDKs and mandate prefixing

* clean up

---------

Co-authored-by: Attila Kerekes <439392+keriati@users.noreply.github.com>
Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>
2024-07-13 22:07:45 -07:00
Patrick Devine
057d31861e
remove template (#5655) 2024-07-13 20:56:24 -07:00
jmorganca
f7ee012300 server: prepend system message in chat handler 2024-07-13 15:08:00 -07:00
Jeffrey Morgan
1ed0aa8fea
server: fix context, load_duration and total_duration fields (#5676)
* server: fix `contet`, `load_duration` and `total_duration` fields

* Update server/routes.go
2024-07-13 09:25:31 -07:00
Jeffrey Morgan
ef98803d63
llm: looser checks for minimum memory (#5677) 2024-07-13 09:20:05 -07:00
Jarek
02fea420e5
Add Kerlig AI, an app for macOS (#5675) 2024-07-13 08:33:46 -07:00
Michael Yang
22c5451fc2
fix system prompt (#5662)
* fix system prompt

* execute template when hitting previous roles

* fix tests

---------

Co-authored-by: jmorganca <jmorganca@gmail.com>
2024-07-12 21:04:44 -07:00
Patrick Devine
23ebbaa46e Revert "remove template from tests"
This reverts commit 9ac0a7a50b.
2024-07-12 15:47:17 -07:00
Patrick Devine
9ac0a7a50b remove template from tests 2024-07-12 15:41:31 -07:00
Michael Yang
e5c65a85df
Merge pull request #5653 from ollama/mxyng/collect-system
template: preprocess message and collect system
2024-07-12 12:32:34 -07:00
Jeffrey Morgan
33627331a3
app: also clean up tempdir runners on install (#5646) 2024-07-12 12:29:23 -07:00
Michael Yang
36c87c433b template: preprocess message and collect system 2024-07-12 12:26:43 -07:00
Jeffrey Morgan
179737feb7
Clean up old files when installing on Windows (#5645)
* app: always clean up install dir; force close applications

* remove wildcard

* revert `CloseApplications`

* whitespace

* update `LOCALAPPDATA` var
2024-07-11 22:53:46 -07:00
Michael Yang
47353f5ee4
Merge pull request #5639 from ollama/mxyng/unaggregated-system 2024-07-11 17:48:50 -07:00
Josh
10e768826c
fix: quant err message (#5616) 2024-07-11 17:24:29 -07:00
Michael Yang
5056bb9c01 rename aggregate to contents 2024-07-11 17:00:26 -07:00
Jeffrey Morgan
c4cf8ad559
llm: avoid loading model if system memory is too small (#5637)
* llm: avoid loading model if system memory is too small

* update log

* Instrument swap free space

On linux and windows, expose how much swap space is available
so we can take that into consideration when scheduling models

* use `systemSwapFreeMemory` in check

---------

Co-authored-by: Daniel Hiltgen <daniel@ollama.com>
2024-07-11 16:42:57 -07:00
Michael Yang
57ec6901eb revert embedded templates to use prompt/response
This reverts commit 19753c18c0.

for compat. messages will be added at a later date
2024-07-11 14:49:35 -07:00
Michael Yang
e64f9ebb44 do no automatically aggregate system messages 2024-07-11 14:49:35 -07:00
Jeffrey Morgan
791650ddef
sched: only error when over-allocating system memory (#5626) 2024-07-11 00:53:12 -07:00
Jeffrey Morgan
efbf41ed81
llm: dont link cuda with compat libs (#5621) 2024-07-10 20:01:52 -07:00
Michael Yang
cf15589851
Merge pull request #5620 from ollama/mxyng/templates
update embedded templates
2024-07-10 17:16:24 -07:00
Michael Yang
19753c18c0 update embedded templates 2024-07-10 17:03:08 -07:00
Michael Yang
41be28096a add system prompt to first legacy template 2024-07-10 17:03:08 -07:00
Michael Yang
37a570f962
Merge pull request #5612 from ollama/mxyng/mem
chatglm graph
2024-07-10 14:18:33 -07:00
Michael Yang
5a739ff4cb chatglm graph 2024-07-10 13:43:47 -07:00
Jeffrey Morgan
4e262eb2a8
remove GGML_CUDA_FORCE_MMQ=on from build (#5588) 2024-07-10 13:17:13 -07:00
Daniel Hiltgen
4cfcbc328f
Merge pull request #5124 from dhiltgen/amd_windows
Wire up windows AMD driver reporting
2024-07-10 12:50:23 -07:00
Daniel Hiltgen
79292ff3e0
Merge pull request #5555 from dhiltgen/msvc_deps
Bundle missing CRT libraries
2024-07-10 12:50:02 -07:00
Daniel Hiltgen
8ea500441d
Merge pull request #5580 from dhiltgen/cuda_overhead
Detect CUDA OS overhead
2024-07-10 12:47:31 -07:00
Daniel Hiltgen
b50c818623
Merge pull request #5607 from dhiltgen/win_rocm_v6
Bump ROCm on windows to 6.1.2
2024-07-10 12:47:10 -07:00
Daniel Hiltgen
b99e750b62
Merge pull request #5605 from dhiltgen/merge_glitch
Remove duplicate merge glitch
2024-07-10 11:47:08 -07:00
Daniel Hiltgen
1f50356e8e Bump ROCm on windows to 6.1.2
This also adjusts our algorithm to favor our bundled ROCm.
I've confirmed VRAM reporting still doesn't work properly so we
can't yet enable concurrency by default.
2024-07-10 11:01:22 -07:00
Daniel Hiltgen
22c81f62ec Remove duplicate merge glitch 2024-07-10 09:01:33 -07:00
Daniel Hiltgen
2d1e3c3229
Merge pull request #5503 from dhiltgen/dual_rocm
Workaround broken ROCm p2p copy
2024-07-09 15:44:16 -07:00
royjhan
4918fae535
OpenAI v1/completions: allow stop token list (#5551)
* stop token parsing fix

* add stop test
2024-07-09 14:01:26 -07:00
royjhan
0aff67877e
separate request tests (#5578) 2024-07-09 13:48:31 -07:00
Daniel Hiltgen
f6f759fc5f Detect CUDA OS Overhead
This adds logic to detect skew between the driver and
management library which can be attributed to OS overhead
and records that so we can adjust subsequent management
library free VRAM updates and avoid OOM scenarios.
2024-07-09 12:21:50 -07:00
Daniel Hiltgen
9544a57ee4
Merge pull request #5579 from dhiltgen/win_static_deps
Statically link c++ and thread lib on windows
2024-07-09 12:21:13 -07:00
Daniel Hiltgen
b51e3b63ac Statically link c++ and thread lib
This makes sure we statically link the c++ and thread library on windows
to avoid unnecessary runtime dependencies on non-standard DLLs
2024-07-09 11:34:30 -07:00
Michael Yang
6bbbc50f10
Merge pull request #5440 from ollama/mxyng/messages-templates
update named templates
2024-07-09 09:36:32 -07:00
Michael Yang
9bbddc37a7
Merge pull request #5126 from ollama/mxyng/messages
update message processing
2024-07-09 09:20:44 -07:00
Jeffrey Morgan
e4ff73297d
server: fix model reloads when setting OLLAMA_NUM_PARALLEL (#5560)
* server: fix unneeded model reloads when setting `OLLAMA_NUM_PARALLEL`

* remove whitespace change

* undo some changes
2024-07-08 22:32:15 -07:00
Daniel Hiltgen
b44320db13 Bundle missing CRT libraries
Some users are experienging runner startup errors due
to not having these msvc redist libraries on their host
2024-07-08 18:24:21 -07:00
Daniel Hiltgen
0bacb30007 Workaround broken ROCm p2p copy
Enable the build flag for llama.cpp to use CPU copy for multi-GPU scenarios.
2024-07-08 09:40:52 -07:00
Jeffrey Morgan
53da2c6965
llm: remove ambiguous comment when putting upper limit on predictions to avoid infinite generation (#5535) 2024-07-07 14:32:05 -04:00
Jeffrey Morgan
d8def1ff94
llm: allow gemma 2 to context shift (#5534) 2024-07-07 13:41:51 -04:00
Jeffrey Morgan
571dc61955
Update llama.cpp submodule to a8db2a9c (#5530) 2024-07-07 13:03:09 -04:00
Jeffrey Morgan
0e09c380fc
llm: print caching notices in debug only (#5533) 2024-07-07 12:38:04 -04:00
Jeffrey Morgan
0ee87615c7
sched: don't error if paging to disk on Windows and macOS (#5523) 2024-07-06 22:01:52 -04:00
Jeffrey Morgan
f8241bfba3
gpu: report system free memory instead of 0 (#5521) 2024-07-06 19:35:04 -04:00
Jeffrey Morgan
4607c70641
llm: add -DBUILD_SHARED_LIBS=off to common cpu cmake flags (#5520) 2024-07-06 18:58:16 -04:00
jmorganca
c12f1c5b99 release: move mingw library cleanup to correct job 2024-07-06 16:12:29 -04:00
jmorganca
a08f20d910 release: remove unwanted mingw dll.a files 2024-07-06 15:21:15 -04:00
jmorganca
6cea036027 Revert "llm: only statically link libstdc++"
This reverts commit 5796bfc401.
2024-07-06 15:10:48 -04:00
Michael Yang
fb6cbc02fb update named templates 2024-07-05 16:29:32 -07:00
Michael Yang
326363b3a7 no funcs 2024-07-05 13:17:25 -07:00
Michael Yang
ac7a842e55 fix model reloading
ensure runtime model changes (template, system prompt, messages,
options) are captured on model updates without needing to reload the
server
2024-07-05 13:17:25 -07:00
Michael Yang
2c3fe1fd97 comments 2024-07-05 13:17:24 -07:00
Michael Yang
269ed6e6a2 update message processing 2024-07-05 13:16:58 -07:00
Daniel Hiltgen
784bf88b0d Wire up windows AMD driver reporting
This seems to be ROCm version, not actually driver version, but
it may be useful for toggling logic for VRAM reporting in the future
2024-06-18 16:22:47 -07:00
109 changed files with 1730 additions and 1090 deletions

View file

@ -147,7 +147,7 @@ jobs:
run: |
$ErrorActionPreference = "Stop"
write-host "downloading AMD HIP Installer"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-23.Q4-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q3-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"
@ -304,10 +304,6 @@ jobs:
write-host "Installing plugin"
& "${env:RUNNER_TEMP}\plugin\*\kmscng.msi" /quiet
write-host "plugin installed"
- name: remove unwanted mingw dll.a files
run: |
Remove-Item "C:\mingw64\x86_64-w64-mingw32\lib\libpthread.dll.a"
Remove-Item "C:\mingw64\x86_64-w64-mingw32\lib\libwinpthread.dll.a"
- uses: actions/setup-go@v5
with:
go-version-file: go.mod

View file

@ -169,7 +169,7 @@ jobs:
run: |
$ErrorActionPreference = "Stop"
write-host "downloading AMD HIP Installer"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-23.Q4-WinSvr2022-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-24.Q3-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

@ -293,6 +293,7 @@ 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)
### Terminal

View file

@ -221,6 +221,8 @@ type DeleteRequest struct {
type ShowRequest struct {
Model string `json:"model"`
System string `json:"system"`
// Template is deprecated
Template string `json:"template"`
Verbose bool `json:"verbose"`

View file

@ -127,6 +127,10 @@ 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

@ -843,7 +843,6 @@ type runOptions struct {
WordWrap bool
Format string
System string
Template string
Images []api.ImageData
Options map[string]interface{}
MultiModal bool
@ -1037,7 +1036,6 @@ 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

@ -27,7 +27,6 @@ const (
MultilineNone MultilineState = iota
MultilinePrompt
MultilineSystem
MultilineTemplate
)
func loadModel(cmd *cobra.Command, opts *runOptions) error {
@ -94,7 +93,6 @@ 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")
@ -204,10 +202,6 @@ 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
@ -326,17 +320,13 @@ 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", "template":
case "system":
if len(args) < 3 {
usageSet()
continue
}
if args[1] == "system" {
multiline = MultilineSystem
} else if args[1] == "template" {
multiline = MultilineTemplate
}
line := strings.Join(args[2:], " ")
line, ok := strings.CutPrefix(line, `"""`)
@ -356,7 +346,6 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
continue
}
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'
@ -368,11 +357,6 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
}
fmt.Println("Set system message.")
sb.Reset()
} else if args[1] == "template" {
opts.Template = sb.String()
fmt.Println("Set prompt template.")
sb.Reset()
}
sb.Reset()
continue
@ -393,7 +377,6 @@ 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)
@ -437,12 +420,9 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
fmt.Println("No system message was specified for this model.")
}
case "template":
switch {
case opts.Template != "":
fmt.Println(opts.Template + "\n")
case resp.Template != "":
if resp.Template != "" {
fmt.Println(resp.Template)
default:
} else {
fmt.Println("No prompt template was specified for this model.")
}
default:
@ -536,10 +516,6 @@ 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

@ -59,7 +59,6 @@ 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."},
@ -75,7 +74,6 @@ 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]
@ -97,7 +95,6 @@ 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 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 v6.2 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.

3
go.mod
View file

@ -18,6 +18,7 @@ require (
require (
github.com/agnivade/levenshtein v1.1.1
github.com/d4l3k/go-bfloat16 v0.0.0-20211005043715-690c3bdd05f1
github.com/google/go-cmp v0.6.0
github.com/mattn/go-runewidth v0.0.14
github.com/nlpodyssey/gopickle v0.3.0
github.com/pdevine/tensor v0.0.0-20240510204454-f88f4562727c
@ -71,7 +72,7 @@ require (
golang.org/x/net v0.25.0 // indirect
golang.org/x/sys v0.20.0
golang.org/x/term v0.20.0
golang.org/x/text v0.15.0 // indirect
golang.org/x/text v0.15.0
google.golang.org/protobuf v1.34.1
gopkg.in/yaml.v3 v3.0.1 // indirect
)

View file

@ -49,9 +49,17 @@ func rocmGetVisibleDevicesEnv(gpuInfo []GpuInfo) (string, string) {
}
func commonAMDValidateLibDir() (string, error) {
// 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
// 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
}
}
// Prefer explicit HIP env var
hipPath := os.Getenv("HIP_PATH")
@ -87,14 +95,5 @@ 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

@ -84,9 +84,8 @@ func (hl *HipLib) AMDDriverVersion() (driverMajor, driverMinor int, err error) {
}
slog.Debug("hipDriverGetVersion", "version", version)
// TODO - this isn't actually right, but the docs claim hipDriverGetVersion isn't accurate anyway...
driverMajor = version / 1000
driverMinor = (version - (driverMajor * 1000)) / 10
driverMajor = version / 10000000
driverMinor = (version - (driverMajor * 10000000)) / 100000
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"} // TODO - probably include more coverage of files here...
RocmStandardLocations = []string{"C:\\Program Files\\AMD\\ROCm\\5.7\\bin"} // TODO glob?
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?
)
func AMDGetGPUInfo() []RocmGPUInfo {
@ -35,12 +35,11 @@ func AMDGetGPUInfo() []RocmGPUInfo {
}
defer hl.Release()
// 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)
// }
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()
@ -132,10 +131,8 @@ func AMDGetGPUInfo() []RocmGPUInfo {
MinimumMemory: rocmMinimumMemory,
Name: name,
Compute: gfx,
// 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,
DriverMajor: driverMajor,
DriverMinor: driverMinor,
},
index: i,
}

View file

@ -274,6 +274,28 @@ 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)
}
@ -338,14 +360,17 @@ 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
@ -374,9 +399,14 @@ 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

@ -56,7 +56,8 @@ func GetCPUInfo() GpuInfoList {
func GetCPUMem() (memInfo, error) {
return memInfo{
TotalMemory: uint64(C.getPhysicalMemory()),
FreeMemory: 0,
FreeMemory: uint64(C.getFreeMemory()),
// FreeSwap omitted as Darwin uses dynamic paging
}, nil
}

View file

@ -2,3 +2,4 @@
#include <stdint.h>
uint64_t getRecommendedMaxVRAM();
uint64_t getPhysicalMemory();
uint64_t getFreeMemory();

View file

@ -1,4 +1,5 @@
// go:build darwin
#import <Foundation/Foundation.h>
#import <mach/mach.h>
#include "gpu_info_darwin.h"
uint64_t getRecommendedMaxVRAM() {
@ -8,6 +9,27 @@ uint64_t getRecommendedMaxVRAM() {
return result;
}
// getPhysicalMemory returns the total physical memory in bytes
uint64_t getPhysicalMemory() {
return [[NSProcessInfo processInfo] physicalMemory];
return [NSProcessInfo processInfo].physicalMemory;
}
// getFreeMemory returns the total free memory in bytes, including inactive
// memory that can be reclaimed by the system.
uint64_t getFreeMemory() {
mach_port_t host_port = mach_host_self();
mach_msg_type_number_t host_size = sizeof(vm_statistics64_data_t) / sizeof(integer_t);
vm_size_t pagesize;
vm_statistics64_data_t vm_stat;
host_page_size(host_port, &pagesize);
if (host_statistics64(host_port, HOST_VM_INFO64, (host_info64_t)&vm_stat, &host_size) != KERN_SUCCESS) {
return 0;
}
uint64_t free_memory = (uint64_t)vm_stat.free_count * pagesize;
free_memory += (uint64_t)vm_stat.speculative_count * pagesize;
free_memory += (uint64_t)vm_stat.inactive_count * pagesize;
return free_memory;
}

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 uint64
var total, available, free, buffers, cached, freeSwap uint64
f, err := os.Open("/proc/meminfo")
if err != nil {
return mem, err
@ -70,20 +70,21 @@ 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.FreeSwap = freeSwap * format.KibiByte
if available > 0 {
mem.FreeMemory = available * format.KibiByte
return mem, nil
}
}
mem.TotalMemory = total * format.KibiByte
} else {
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}, nil
return memInfo{TotalMemory: memStatus.TotalPhys, FreeMemory: memStatus.AvailPhys, FreeSwap: memStatus.AvailPageFile}, nil
}

View file

@ -10,6 +10,7 @@ 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
@ -52,6 +53,7 @@ type CPUInfo struct {
type CudaGPUInfo struct {
GpuInfo
OSOverhead uint64 // Memory overhead between the driver library and management library
index int //nolint:unused,nolintlint
}
type CudaGPUInfoList []CudaGPUInfo

View file

@ -1413,7 +1413,7 @@ struct llama_server_context
return get_slot(-1);
}
LOG_INFO("slot with common prefix found", {{
LOG_DEBUG("slot with common prefix found", {{
"slot_id", slot->id,
"characters", longest
}});
@ -1688,22 +1688,8 @@ struct llama_server_context
}
slot.params.n_keep = std::min(slot.n_ctx - 4, slot.params.n_keep);
char buf[256];
llama_model_meta_val_str(model, "general.architecture", buf, 256);
bool gemma2 = strcmp(buf, "gemma2") == 0;
int32_t truncate_at = slot.n_ctx;
// truncate at 2/3 of the context length for gemma2 models
// as they do not support context shifts (from the sliding window implementation).
// this way, prompts that almost fit the context length can still generate a full
// response without a sudden stop from hitting the context limit
if (gemma2) {
truncate_at = 2 * slot.n_ctx / 3;
}
// if input prompt is too big, truncate it, if group attention self-extend is disabled
if (slot.ga_n == 1 && slot.n_prompt_tokens >= truncate_at)
if (slot.ga_n == 1 && slot.n_prompt_tokens >= slot.n_ctx)
{
const int n_left = slot.n_ctx - slot.params.n_keep;
const int n_shift = n_left / 2;
@ -1731,19 +1717,6 @@ struct llama_server_context
GGML_ASSERT(slot.n_prompt_tokens < slot.n_ctx);
}
// Models with sliding window attention do not work with context shifts, so
// limit their prediction to the context length
if (gemma2) {
int32_t limit = slot.n_ctx - slot.n_prompt_tokens;
slot.n_predict = limit;
slot.params.n_predict = limit;
LOG_INFO("model does not support sliding window, limiting generation", {
{"n_ctx", slot.n_ctx},
{"n_prompt_tokens", slot.n_prompt_tokens},
{"n_predict", slot.n_predict}
});
}
if (!slot.params.cache_prompt)
{
llama_sampling_reset(slot.ctx_sampling);

View file

@ -77,7 +77,7 @@ if [ -z "${OLLAMA_SKIP_CPU_GENERATE}" ]; then
if [ -n "${OLLAMA_CUSTOM_CPU_DEFS}" ]; then
init_vars
echo "OLLAMA_CUSTOM_CPU_DEFS=\"${OLLAMA_CUSTOM_CPU_DEFS}\""
CMAKE_DEFS="${OLLAMA_CUSTOM_CPU_DEFS} -DCMAKE_POSITION_INDEPENDENT_CODE=on ${CMAKE_DEFS}"
CMAKE_DEFS="${OLLAMA_CUSTOM_CPU_DEFS} -DBUILD_SHARED_LIBS=off -DCMAKE_POSITION_INDEPENDENT_CODE=on ${CMAKE_DEFS}"
BUILD_DIR="../build/linux/${ARCH}/cpu"
echo "Building custom CPU"
build
@ -93,7 +93,7 @@ if [ -z "${OLLAMA_SKIP_CPU_GENERATE}" ]; then
# -DGGML_AVX512_VBMI -- 2018 Intel Cannon Lake
# -DGGML_AVX512_VNNI -- 2021 Intel Alder Lake
COMMON_CPU_DEFS="-DCMAKE_POSITION_INDEPENDENT_CODE=on -DGGML_NATIVE=off -DGGML_OPENMP=off"
COMMON_CPU_DEFS="-DBUILD_SHARED_LIBS=off -DCMAKE_POSITION_INDEPENDENT_CODE=on -DGGML_NATIVE=off -DGGML_OPENMP=off"
if [ -z "${OLLAMA_CPU_TARGET}" -o "${OLLAMA_CPU_TARGET}" = "cpu" ]; then
#
# CPU first for the default library, set up as lowest common denominator for maximum compatibility (including Rosetta)
@ -178,7 +178,7 @@ if [ -z "${OLLAMA_SKIP_CUDA_GENERATE}" -a -d "${CUDA_LIB_DIR}" ]; then
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES} ${OLLAMA_CUSTOM_CUDA_DEFS}"
echo "Building custom CUDA GPU"
else
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_FLAGS=-t8 -DGGML_CUDA_FORCE_MMQ=on -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES} -DCMAKE_LIBRARY_PATH=/usr/local/cuda/compat"
CMAKE_CUDA_DEFS="-DGGML_CUDA=on -DCMAKE_CUDA_FLAGS=-t8 -DCMAKE_CUDA_ARCHITECTURES=${CMAKE_CUDA_ARCHITECTURES}"
fi
CMAKE_DEFS="${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} ${CMAKE_DEFS} -DGGML_HIPBLAS=on -DCMAKE_C_COMPILER=$ROCM_PATH/llvm/bin/clang -DCMAKE_CXX_COMPILER=$ROCM_PATH/llvm/bin/clang++ -DAMDGPU_TARGETS=$(amdGPUs) -DGPU_TARGETS=$(amdGPUs)"
CMAKE_DEFS="${COMMON_CMAKE_DEFS} ${CMAKE_DEFS} -DGGML_HIPBLAS=on -DLLAMA_CUDA_NO_PEER_COPY=on -DCMAKE_C_COMPILER=$ROCM_PATH/llvm/bin/clang -DCMAKE_CXX_COMPILER=$ROCM_PATH/llvm/bin/clang++ -DAMDGPU_TARGETS=$(amdGPUs) -DGPU_TARGETS=$(amdGPUs)"
# Users building from source can tune the exact flags we pass to cmake for configuring llama.cpp
if [ -n "${OLLAMA_CUSTOM_ROCM_DEFS}" ]; then
echo "OLLAMA_CUSTOM_ROCM_DEFS=\"${OLLAMA_CUSTOM_ROCM_DEFS}\""

View file

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

@ -424,6 +424,32 @@ 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

@ -1 +1 @@
Subproject commit d7fd29fff16456ce9c3a23fd2d09a66256b05aff
Subproject commit a8db2a9ce64cd4417f6a312ab61858f17f0f8584

View file

@ -1,12 +1,11 @@
package llm
// #cgo CFLAGS: -Illama.cpp -Illama.cpp/include -Illama.cpp/ggml/include
// #cgo windows LDFLAGS: -static-libstdc++
// #cgo LDFLAGS: -lllama -lggml -lstdc++ -lpthread
// #cgo darwin,arm64 LDFLAGS: -L${SRCDIR}/build/darwin/arm64_static -L${SRCDIR}/build/darwin/arm64_static/src -L${SRCDIR}/build/darwin/arm64_static/ggml/src -framework Accelerate -framework Metal
// #cgo darwin,amd64 LDFLAGS: -L${SRCDIR}/build/darwin/x86_64_static -L${SRCDIR}/build/darwin/x86_64_static/src -L${SRCDIR}/build/darwin/x86_64_static/ggml/src
// #cgo windows,amd64 LDFLAGS: -L${SRCDIR}/build/windows/amd64_static -L${SRCDIR}/build/windows/amd64_static/src -L${SRCDIR}/build/windows/amd64_static/ggml/src
// #cgo windows,arm64 LDFLAGS: -L${SRCDIR}/build/windows/arm64_static -L${SRCDIR}/build/windows/arm64_static/src -L${SRCDIR}/build/windows/arm64_static/ggml/src
// #cgo windows,amd64 LDFLAGS: -static-libstdc++ -static-libgcc -static -L${SRCDIR}/build/windows/amd64_static -L${SRCDIR}/build/windows/amd64_static/src -L${SRCDIR}/build/windows/amd64_static/ggml/src
// #cgo windows,arm64 LDFLAGS: -static-libstdc++ -static-libgcc -static -L${SRCDIR}/build/windows/arm64_static -L${SRCDIR}/build/windows/arm64_static/src -L${SRCDIR}/build/windows/arm64_static/ggml/src
// #cgo linux,amd64 LDFLAGS: -L${SRCDIR}/build/linux/x86_64_static -L${SRCDIR}/build/linux/x86_64_static/src -L${SRCDIR}/build/linux/x86_64_static/ggml/src
// #cgo linux,arm64 LDFLAGS: -L${SRCDIR}/build/linux/arm64_static -L${SRCDIR}/build/linux/arm64_static/src -L${SRCDIR}/build/linux/arm64_static/ggml/src
// #include <stdlib.h>
@ -34,7 +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("llama_model_quantize: %d", rc)
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 nil

View file

@ -1,11 +1,11 @@
diff --git a/src/llama.cpp b/src/llama.cpp
index 73f52435..2b81b4bd 100644
index 2b9ace28..172640e2 100644
--- a/src/llama.cpp
+++ b/src/llama.cpp
@@ -5092,16 +5092,7 @@ static void llm_load_vocab(
// for now, only BPE models have pre-tokenizers
@@ -5357,16 +5357,7 @@ static void llm_load_vocab(
if (vocab.type == LLAMA_VOCAB_TYPE_BPE) {
vocab.tokenizer_add_space_prefix = false;
vocab.tokenizer_clean_spaces = true;
- if (tokenizer_pre.empty()) {
- LLAMA_LOG_WARN("%s: missing pre-tokenizer type, using: 'default'\n", __func__);
- LLAMA_LOG_WARN("%s: \n", __func__);
@ -20,7 +20,7 @@ index 73f52435..2b81b4bd 100644
vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_DEFAULT;
} else if (
tokenizer_pre == "llama3" ||
@@ -5164,7 +5155,8 @@ static void llm_load_vocab(
@@ -5439,7 +5430,8 @@ static void llm_load_vocab(
tokenizer_pre == "jais") {
vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_JAIS;
} else {

View file

@ -88,6 +88,7 @@ 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 {
@ -95,7 +96,8 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
} else {
systemTotalMemory = systemMemInfo.TotalMemory
systemFreeMemory = systemMemInfo.FreeMemory
slog.Debug("system memory", "total", format.HumanBytes2(systemTotalMemory), "free", systemFreeMemory)
systemSwapFreeMemory = systemMemInfo.FreeSwap
slog.Debug("system memory", "total", format.HumanBytes2(systemTotalMemory), "free", format.HumanBytes2(systemFreeMemory), "free_swap", format.HumanBytes2(systemSwapFreeMemory))
}
// If the user wants zero GPU layers, reset the gpu list to be CPU/system ram info
@ -122,6 +124,16 @@ 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
@ -254,10 +266,6 @@ 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 == "" {
@ -679,7 +687,7 @@ type CompletionRequest struct {
Prompt string
Format string
Images []ImageData
Options api.Options
Options *api.Options
}
type CompletionResponse struct {
@ -699,10 +707,9 @@ func (s *llmServer) Completion(ctx context.Context, req CompletionRequest, fn fu
}
defer s.sem.Release(1)
// only allow maximum 10 "context shifts" to avoid infinite generation
// put an upper limit on num_predict to avoid the model running on forever
if req.Options.NumPredict < 0 || req.Options.NumPredict > 10*s.options.NumCtx {
req.Options.NumPredict = 10 * s.options.NumCtx
slog.Debug("setting token limit to 10x num_ctx", "num_ctx", s.options.NumCtx, "num_predict", req.Options.NumPredict)
}
request := map[string]any{

View file

@ -3,11 +3,13 @@ package openai
import (
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"io"
"math/rand"
"net/http"
"strings"
"time"
"github.com/gin-gonic/gin"
@ -28,7 +30,7 @@ type ErrorResponse struct {
type Message struct {
Role string `json:"role"`
Content string `json:"content"`
Content any `json:"content"`
}
type Choice struct {
@ -269,10 +271,66 @@ func toModel(r api.ShowResponse, m string) Model {
}
}
func fromChatRequest(r ChatCompletionRequest) api.ChatRequest {
func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
var messages []api.Message
for _, msg := range r.Messages {
messages = append(messages, api.Message{Role: msg.Role, Content: msg.Content})
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)
}
}
options := make(map[string]interface{})
@ -323,13 +381,13 @@ func fromChatRequest(r ChatCompletionRequest) api.ChatRequest {
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) {
@ -338,13 +396,17 @@ func fromCompleteRequest(r CompletionRequest) (api.GenerateRequest, error) {
switch stop := r.Stop.(type) {
case string:
options["stop"] = []string{stop}
case []string:
options["stop"] = stop
default:
if r.Stop != nil {
return api.GenerateRequest{}, fmt.Errorf("invalid type for 'stop' field: %T", r.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)
}
}
options["stop"] = stops
}
if r.MaxTokens != nil {
options["num_predict"] = *r.MaxTokens
@ -652,7 +714,13 @@ func ChatMiddleware() gin.HandlerFunc {
}
var b bytes.Buffer
if err := json.NewEncoder(&b).Encode(fromChatRequest(req)); err != nil {
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 {
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"
@ -16,7 +16,181 @@ import (
"github.com/stretchr/testify/assert"
)
func TestMiddleware(t *testing.T) {
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])
}
},
},
}
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) {
type testCase struct {
Name string
Method string
@ -30,159 +204,7 @@ func TestMiddleware(t *testing.T) {
testCases := []testCase{
{
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",
Name: "completions handler error forwarding",
Method: http.MethodPost,
Path: "/api/generate",
TestPath: "/api/generate",

View file

@ -107,9 +107,12 @@ 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

@ -34,6 +34,8 @@ import (
"github.com/ollama/ollama/version"
)
var errCapabilityCompletion = errors.New("completion")
type Capability string
const CapabilityCompletion = Capability("completion")
@ -62,7 +64,10 @@ type Model struct {
Template *template.Template
}
func (m *Model) Has(caps ...Capability) bool {
// CheckCapabilities checks if the model has the specified capabilities returning an error describing
// any missing or unknown capabilities
func (m *Model) CheckCapabilities(caps ...Capability) error {
var errs []error
for _, cap := range caps {
switch cap {
case CapabilityCompletion:
@ -81,15 +86,19 @@ func (m *Model) Has(caps ...Capability) bool {
}
if _, ok := ggml.KV()[fmt.Sprintf("%s.pooling_type", ggml.KV().Architecture())]; ok {
return false
errs = append(errs, errCapabilityCompletion)
}
default:
slog.Error("unknown capability", "capability", cap)
return false
return fmt.Errorf("unknown capability: %s", cap)
}
}
return true
if err := errors.Join(errs...); err != nil {
return fmt.Errorf("missing capabilities: %w", errors.Join(errs...))
}
return nil
}
func (m *Model) String() string {

View file

@ -1,217 +1,74 @@
package server
import (
"fmt"
"bytes"
"context"
"log/slog"
"strings"
"text/template/parse"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/llm"
"github.com/ollama/ollama/template"
)
// isResponseNode checks if the node contains .Response
func isResponseNode(node *parse.ActionNode) bool {
for _, cmd := range node.Pipe.Cmds {
for _, arg := range cmd.Args {
if fieldNode, ok := arg.(*parse.FieldNode); ok && len(fieldNode.Ident) > 0 {
if fieldNode.Ident[0] == "Response" {
return true
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) (prompt string, images []llm.ImageData, _ error) {
var system []api.Message
// 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])
}
}
}
}
return false
}
// formatTemplateForResponse formats the template AST to:
// 1. remove all nodes after the first .Response (if generate=true)
// 2. add a .Response node to the end if it doesn't exist
// TODO(jmorganca): this should recursively cut the template before the first .Response
func formatTemplateForResponse(tmpl *template.Template, generate bool) {
var found bool
for i, node := range tmpl.Tree.Root.Nodes {
if actionNode, ok := node.(*parse.ActionNode); ok {
if isResponseNode(actionNode) {
found = true
if generate {
tmpl.Tree.Root.Nodes = tmpl.Tree.Root.Nodes[:i+1]
var b bytes.Buffer
if err := m.Template.Execute(&b, template.Values{Messages: append(system, msgs[i:]...)}); err != nil {
return "", nil, err
}
s, err := tokenize(ctx, b.String())
if err != nil {
return "", nil, err
}
c := len(s)
if m.ProjectorPaths != nil {
for _, m := range msgs[i:] {
// images are represented as 768 sized embeddings
// TODO: get embedding length from project metadata
c += 768 * len(m.Images)
}
}
if c > opts.NumCtx {
slog.Debug("truncating input messages which exceed context length", "truncated", len(msgs[i:]))
break
}
}
} else {
n = i
}
}
if !found {
// add the response node if it doesn't exist
responseFieldNode := &parse.FieldNode{NodeType: parse.NodeField, Ident: []string{"Response"}}
responsePipeNode := &parse.PipeNode{NodeType: parse.NodePipe, Cmds: []*parse.CommandNode{{NodeType: parse.NodeCommand, Args: []parse.Node{responseFieldNode}}}}
responseActionNode := &parse.ActionNode{NodeType: parse.NodeAction, Pipe: responsePipeNode}
tmpl.Tree.Root.Nodes = append(tmpl.Tree.Root.Nodes, responseActionNode)
// 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:]...)}); err != nil {
return "", nil, err
}
for _, m := range msgs[n:] {
for _, i := range m.Images {
images = append(images, llm.ImageData{
ID: len(images),
Data: i,
})
}
}
// Prompt renders a prompt from a template. If generate is set to true,
// the response and parts of the template following it are not rendered
func Prompt(tmpl *template.Template, system, prompt, response string, generate bool) (string, error) {
formatTemplateForResponse(tmpl, generate)
vars := map[string]any{
"System": system,
"Prompt": prompt,
"Response": response,
}
var sb strings.Builder
if err := tmpl.Execute(&sb, vars); err != nil {
return "", err
}
return sb.String(), nil
}
func countTokens(tmpl *template.Template, system string, prompt string, response string, encode func(string) ([]int, error)) (int, error) {
rendered, err := Prompt(tmpl, system, prompt, response, false)
if err != nil {
return 0, err
}
tokens, err := encode(rendered)
if err != nil {
slog.Error("failed to encode prompt", "err", err)
return 0, err
}
return len(tokens), err
}
// ChatPrompt builds up a prompt from a series of messages, truncating based on context window size
func ChatPrompt(tmpl *template.Template, messages []api.Message, window int, encode func(string) ([]int, error)) (string, error) {
type prompt struct {
System string
Prompt string
Response string
images []int
tokens int
}
var p prompt
// iterate through messages to build up {system,user,response} prompts
var imgId int
var prompts []prompt
for _, msg := range messages {
switch strings.ToLower(msg.Role) {
case "system":
if p.System != "" || p.Prompt != "" || p.Response != "" {
prompts = append(prompts, p)
p = prompt{}
}
p.System = msg.Content
case "user":
if p.Prompt != "" || p.Response != "" {
prompts = append(prompts, p)
p = prompt{}
}
var sb strings.Builder
for range msg.Images {
fmt.Fprintf(&sb, "[img-%d] ", imgId)
p.images = append(p.images, imgId)
imgId += 1
}
sb.WriteString(msg.Content)
p.Prompt = sb.String()
case "assistant":
if p.Response != "" {
prompts = append(prompts, p)
p = prompt{}
}
p.Response = msg.Content
default:
return "", fmt.Errorf("invalid role: %s, role must be one of [system, user, assistant]", msg.Role)
}
}
// add final prompt
if p.System != "" || p.Prompt != "" || p.Response != "" {
prompts = append(prompts, p)
}
// calculate token lengths for each prompt, estimating 768 tokens per images
for i, p := range prompts {
tokens, err := countTokens(tmpl, p.System, p.Prompt, p.Response, encode)
if err != nil {
return "", err
}
prompts[i].tokens = tokens + len(prompts[i].images)*768
}
// truncate images and prompts starting from the beginning of the list
// until either one prompt remains or the total tokens fits the context window
// TODO (jmorganca): this doesn't account for the context window room required for the response
for {
var required int
for _, p := range prompts {
required += p.tokens
}
required += 1 // for bos token
if required <= window {
slog.Debug("prompt now fits in context window", "required", required, "window", window)
break
}
prompt := &prompts[0]
if len(prompt.images) > 1 {
img := prompt.images[0]
slog.Debug("prompt longer than context window, removing image", "id", img, "required", required, "window", window)
prompt.images = prompt.images[1:]
prompt.Prompt = strings.Replace(prompt.Prompt, fmt.Sprintf(" [img-%d]", img), "", 1)
prompt.tokens -= 768
continue
}
if len(prompts) > 1 {
slog.Debug("required tokens longer than context window, removing first prompt", "prompt", prompts[0].tokens, "required", required, "window", window)
system := prompt.System
prompts = prompts[1:]
if system != "" && prompts[0].System == "" {
prompts[0].System = system
tokens, err := countTokens(tmpl, prompts[0].System, prompts[0].Prompt, prompts[0].Response, encode)
if err != nil {
return "", err
}
prompts[0].tokens = tokens + len(prompts[0].images)*768
}
continue
}
// stop truncating if there's only one prompt left
break
}
var sb strings.Builder
for i, p := range prompts {
// last prompt should leave the response unrendered (for completion)
rendered, err := Prompt(tmpl, p.System, p.Prompt, p.Response, i == len(prompts)-1)
if err != nil {
return "", err
}
sb.WriteString(rendered)
}
return sb.String(), nil
return b.String(), images, nil
}

View file

@ -1,215 +1,222 @@
package server
import (
"bytes"
"context"
"strings"
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/template"
)
func TestPrompt(t *testing.T) {
tests := []struct {
name string
template string
system string
prompt string
response string
generate bool
want string
}{
{
name: "simple prompt",
template: "[INST] {{ .System }} {{ .Prompt }} [/INST]",
system: "You are a Wizard.",
prompt: "What are the potion ingredients?",
want: "[INST] You are a Wizard. What are the potion ingredients? [/INST]",
},
{
name: "implicit response",
template: "[INST] {{ .System }} {{ .Prompt }} [/INST]",
system: "You are a Wizard.",
prompt: "What are the potion ingredients?",
response: "I don't know.",
want: "[INST] You are a Wizard. What are the potion ingredients? [/INST]I don't know.",
},
{
name: "response",
template: "[INST] {{ .System }} {{ .Prompt }} [/INST] {{ .Response }}",
system: "You are a Wizard.",
prompt: "What are the potion ingredients?",
response: "I don't know.",
want: "[INST] You are a Wizard. What are the potion ingredients? [/INST] I don't know.",
},
{
name: "cut",
template: "<system>{{ .System }}</system><user>{{ .Prompt }}</user><assistant>{{ .Response }}</assistant>",
system: "You are a Wizard.",
prompt: "What are the potion ingredients?",
response: "I don't know.",
generate: true,
want: "<system>You are a Wizard.</system><user>What are the potion ingredients?</user><assistant>I don't know.",
},
{
name: "nocut",
template: "<system>{{ .System }}</system><user>{{ .Prompt }}</user><assistant>{{ .Response }}</assistant>",
system: "You are a Wizard.",
prompt: "What are the potion ingredients?",
response: "I don't know.",
want: "<system>You are a Wizard.</system><user>What are the potion ingredients?</user><assistant>I don't know.</assistant>",
},
func tokenize(_ context.Context, s string) (tokens []int, err error) {
for range strings.Fields(s) {
tokens = append(tokens, len(tokens))
}
for _, tc := range tests {
t.Run(tc.name, func(t *testing.T) {
tmpl, err := template.Parse(tc.template)
if err != nil {
t.Fatal(err)
}
got, err := Prompt(tmpl, tc.system, tc.prompt, tc.response, tc.generate)
if err != nil {
t.Errorf("error = %v", err)
}
if got != tc.want {
t.Errorf("got = %v, want %v", got, tc.want)
}
})
}
return
}
func TestChatPrompt(t *testing.T) {
tests := []struct {
type expect struct {
prompt string
images [][]byte
}
cases := []struct {
name string
template string
messages []api.Message
window int
want string
limit int
msgs []api.Message
expect
}{
{
name: "simple prompt",
template: "[INST] {{ .Prompt }} [/INST]",
messages: []api.Message{
{Role: "user", Content: "Hello"},
name: "messages",
limit: 64,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{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're a test, Harry! I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
},
window: 1024,
want: "[INST] Hello [/INST]",
},
{
name: "with system message",
template: "[INST] {{ if .System }}<<SYS>>{{ .System }}<</SYS>> {{ end }}{{ .Prompt }} [/INST]",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello"},
name: "truncate messages",
limit: 1,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{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: "A test. And a thumping good one at that, I'd wager. ",
},
window: 1024,
want: "[INST] <<SYS>>You are a Wizard.<</SYS>> Hello [/INST]",
},
{
name: "with response",
template: "[INST] {{ if .System }}<<SYS>>{{ .System }}<</SYS>> {{ end }}{{ .Prompt }} [/INST] {{ .Response }}",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello"},
{Role: "assistant", Content: "I am?"},
name: "truncate messages with image",
limit: 64,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("something")}},
},
expect: expect{
prompt: "[img-0] A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("something"),
},
},
window: 1024,
want: "[INST] <<SYS>>You are a Wizard.<</SYS>> Hello [/INST] I am?",
},
{
name: "with implicit response",
template: "[INST] {{ if .System }}<<SYS>>{{ .System }}<</SYS>> {{ end }}{{ .Prompt }} [/INST]",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello"},
{Role: "assistant", Content: "I am?"},
name: "truncate messages with images",
limit: 64,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!", Images: []api.ImageData{[]byte("something")}},
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
},
expect: expect{
prompt: "[img-0] A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("somethingelse"),
},
},
window: 1024,
want: "[INST] <<SYS>>You are a Wizard.<</SYS>> Hello [/INST]I am?",
},
{
name: "with conversation",
template: "[INST] {{ if .System }}<<SYS>>{{ .System }}<</SYS>> {{ end }}{{ .Prompt }} [/INST] {{ .Response }} ",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "What are the potion ingredients?"},
{Role: "assistant", Content: "sugar"},
{Role: "user", Content: "Anything else?"},
name: "messages with images",
limit: 2048,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!", Images: []api.ImageData{[]byte("something")}},
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
},
expect: expect{
prompt: "[img-0] You're a test, Harry! I-I'm a what? [img-1] A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("something"),
[]byte("somethingelse"),
},
},
window: 1024,
want: "[INST] <<SYS>>You are a Wizard.<</SYS>> What are the potion ingredients? [/INST] sugar [INST] Anything else? [/INST] ",
},
{
name: "with truncation",
template: "{{ .System }} {{ .Prompt }} {{ .Response }} ",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello"},
{Role: "assistant", Content: "I am?"},
{Role: "user", Content: "Why is the sky blue?"},
{Role: "assistant", Content: "The sky is blue from rayleigh scattering"},
name: "message with image tag",
limit: 2048,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry! [img]", Images: []api.ImageData{[]byte("something")}},
{Role: "assistant", Content: "I-I'm a what?"},
{Role: "user", Content: "A test. And a thumping good one at that, I'd wager.", Images: []api.ImageData{[]byte("somethingelse")}},
},
expect: expect{
prompt: "You're a test, Harry! [img-0] I-I'm a what? [img-1] A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("something"),
[]byte("somethingelse"),
},
},
window: 10,
want: "You are a Wizard. Why is the sky blue? The sky is blue from rayleigh scattering",
},
{
name: "images",
template: "{{ .System }} {{ .Prompt }}",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello", Images: []api.ImageData{[]byte("base64")}},
name: "messages with interleaved images",
limit: 2048,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{Role: "user", Images: []api.ImageData{[]byte("something")}},
{Role: "user", Images: []api.ImageData{[]byte("somethingelse")}},
{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're a test, Harry!\n\n[img-0]\n\n[img-1] I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("something"),
[]byte("somethingelse"),
},
},
window: 1024,
want: "You are a Wizard. [img-0] Hello",
},
{
name: "images truncated",
template: "{{ .System }} {{ .Prompt }}",
messages: []api.Message{
{Role: "system", Content: "You are a Wizard."},
{Role: "user", Content: "Hello", Images: []api.ImageData{[]byte("img1"), []byte("img2")}},
name: "truncate message with interleaved images",
limit: 1024,
msgs: []api.Message{
{Role: "user", Content: "You're a test, Harry!"},
{Role: "user", Images: []api.ImageData{[]byte("something")}},
{Role: "user", Images: []api.ImageData{[]byte("somethingelse")}},
{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: "[img-0] I-I'm a what? A test. And a thumping good one at that, I'd wager. ",
images: [][]byte{
[]byte("somethingelse"),
},
},
window: 1024,
want: "You are a Wizard. [img-0] [img-1] Hello",
},
{
name: "empty list",
template: "{{ .System }} {{ .Prompt }}",
messages: []api.Message{},
window: 1024,
want: "",
name: "message with system prompt",
limit: 2048,
msgs: []api.Message{
{Role: "system", Content: "You are the Test Who Lived."},
{Role: "user", Content: "You're a test, Harry!"},
{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: "empty prompt",
template: "[INST] {{ if .System }}<<SYS>>{{ .System }}<</SYS>> {{ end }}{{ .Prompt }} [/INST] {{ .Response }} ",
messages: []api.Message{
{Role: "user", Content: ""},
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. ",
},
window: 1024,
want: "",
},
}
encode := func(s string) ([]int, error) {
words := strings.Fields(s)
return make([]int, len(words)), nil
}
for _, tc := range tests {
t.Run(tc.name, func(t *testing.T) {
tmpl, err := template.Parse(tc.template)
tmpl, err := template.Parse(`
{{- if .System }}{{ .System }} {{ end }}
{{- if .Prompt }}{{ .Prompt }} {{ end }}
{{- if .Response }}{{ .Response }} {{ end }}`)
if err != nil {
t.Fatal(err)
}
got, err := ChatPrompt(tmpl, tc.messages, tc.window, encode)
for _, tt := range cases {
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, tokenize, &opts, tt.msgs)
if err != nil {
t.Errorf("error = %v", err)
t.Fatal(err)
}
if got != tc.want {
t.Errorf("got: %q, want: %q", got, tc.want)
if tt.prompt != prompt {
t.Errorf("expected %q, got %q", tt.prompt, prompt)
}
if diff := cmp.Diff(prompt, tt.prompt); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
if len(images) != len(tt.images) {
t.Fatalf("expected %d images, got %d", len(tt.images), len(images))
}
for i := range images {
if images[i].ID != i {
t.Errorf("expected ID %d, got %d", i, images[i].ID)
}
if !bytes.Equal(images[i].Data, tt.images[i]) {
t.Errorf("expected %q, got %q", tt.images[i], images[i])
}
}
})
}

View file

@ -1,13 +1,13 @@
package server
import (
"bytes"
"cmp"
"context"
"encoding/json"
"errors"
"fmt"
"io"
"io/fs"
"log/slog"
"net"
"net/http"
@ -54,6 +54,8 @@ func init() {
gin.SetMode(mode)
}
var errRequired = errors.New("is required")
func modelOptions(model *Model, requestOpts map[string]interface{}) (api.Options, error) {
opts := api.DefaultOptions()
if err := opts.FromMap(model.Options); err != nil {
@ -67,242 +69,202 @@ func modelOptions(model *Model, requestOpts map[string]interface{}) (api.Options
return opts, nil
}
func isSupportedImageType(image []byte) bool {
contentType := http.DetectContentType(image)
allowedTypes := []string{"image/jpeg", "image/jpg", "image/png"}
return slices.Contains(allowedTypes, contentType)
// scheduleRunner schedules a runner after validating inputs such as capabilities and model options.
// It returns the allocated runner, model instance, and consolidated options if successful and error otherwise.
func (s *Server) scheduleRunner(ctx context.Context, name string, caps []Capability, requestOpts map[string]any, keepAlive *api.Duration) (llm.LlamaServer, *Model, *api.Options, error) {
if name == "" {
return nil, nil, nil, fmt.Errorf("model %w", errRequired)
}
model, err := GetModel(name)
if err != nil {
return nil, nil, nil, err
}
if err := model.CheckCapabilities(caps...); err != nil {
return nil, nil, nil, fmt.Errorf("%s %w", name, err)
}
opts, err := modelOptions(model, requestOpts)
if err != nil {
return nil, nil, nil, err
}
runnerCh, errCh := s.sched.GetRunner(ctx, model, opts, keepAlive)
var runner *runnerRef
select {
case runner = <-runnerCh:
case err = <-errCh:
return nil, nil, nil, err
}
return runner.llama, model, &opts, nil
}
func (s *Server) GenerateHandler(c *gin.Context) {
checkpointStart := time.Now()
var req api.GenerateRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
} else if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
// validate the request
switch {
case req.Model == "":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
if req.Format != "" && req.Format != "json" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "format must be empty or \"json\""})
return
case len(req.Format) > 0 && req.Format != "json":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "format must be json"})
return
case req.Raw && (req.Template != "" || req.System != "" || len(req.Context) > 0):
} else if req.Raw && (req.Template != "" || req.System != "" || len(req.Context) > 0) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "raw mode does not support template, system, or context"})
return
}
for _, img := range req.Images {
if !isSupportedImageType(img) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "unsupported image format"})
caps := []Capability{CapabilityCompletion}
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)})
return
}
}
model, err := GetModel(req.Model)
if err != nil {
var pErr *fs.PathError
if errors.As(err, &pErr) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found, try pulling it first", req.Model)})
return
}
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
} else if err != nil {
handleScheduleError(c, req.Model, err)
return
}
if !model.Has(CapabilityCompletion) {
c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%s does not support generate", req.Model)})
return
}
checkpointLoaded := time.Now()
opts, err := modelOptions(model, req.Options)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
rCh, eCh := s.sched.GetRunner(c.Request.Context(), model, opts, req.KeepAlive)
var runner *runnerRef
select {
case runner = <-rCh:
case err = <-eCh:
handleErrorResponse(c, err)
return
}
// an empty request loads the model
// note: for a short while template was used in lieu
// of `raw` mode so we need to check for it too
if req.Prompt == "" && req.Template == "" && req.System == "" {
if req.Prompt == "" {
c.JSON(http.StatusOK, api.GenerateResponse{
CreatedAt: time.Now().UTC(),
Model: req.Model,
CreatedAt: time.Now().UTC(),
Done: true,
DoneReason: "load",
})
return
}
tmpl, err := template.Parse(req.Template)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
checkpointLoaded := time.Now()
var prompt string
switch {
case req.Raw:
prompt = req.Prompt
case req.Prompt != "":
if req.Template == "" {
tmpl = model.Template
}
if req.System == "" {
req.System = model.System
}
slog.Debug("generate handler", "prompt", req.Prompt)
slog.Debug("generate handler", "template", req.Template)
slog.Debug("generate handler", "system", req.System)
var sb strings.Builder
images := make([]llm.ImageData, len(req.Images))
for i := range req.Images {
fmt.Fprintf(&sb, "[img-%d] ", i)
images[i] = llm.ImageData{ID: i, Data: req.Images[i]}
}
sb.WriteString(req.Prompt)
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})
}
p, err := Prompt(tmpl, req.System, sb.String(), "", true)
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)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
}
sb.Reset()
var b bytes.Buffer
if req.Context != nil {
prev, err := runner.llama.Detokenize(c.Request.Context(), req.Context)
s, err := r.Detokenize(c.Request.Context(), req.Context)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
sb.WriteString(prev)
b.WriteString(s)
}
sb.WriteString(p)
prompt = sb.String()
if err := tmpl.Execute(&b, template.Values{Messages: msgs}); err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
slog.Debug("generate handler", "prompt", prompt)
prompt = b.String()
}
slog.Debug("generate request", "prompt", prompt, "images", images)
ch := make(chan any)
var generated strings.Builder
go func() {
// TODO (jmorganca): avoid building the response twice both here and below
var sb strings.Builder
defer close(ch)
fn := func(r llm.CompletionResponse) {
// Build up the full response
if _, err := generated.WriteString(r.Content); err != nil {
ch <- gin.H{"error": err.Error()}
return
}
resp := api.GenerateResponse{
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{
Model: req.Model,
CreatedAt: time.Now().UTC(),
Done: r.Done,
Response: r.Content,
DoneReason: r.DoneReason,
Response: cr.Content,
Done: cr.Done,
DoneReason: cr.DoneReason,
Metrics: api.Metrics{
PromptEvalCount: r.PromptEvalCount,
PromptEvalDuration: r.PromptEvalDuration,
EvalCount: r.EvalCount,
EvalDuration: r.EvalDuration,
PromptEvalCount: cr.PromptEvalCount,
PromptEvalDuration: cr.PromptEvalDuration,
EvalCount: cr.EvalCount,
EvalDuration: cr.EvalDuration,
},
}
if r.Done {
resp.TotalDuration = time.Since(checkpointStart)
resp.LoadDuration = checkpointLoaded.Sub(checkpointStart)
if !req.Raw {
p, err := Prompt(tmpl, req.System, req.Prompt, generated.String(), false)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
if _, err := sb.WriteString(cr.Content); err != nil {
ch <- gin.H{"error": err.Error()}
}
// TODO (jmorganca): encode() should not strip special tokens
tokens, err := runner.llama.Tokenize(c.Request.Context(), p)
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
}
resp.Context = append(req.Context, tokens...)
res.Context = append(req.Context, tokens...)
}
}
ch <- resp
}
var images []llm.ImageData
for i := range req.Images {
images = append(images, llm.ImageData{
ID: i,
Data: req.Images[i],
})
}
// Start prediction
req := llm.CompletionRequest{
Prompt: prompt,
Format: req.Format,
Images: images,
Options: opts,
}
if err := runner.llama.Completion(c.Request.Context(), req, fn); err != nil {
ch <- res
}); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
// Accumulate responses into the final response
var final api.GenerateResponse
var r api.GenerateResponse
var sb strings.Builder
for resp := range ch {
switch r := resp.(type) {
for rr := range ch {
switch t := rr.(type) {
case api.GenerateResponse:
sb.WriteString(r.Response)
final = r
sb.WriteString(t.Response)
r = t
case gin.H:
if errorMsg, ok := r["error"].(string); ok {
c.JSON(http.StatusInternalServerError, gin.H{"error": errorMsg})
return
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error format in response"})
return
msg, ok := t["error"].(string)
if !ok {
msg = "unexpected error format in response"
}
c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
return
default:
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error"})
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
return
}
}
final.Response = sb.String()
c.JSON(http.StatusOK, final)
r.Response = sb.String()
c.JSON(http.StatusOK, r)
return
}
@ -311,44 +273,17 @@ func (s *Server) GenerateHandler(c *gin.Context) {
func (s *Server) EmbeddingsHandler(c *gin.Context) {
var req api.EmbeddingRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
} else if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Model == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
return
}
model, err := GetModel(req.Model)
r, _, _, err := s.scheduleRunner(c.Request.Context(), req.Model, []Capability{}, req.Options, req.KeepAlive)
if err != nil {
var pErr *fs.PathError
if errors.As(err, &pErr) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found, try pulling it first", req.Model)})
return
}
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
opts, err := modelOptions(model, req.Options)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
rCh, eCh := s.sched.GetRunner(c.Request.Context(), model, opts, req.KeepAlive)
var runner *runnerRef
select {
case runner = <-rCh:
case err = <-eCh:
handleErrorResponse(c, err)
handleScheduleError(c, req.Model, err)
return
}
@ -358,17 +293,14 @@ func (s *Server) EmbeddingsHandler(c *gin.Context) {
return
}
embedding, err := runner.llama.Embedding(c.Request.Context(), req.Prompt)
embedding, err := r.Embedding(c.Request.Context(), req.Prompt)
if err != nil {
slog.Info(fmt.Sprintf("embedding generation failed: %v", err))
c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
return
}
resp := api.EmbeddingResponse{
Embedding: embedding,
}
c.JSON(http.StatusOK, resp)
c.JSON(http.StatusOK, api.EmbeddingResponse{Embedding: embedding})
}
func (s *Server) PullModelHandler(c *gin.Context) {
@ -642,16 +574,9 @@ 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, 0)
for _, msg := range m.Messages {
msgs = append(msgs, api.Message{Role: msg.Role, Content: msg.Content})
msgs := make([]api.Message, len(m.Messages))
for i, msg := range m.Messages {
msgs[i] = api.Message{Role: msg.Role, Content: msg.Content}
}
n := model.ParseName(req.Model)
@ -1214,132 +1139,63 @@ func (s *Server) ProcessHandler(c *gin.Context) {
c.JSON(http.StatusOK, api.ProcessResponse{Models: models})
}
// ChatPrompt builds up a prompt from a series of messages for the currently `loaded` model
func chatPrompt(ctx context.Context, runner *runnerRef, template *template.Template, messages []api.Message, numCtx int) (string, error) {
encode := func(s string) ([]int, error) {
return runner.llama.Tokenize(ctx, s)
}
prompt, err := ChatPrompt(template, messages, numCtx, encode)
if err != nil {
return "", err
}
return prompt, nil
}
func (s *Server) ChatHandler(c *gin.Context) {
checkpointStart := time.Now()
var req api.ChatRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
} else if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
// validate the request
switch {
case req.Model == "":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
caps := []Capability{CapabilityCompletion}
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)})
return
case len(req.Format) > 0 && req.Format != "json":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "format must be json"})
return
}
model, err := GetModel(req.Model)
if err != nil {
var pErr *fs.PathError
if errors.As(err, &pErr) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found, try pulling it first", req.Model)})
return
}
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
if !model.Has(CapabilityCompletion) {
c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%s does not support chat", req.Model)})
return
}
opts, err := modelOptions(model, req.Options)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
rCh, eCh := s.sched.GetRunner(c.Request.Context(), model, opts, req.KeepAlive)
var runner *runnerRef
select {
case runner = <-rCh:
case err = <-eCh:
handleErrorResponse(c, err)
} else if err != nil {
handleScheduleError(c, req.Model, err)
return
}
checkpointLoaded := time.Now()
// if the first message is not a system message, then add the model's default system message
if len(req.Messages) > 0 && req.Messages[0].Role != "system" {
req.Messages = append([]api.Message{
{
Role: "system",
Content: model.System,
},
}, req.Messages...)
}
prompt, err := chatPrompt(c.Request.Context(), runner, model.Template, req.Messages, opts.NumCtx)
if err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
// an empty request loads the model
if len(req.Messages) == 0 || prompt == "" {
resp := api.ChatResponse{
CreatedAt: time.Now().UTC(),
if len(req.Messages) == 0 {
c.JSON(http.StatusOK, api.ChatResponse{
Model: req.Model,
CreatedAt: time.Now().UTC(),
Message: api.Message{Role: "assistant"},
Done: true,
DoneReason: "load",
Message: api.Message{Role: "assistant"},
}
c.JSON(http.StatusOK, resp)
})
return
}
// only send images that are in the prompt
var i int
var images []llm.ImageData
for _, m := range req.Messages {
for _, img := range m.Images {
if !isSupportedImageType(img) {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "unsupported image format"})
if req.Messages[0].Role != "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)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
if strings.Contains(prompt, fmt.Sprintf("[img-%d]", i)) {
images = append(images, llm.ImageData{Data: img, ID: i})
}
i += 1
}
}
slog.Debug("chat handler", "prompt", prompt, "images", len(images))
slog.Debug("chat request", "images", len(images), "prompt", prompt)
ch := make(chan any)
go func() {
defer close(ch)
fn := func(r llm.CompletionResponse) {
resp := api.ChatResponse{
if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
Prompt: prompt,
Images: images,
Format: req.Format,
Options: opts,
}, func(r llm.CompletionResponse) {
res := api.ChatResponse{
Model: req.Model,
CreatedAt: time.Now().UTC(),
Message: api.Message{Role: "assistant", Content: r.Content},
@ -1354,62 +1210,57 @@ func (s *Server) ChatHandler(c *gin.Context) {
}
if r.Done {
resp.TotalDuration = time.Since(checkpointStart)
resp.LoadDuration = checkpointLoaded.Sub(checkpointStart)
res.TotalDuration = time.Since(checkpointStart)
res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
}
ch <- resp
}
if err := runner.llama.Completion(c.Request.Context(), llm.CompletionRequest{
Prompt: prompt,
Format: req.Format,
Images: images,
Options: opts,
}, fn); err != nil {
ch <- res
}); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
// Accumulate responses into the final response
var final api.ChatResponse
var r api.ChatResponse
var sb strings.Builder
for resp := range ch {
switch r := resp.(type) {
for rr := range ch {
switch t := rr.(type) {
case api.ChatResponse:
sb.WriteString(r.Message.Content)
final = r
sb.WriteString(t.Message.Content)
r = t
case gin.H:
if errorMsg, ok := r["error"].(string); ok {
c.JSON(http.StatusInternalServerError, gin.H{"error": errorMsg})
return
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error format in response"})
return
msg, ok := t["error"].(string)
if !ok {
msg = "unexpected error format in response"
}
c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
return
default:
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error"})
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
return
}
}
final.Message = api.Message{Role: "assistant", Content: sb.String()}
c.JSON(http.StatusOK, final)
r.Message.Content = sb.String()
c.JSON(http.StatusOK, r)
return
}
streamResponse(c, ch)
}
func handleErrorResponse(c *gin.Context, err error) {
if errors.Is(err, context.Canceled) {
func handleScheduleError(c *gin.Context, name string, err error) {
switch {
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"})
return
}
if errors.Is(err, ErrMaxQueue) {
case errors.Is(err, ErrMaxQueue):
c.JSON(http.StatusServiceUnavailable, gin.H{"error": err.Error()})
return
}
case errors.Is(err, os.ErrNotExist):
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model %q not found, try pulling it first", name)})
default:
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
}
}

View file

@ -545,9 +545,9 @@ func TestCreateDetectTemplate(t *testing.T) {
}
checkFileExists(t, filepath.Join(p, "blobs", "*"), []string{
filepath.Join(p, "blobs", "sha256-2f8e594e6f34b1b4d36a246628eeb3365ce442303d656f1fcc69e821722acea0"),
filepath.Join(p, "blobs", "sha256-542b217f179c7825eeb5bca3c77d2b75ed05bafbd3451d9188891a60a85337c6"),
filepath.Join(p, "blobs", "sha256-553c4a3f747b3d22a4946875f1cc8ed011c2930d83f864a0c7265f9ec0a20413"),
filepath.Join(p, "blobs", "sha256-c608dc615584cd20d9d830363dabf8a4783ae5d34245c3d8c115edb3bc7b28e4"),
filepath.Join(p, "blobs", "sha256-f836ee110db21567f826332e4cedd746c06d10664fd5a9ea3659e3683a944510"),
})
})

View file

@ -133,17 +133,8 @@ func (s *Scheduler) processPending(ctx context.Context) {
numParallel = 1
slog.Warn("multimodal models don't support parallel requests yet")
}
// Keep NumCtx and numParallel in sync
if numParallel > 1 {
pending.opts.NumCtx = pending.origNumCtx * numParallel
}
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]
@ -197,35 +188,15 @@ func (s *Scheduler) processPending(ctx context.Context) {
break
}
// Block attempting to load a model larger than system memory + GPU memory
estimate := llm.EstimateGPULayers(gpus, ggml, pending.model.ProjectorPaths, pending.opts)
maxSize := systemMem.FreeMemory
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
}
}
if estimate.TotalSize > maxSize {
slog.Warn("model request too large for system", "requested", format.HumanBytes2(estimate.TotalSize), "system", format.HumanBytes2(maxSize))
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
if numParallel <= 0 {
numParallel = defaultParallel
pending.opts.NumCtx = pending.origNumCtx * numParallel
}
pending.opts.NumCtx = pending.origNumCtx * numParallel
if loadedCount == 0 {
slog.Debug("cpu mode with first model, loading")
s.loadFn(pending, ggml, gpus, numParallel)

View file

@ -5,3 +5,4 @@
{{ end }}### Response:
{{ .Response }}

View file

@ -2,4 +2,5 @@
{{ end }}{{ if .Prompt }}User: {{ .Prompt }}
{{ end }}Assistant: <|begin_of_text|>{{ .Response }}
{{ end }}Assistant: {{ .Response }}

View file

@ -3,6 +3,8 @@
{{ .System }} <step> {{ end }}Source: user
{{ .Prompt }} <step> Source: assistant
{{- if not .Response }}
Destination: user
{{- end }}
{{ .Response }} <step>

View file

@ -1,3 +1,5 @@
{{ if .System }}{{ .System }}
{{ end }}{{ if .Prompt }}User: {{ .Prompt }}
{{ end }}Assistant: {{ .Response }}
{{ if .System }}System: {{ .System }}
{{ end }}{{ if .Prompt }}User:
{{ .Prompt }}
{{ end }}Falcon:
{{ .Response }}

View file

@ -1,4 +1,5 @@
<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>

View file

@ -1,5 +1,4 @@
{{ if .System }}
System:
{{ if .System }}System:
{{ .System }}
{{ end }}{{ if .Prompt }}Question:
@ -7,3 +6,4 @@ System:
{{ end }}Answer:
{{ .Response }}

View file

@ -1,3 +1,6 @@
[INST] <<SYS>>{{ .System }}<</SYS>>
[INST] <<SYS>>
{{- if .System }}
{{ .System }}
{{ end }}<</SYS>>
{{ .Prompt }} [/INST] {{ .Response }}
{{ .Prompt }} [/INST] {{ .Response }}</s><s>

View file

@ -5,3 +5,4 @@
{{ end }}@@ Response
{{ .Response }}

View file

@ -1,6 +1,3 @@
{{ if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ .Response }}<|im_end|>
[INST] {{ if .System }}{{ .System }}
{{ end }}{{ .Prompt }}[/INST] {{ .Response }}</s>

View file

@ -1 +1 @@
{{ .System }}<|end_of_turn|>GPT4 Correct User: {{ .Prompt }}<|end_of_turn|>GPT4 Correct Assistant: {{ .Response }}<|end_of_turn|>
{{ if .System }}GPT4 Correct System: {{ .System }}<|end_of_turn|>{{ end }}GPT4 Correct User: {{ .Prompt }}<|end_of_turn|>GPT4 Correct Assistant: {{ .Response }}<|end_of_turn|>

View file

@ -5,4 +5,5 @@
{{ .Prompt }}
{{ end }}### Assistant:
{{ .Response }}
{{ .Response }}</s>

View file

@ -3,7 +3,6 @@
{{ end }}{{ if .Prompt }}### Instruction
{{ .Prompt }}
{{ end }}### Response
{{ .Response }}<|endoftext|>

View file

@ -5,6 +5,7 @@ import (
"embed"
"encoding/json"
"errors"
"fmt"
"io"
"math"
"slices"
@ -14,6 +15,7 @@ import (
"text/template/parse"
"github.com/agnivade/levenshtein"
"github.com/ollama/ollama/api"
"golang.org/x/exp/maps"
)
@ -74,31 +76,60 @@ func Named(s string) (*named, error) {
return nil, errors.New("no matching template found")
}
var DefaultTemplate, _ = Parse("{{ .Prompt }}")
type Template struct {
*template.Template
raw string
}
// response is a template node that can be added to templates that don't already have one
var response = parse.ActionNode{
NodeType: parse.NodeAction,
Pipe: &parse.PipeNode{
NodeType: parse.NodePipe,
Cmds: []*parse.CommandNode{
{
NodeType: parse.NodeCommand,
Args: []parse.Node{
&parse.FieldNode{
NodeType: parse.NodeField,
Ident: []string{"Response"},
},
},
},
},
},
}
func Parse(s string) (*Template, error) {
tmpl := template.New("").Option("missingkey=zero")
tmpl, err := tmpl.Parse(s)
if err != nil {
return nil, err
}
t := Template{Template: tmpl, raw: s}
if vars := t.Vars(); !slices.Contains(vars, "messages") && !slices.Contains(vars, "response") {
// touch up the template and append {{ .Response }}
tmpl.Tree.Root.Nodes = append(tmpl.Tree.Root.Nodes, &response)
}
return &t, nil
}
func (t *Template) String() string {
return t.raw
}
var DefaultTemplate, _ = Parse("{{ .Prompt }}")
func Parse(s string) (*Template, error) {
t, err := template.New("").Option("missingkey=zero").Parse(s)
if err != nil {
return nil, err
}
return &Template{Template: t, raw: s}, nil
}
func (t *Template) Vars() []string {
var vars []string
for _, n := range t.Tree.Root.Nodes {
for _, tt := range t.Templates() {
for _, n := range tt.Root.Nodes {
vars = append(vars, parseNode(n)...)
}
}
set := make(map[string]struct{})
for _, n := range vars {
@ -110,6 +141,120 @@ func (t *Template) Vars() []string {
return vars
}
type Values struct {
Messages []api.Message
// forceLegacy is a flag used to test compatibility with legacy templates
forceLegacy bool
}
func (t *Template) Execute(w io.Writer, v Values) error {
system, messages := collate(v.Messages)
if !v.forceLegacy && slices.Contains(t.Vars(), "messages") {
return t.Template.Execute(w, map[string]any{
"System": system,
"Messages": messages,
})
}
system = ""
var b bytes.Buffer
var prompt, response string
for _, m := range messages {
execute := func () error {
if err := t.Template.Execute(&b, map[string]any{
"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 {
switch t := n.(type) {
case *parse.ActionNode:
case *parse.FieldNode:
if slices.Contains(t.Ident, "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{
"System": system,
"Prompt": prompt,
}); err != nil {
return err
}
_, err := io.Copy(w, &b)
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
var system []string
var collated []*api.Message
for i := range msgs {
msg := msgs[i]
for range msg.Images {
imageTag := fmt.Sprintf("[img-%d]", n)
if !strings.Contains(msg.Content, "[img]") {
msg.Content = strings.TrimSpace("[img] " + msg.Content)
}
msg.Content = strings.Replace(msg.Content, "[img]", imageTag, 1)
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 {
collated = append(collated, &msg)
}
}
return strings.Join(system, "\n\n"), collated
}
func parseNode(n parse.Node) []string {
switch n := n.(type) {
case *parse.ActionNode:
@ -152,7 +297,78 @@ func parseNode(n parse.Node) []string {
return names
case *parse.FieldNode:
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

@ -8,9 +8,11 @@ import (
"os"
"path/filepath"
"slices"
"strings"
"testing"
"text/template"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/llm"
)
@ -46,7 +48,7 @@ func TestNamed(t *testing.T) {
t.Fatal(err)
}
tmpl, err := template.New(s).Parse(b.String())
tmpl, err := Parse(b.String())
if err != nil {
t.Fatal(err)
}
@ -59,18 +61,125 @@ func TestNamed(t *testing.T) {
}
}
func TestTemplate(t *testing.T) {
cases := make(map[string][]api.Message)
for _, mm := range [][]api.Message{
{
{Role: "user", Content: "Hello, how are you?"},
},
{
{Role: "user", Content: "Hello, how are you?"},
{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
{Role: "user", Content: "I'd like to show off how chat templating works!"},
},
{
{Role: "system", Content: "You are a helpful assistant."},
{Role: "user", Content: "Hello, how are you?"},
{Role: "assistant", Content: "I'm doing great. How can I help you today?"},
{Role: "user", Content: "I'd like to show off how chat templating works!"},
},
} {
var roles []string
for _, m := range mm {
roles = append(roles, m.Role)
}
cases[strings.Join(roles, "-")] = mm
}
matches, err := filepath.Glob("*.gotmpl")
if err != nil {
t.Fatal(err)
}
for _, match := range matches {
t.Run(match, func(t *testing.T) {
bts, err := os.ReadFile(match)
if err != nil {
t.Fatal(err)
}
tmpl, err := Parse(string(bts))
if err != nil {
t.Fatal(err)
}
for n, tt := range cases {
var actual bytes.Buffer
t.Run(n, func(t *testing.T) {
if err := tmpl.Execute(&actual, Values{Messages: tt}); err != nil {
t.Fatal(err)
}
expect, err := os.ReadFile(filepath.Join("testdata", match, n))
if err != nil {
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 != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
}
})
}
}
func TestParse(t *testing.T) {
cases := []struct {
template string
vars []string
}{
{"{{ .Prompt }}", []string{"prompt"}},
{"{{ .System }} {{ .Prompt }}", []string{"prompt", "system"}},
{"{{ .Prompt }}", []string{"prompt", "response"}},
{"{{ .System }} {{ .Prompt }}", []string{"prompt", "response", "system"}},
{"{{ .System }} {{ .Prompt }} {{ .Response }}", []string{"prompt", "response", "system"}},
{"{{ with .Tools }}{{ . }}{{ end }} {{ .System }} {{ .Prompt }}", []string{"prompt", "system", "tools"}},
{"{{ 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: {{ .Content }}{{ else if eq .Role \"user\" }}USER: {{ .Content }}{{ else if eq .Role \"assistant\" }}ASSISTANT: {{ .Content }}{{ end }}{{ end }}", []string{"content", "messages", "role"}},
{"{{ .Prompt }} {{ .Suffix }}", []string{"prompt", "suffix"}},
{`{{- 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"}},
}
for _, tt := range cases {
@ -80,9 +189,172 @@ func TestParse(t *testing.T) {
t.Fatal(err)
}
vars := tmpl.Vars()
if !slices.Equal(tt.vars, vars) {
t.Errorf("expected %v, got %v", tt.vars, vars)
if diff := cmp.Diff(tmpl.Vars(), tt.vars); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
}
}
func TestExecuteWithMessages(t *testing.T) {
type template struct {
name string
template string
}
cases := []struct {
name string
templates []template
values Values
expected string
}{
{
"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 }}
{{- end }}`},
},
Values{
Messages: []api.Message{
{Role: "user", Content: "Hello friend!"},
{Role: "assistant", Content: "Hello human!"},
{Role: "user", Content: "What is your name?"},
},
},
`[INST] Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
},
{
"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 }}
{{- end }}`},
},
Values{
Messages: []api.Message{
{Role: "system", Content: "You are a helpful assistant!"},
{Role: "user", Content: "Hello friend!"},
{Role: "assistant", Content: "Hello human!"},
{Role: "user", Content: "What is your name?"},
},
},
`[INST] You are a helpful assistant!
Hello friend![/INST] Hello human![INST] What is your name?[/INST] `,
},
{
"chatml",
[]template{
// this does not have a "no response" test because it's impossible to render the same output
{"response", `{{ if .System }}<|im_start|>system
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|im_start|>user
{{ .Prompt }}<|im_end|>
{{ end }}<|im_start|>assistant
{{ .Response }}<|im_end|>
`},
{"messages", `
{{- range $index, $_ := .Messages }}<|im_start|>{{ .Role }}
{{ .Content }}<|im_end|>
{{ end }}<|im_start|>assistant
`},
},
Values{
Messages: []api.Message{
{Role: "system", Content: "You are a helpful assistant!"},
{Role: "user", Content: "Hello friend!"},
{Role: "assistant", Content: "Hello human!"},
{Role: "user", Content: "What is your name?"},
},
},
`<|im_start|>system
You are a helpful assistant!<|im_end|>
<|im_start|>user
Hello friend!<|im_end|>
<|im_start|>assistant
Hello human!<|im_end|>
<|im_start|>user
What is your name?<|im_end|>
<|im_start|>assistant
`,
},
{
"moondream",
[]template{
// this does not have a "no response" test because it's impossible to render the same output
{"response", `{{ if .Prompt }}Question: {{ .Prompt }}
{{ end }}Answer: {{ .Response }}
`},
{"messages", `
{{- range .Messages }}
{{- if eq .Role "user" }}Question: {{ .Content }}
{{ else if eq .Role "assistant" }}Answer: {{ .Content }}
{{ end }}
{{- end }}Answer: `},
},
Values{
Messages: []api.Message{
{Role: "user", Content: "What's in this image?", Images: []api.ImageData{[]byte("")}},
{Role: "assistant", Content: "It's a hot dog."},
{Role: "user", Content: "What's in _this_ image?"},
{Role: "user", Images: []api.ImageData{[]byte("")}},
{Role: "user", Content: "Is it a hot dog?"},
},
},
`Question: [img-0] What's in this image?
Answer: It's a hot dog.
Question: What's in _this_ image?
[img-1]
Is it a hot dog?
Answer: `,
},
}
for _, tt := range cases {
t.Run(tt.name, func(t *testing.T) {
for _, ttt := range tt.templates {
t.Run(ttt.name, func(t *testing.T) {
tmpl, err := Parse(ttt.template)
if err != nil {
t.Fatal(err)
}
var b bytes.Buffer
if err := tmpl.Execute(&b, tt.values); err != nil {
t.Fatal(err)
}
if diff := cmp.Diff(b.String(), tt.expected); diff != "" {
t.Errorf("mismatch (-got +want):\n%s", diff)
}
})
}
})
}

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<start_system>You are a helpful assistant.<end_message><start_user>Hello, how are you?<end_message><start_assistant>I'm doing great. How can I help you today?<end_message><start_user>I'd like to show off how chat templating works!<end_message><start_assistant>

1
template/testdata/alfred.gotmpl/user vendored Normal file
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<start_user>Hello, how are you?<end_message><start_assistant>

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<start_user>Hello, how are you?<end_message><start_assistant>I'm doing great. How can I help you today?<end_message><start_user>I'd like to show off how chat templating works!<end_message><start_assistant>

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You are a helpful assistant.
### Instruction:
Hello, how are you?
### Response:
I'm doing great. How can I help you today?
### Instruction:
I'd like to show off how chat templating works!
### Response:

4
template/testdata/alpaca.gotmpl/user vendored Normal file
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### Instruction:
Hello, how are you?
### Response:

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### Instruction:
Hello, how are you?
### Response:
I'm doing great. How can I help you today?
### Instruction:
I'd like to show off how chat templating works!
### Response:

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<|im_start|>system
You are a helpful assistant.<|im_end|>
<|im_start|>user
Hello, how are you?<|im_end|>
<|im_start|>assistant
I'm doing great. How can I help you today?<|im_end|>
<|im_start|>user
I'd like to show off how chat templating works!<|im_end|>
<|im_start|>assistant

3
template/testdata/chatml.gotmpl/user vendored Normal file
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<|im_start|>user
Hello, how are you?<|im_end|>
<|im_start|>assistant

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<|im_start|>user
Hello, how are you?<|im_end|>
<|im_start|>assistant
I'm doing great. How can I help you today?<|im_end|>
<|im_start|>user
I'd like to show off how chat templating works!<|im_end|>
<|im_start|>assistant

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System: You are a helpful assistant.
User: Hello, how are you?
Assistant: I'm doing great. How can I help you today?
User: I'd like to show off how chat templating works!
Assistant:

3
template/testdata/chatqa.gotmpl/user vendored Normal file
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User: Hello, how are you?
Assistant:

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User: Hello, how are you?
Assistant: I'm doing great. How can I help you today?
User: I'd like to show off how chat templating works!
Assistant:

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Source: system
You are a helpful assistant. <step> Source: user
Hello, how are you? <step> Source: assistant
I'm doing great. How can I help you today? <step> Source: user
I'd like to show off how chat templating works! <step> Source: assistant
Destination: user

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Source: user
Hello, how are you? <step> Source: assistant
Destination: user

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Source: user
Hello, how are you? <step> Source: assistant
I'm doing great. How can I help you today? <step> Source: user
I'd like to show off how chat templating works! <step> Source: assistant
Destination: user

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System: You are a helpful assistant.
User:
Hello, how are you?
Falcon:
I'm doing great. How can I help you today?
User:
I'd like to show off how chat templating works!
Falcon:

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User:
Hello, how are you?
Falcon:

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User:
Hello, how are you?
Falcon:
I'm doing great. How can I help you today?
User:
I'd like to show off how chat templating works!
Falcon:

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<start_of_turn>user
You are a helpful assistant.
Hello, how are you?<end_of_turn>
<start_of_turn>model
I'm doing great. How can I help you today?<end_of_turn>
<start_of_turn>user
I'd like to show off how chat templating works!<end_of_turn>
<start_of_turn>model

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<start_of_turn>user
Hello, how are you?<end_of_turn>
<start_of_turn>model

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<start_of_turn>user
Hello, how are you?<end_of_turn>
<start_of_turn>model
I'm doing great. How can I help you today?<end_of_turn>
<start_of_turn>user
I'd like to show off how chat templating works!<end_of_turn>
<start_of_turn>model

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System:
You are a helpful assistant.
Question:
Hello, how are you?
Answer:
I'm doing great. How can I help you today?
Question:
I'd like to show off how chat templating works!
Answer:

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Question:
Hello, how are you?
Answer:

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@ -0,0 +1,10 @@
Question:
Hello, how are you?
Answer:
I'm doing great. How can I help you today?
Question:
I'd like to show off how chat templating works!
Answer:

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[INST] <<SYS>>
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]

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[INST] <<SYS>><</SYS>>
Hello, how are you? [/INST]

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[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]

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<|start_header_id|>system<|end_header_id|>
You are a helpful assistant.<|eot_id|><|start_header_id|>user<|end_header_id|>
Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
I'm doing great. How can I help you today?<|eot_id|><|start_header_id|>user<|end_header_id|>
I'd like to show off how chat templating works!<|eot_id|><|start_header_id|>assistant<|end_header_id|>

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<|start_header_id|>user<|end_header_id|>
Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>

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<|start_header_id|>user<|end_header_id|>
Hello, how are you?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
I'm doing great. How can I help you today?<|eot_id|><|start_header_id|>user<|end_header_id|>
I'd like to show off how chat templating works!<|eot_id|><|start_header_id|>assistant<|end_header_id|>

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You are a helpful assistant.
@@ Instruction
Hello, how are you?
@@ Response
I'm doing great. How can I help you today?
@@ Instruction
I'd like to show off how chat templating works!
@@ Response

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@@ Instruction
Hello, how are you?
@@ Response

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@ -0,0 +1,10 @@
@@ Instruction
Hello, how are you?
@@ Response
I'm doing great. How can I help you today?
@@ Instruction
I'd like to show off how chat templating works!
@@ Response

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[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]

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[INST] Hello, how are you?[/INST]

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@ -0,0 +1 @@
[INST] 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]

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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:

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GPT4 Correct User: Hello, how are you?<|end_of_turn|>GPT4 Correct Assistant:

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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:

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<|system|>
You are a helpful assistant.<|end|>
<|user|>
Hello, how are you?<|end|>
<|assistant|>
I'm doing great. How can I help you today?<|end|>
<|user|>
I'd like to show off how chat templating works!<|end|>
<|assistant|>

3
template/testdata/phi-3.gotmpl/user vendored Normal file
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<|user|>
Hello, how are you?<|end|>
<|assistant|>

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<|user|>
Hello, how are you?<|end|>
<|assistant|>
I'm doing great. How can I help you today?<|end|>
<|user|>
I'd like to show off how chat templating works!<|end|>
<|assistant|>

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### System:
You are a helpful assistant.
### User:
Hello, how are you?
### Assistant:
I'm doing great. How can I help you today?</s>
### User:
I'd like to show off how chat templating works!
### Assistant:

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### User:
Hello, how are you?
### Assistant:

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@ -0,0 +1,10 @@
### User:
Hello, how are you?
### Assistant:
I'm doing great. How can I help you today?</s>
### User:
I'd like to show off how chat templating works!
### Assistant:

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You are a helpful assistant.
### Instruction
Hello, how are you?
### Response
I'm doing great. How can I help you today?<|endoftext|>
### Instruction
I'd like to show off how chat templating works!
### Response

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### Instruction
Hello, how are you?
### Response

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@ -0,0 +1,10 @@
### Instruction
Hello, how are you?
### Response
I'm doing great. How can I help you today?<|endoftext|>
### Instruction
I'd like to show off how chat templating works!
### Response

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You are a helpful assistant.
USER: Hello, how are you?
ASSISTANT: I'm doing great. How can I help you today?</s>
USER: I'd like to show off how chat templating works!
ASSISTANT:

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