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48 Commits

Author SHA1 Message Date
Jeffrey Morgan
41434a7cdc build intel mac with correct binary and compile flags 2023-11-16 22:14:51 -05:00
Michael Yang
71687ab809 Merge pull request #1164 from jmorganca/mxyng/faq
update faq
2023-11-16 17:20:18 -08:00
Michael Yang
d8842b4d4b update faq 2023-11-16 17:07:36 -08:00
Michael Yang
585f9c01fa Merge pull request #1160 from jmorganca/mxyng/faq
update faq
2023-11-16 16:48:51 -08:00
Michael Yang
c13bde962d Update docs/faq.md
Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>
2023-11-16 16:48:38 -08:00
Michael Yang
ee307937fd update faq 2023-11-16 16:46:43 -08:00
Matt Williams
ab6639bc47 Merge pull request #1074 from jmorganca/mattw/loganalysisexample
Log Analysis Example
2023-11-16 16:33:07 -08:00
Jeffrey Morgan
dbe6e77472 Update README.md 2023-11-16 16:46:38 -05:00
Bruce MacDonald
4b3f4bc7d9 return failure details when unauthorized to push (#1131)
Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>
2023-11-16 16:44:18 -05:00
Michael Yang
a5ccf742c1 fix cross repo mounts 2023-11-16 16:33:30 -05:00
Michael Yang
e33ef391cd fix push scope error for inherited model 2023-11-16 16:33:30 -05:00
yanndegat
75295b9528 install: fix enable contrib on debian 12 (#1151)
On debian 12, sources definitions have moved from
/etc/apt/sources.list to /etc/apt/sources.list.d/debian.sources
2023-11-16 15:53:06 -05:00
Matt Williams
db5ef3004c Merge pull request #1079 from jmorganca/mattw/jsonexample
Add example using JSON format output
2023-11-16 09:13:34 -08:00
Michael Yang
b5f158f046 add faq for proxies (#1147) 2023-11-16 11:43:37 -05:00
Piero Savastano
30141b42e9 Add Cheshire Cat to community integrations (#1124) 2023-11-16 11:30:54 -05:00
Dane Madsen
5f301ece1d Add Maid to Community Integrations (#1120) 2023-11-16 11:27:53 -05:00
Michael Yang
77954bea0e Merge pull request #898 from jmorganca/mxyng/build-context
create remote models
2023-11-15 16:41:12 -08:00
Michael Yang
54f92f01cb update docs 2023-11-15 15:28:15 -08:00
Michael
30ae6e731e Update randomaddresses.py 2023-11-15 18:24:50 -05:00
Michael
b28a30f7ba Update examples/python-json-datagenerator/predefinedschema.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-15 18:23:36 -05:00
Jeffrey Morgan
ecd71347ab Update faq.md 2023-11-15 18:17:13 -05:00
Jeffrey Morgan
8ee4cbea0f Remove table of contents in faq.md 2023-11-15 18:16:27 -05:00
Michael Yang
652d90e1c7 Update server/images.go
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-15 15:16:23 -08:00
Michael Yang
bc22d5a38b no blob response 2023-11-15 15:16:23 -08:00
Michael Yang
71d71d0988 update docs 2023-11-15 15:16:23 -08:00
Michael Yang
1901044b07 use checksum reference 2023-11-15 15:16:23 -08:00
Michael Yang
d660eebf22 fix create from model tag 2023-11-15 15:16:23 -08:00
Michael Yang
cac11c9137 update api docs 2023-11-15 15:16:23 -08:00
Michael Yang
a07c935d34 ignore non blobs 2023-11-15 15:16:23 -08:00
Michael Yang
1552cee59f client create modelfile 2023-11-15 15:16:23 -08:00
Michael Yang
3ca56b5ada add create modelfile field 2023-11-15 15:16:23 -08:00
Michael Yang
b0d14ed51c refactor create model 2023-11-15 15:16:23 -08:00
Matt Williams
f61f340279 FAQ: answer a few faq questions (#1128)
* faq: does ollama share my prompts

Signed-off-by: Matt Williams <m@technovangelist.com>

* faq: ollama and openai

Signed-off-by: Matt Williams <m@technovangelist.com>

* faq: vscode plugins

Signed-off-by: Matt Williams <m@technovangelist.com>

* faq: send a doc to Ollama

Signed-off-by: Matt Williams <m@technovangelist.com>

* extra spacing

Signed-off-by: Matt Williams <m@technovangelist.com>

* Update faq.md

* Update faq.md

---------

Signed-off-by: Matt Williams <m@technovangelist.com>
Co-authored-by: Michael <mchiang0610@users.noreply.github.com>
2023-11-15 18:05:13 -05:00
Michael Yang
686f85d6ca Merge pull request #1132 from jmorganca/mxyng/human-bytes
replace go-humanize with format.HumanBytes
2023-11-15 09:46:21 -08:00
bnodnarb
85951d25ef Created tutorial for running Ollama on NVIDIA Jetson devices (#1098) 2023-11-15 12:32:37 -05:00
Michael Yang
01ea6002c4 replace go-humanize with format.HumanBytes 2023-11-14 14:57:41 -08:00
Matt Williams
47ffb81db7 Update examples/python-json-datagenerator/readme.md
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:33:34 -08:00
Matt Williams
69795d2db0 Update examples/python-json-datagenerator/readme.md
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:33:16 -08:00
Matt Williams
acde0819d9 Update examples/python-json-datagenerator/randomaddresses.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:33:02 -08:00
Matt Williams
f748331aa3 Update examples/python-json-datagenerator/predefinedschema.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:32:45 -08:00
Matt Williams
f4edc302a8 Update examples/python-loganalysis/readme.md
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:31:22 -08:00
Matt Williams
64b7e0c218 Update examples/python-loganalysis/loganalysis.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:31:05 -08:00
Matt Williams
eced0d52ab Update examples/python-loganalysis/loganalysis.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:30:30 -08:00
Matt Williams
96bf9cafa7 Update examples/python-loganalysis/loganalysis.py
Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com>
2023-11-14 10:30:17 -08:00
Matt Williams
b6817a83d8 Add gif and finish readme
Signed-off-by: Matt Williams <m@technovangelist.com>
2023-11-10 16:41:48 -06:00
Matt Williams
73f3448ede add example showing use of JSON format
Signed-off-by: Matt Williams <m@technovangelist.com>
2023-11-10 16:33:56 -06:00
Matt Williams
e4f59ba073 better streaming plus gif
Signed-off-by: Matt Williams <m@technovangelist.com>
2023-11-10 08:55:17 -06:00
Matt Williams
5de568bffe Add a simple log analysis example
Signed-off-by: Matt Williams <m@technovangelist.com>
2023-11-10 08:28:52 -06:00
37 changed files with 1377 additions and 755 deletions

View File

@@ -225,6 +225,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
- [Web UI](https://github.com/ollama-webui/ollama-webui)
- [Ollamac](https://github.com/kevinhermawan/Ollamac)
- [big-AGI](https://github.com/enricoros/big-agi/blob/main/docs/config-ollama.md)
- [Cheshire Cat assistant framework](https://github.com/cheshire-cat-ai/core)
### Terminal
@@ -247,6 +248,10 @@ See the [API documentation](./docs/api.md) for all endpoints.
- [OllamaKit for Swift](https://github.com/kevinhermawan/OllamaKit)
- [Ollama for Dart](https://github.com/breitburg/dart-ollama)
### Mobile
- [Maid](https://github.com/danemadsen/Maid) (Mobile Artificial Intelligence Distribution)
### Extensions & Plugins
- [Raycast extension](https://github.com/MassimilianoPasquini97/raycast_ollama)

View File

@@ -5,6 +5,7 @@ import (
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"io"
"net"
@@ -95,11 +96,19 @@ func (c *Client) do(ctx context.Context, method, path string, reqData, respData
var reqBody io.Reader
var data []byte
var err error
if reqData != nil {
switch reqData := reqData.(type) {
case io.Reader:
// reqData is already an io.Reader
reqBody = reqData
case nil:
// noop
default:
data, err = json.Marshal(reqData)
if err != nil {
return err
}
reqBody = bytes.NewReader(data)
}
@@ -287,3 +296,18 @@ func (c *Client) Heartbeat(ctx context.Context) error {
}
return nil
}
func (c *Client) CreateBlob(ctx context.Context, digest string, r io.Reader) error {
if err := c.do(ctx, http.MethodHead, fmt.Sprintf("/api/blobs/%s", digest), nil, nil); err != nil {
var statusError StatusError
if !errors.As(err, &statusError) || statusError.StatusCode != http.StatusNotFound {
return err
}
if err := c.do(ctx, http.MethodPost, fmt.Sprintf("/api/blobs/%s", digest), r, nil); err != nil {
return err
}
}
return nil
}

View File

@@ -99,9 +99,10 @@ type EmbeddingResponse struct {
}
type CreateRequest struct {
Name string `json:"name"`
Path string `json:"path"`
Stream *bool `json:"stream,omitempty"`
Name string `json:"name"`
Path string `json:"path"`
Modelfile string `json:"modelfile"`
Stream *bool `json:"stream,omitempty"`
}
type DeleteRequest struct {

View File

@@ -1,9 +1,11 @@
package cmd
import (
"bytes"
"context"
"crypto/ed25519"
"crypto/rand"
"crypto/sha256"
"encoding/pem"
"errors"
"fmt"
@@ -20,16 +22,16 @@ import (
"syscall"
"time"
"github.com/dustin/go-humanize"
"github.com/olekukonko/tablewriter"
"github.com/spf13/cobra"
"golang.org/x/crypto/ssh"
"golang.org/x/term"
"github.com/jmorganca/ollama/api"
"github.com/jmorganca/ollama/editor"
"github.com/jmorganca/ollama/format"
"github.com/jmorganca/ollama/parser"
"github.com/jmorganca/ollama/progressbar"
"github.com/jmorganca/ollama/readline"
"github.com/jmorganca/ollama/server"
"github.com/jmorganca/ollama/version"
)
@@ -46,17 +48,64 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
return err
}
var spinner *Spinner
modelfile, err := os.ReadFile(filename)
if err != nil {
return err
}
spinner := NewSpinner("transferring context")
go spinner.Spin(100 * time.Millisecond)
commands, err := parser.Parse(bytes.NewReader(modelfile))
if err != nil {
return err
}
home, err := os.UserHomeDir()
if err != nil {
return err
}
for _, c := range commands {
switch c.Name {
case "model", "adapter":
path := c.Args
if path == "~" {
path = home
} else if strings.HasPrefix(path, "~/") {
path = filepath.Join(home, path[2:])
}
bin, err := os.Open(path)
if errors.Is(err, os.ErrNotExist) && c.Name == "model" {
continue
} else if err != nil {
return err
}
defer bin.Close()
hash := sha256.New()
if _, err := io.Copy(hash, bin); err != nil {
return err
}
bin.Seek(0, io.SeekStart)
digest := fmt.Sprintf("sha256:%x", hash.Sum(nil))
if err = client.CreateBlob(cmd.Context(), digest, bin); err != nil {
return err
}
modelfile = bytes.ReplaceAll(modelfile, []byte(c.Args), []byte("@"+digest))
}
}
var currentDigest string
var bar *progressbar.ProgressBar
request := api.CreateRequest{Name: args[0], Path: filename}
request := api.CreateRequest{Name: args[0], Path: filename, Modelfile: string(modelfile)}
fn := func(resp api.ProgressResponse) error {
if resp.Digest != currentDigest && resp.Digest != "" {
if spinner != nil {
spinner.Stop()
}
spinner.Stop()
currentDigest = resp.Digest
// pulling
bar = progressbar.DefaultBytes(
@@ -68,9 +117,7 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
bar.Set64(resp.Completed)
} else {
currentDigest = ""
if spinner != nil {
spinner.Stop()
}
spinner.Stop()
spinner = NewSpinner(resp.Status)
go spinner.Spin(100 * time.Millisecond)
}
@@ -82,11 +129,9 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
return err
}
if spinner != nil {
spinner.Stop()
if spinner.description != "success" {
return errors.New("unexpected end to create model")
}
spinner.Stop()
if spinner.description != "success" {
return errors.New("unexpected end to create model")
}
return nil
@@ -173,7 +218,7 @@ func ListHandler(cmd *cobra.Command, args []string) error {
for _, m := range models.Models {
if len(args) == 0 || strings.HasPrefix(m.Name, args[0]) {
data = append(data, []string{m.Name, m.Digest[:12], humanize.Bytes(uint64(m.Size)), format.HumanTime(m.ModifiedAt, "Never")})
data = append(data, []string{m.Name, m.Digest[:12], format.HumanBytes(m.Size), format.HumanTime(m.ModifiedAt, "Never")})
}
}
@@ -539,24 +584,30 @@ func generateInteractive(cmd *cobra.Command, model string, wordWrap bool, format
fmt.Fprintln(os.Stderr, "")
}
prompt := editor.Prompt{
Prompt: ">>> ",
AltPrompt: "... ",
Placeholder: "Send a message (/? for help)",
prompt := readline.Prompt{
Prompt: ">>> ",
AltPrompt: "... ",
Placeholder: "Send a message (/? for help)",
AltPlaceholder: `Use """ to end multi-line input`,
}
ed, err := editor.New(prompt)
scanner, err := readline.New(prompt)
if err != nil {
return err
}
fmt.Print(readline.StartBracketedPaste)
defer fmt.Printf(readline.EndBracketedPaste)
var multiLineBuffer string
for {
line, err := ed.HandleInput()
line, err := scanner.Readline()
switch {
case errors.Is(err, io.EOF):
fmt.Println()
return nil
case errors.Is(err, editor.ErrInterrupt):
case errors.Is(err, readline.ErrInterrupt):
if line == "" {
fmt.Println("\nUse Ctrl-D or /bye to exit.")
}
@@ -569,6 +620,20 @@ func generateInteractive(cmd *cobra.Command, model string, wordWrap bool, format
line = strings.TrimSpace(line)
switch {
case scanner.Prompt.UseAlt:
if strings.HasSuffix(line, `"""`) {
scanner.Prompt.UseAlt = false
multiLineBuffer += strings.TrimSuffix(line, `"""`)
line = multiLineBuffer
multiLineBuffer = ""
} else {
multiLineBuffer += line + " "
continue
}
case strings.HasPrefix(line, `"""`):
scanner.Prompt.UseAlt = true
multiLineBuffer = strings.TrimPrefix(line, `"""`) + " "
continue
case strings.HasPrefix(line, "/list"):
args := strings.Fields(line)
if err := ListHandler(cmd, args[1:]); err != nil {
@@ -579,9 +644,9 @@ func generateInteractive(cmd *cobra.Command, model string, wordWrap bool, format
if len(args) > 1 {
switch args[1] {
case "history":
//scanner.HistoryEnable()
scanner.HistoryEnable()
case "nohistory":
//scanner.HistoryDisable()
scanner.HistoryDisable()
case "wordwrap":
wordWrap = true
fmt.Println("Set 'wordwrap' mode.")

View File

@@ -292,12 +292,13 @@ curl -X POST http://localhost:11434/api/generate -d '{
POST /api/create
```
Create a model from a [`Modelfile`](./modelfile.md)
Create a model from a [`Modelfile`](./modelfile.md). It is recommended to set `modelfile` to the content of the Modelfile rather than just set `path`. This is a requirement for remote create. Remote model creation should also create any file blobs, fields such as `FROM` and `ADAPTER`, explicitly with the server using [Create a Blob](#create-a-blob) and the value to the path indicated in the response.
### Parameters
- `name`: name of the model to create
- `path`: path to the Modelfile
- `path`: path to the Modelfile (deprecated: please use modelfile instead)
- `modelfile`: contents of the Modelfile
- `stream`: (optional) if `false` the response will be returned as a single response object, rather than a stream of objects
### Examples
@@ -307,7 +308,8 @@ Create a model from a [`Modelfile`](./modelfile.md)
```shell
curl -X POST http://localhost:11434/api/create -d '{
"name": "mario",
"path": "~/Modelfile"
"path": "~/Modelfile",
"modelfile": "FROM llama2"
}'
```
@@ -321,6 +323,54 @@ A stream of JSON objects. When finished, `status` is `success`.
}
```
### Check if a Blob Exists
```shell
HEAD /api/blobs/:digest
```
Check if a blob is known to the server.
#### Query Parameters
- `digest`: the SHA256 digest of the blob
#### Examples
##### Request
```shell
curl -I http://localhost:11434/api/blobs/sha256:29fdb92e57cf0827ded04ae6461b5931d01fa595843f55d36f5b275a52087dd2
```
##### Response
Return 200 OK if the blob exists, 404 Not Found if it does not.
### Create a Blob
```shell
POST /api/blobs/:digest
```
Create a blob from a file. Returns the server file path.
#### Query Parameters
- `digest`: the expected SHA256 digest of the file
#### Examples
##### Request
```shell
curl -T model.bin -X POST http://localhost:11434/api/blobs/sha256:29fdb92e57cf0827ded04ae6461b5931d01fa595843f55d36f5b275a52087dd2
```
##### Response
Return 201 Created if the blob was successfully created.
## List Local Models
```shell

View File

@@ -32,11 +32,11 @@ Create a `systemd` drop-in directory and set `Environment=OLLAMA_HOST`
```bash
mkdir -p /etc/systemd/system/ollama.service.d
echo "[Service]" >>/etc/systemd/system/ollama.service.d/environment.conf
echo '[Service]' >>/etc/systemd/system/ollama.service.d/environment.conf
```
```bash
echo "Environment=OLLAMA_HOST=0.0.0.0:11434" >>/etc/systemd/system/ollama.service.d/environment.conf
echo 'Environment="OLLAMA_HOST=0.0.0.0:11434"' >>/etc/systemd/system/ollama.service.d/environment.conf
```
Reload `systemd` and restart Ollama:
@@ -59,7 +59,7 @@ OLLAMA_ORIGINS=http://192.168.1.1:*,https://example.com ollama serve
On Linux:
```bash
echo "Environment=OLLAMA_ORIGINS=http://129.168.1.1:*,https://example.com" >>/etc/systemd/system/ollama.service.d/environment.conf
echo 'Environment="OLLAMA_ORIGINS=http://129.168.1.1:*,https://example.com"' >>/etc/systemd/system/ollama.service.d/environment.conf
```
Reload `systemd` and restart Ollama:
@@ -74,8 +74,6 @@ systemctl restart ollama
- macOS: Raw model data is stored under `~/.ollama/models`.
- Linux: Raw model data is stored under `/usr/share/ollama/.ollama/models`
Below the models directory you will find a structure similar to the following:
```shell
@@ -96,3 +94,57 @@ The manifest lists all the layers used in this model. You will see a `media type
### How can I change where Ollama stores models?
To modify where models are stored, you can use the `OLLAMA_MODELS` environment variable. Note that on Linux this means defining `OLLAMA_MODELS` in a drop-in `/etc/systemd/system/ollama.service.d` service file, reloading systemd, and restarting the ollama service.
## Does Ollama send my prompts and answers back to Ollama.ai to use in any way?
No. Anything you do with Ollama, such as generate a response from the model, stays with you. We don't collect any data about how you use the model. You are always in control of your own data.
## How can I use Ollama in Visual Studio Code?
There is already a large collection of plugins available for VSCode as well as other editors that leverage Ollama. You can see the list of [extensions & plugins](https://github.com/jmorganca/ollama#extensions--plugins) at the bottom of the main repository readme.
## How do I use Ollama behind a proxy?
Ollama is compatible with proxy servers if `HTTP_PROXY` or `HTTPS_PROXY` are configured. When using either variables, ensure it is set where `ollama serve` can access the values.
When using `HTTPS_PROXY`, ensure the proxy certificate is installed as a system certificate.
On macOS:
```bash
HTTPS_PROXY=http://proxy.example.com ollama serve
```
On Linux:
```bash
echo 'Environment="HTTPS_PROXY=https://proxy.example.com"' >>/etc/systemd/system/ollama.service.d/environment.conf
```
Reload `systemd` and restart Ollama:
```bash
systemctl daemon-reload
systemctl restart ollama
```
### How do I use Ollama behind a proxy in Docker?
The Ollama Docker container image can be configured to use a proxy by passing `-e HTTPS_PROXY=https://proxy.example.com` when starting the container.
Alternatively, Docker daemon can be configured to use a proxy. Instructions are available for Docker Desktop on [macOS](https://docs.docker.com/desktop/settings/mac/#proxies), [Windows](https://docs.docker.com/desktop/settings/windows/#proxies), and [Linux](https://docs.docker.com/desktop/settings/linux/#proxies), and Docker [daemon with systemd](https://docs.docker.com/config/daemon/systemd/#httphttps-proxy).
Ensure the certificate is installed as a system certificate when using HTTPS. This may require a new Docker image when using a self-signed certificate.
```dockerfile
FROM ollama/ollama
COPY my-ca.pem /usr/local/share/ca-certificates/my-ca.crt
RUN update-ca-certificate
```
Build and run this image:
```shell
docker build -t ollama-with-ca .
docker run -d -e HTTPS_PROXY=https://my.proxy.example.com -p 11434:11434 ollama-with-ca
```

View File

@@ -4,5 +4,6 @@ Here is a list of ways you can use Ollama with other tools to build interesting
- [Using LangChain with Ollama in JavaScript](./tutorials/langchainjs.md)
- [Using LangChain with Ollama in Python](./tutorials/langchainpy.md)
- [Running Ollama on NVIDIA Jetson Devices](./tutorials/nvidia-jetson.md)
Also be sure to check out the [examples](../examples) directory for more ways to use Ollama.
Also be sure to check out the [examples](../examples) directory for more ways to use Ollama.

View File

@@ -0,0 +1,38 @@
# Running Ollama on NVIDIA Jetson Devices
With some minor configuration, Ollama runs well on [NVIDIA Jetson Devices](https://www.nvidia.com/en-us/autonomous-machines/embedded-systems/). The following has been tested on [JetPack 5.1.2](https://developer.nvidia.com/embedded/jetpack).
NVIDIA Jetson devices are Linux-based embedded AI computers that are purpose-built for AI applications.
Jetsons have an integrated GPU that is wired directly to the memory controller of the machine. For this reason, the `nvidia-smi` command is unrecognized, and Ollama proceeds to operate in "CPU only"
mode. This can be verified by using a monitoring tool like jtop.
In order to address this, we simply pass the path to the Jetson's pre-installed CUDA libraries into `ollama serve` (while in a tmux session). We then hardcode the num_gpu parameters into a cloned
version of our target model.
Prerequisites:
- curl
- tmux
Here are the steps:
- Install Ollama via standard Linux command (ignore the 404 error): `curl https://ollama.ai/install.sh | sh`
- Stop the Ollama service: `sudo systemctl stop ollama`
- Start Ollama serve in a tmux session called ollama_jetson and reference the CUDA libraries path: `tmux has-session -t ollama_jetson 2>/dev/null || tmux new-session -d -s ollama_jetson
'LD_LIBRARY_PATH=/usr/local/cuda/lib64 ollama serve'`
- Pull the model you want to use (e.g. mistral): `ollama pull mistral`
- Create a new Modelfile specifically for enabling GPU support on the Jetson: `touch ModelfileMistralJetson`
- In the ModelfileMistralJetson file, specify the FROM model and the num_gpu PARAMETER as shown below:
```
FROM mistral
PARAMETER num_gpu 999
```
- Create a new model from your Modelfile: `ollama create mistral-jetson -f ./ModelfileMistralJetson`
- Run the new model: `ollama run mistral-jetson`
If you run a monitoring tool like jtop you should now see that Ollama is using the Jetson's integrated GPU.
And that's it!

View File

@@ -1,488 +0,0 @@
package editor
import (
"fmt"
"strings"
"github.com/emirpasic/gods/lists/arraylist"
"golang.org/x/term"
)
type Buffer struct {
PosX int
PosY int
Buf []*arraylist.List
Prompt *Prompt
WordWrap int
ScreenWidth int
ScreenHeight int
}
func NewBuffer(prompt *Prompt) (*Buffer, error) {
width, height, err := term.GetSize(0)
if err != nil {
fmt.Println("Error getting size:", err)
return nil, err
}
b := &Buffer{
PosX: 0,
PosY: 0,
Buf: []*arraylist.List{arraylist.New()},
Prompt: prompt,
ScreenWidth: width,
ScreenHeight: height,
}
return b, nil
}
func (b *Buffer) LineWidth() int {
return b.ScreenWidth - len(b.Prompt.Prompt)
}
func (b *Buffer) findWordAtPos(line string, pos int) string {
return ""
}
func (b *Buffer) addLine(row int) {
if row+1 == len(b.Buf) {
b.Buf = append(b.Buf, arraylist.New())
} else {
b.Buf = append(b.Buf, nil)
copy(b.Buf[row+2:], b.Buf[row+1:])
b.Buf[row+1] = arraylist.New()
}
}
func (b *Buffer) Add(r rune) {
switch r {
case CharCtrlJ, CharEnter:
b.addLine(b.PosY)
// handle Ctrl-J in the middle of a line
var remainingText string
if b.PosX < b.Buf[b.PosY].Size() {
fmt.Print(ClearToEOL)
remainingText = b.StringLine(b.PosX, b.PosY)
for cnt := 0; cnt < len(remainingText); cnt++ {
b.Buf[b.PosY].Remove(b.Buf[b.PosY].Size() - 1)
b.Buf[b.PosY+1].Add(rune(remainingText[cnt]))
}
}
b.PosY++
b.PosX = 0
fmt.Printf("\n... " + ClearToEOL)
b.drawRemaining()
default:
if b.PosX == b.Buf[b.PosY].Size() {
fmt.Printf("%c", r)
b.PosX++
b.Buf[b.PosY].Add(r)
wrap, prefix, offset := b.splitLineInsert(b.PosY, b.PosX)
if wrap {
fmt.Print(CursorHide + cursorLeftN(len(prefix)+1) + ClearToEOL)
fmt.Printf("\n%s... %s%c", ClearToEOL, prefix, r)
b.PosY++
b.PosX = offset
b.ResetCursor()
b.drawRemaining()
fmt.Print(CursorShow)
}
} else {
fmt.Printf("%c", r)
b.Buf[b.PosY].Insert(b.PosX, r)
b.PosX++
_, prefix, offset := b.splitLineInsert(b.PosY, b.PosX)
fmt.Print(CursorHide)
if b.PosX > b.Buf[b.PosY].Size() {
if offset > 0 {
fmt.Print(cursorLeftN(offset))
}
fmt.Print(ClearToEOL + CursorDown + CursorBOL + ClearToEOL)
fmt.Printf("... %s", prefix[:offset])
b.PosY++
b.PosX = offset
b.ResetCursor()
}
b.drawRemaining()
fmt.Print(CursorShow)
}
}
}
func (b *Buffer) ResetCursor() {
fmt.Print(CursorHide + CursorBOL)
fmt.Print(cursorRightN(b.PosX + len(b.Prompt.Prompt)))
fmt.Print(CursorShow)
}
func (b *Buffer) splitLineInsert(posY, posX int) (bool, string, int) {
line := b.StringLine(0, posY)
screenEdge := b.LineWidth() - 5
// if the current line doesn't need to be reflowed, none of the other
// lines will either
if len(line) <= screenEdge {
return false, "", 0
}
// we know we're going to have to insert onto the next line, so
// add another line if there isn't one already
if posY == len(b.Buf)-1 {
b.Buf = append(b.Buf, arraylist.New())
}
// make a truncated version of the current line
currLine := line[:screenEdge]
// figure out where the last space in the line is
idx := strings.LastIndex(currLine, " ")
// deal with strings that don't have spaces in them
if idx == -1 {
idx = len(currLine) - 1
}
// if the next line already has text on it, we need
// to add a space to insert our new word
if b.Buf[posY+1].Size() > 0 {
b.Buf[posY+1].Insert(0, ' ')
}
// calculate the number of characters we need to remove
// from the current line to add to the next one
totalChars := len(line) - idx - 1
for cnt := 0; cnt < totalChars; cnt++ {
b.Buf[posY].Remove(b.Buf[posY].Size() - 1)
b.Buf[posY+1].Insert(0, rune(line[len(line)-1-cnt]))
}
// remove the trailing space
b.Buf[posY].Remove(b.Buf[posY].Size() - 1)
// wrap any further lines
if b.Buf[posY+1].Size() > b.LineWidth()-5 {
b.splitLineInsert(posY+1, 0)
}
return true, currLine[idx+1:], posX - idx - 1
}
func (b *Buffer) drawRemaining() {
remainingText := b.StringFromRow(b.PosY)
remainingText = remainingText[b.PosX:]
fmt.Print(CursorHide + ClearToEOL)
var rowCount int
for _, c := range remainingText {
fmt.Print(string(c))
if c == '\n' {
fmt.Print("... " + ClearToEOL)
rowCount++
}
}
if rowCount > 0 {
fmt.Print(cursorUpN(rowCount))
}
b.ResetCursor()
}
func (b *Buffer) findWordBeginning(posX int) int {
for {
if posX < 0 {
return -1
}
r, ok := b.Buf[b.PosY].Get(posX)
if !ok {
return -1
} else if r.(rune) == ' ' {
return posX
}
posX--
}
}
func (b *Buffer) Delete() {
if b.PosX < b.Buf[b.PosY].Size()-1 {
b.Buf[b.PosY].Remove(b.PosX)
b.drawRemaining()
} else {
b.joinLines()
}
}
func (b *Buffer) joinLines() {
lineLen := b.Buf[b.PosY].Size()
for cnt := 0; cnt < lineLen; cnt++ {
r, _ := b.Buf[b.PosY].Get(0)
b.Buf[b.PosY].Remove(0)
b.Buf[b.PosY-1].Add(r)
}
}
func (b *Buffer) Remove() {
if b.PosX > 0 {
fmt.Print(CursorLeft + " " + CursorLeft)
b.PosX--
b.Buf[b.PosY].Remove(b.PosX)
if b.PosX < b.Buf[b.PosY].Size() {
fmt.Print(ClearToEOL)
b.drawRemaining()
}
} else if b.PosX == 0 && b.PosY > 0 {
b.joinLines()
lastPos := b.Buf[b.PosY-1].Size()
var cnt int
b.PosX = lastPos
b.PosY--
fmt.Print(CursorHide)
for {
if b.PosX+cnt > b.LineWidth()-5 {
// the concatenated line won't fit, so find the beginning of the word
// and copy the rest of the string from there
idx := b.findWordBeginning(b.PosX)
lineLen := b.Buf[b.PosY].Size()
for offset := idx + 1; offset < lineLen; offset++ {
r, _ := b.Buf[b.PosY].Get(idx + 1)
b.Buf[b.PosY].Remove(idx + 1)
b.Buf[b.PosY+1].Add(r)
}
// remove the trailing space
b.Buf[b.PosY].Remove(idx)
fmt.Print(CursorUp + ClearToEOL)
b.PosX = 0
b.drawRemaining()
fmt.Print(CursorDown)
if idx > 0 {
if lastPos-idx-1 > 0 {
b.PosX = lastPos - idx - 1
b.ResetCursor()
}
}
b.PosY++
break
}
r, ok := b.Buf[b.PosY].Get(b.PosX + cnt)
if !ok {
// found the end of the string
fmt.Print(CursorUp + cursorRightN(b.PosX) + ClearToEOL)
b.drawRemaining()
break
}
if r == ' ' {
// found the end of the word
lineLen := b.Buf[b.PosY].Size()
for offset := b.PosX + cnt + 1; offset < lineLen; offset++ {
r, _ := b.Buf[b.PosY].Get(b.PosX + cnt + 1)
b.Buf[b.PosY].Remove(b.PosX + cnt + 1)
b.Buf[b.PosY+1].Add(r)
}
fmt.Print(CursorUp + cursorRightN(b.PosX) + ClearToEOL)
b.drawRemaining()
break
}
cnt++
}
fmt.Print(CursorShow)
}
}
func (b *Buffer) RemoveBefore() {
for {
if b.PosX == 0 && b.PosY == 0 {
break
}
b.Remove()
}
}
func (b *Buffer) RemoveWordBefore() {
if b.PosX > 0 || b.PosY > 0 {
var foundNonspace bool
for {
xPos := b.PosX
yPos := b.PosY
v, _ := b.Buf[yPos].Get(xPos - 1)
if v == ' ' {
if !foundNonspace {
b.Remove()
} else {
break
}
} else {
foundNonspace = true
b.Remove()
}
if xPos == 0 && yPos == 0 {
break
}
}
}
}
func (b *Buffer) StringLine(x, y int) string {
if y >= len(b.Buf) {
return ""
}
var output string
for cnt := x; cnt < b.Buf[y].Size(); cnt++ {
r, _ := b.Buf[y].Get(cnt)
output += string(r.(rune))
}
return output
}
func (b *Buffer) String() string {
return b.StringFromRow(0)
}
func (b *Buffer) StringFromRow(n int) string {
var output []string
for _, row := range b.Buf[n:] {
var currLine string
for cnt := 0; cnt < row.Size(); cnt++ {
r, _ := row.Get(cnt)
currLine += string(r.(rune))
}
currLine = strings.TrimRight(currLine, " ")
output = append(output, currLine)
}
return strings.Join(output, "\n")
}
func (b *Buffer) cursorUp() {
fmt.Print(CursorUp)
b.ResetCursor()
}
func (b *Buffer) cursorDown() {
fmt.Print(CursorDown)
b.ResetCursor()
}
func (b *Buffer) MoveUp() {
if b.PosY > 0 {
b.PosY--
if b.Buf[b.PosY].Size() < b.PosX {
b.PosX = b.Buf[b.PosY].Size()
}
b.cursorUp()
} else {
fmt.Print("\a")
}
}
func (b *Buffer) MoveDown() {
if b.PosY < len(b.Buf)-1 {
b.PosY++
if b.Buf[b.PosY].Size() < b.PosX {
b.PosX = b.Buf[b.PosY].Size()
}
b.cursorDown()
} else {
fmt.Print("\a")
}
}
func (b *Buffer) MoveLeft() {
if b.PosX > 0 {
b.PosX--
fmt.Print(CursorLeft)
} else if b.PosY > 0 {
b.PosX = b.Buf[b.PosY-1].Size()
b.PosY--
b.cursorUp()
} else if b.PosX == 0 && b.PosY == 0 {
fmt.Print("\a")
}
}
func (b *Buffer) MoveRight() {
if b.PosX < b.Buf[b.PosY].Size() {
b.PosX++
fmt.Print(CursorRight)
} else if b.PosY < len(b.Buf)-1 {
b.PosY++
b.PosX = 0
b.cursorDown()
} else {
fmt.Print("\a")
}
}
func (b *Buffer) MoveToBOL() {
if b.PosX > 0 {
b.PosX = 0
b.ResetCursor()
}
}
func (b *Buffer) MoveToEOL() {
if b.PosX < b.Buf[b.PosY].Size() {
b.PosX = b.Buf[b.PosY].Size()
b.ResetCursor()
}
}
func (b *Buffer) MoveToEnd() {
fmt.Print(CursorHide)
yDiff := len(b.Buf)-1 - b.PosY
if yDiff > 0 {
fmt.Print(cursorDownN(yDiff))
}
b.PosY = len(b.Buf)-1
b.MoveToEOL()
fmt.Print(CursorShow)
}
func cursorLeftN(n int) string {
return fmt.Sprintf(CursorLeftN, n)
}
func cursorRightN(n int) string {
return fmt.Sprintf(CursorRightN, n)
}
func cursorUpN(n int) string {
return fmt.Sprintf(CursorUpN, n)
}
func cursorDownN(n int) string {
return fmt.Sprintf(CursorDownN, n)
}
func (b *Buffer) ClearScreen() {
fmt.Printf(CursorHide + ClearScreen + CursorReset + b.Prompt.Prompt)
if b.IsEmpty() {
ph := b.Prompt.Placeholder
fmt.Printf(ColorGrey + ph + cursorLeftN(len(ph)) + ColorDefault)
} else {
currPosX := b.PosX
currPosY := b.PosY
b.PosX = 0
b.PosY = 0
b.drawRemaining()
b.PosX = currPosX
b.PosY = currPosY
fmt.Print(CursorReset + cursorRightN(len(b.Prompt.Prompt)))
if b.PosY > 0 {
fmt.Print(cursorDownN(b.PosY))
}
if b.PosX > 0 {
fmt.Print(cursorRightN(b.PosX))
}
}
fmt.Print(CursorShow)
}
func (b *Buffer) IsEmpty() bool {
return len(b.Buf) == 1 && b.Buf[0].Empty()
}

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@@ -0,0 +1,31 @@
import requests
import json
import random
model = "llama2"
template = {
"firstName": "",
"lastName": "",
"address": {
"street": "",
"city": "",
"state": "",
"zipCode": ""
},
"phoneNumber": ""
}
prompt = f"generate one realistically believable sample data set of a persons first name, last name, address in the US, and phone number. \nUse the following template: {json.dumps(template)}."
data = {
"prompt": prompt,
"model": model,
"format": "json",
"stream": False,
"options": {"temperature": 2.5, "top_p": 0.99, "top_k": 100},
}
print(f"Generating a sample user")
response = requests.post("http://localhost:11434/api/generate", json=data, stream=False)
json_data = json.loads(response.text)
print(json.dumps(json.loads(json_data["response"]), indent=2))

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@@ -0,0 +1,31 @@
import requests
import json
import random
countries = [
"United States",
"United Kingdom",
"the Netherlands",
"Germany",
"Mexico",
"Canada",
"France",
]
country = random.choice(countries)
model = "llama2"
prompt = f"generate one realistically believable sample data set of a persons first name, last name, address in {country}, and phone number. Do not use common names. Respond using JSON. Key names should have no backslashes, values should use plain ascii with no special characters."
data = {
"prompt": prompt,
"model": model,
"format": "json",
"stream": False,
"options": {"temperature": 2.5, "top_p": 0.99, "top_k": 100},
}
print(f"Generating a sample user in {country}")
response = requests.post("http://localhost:11434/api/generate", json=data, stream=False)
json_data = json.loads(response.text)
print(json.dumps(json.loads(json_data["response"]), indent=2))

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@@ -0,0 +1,34 @@
# JSON Output Example
![llmjson 2023-11-10 15_31_31](https://github.com/jmorganca/ollama/assets/633681/e599d986-9b4a-4118-81a4-4cfe7e22da25)
There are two python scripts in this example. `randomaddresses.py` generates random addresses from different countries. `predefinedschema.py` sets a template for the model to fill in.
## Review the Code
Both programs are basically the same, with a different prompt for each, demonstrating two different ideas. The key part of getting JSON out of a model is to state in the prompt or system prompt that it should respond using JSON, and specifying the `format` as `json` in the data body.
```python
prompt = f"generate one realistically believable sample data set of a persons first name, last name, address in {country}, and phone number. Do not use common names. Respond using JSON. Key names should with no backslashes, values should use plain ascii with no special characters."
data = {
"prompt": prompt,
"model": model,
"format": "json",
"stream": False,
"options": {"temperature": 2.5, "top_p": 0.99, "top_k": 100},
}
```
When running `randomaddresses.py` you will see that the schema changes and adapts to the chosen country.
In `predefinedschema.py`, a template has been specified in the prompt as well. It's been defined as JSON and then dumped into the prompt string to make it easier to work with.
Both examples turn streaming off so that we end up with the completed JSON all at once. We need to convert the `response.text` to JSON so that when we output it as a string we can set the indent spacing to make the output easy to read.
```python
response = requests.post("http://localhost:11434/api/generate", json=data, stream=False)
json_data = json.loads(response.text)
print(json.dumps(json.loads(json_data["response"]), indent=2))
```

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@@ -0,0 +1 @@
Requests==2.31.0

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@@ -0,0 +1,8 @@
FROM codebooga:latest
SYSTEM """
You are a log file analyzer. You will receive a set of lines from a log file for some software application, find the errors and other interesting aspects of the logs, and explain them so a new user can understand what they mean. If there are any steps they can do to resolve them, list the steps in your answer.
"""
PARAMETER TEMPERATURE 0.3

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@@ -0,0 +1,42 @@
import sys
import re
import requests
import json
# prelines and postlines represent the number of lines of context to include in the output around the error
prelines = 10
postlines = 10
def find_errors_in_log_file():
if len(sys.argv) < 2:
print("Usage: python loganalysis.py <filename>")
return
log_file_path = sys.argv[1]
with open(log_file_path, 'r') as log_file:
log_lines = log_file.readlines()
error_logs = []
for i, line in enumerate(log_lines):
if "error" in line.lower():
start_index = max(0, i - prelines)
end_index = min(len(log_lines), i + postlines + 1)
error_logs.extend(log_lines[start_index:end_index])
return error_logs
error_logs = find_errors_in_log_file()
data = {
"prompt": "\n".join(error_logs),
"model": "mattw/loganalyzer"
}
response = requests.post("http://localhost:11434/api/generate", json=data, stream=True)
for line in response.iter_lines():
if line:
json_data = json.loads(line)
if json_data['done'] == False:
print(json_data['response'], end='', flush=True)

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2023-11-10 07:17:40 /docker-entrypoint.sh: /docker-entrypoint.d/ is not empty, will attempt to perform configuration
2023-11-10 07:17:40 /docker-entrypoint.sh: Looking for shell scripts in /docker-entrypoint.d/
2023-11-10 07:17:40 /docker-entrypoint.sh: Launching /docker-entrypoint.d/10-listen-on-ipv6-by-default.sh
2023-11-10 07:17:40 10-listen-on-ipv6-by-default.sh: info: Getting the checksum of /etc/nginx/conf.d/default.conf
2023-11-10 07:17:40 10-listen-on-ipv6-by-default.sh: info: Enabled listen on IPv6 in /etc/nginx/conf.d/default.conf
2023-11-10 07:17:40 /docker-entrypoint.sh: Sourcing /docker-entrypoint.d/15-local-resolvers.envsh
2023-11-10 07:17:40 /docker-entrypoint.sh: Launching /docker-entrypoint.d/20-envsubst-on-templates.sh
2023-11-10 07:17:40 /docker-entrypoint.sh: Launching /docker-entrypoint.d/30-tune-worker-processes.sh
2023-11-10 07:17:40 /docker-entrypoint.sh: Configuration complete; ready for start up
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: using the "epoll" event method
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: nginx/1.25.3
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: built by gcc 12.2.0 (Debian 12.2.0-14)
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: OS: Linux 6.4.16-linuxkit
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: getrlimit(RLIMIT_NOFILE): 1048576:1048576
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker processes
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 29
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 30
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 31
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 32
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 33
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 34
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 35
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 36
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 37
2023-11-10 07:17:40 2023/11/10 13:17:40 [notice] 1#1: start worker process 38
2023-11-10 07:17:44 192.168.65.1 - - [10/Nov/2023:13:17:43 +0000] "GET / HTTP/1.1" 200 615 "-" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36" "-"
2023-11-10 07:17:44 2023/11/10 13:17:44 [error] 29#29: *1 open() "/usr/share/nginx/html/favicon.ico" failed (2: No such file or directory), client: 192.168.65.1, server: localhost, request: "GET /favicon.ico HTTP/1.1", host: "localhost:8080", referrer: "http://localhost:8080/"
2023-11-10 07:17:44 192.168.65.1 - - [10/Nov/2023:13:17:44 +0000] "GET /favicon.ico HTTP/1.1" 404 555 "http://localhost:8080/" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36" "-"
2023-11-10 07:17:50 2023/11/10 13:17:50 [error] 29#29: *1 open() "/usr/share/nginx/html/ahstat" failed (2: No such file or directory), client: 192.168.65.1, server: localhost, request: "GET /ahstat HTTP/1.1", host: "localhost:8080"
2023-11-10 07:17:50 192.168.65.1 - - [10/Nov/2023:13:17:50 +0000] "GET /ahstat HTTP/1.1" 404 555 "-" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36" "-"
2023-11-10 07:18:53 2023/11/10 13:18:53 [error] 29#29: *1 open() "/usr/share/nginx/html/ahstat" failed (2: No such file or directory), client: 192.168.65.1, server: localhost, request: "GET /ahstat HTTP/1.1", host: "localhost:8080"
2023-11-10 07:18:53 192.168.65.1 - - [10/Nov/2023:13:18:53 +0000] "GET /ahstat HTTP/1.1" 404 555 "-" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36" "-"

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@@ -0,0 +1,48 @@
# Log Analysis example
![loganalyzer 2023-11-10 08_53_29](https://github.com/jmorganca/ollama/assets/633681/ad30f1fc-321f-4953-8914-e30e24db9921)
This example shows one possible way to create a log file analyzer. To use it, run:
`python loganalysis.py <logfile>`
You can try this with the `logtest.logfile` file included in this directory.
## Review the code
The first part of this example is a Modelfile that takes `codebooga` and applies a new System Prompt:
```plaintext
SYSTEM """
You are a log file analyzer. You will receive a set of lines from a log file for some software application, find the errors and other interesting aspects of the logs, and explain them so a new user can understand what they mean. If there are any steps they can do to resolve them, list the steps in your answer.
"""
```
This model is available at https://ollama.ai/mattw/loganalyzer. You can customize it and add to your own namespace using the command `ollama create <namespace/modelname> -f <path-to-modelfile>` then `ollama push <namespace/modelname>`.
Then loganalysis.py scans all the lines in the given log file and searches for the word 'error'. When the word is found, the 10 lines before and after are set as the prompt for a call to the Generate API.
```python
data = {
"prompt": "\n".join(error_logs),
"model": "mattw/loganalyzer"
}
```
Finally, the streamed output is parsed and the response field in the output is printed to the line.
```python
response = requests.post("http://localhost:11434/api/generate", json=data, stream=True)
for line in response.iter_lines():
if line:
json_data = json.loads(line)
if json_data['done'] == False:
print(json_data['response'], end='')
```
## Next Steps
There is a lot more that can be done here. This is a simple way to detect errors, looking for the word error. Perhaps it would be interesting to find anomalous activity in the logs. It could be interesting to create embeddings for each line and compare them, looking for similar lines. Or look into applying Levenshtein Distance algorithms to find similar lines to help identify the anomalous lines.
Also try different models and different prompts to analyze the data. You could consider adding retrieval augmented generation (RAG) to this to help understand newer log formats.

View File

@@ -0,0 +1 @@
Requests==2.31.0

View File

@@ -12,11 +12,11 @@ const (
func HumanBytes(b int64) string {
switch {
case b > GigaByte:
return fmt.Sprintf("%d GB", b/GigaByte)
return fmt.Sprintf("%.1f GB", float64(b)/GigaByte)
case b > MegaByte:
return fmt.Sprintf("%d MB", b/MegaByte)
return fmt.Sprintf("%.1f MB", float64(b)/MegaByte)
case b > KiloByte:
return fmt.Sprintf("%d KB", b/KiloByte)
return fmt.Sprintf("%.1f KB", float64(b)/KiloByte)
default:
return fmt.Sprintf("%d B", b)
}

1
go.mod
View File

@@ -3,7 +3,6 @@ module github.com/jmorganca/ollama
go 1.20
require (
github.com/dustin/go-humanize v1.0.1
github.com/emirpasic/gods v1.18.1
github.com/gin-gonic/gin v1.9.1
github.com/mattn/go-runewidth v0.0.14

2
go.sum
View File

@@ -9,8 +9,6 @@ github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ3
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
github.com/emirpasic/gods v1.18.1 h1:FXtiHYKDGKCW2KzwZKx0iC0PQmdlorYgdFG9jPXJ1Bc=
github.com/emirpasic/gods v1.18.1/go.mod h1:8tpGGwCnJ5H4r6BWwaV6OrWmMoPhUl5jm/FMNAnJvWQ=
github.com/gabriel-vasile/mimetype v1.4.2 h1:w5qFW6JKBz9Y393Y4q372O9A7cUSequkh1Q7OhCmWKU=

View File

@@ -14,6 +14,6 @@ package llm
//go:generate git submodule update --force gguf
//go:generate git -C gguf apply ../patches/0001-update-default-log-target.patch
//go:generate git -C gguf apply ../patches/0001-metal-handle-ggml_scale-for-n-4-0-close-3754.patch
//go:generate cmake -S gguf -B gguf/build/cpu -DLLAMA_ACCELERATE=on -DLLAMA_K_QUANTS=on -DCMAKE_SYSTEM_PROCESSOR=x86_64 -DCMAKE_OSX_ARCHITECTURES=x86_64 -DCMAKE_OSX_DEPLOYMENT_TARGET=11.0
//go:generate cmake -S gguf -B gguf/build/cpu -DLLAMA_METAL=off -DLLAMA_ACCELERATE=on -DLLAMA_K_QUANTS=on -DCMAKE_SYSTEM_PROCESSOR=x86_64 -DCMAKE_OSX_ARCHITECTURES=x86_64 -DCMAKE_OSX_DEPLOYMENT_TARGET=11.0 -DLLAMA_NATIVE=off -DLLAMA_AVX=on -DLLAMA_AVX2=off -DLLAMA_AVX512=off -DLLAMA_FMA=off -DLLAMA_F16C=off
//go:generate cmake --build gguf/build/cpu --target server --config Release
//go:generate mv gguf/build/cpu/bin/server gguf/build/cpu/bin/ollama-runner

View File

@@ -71,9 +71,10 @@ func chooseRunners(workDir, runnerType string) []ModelRunner {
// IMPORTANT: the order of the runners in the array is the priority order
switch runtime.GOOS {
case "darwin":
runners = []ModelRunner{
{Path: path.Join(buildPath, "metal", "bin", "ollama-runner")},
{Path: path.Join(buildPath, "cpu", "bin", "ollama-runner")},
if runtime.GOARCH == "arm64" {
runners = []ModelRunner{{Path: path.Join(buildPath, "metal", "bin", "ollama-runner")}}
} else {
runners = []ModelRunner{{Path: path.Join(buildPath, "cpu", "bin", "ollama-runner")}}
}
case "linux":
runners = []ModelRunner{

372
readline/buffer.go Normal file
View File

@@ -0,0 +1,372 @@
package readline
import (
"fmt"
"os"
"github.com/emirpasic/gods/lists/arraylist"
"golang.org/x/term"
)
type Buffer struct {
Pos int
Buf *arraylist.List
Prompt *Prompt
LineWidth int
Width int
Height int
}
func NewBuffer(prompt *Prompt) (*Buffer, error) {
fd := int(os.Stdout.Fd())
width, height, err := term.GetSize(fd)
if err != nil {
fmt.Println("Error getting size:", err)
return nil, err
}
lwidth := width - len(prompt.Prompt)
if prompt.UseAlt {
lwidth = width - len(prompt.AltPrompt)
}
b := &Buffer{
Pos: 0,
Buf: arraylist.New(),
Prompt: prompt,
Width: width,
Height: height,
LineWidth: lwidth,
}
return b, nil
}
func (b *Buffer) MoveLeft() {
if b.Pos > 0 {
if b.Pos%b.LineWidth == 0 {
fmt.Printf(CursorUp + CursorBOL + cursorRightN(b.Width))
} else {
fmt.Print(CursorLeft)
}
b.Pos -= 1
}
}
func (b *Buffer) MoveLeftWord() {
if b.Pos > 0 {
var foundNonspace bool
for {
v, _ := b.Buf.Get(b.Pos - 1)
if v == ' ' {
if foundNonspace {
break
}
} else {
foundNonspace = true
}
b.MoveLeft()
if b.Pos == 0 {
break
}
}
}
}
func (b *Buffer) MoveRight() {
if b.Pos < b.Size() {
b.Pos += 1
if b.Pos%b.LineWidth == 0 {
fmt.Printf(CursorDown + CursorBOL + cursorRightN(b.PromptSize()))
} else {
fmt.Print(CursorRight)
}
}
}
func (b *Buffer) MoveRightWord() {
if b.Pos < b.Size() {
for {
b.MoveRight()
v, _ := b.Buf.Get(b.Pos)
if v == ' ' {
break
}
if b.Pos == b.Size() {
break
}
}
}
}
func (b *Buffer) MoveToStart() {
if b.Pos > 0 {
currLine := b.Pos / b.LineWidth
if currLine > 0 {
for cnt := 0; cnt < currLine; cnt++ {
fmt.Print(CursorUp)
}
}
fmt.Printf(CursorBOL + cursorRightN(b.PromptSize()))
b.Pos = 0
}
}
func (b *Buffer) MoveToEnd() {
if b.Pos < b.Size() {
currLine := b.Pos / b.LineWidth
totalLines := b.Size() / b.LineWidth
if currLine < totalLines {
for cnt := 0; cnt < totalLines-currLine; cnt++ {
fmt.Print(CursorDown)
}
remainder := b.Size() % b.LineWidth
fmt.Printf(CursorBOL + cursorRightN(b.PromptSize()+remainder))
} else {
fmt.Print(cursorRightN(b.Size() - b.Pos))
}
b.Pos = b.Size()
}
}
func (b *Buffer) Size() int {
return b.Buf.Size()
}
func min(n, m int) int {
if n > m {
return m
}
return n
}
func (b *Buffer) PromptSize() int {
if b.Prompt.UseAlt {
return len(b.Prompt.AltPrompt)
}
return len(b.Prompt.Prompt)
}
func (b *Buffer) Add(r rune) {
if b.Pos == b.Buf.Size() {
fmt.Printf("%c", r)
b.Buf.Add(r)
b.Pos += 1
if b.Pos > 0 && b.Pos%b.LineWidth == 0 {
fmt.Printf("\n%s", b.Prompt.AltPrompt)
}
} else {
fmt.Printf("%c", r)
b.Buf.Insert(b.Pos, r)
b.Pos += 1
if b.Pos > 0 && b.Pos%b.LineWidth == 0 {
fmt.Printf("\n%s", b.Prompt.AltPrompt)
}
b.drawRemaining()
}
}
func (b *Buffer) drawRemaining() {
var place int
remainingText := b.StringN(b.Pos)
if b.Pos > 0 {
place = b.Pos % b.LineWidth
}
fmt.Print(CursorHide)
// render the rest of the current line
currLine := remainingText[:min(b.LineWidth-place, len(remainingText))]
if len(currLine) > 0 {
fmt.Printf(ClearToEOL + currLine)
fmt.Print(cursorLeftN(len(currLine)))
} else {
fmt.Print(ClearToEOL)
}
// render the other lines
if len(remainingText) > len(currLine) {
remaining := []rune(remainingText[len(currLine):])
var totalLines int
for i, c := range remaining {
if i%b.LineWidth == 0 {
fmt.Printf("\n%s", b.Prompt.AltPrompt)
totalLines += 1
}
fmt.Printf("%c", c)
}
fmt.Print(ClearToEOL)
fmt.Print(cursorUpN(totalLines))
fmt.Printf(CursorBOL + cursorRightN(b.Width-len(currLine)))
}
fmt.Print(CursorShow)
}
func (b *Buffer) Remove() {
if b.Buf.Size() > 0 && b.Pos > 0 {
if b.Pos%b.LineWidth == 0 {
// if the user backspaces over the word boundary, do this magic to clear the line
// and move to the end of the previous line
fmt.Printf(CursorBOL + ClearToEOL)
fmt.Printf(CursorUp + CursorBOL + cursorRightN(b.Width) + " " + CursorLeft)
} else {
fmt.Printf(CursorLeft + " " + CursorLeft)
}
var eraseExtraLine bool
if (b.Size()-1)%b.LineWidth == 0 {
eraseExtraLine = true
}
b.Pos -= 1
b.Buf.Remove(b.Pos)
if b.Pos < b.Size() {
b.drawRemaining()
// this erases a line which is left over when backspacing in the middle of a line and there
// are trailing characters which go over the line width boundary
if eraseExtraLine {
remainingLines := (b.Size() - b.Pos) / b.LineWidth
fmt.Printf(cursorDownN(remainingLines+1) + CursorBOL + ClearToEOL)
place := b.Pos % b.LineWidth
fmt.Printf(cursorUpN(remainingLines+1) + cursorRightN(place+len(b.Prompt.Prompt)))
}
}
}
}
func (b *Buffer) Delete() {
if b.Size() > 0 && b.Pos < b.Size() {
b.Buf.Remove(b.Pos)
b.drawRemaining()
if b.Size()%b.LineWidth == 0 {
if b.Pos != b.Size() {
remainingLines := (b.Size() - b.Pos) / b.LineWidth
fmt.Printf(cursorDownN(remainingLines) + CursorBOL + ClearToEOL)
place := b.Pos % b.LineWidth
fmt.Printf(cursorUpN(remainingLines) + cursorRightN(place+len(b.Prompt.Prompt)))
}
}
}
}
func (b *Buffer) DeleteBefore() {
if b.Pos > 0 {
for cnt := b.Pos - 1; cnt >= 0; cnt-- {
b.Remove()
}
}
}
func (b *Buffer) DeleteRemaining() {
if b.Size() > 0 && b.Pos < b.Size() {
charsToDel := b.Size() - b.Pos
for cnt := 0; cnt < charsToDel; cnt++ {
b.Delete()
}
}
}
func (b *Buffer) DeleteWord() {
if b.Buf.Size() > 0 && b.Pos > 0 {
var foundNonspace bool
for {
v, _ := b.Buf.Get(b.Pos - 1)
if v == ' ' {
if !foundNonspace {
b.Remove()
} else {
break
}
} else {
foundNonspace = true
b.Remove()
}
if b.Pos == 0 {
break
}
}
}
}
func (b *Buffer) ClearScreen() {
fmt.Printf(ClearScreen + CursorReset + b.Prompt.Prompt)
if b.IsEmpty() {
ph := b.Prompt.Placeholder
fmt.Printf(ColorGrey + ph + cursorLeftN(len(ph)) + ColorDefault)
} else {
currPos := b.Pos
b.Pos = 0
b.drawRemaining()
fmt.Printf(CursorReset + cursorRightN(len(b.Prompt.Prompt)))
if currPos > 0 {
targetLine := currPos / b.LineWidth
if targetLine > 0 {
for cnt := 0; cnt < targetLine; cnt++ {
fmt.Print(CursorDown)
}
}
remainder := currPos % b.LineWidth
if remainder > 0 {
fmt.Print(cursorRightN(remainder))
}
if currPos%b.LineWidth == 0 {
fmt.Printf(CursorBOL + b.Prompt.AltPrompt)
}
}
b.Pos = currPos
}
}
func (b *Buffer) IsEmpty() bool {
return b.Buf.Empty()
}
func (b *Buffer) Replace(r []rune) {
b.Pos = 0
b.Buf.Clear()
fmt.Printf(ClearLine + CursorBOL + b.Prompt.Prompt)
for _, c := range r {
b.Add(c)
}
}
func (b *Buffer) String() string {
return b.StringN(0)
}
func (b *Buffer) StringN(n int) string {
return b.StringNM(n, 0)
}
func (b *Buffer) StringNM(n, m int) string {
var s string
if m == 0 {
m = b.Size()
}
for cnt := n; cnt < m; cnt++ {
c, _ := b.Buf.Get(cnt)
s += string(c.(rune))
}
return s
}
func cursorLeftN(n int) string {
return fmt.Sprintf(CursorLeftN, n)
}
func cursorRightN(n int) string {
return fmt.Sprintf(CursorRightN, n)
}
func cursorUpN(n int) string {
return fmt.Sprintf(CursorUpN, n)
}
func cursorDownN(n int) string {
return fmt.Sprintf(CursorDownN, n)
}

View File

@@ -1,4 +1,4 @@
package editor
package readline
import (
"errors"

152
readline/history.go Normal file
View File

@@ -0,0 +1,152 @@
package readline
import (
"bufio"
"errors"
"io"
"os"
"path/filepath"
"strings"
"github.com/emirpasic/gods/lists/arraylist"
)
type History struct {
Buf *arraylist.List
Autosave bool
Pos int
Limit int
Filename string
Enabled bool
}
func NewHistory() (*History, error) {
h := &History{
Buf: arraylist.New(),
Limit: 100, //resizeme
Autosave: true,
Enabled: true,
}
err := h.Init()
if err != nil {
return nil, err
}
return h, nil
}
func (h *History) Init() error {
home, err := os.UserHomeDir()
if err != nil {
return err
}
path := filepath.Join(home, ".ollama", "history")
h.Filename = path
//todo check if the file exists
f, err := os.OpenFile(path, os.O_CREATE|os.O_RDONLY, 0600)
if err != nil {
if errors.Is(err, os.ErrNotExist) {
return nil
}
return err
}
defer f.Close()
r := bufio.NewReader(f)
for {
line, err := r.ReadString('\n')
if err != nil {
if err == io.EOF {
break
}
return err
}
line = strings.TrimSpace(line)
if len(line) == 0 {
continue
}
h.Add([]rune(line))
}
return nil
}
func (h *History) Add(l []rune) {
h.Buf.Add(l)
h.Compact()
h.Pos = h.Size()
if h.Autosave {
h.Save()
}
}
func (h *History) Compact() {
s := h.Buf.Size()
if s > h.Limit {
for cnt := 0; cnt < s-h.Limit; cnt++ {
h.Buf.Remove(0)
}
}
}
func (h *History) Clear() {
h.Buf.Clear()
}
func (h *History) Prev() []rune {
var line []rune
if h.Pos > 0 {
h.Pos -= 1
}
v, _ := h.Buf.Get(h.Pos)
line, _ = v.([]rune)
return line
}
func (h *History) Next() []rune {
var line []rune
if h.Pos < h.Buf.Size() {
h.Pos += 1
v, _ := h.Buf.Get(h.Pos)
line, _ = v.([]rune)
}
return line
}
func (h *History) Size() int {
return h.Buf.Size()
}
func (h *History) Save() error {
if !h.Enabled {
return nil
}
tmpFile := h.Filename + ".tmp"
f, err := os.OpenFile(tmpFile, os.O_CREATE|os.O_WRONLY|os.O_TRUNC|os.O_APPEND, 0666)
if err != nil {
return err
}
defer f.Close()
buf := bufio.NewWriter(f)
for cnt := 0; cnt < h.Size(); cnt++ {
v, _ := h.Buf.Get(cnt)
line, _ := v.([]rune)
buf.WriteString(string(line) + "\n")
}
buf.Flush()
f.Close()
if err = os.Rename(tmpFile, h.Filename); err != nil {
return err
}
return nil
}

View File

@@ -1,4 +1,4 @@
package editor
package readline
import (
"bufio"
@@ -23,6 +23,7 @@ type Terminal struct {
type Instance struct {
Prompt *Prompt
Terminal *Terminal
History *History
}
func New(prompt Prompt) (*Instance, error) {
@@ -31,33 +32,40 @@ func New(prompt Prompt) (*Instance, error) {
return nil, err
}
history, err := NewHistory()
if err != nil {
return nil, err
}
return &Instance{
Prompt: &prompt,
Terminal: term,
History: history,
}, nil
}
func (i *Instance) HandleInput() (string, error) {
func (i *Instance) Readline() (string, error) {
prompt := i.Prompt.Prompt
if i.Prompt.UseAlt {
prompt = i.Prompt.AltPrompt
}
fmt.Print(prompt)
termios, err := SetRawMode(syscall.Stdin)
fd := int(syscall.Stdin)
termios, err := SetRawMode(fd)
if err != nil {
return "", err
}
defer UnsetRawMode(syscall.Stdin, termios)
defer UnsetRawMode(fd, termios)
buf, _ := NewBuffer(i.Prompt)
var esc bool
var escex bool
var metaDel bool
var pasteMode PasteMode
fmt.Print(StartBracketedPaste)
defer fmt.Printf(EndBracketedPaste)
var currentLineBuf []rune
for {
if buf.IsEmpty() {
@@ -69,22 +77,33 @@ func (i *Instance) HandleInput() (string, error) {
}
r, err := i.Terminal.Read()
if err != nil {
return "", io.EOF
}
if buf.IsEmpty() {
fmt.Print(ClearToEOL)
}
if err != nil {
return "", io.EOF
}
if escex {
escex = false
switch r {
case KeyUp:
buf.MoveUp()
if i.History.Pos > 0 {
if i.History.Pos == i.History.Size() {
currentLineBuf = []rune(buf.String())
}
buf.Replace(i.History.Prev())
}
case KeyDown:
buf.MoveDown()
if i.History.Pos < i.History.Size() {
buf.Replace(i.History.Next())
if i.History.Pos == i.History.Size() {
buf.Replace(currentLineBuf)
}
}
case KeyLeft:
buf.MoveLeft()
case KeyRight:
@@ -104,16 +123,28 @@ func (i *Instance) HandleInput() (string, error) {
} else if code == CharBracketedPasteEnd {
pasteMode = PasteModeEnd
}
case KeyDel:
if buf.Size() > 0 {
buf.Delete()
}
metaDel = true
case MetaStart:
buf.MoveToBOL()
buf.MoveToStart()
case MetaEnd:
buf.MoveToEOL()
buf.MoveToEnd()
default:
// skip any keys we don't know about
continue
}
continue
} else if esc {
esc = false
switch r {
case 'b':
buf.MoveLeftWord()
case 'f':
buf.MoveRightWord()
case CharEscapeEx:
escex = true
}
@@ -128,9 +159,9 @@ func (i *Instance) HandleInput() (string, error) {
case CharInterrupt:
return "", ErrInterrupt
case CharLineStart:
buf.MoveToBOL()
buf.MoveToStart()
case CharLineEnd:
buf.MoveToEOL()
buf.MoveToEnd()
case CharBackward:
buf.MoveLeft()
case CharForward:
@@ -138,38 +169,56 @@ func (i *Instance) HandleInput() (string, error) {
case CharBackspace, CharCtrlH:
buf.Remove()
case CharTab:
// todo: convert back to real tabs
for cnt := 0; cnt < 8; cnt++ {
buf.Add(' ')
}
case CharDelete:
if len(buf.Buf) > 0 && buf.Buf[0].Size() > 0 {
if buf.Size() > 0 {
buf.Delete()
} else {
return "", io.EOF
}
case CharKill:
buf.DeleteRemaining()
case CharCtrlU:
buf.RemoveBefore()
buf.DeleteBefore()
case CharCtrlL:
buf.ClearScreen()
case CharCtrlW:
buf.RemoveWordBefore()
case CharCtrlJ:
buf.Add(r)
buf.DeleteWord()
case CharEnter:
if pasteMode == PasteModeStart {
buf.Add(r)
continue
output := buf.String()
if output != "" {
i.History.Add([]rune(output))
}
buf.MoveToEnd()
fmt.Println()
return buf.String(), nil
switch pasteMode {
case PasteModeStart:
output = `"""` + output
case PasteModeEnd:
output = output + `"""`
}
return output, nil
default:
if metaDel {
metaDel = false
continue
}
if r >= CharSpace || r == CharEnter {
buf.Add(r)
}
}
}
}
func (i *Instance) HistoryEnable() {
i.History.Enabled = true
}
func (i *Instance) HistoryDisable() {
i.History.Enabled = false
}
func NewTerminal() (*Terminal, error) {

View File

@@ -1,6 +1,6 @@
//go:build aix || darwin || dragonfly || freebsd || (linux && !appengine) || netbsd || openbsd || os400 || solaris
package editor
package readline
import (
"syscall"

View File

@@ -1,5 +1,6 @@
//go:build darwin || freebsd || netbsd || openbsd
package editor
package readline
import (
"syscall"

View File

@@ -1,5 +1,6 @@
//go:build linux || solaris
package editor
package readline
import (
"syscall"

View File

@@ -1,4 +1,4 @@
package editor
package readline
const (
CharNull = 0

View File

@@ -10,6 +10,7 @@ mkdir -p dist
for TARGETARCH in arm64 amd64; do
GOOS=darwin GOARCH=$TARGETARCH go generate ./...
GOOS=darwin GOARCH=$TARGETARCH go build -o dist/ollama-darwin-$TARGETARCH
rm -rf llm/llama.cpp/*/build
done
lipo -create -output dist/ollama dist/ollama-darwin-*

View File

@@ -181,6 +181,9 @@ install_cuda_driver_apt() {
debian)
status 'Enabling contrib sources...'
$SUDO sed 's/main/contrib/' < /etc/apt/sources.list | $SUDO tee /etc/apt/sources.list.d/contrib.list > /dev/null
if [ -f "/etc/apt/sources.list.d/debian.sources" ]; then
$SUDO sed 's/main/contrib/' < /etc/apt/sources.list.d/debian.sources | $SUDO tee /etc/apt/sources.list.d/contrib.sources > /dev/null
fi
;;
esac

View File

@@ -248,200 +248,181 @@ func filenameWithPath(path, f string) (string, error) {
return f, nil
}
func CreateModel(ctx context.Context, name string, path string, fn func(resp api.ProgressResponse)) error {
mp := ParseModelPath(name)
var manifest *ManifestV2
var err error
var noprune string
// build deleteMap to prune unused layers
deleteMap := make(map[string]bool)
if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
manifest, _, err = GetManifest(mp)
if err != nil && !errors.Is(err, os.ErrNotExist) {
return err
}
if manifest != nil {
for _, l := range manifest.Layers {
deleteMap[l.Digest] = true
}
deleteMap[manifest.Config.Digest] = true
}
}
mf, err := os.Open(path)
func realpath(p string) string {
abspath, err := filepath.Abs(p)
if err != nil {
fn(api.ProgressResponse{Status: fmt.Sprintf("couldn't open modelfile '%s'", path)})
return fmt.Errorf("failed to open file: %w", err)
return p
}
defer mf.Close()
fn(api.ProgressResponse{Status: "parsing modelfile"})
commands, err := parser.Parse(mf)
home, err := os.UserHomeDir()
if err != nil {
return err
return abspath
}
if p == "~" {
return home
} else if strings.HasPrefix(p, "~/") {
return filepath.Join(home, p[2:])
}
return abspath
}
func CreateModel(ctx context.Context, name string, commands []parser.Command, fn func(resp api.ProgressResponse)) error {
config := ConfigV2{
Architecture: "amd64",
OS: "linux",
Architecture: "amd64",
}
deleteMap := make(map[string]struct{})
var layers []*LayerReader
params := make(map[string][]string)
var sourceParams map[string]any
fromParams := make(map[string]any)
for _, c := range commands {
log.Printf("[%s] - %s\n", c.Name, c.Args)
log.Printf("[%s] - %s", c.Name, c.Args)
mediatype := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
switch c.Name {
case "model":
fn(api.ProgressResponse{Status: "looking for model"})
if strings.HasPrefix(c.Args, "@") {
blobPath, err := GetBlobsPath(strings.TrimPrefix(c.Args, "@"))
if err != nil {
return err
}
mp := ParseModelPath(c.Args)
mf, _, err := GetManifest(mp)
c.Args = blobPath
}
bin, err := os.Open(realpath(c.Args))
if err != nil {
modelFile, err := filenameWithPath(path, c.Args)
if err != nil {
// not a file on disk so must be a model reference
modelpath := ParseModelPath(c.Args)
manifest, _, err := GetManifest(modelpath)
switch {
case errors.Is(err, os.ErrNotExist):
fn(api.ProgressResponse{Status: "pulling model"})
if err := PullModel(ctx, c.Args, &RegistryOptions{}, fn); err != nil {
return err
}
manifest, _, err = GetManifest(modelpath)
if err != nil {
return err
}
case err != nil:
return err
}
if _, err := os.Stat(modelFile); err != nil {
// the model file does not exist, try pulling it
if errors.Is(err, os.ErrNotExist) {
fn(api.ProgressResponse{Status: "pulling model file"})
if err := PullModel(ctx, c.Args, &RegistryOptions{}, fn); err != nil {
return err
}
mf, _, err = GetManifest(mp)
if err != nil {
return fmt.Errorf("failed to open file after pull: %v", err)
}
} else {
return err
}
} else {
// create a model from this specified file
fn(api.ProgressResponse{Status: "creating model layer"})
file, err := os.Open(modelFile)
if err != nil {
return fmt.Errorf("failed to open file: %v", err)
}
defer file.Close()
ggml, err := llm.DecodeGGML(file)
if err != nil {
return err
}
config.ModelFormat = ggml.Name()
config.ModelFamily = ggml.ModelFamily()
config.ModelType = ggml.ModelType()
config.FileType = ggml.FileType()
// reset the file
file.Seek(0, io.SeekStart)
l, err := CreateLayer(file)
if err != nil {
return fmt.Errorf("failed to create layer: %v", err)
}
l.MediaType = "application/vnd.ollama.image.model"
layers = append(layers, l)
}
}
if mf != nil {
fn(api.ProgressResponse{Status: "reading model metadata"})
sourceBlobPath, err := GetBlobsPath(mf.Config.Digest)
fromConfigPath, err := GetBlobsPath(manifest.Config.Digest)
if err != nil {
return err
}
sourceBlob, err := os.Open(sourceBlobPath)
fromConfigFile, err := os.Open(fromConfigPath)
if err != nil {
return err
}
defer sourceBlob.Close()
defer fromConfigFile.Close()
var source ConfigV2
if err := json.NewDecoder(sourceBlob).Decode(&source); err != nil {
var fromConfig ConfigV2
if err := json.NewDecoder(fromConfigFile).Decode(&fromConfig); err != nil {
return err
}
// copy the model metadata
config.ModelFamily = source.ModelFamily
config.ModelType = source.ModelType
config.ModelFormat = source.ModelFormat
config.FileType = source.FileType
config.ModelFormat = fromConfig.ModelFormat
config.ModelFamily = fromConfig.ModelFamily
config.ModelType = fromConfig.ModelType
config.FileType = fromConfig.FileType
for _, l := range mf.Layers {
if l.MediaType == "application/vnd.ollama.image.params" {
sourceParamsBlobPath, err := GetBlobsPath(l.Digest)
for _, layer := range manifest.Layers {
deleteMap[layer.Digest] = struct{}{}
if layer.MediaType == "application/vnd.ollama.image.params" {
fromParamsPath, err := GetBlobsPath(layer.Digest)
if err != nil {
return err
}
sourceParamsBlob, err := os.Open(sourceParamsBlobPath)
fromParamsFile, err := os.Open(fromParamsPath)
if err != nil {
return err
}
defer sourceParamsBlob.Close()
defer fromParamsFile.Close()
if err := json.NewDecoder(sourceParamsBlob).Decode(&sourceParams); err != nil {
if err := json.NewDecoder(fromParamsFile).Decode(&fromParams); err != nil {
return err
}
}
newLayer, err := GetLayerWithBufferFromLayer(l)
layer, err := GetLayerWithBufferFromLayer(layer)
if err != nil {
return err
}
newLayer.From = mp.GetShortTagname()
layers = append(layers, newLayer)
}
}
case "adapter":
fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
fp, err := filenameWithPath(path, c.Args)
layer.From = modelpath.GetShortTagname()
layers = append(layers, layer)
}
deleteMap[manifest.Config.Digest] = struct{}{}
continue
}
defer bin.Close()
fn(api.ProgressResponse{Status: "creating model layer"})
ggml, err := llm.DecodeGGML(bin)
if err != nil {
return err
}
// create a model from this specified file
fn(api.ProgressResponse{Status: "creating model layer"})
config.ModelFormat = ggml.Name()
config.ModelFamily = ggml.ModelFamily()
config.ModelType = ggml.ModelType()
config.FileType = ggml.FileType()
file, err := os.Open(fp)
bin.Seek(0, io.SeekStart)
layer, err := CreateLayer(bin)
if err != nil {
return fmt.Errorf("failed to open file: %v", err)
return err
}
defer file.Close()
l, err := CreateLayer(file)
layer.MediaType = mediatype
layers = append(layers, layer)
case "adapter":
fn(api.ProgressResponse{Status: "creating adapter layer"})
bin, err := os.Open(realpath(c.Args))
if err != nil {
return fmt.Errorf("failed to create layer: %v", err)
return err
}
l.MediaType = "application/vnd.ollama.image.adapter"
layers = append(layers, l)
case "license":
fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
defer bin.Close()
layer, err := CreateLayer(strings.NewReader(c.Args))
layer, err := CreateLayer(bin)
if err != nil {
return err
}
if layer.Size > 0 {
layer.MediaType = mediaType
layer.MediaType = mediatype
layers = append(layers, layer)
}
case "template", "system", "prompt":
fn(api.ProgressResponse{Status: fmt.Sprintf("creating model %s layer", c.Name)})
// remove the layer if one exists
mediaType := fmt.Sprintf("application/vnd.ollama.image.%s", c.Name)
layers = removeLayerFromLayers(layers, mediaType)
case "license":
fn(api.ProgressResponse{Status: "creating license layer"})
layer, err := CreateLayer(strings.NewReader(c.Args))
if err != nil {
return err
}
if layer.Size > 0 {
layer.MediaType = mediatype
layers = append(layers, layer)
}
case "template", "system":
fn(api.ProgressResponse{Status: fmt.Sprintf("creating %s layer", c.Name)})
// remove duplicate layers
layers = removeLayerFromLayers(layers, mediatype)
layer, err := CreateLayer(strings.NewReader(c.Args))
if err != nil {
@@ -449,48 +430,47 @@ func CreateModel(ctx context.Context, name string, path string, fn func(resp api
}
if layer.Size > 0 {
layer.MediaType = mediaType
layer.MediaType = mediatype
layers = append(layers, layer)
}
default:
// runtime parameters, build a list of args for each parameter to allow multiple values to be specified (ex: multiple stop sequences)
params[c.Name] = append(params[c.Name], c.Args)
}
}
// Create a single layer for the parameters
if len(params) > 0 {
fn(api.ProgressResponse{Status: "creating parameter layer"})
fn(api.ProgressResponse{Status: "creating parameters layer"})
layers = removeLayerFromLayers(layers, "application/vnd.ollama.image.params")
formattedParams, err := formatParams(params)
if err != nil {
return fmt.Errorf("couldn't create params json: %v", err)
return err
}
for k, v := range sourceParams {
for k, v := range fromParams {
if _, ok := formattedParams[k]; !ok {
formattedParams[k] = v
}
}
if config.ModelType == "65B" {
if numGQA, ok := formattedParams["num_gqa"].(int); ok && numGQA == 8 {
if gqa, ok := formattedParams["gqa"].(int); ok && gqa == 8 {
config.ModelType = "70B"
}
}
bts, err := json.Marshal(formattedParams)
var b bytes.Buffer
if err := json.NewEncoder(&b).Encode(formattedParams); err != nil {
return err
}
fn(api.ProgressResponse{Status: "creating config layer"})
layer, err := CreateLayer(bytes.NewReader(b.Bytes()))
if err != nil {
return err
}
l, err := CreateLayer(bytes.NewReader(bts))
if err != nil {
return fmt.Errorf("failed to create layer: %v", err)
}
l.MediaType = "application/vnd.ollama.image.params"
layers = append(layers, l)
layer.MediaType = "application/vnd.ollama.image.params"
layers = append(layers, layer)
}
digests, err := getLayerDigests(layers)
@@ -498,36 +478,31 @@ func CreateModel(ctx context.Context, name string, path string, fn func(resp api
return err
}
var manifestLayers []*Layer
for _, l := range layers {
manifestLayers = append(manifestLayers, &l.Layer)
delete(deleteMap, l.Layer.Digest)
}
// Create a layer for the config object
fn(api.ProgressResponse{Status: "creating config layer"})
cfg, err := createConfigLayer(config, digests)
configLayer, err := createConfigLayer(config, digests)
if err != nil {
return err
}
layers = append(layers, cfg)
delete(deleteMap, cfg.Layer.Digest)
layers = append(layers, configLayer)
delete(deleteMap, configLayer.Digest)
if err := SaveLayers(layers, fn, false); err != nil {
return err
}
// Create the manifest
var contentLayers []*Layer
for _, layer := range layers {
contentLayers = append(contentLayers, &layer.Layer)
delete(deleteMap, layer.Digest)
}
fn(api.ProgressResponse{Status: "writing manifest"})
err = CreateManifest(name, cfg, manifestLayers)
if err != nil {
if err := CreateManifest(name, configLayer, contentLayers); err != nil {
return err
}
if noprune == "" {
fn(api.ProgressResponse{Status: "removing any unused layers"})
err = deleteUnusedLayers(nil, deleteMap, false)
if err != nil {
if noprune := os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
if err := deleteUnusedLayers(nil, deleteMap, false); err != nil {
return err
}
}
@@ -739,7 +714,7 @@ func CopyModel(src, dest string) error {
return nil
}
func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dryRun bool) error {
func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]struct{}, dryRun bool) error {
fp, err := GetManifestPath()
if err != nil {
return err
@@ -779,21 +754,19 @@ func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dry
}
// only delete the files which are still in the deleteMap
for k, v := range deleteMap {
if v {
fp, err := GetBlobsPath(k)
if err != nil {
log.Printf("couldn't get file path for '%s': %v", k, err)
for k := range deleteMap {
fp, err := GetBlobsPath(k)
if err != nil {
log.Printf("couldn't get file path for '%s': %v", k, err)
continue
}
if !dryRun {
if err := os.Remove(fp); err != nil {
log.Printf("couldn't remove file '%s': %v", fp, err)
continue
}
if !dryRun {
if err := os.Remove(fp); err != nil {
log.Printf("couldn't remove file '%s': %v", fp, err)
continue
}
} else {
log.Printf("wanted to remove: %s", fp)
}
} else {
log.Printf("wanted to remove: %s", fp)
}
}
@@ -801,7 +774,7 @@ func deleteUnusedLayers(skipModelPath *ModelPath, deleteMap map[string]bool, dry
}
func PruneLayers() error {
deleteMap := make(map[string]bool)
deleteMap := make(map[string]struct{})
p, err := GetBlobsPath("")
if err != nil {
return err
@@ -818,7 +791,9 @@ func PruneLayers() error {
if runtime.GOOS == "windows" {
name = strings.ReplaceAll(name, "-", ":")
}
deleteMap[name] = true
if strings.HasPrefix(name, "sha256:") {
deleteMap[name] = struct{}{}
}
}
log.Printf("total blobs: %d", len(deleteMap))
@@ -873,11 +848,11 @@ func DeleteModel(name string) error {
return err
}
deleteMap := make(map[string]bool)
deleteMap := make(map[string]struct{})
for _, layer := range manifest.Layers {
deleteMap[layer.Digest] = true
deleteMap[layer.Digest] = struct{}{}
}
deleteMap[manifest.Config.Digest] = true
deleteMap[manifest.Config.Digest] = struct{}{}
err = deleteUnusedLayers(&mp, deleteMap, false)
if err != nil {
@@ -979,6 +954,9 @@ func PushModel(ctx context.Context, name string, regOpts *RegistryOptions, fn fu
for _, layer := range layers {
if err := uploadBlob(ctx, mp, layer, regOpts, fn); err != nil {
log.Printf("error uploading blob: %v", err)
if errors.Is(err, errUnauthorized) {
return fmt.Errorf("unable to push %s, make sure this namespace exists and you are authorized to push to it", ParseModelPath(name).GetNamespaceRepository())
}
return err
}
}
@@ -1013,7 +991,7 @@ func PullModel(ctx context.Context, name string, regOpts *RegistryOptions, fn fu
var noprune string
// build deleteMap to prune unused layers
deleteMap := make(map[string]bool)
deleteMap := make(map[string]struct{})
if noprune = os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
manifest, _, err = GetManifest(mp)
@@ -1023,9 +1001,9 @@ func PullModel(ctx context.Context, name string, regOpts *RegistryOptions, fn fu
if manifest != nil {
for _, l := range manifest.Layers {
deleteMap[l.Digest] = true
deleteMap[l.Digest] = struct{}{}
}
deleteMap[manifest.Config.Digest] = true
deleteMap[manifest.Config.Digest] = struct{}{}
}
}
@@ -1165,7 +1143,10 @@ func GetSHA256Digest(r io.Reader) (string, int64) {
return fmt.Sprintf("sha256:%x", h.Sum(nil)), n
}
var errUnauthorized = fmt.Errorf("unauthorized")
func makeRequestWithRetry(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.ReadSeeker, regOpts *RegistryOptions) (*http.Response, error) {
lastErr := errMaxRetriesExceeded
for try := 0; try < maxRetries; try++ {
resp, err := makeRequest(ctx, method, requestURL, headers, body, regOpts)
if err != nil {
@@ -1186,8 +1167,7 @@ func makeRequestWithRetry(ctx context.Context, method string, requestURL *url.UR
if body != nil {
body.Seek(0, io.SeekStart)
}
continue
lastErr = errUnauthorized
case resp.StatusCode == http.StatusNotFound:
return nil, os.ErrNotExist
case resp.StatusCode >= http.StatusBadRequest:
@@ -1202,7 +1182,7 @@ func makeRequestWithRetry(ctx context.Context, method string, requestURL *url.UR
}
}
return nil, errMaxRetriesExceeded
return nil, lastErr
}
func makeRequest(ctx context.Context, method string, requestURL *url.URL, headers http.Header, body io.Reader, regOpts *RegistryOptions) (*http.Response, error) {

View File

@@ -2,6 +2,7 @@ package server
import (
"context"
"crypto/sha256"
"encoding/json"
"errors"
"fmt"
@@ -26,6 +27,7 @@ import (
"github.com/jmorganca/ollama/api"
"github.com/jmorganca/ollama/llm"
"github.com/jmorganca/ollama/parser"
"github.com/jmorganca/ollama/version"
)
@@ -409,8 +411,31 @@ func CreateModelHandler(c *gin.Context) {
return
}
if req.Name == "" || req.Path == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name and path are required"})
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
}
if req.Path == "" && req.Modelfile == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "path or modelfile are required"})
return
}
var modelfile io.Reader = strings.NewReader(req.Modelfile)
if req.Path != "" && req.Modelfile == "" {
bin, err := os.Open(req.Path)
if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("error reading modelfile: %s", err)})
return
}
defer bin.Close()
modelfile = bin
}
commands, err := parser.Parse(modelfile)
if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
@@ -424,7 +449,7 @@ func CreateModelHandler(c *gin.Context) {
ctx, cancel := context.WithCancel(c.Request.Context())
defer cancel()
if err := CreateModel(ctx, req.Name, req.Path, fn); err != nil {
if err := CreateModel(ctx, req.Name, commands, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
@@ -625,6 +650,60 @@ func CopyModelHandler(c *gin.Context) {
}
}
func HeadBlobHandler(c *gin.Context) {
path, err := GetBlobsPath(c.Param("digest"))
if err != nil {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if _, err := os.Stat(path); err != nil {
c.AbortWithStatusJSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("blob %q not found", c.Param("digest"))})
return
}
c.Status(http.StatusOK)
}
func CreateBlobHandler(c *gin.Context) {
hash := sha256.New()
temp, err := os.CreateTemp("", c.Param("digest"))
if err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
defer temp.Close()
defer os.Remove(temp.Name())
if _, err := io.Copy(temp, io.TeeReader(c.Request.Body, hash)); err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
if fmt.Sprintf("sha256:%x", hash.Sum(nil)) != c.Param("digest") {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "digest does not match body"})
return
}
if err := temp.Close(); err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
targetPath, err := GetBlobsPath(c.Param("digest"))
if err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
if err := os.Rename(temp.Name(), targetPath); err != nil {
c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
c.Status(http.StatusCreated)
}
var defaultAllowOrigins = []string{
"localhost",
"127.0.0.1",
@@ -684,6 +763,8 @@ func Serve(ln net.Listener, allowOrigins []string) error {
r.POST("/api/copy", CopyModelHandler)
r.DELETE("/api/delete", DeleteModelHandler)
r.POST("/api/show", ShowModelHandler)
r.POST("/api/blobs/:digest", CreateBlobHandler)
r.HEAD("/api/blobs/:digest", HeadBlobHandler)
for _, method := range []string{http.MethodGet, http.MethodHead} {
r.Handle(method, "/", func(c *gin.Context) {

View File

@@ -55,7 +55,7 @@ func (b *blobUpload) Prepare(ctx context.Context, requestURL *url.URL, opts *Reg
if b.From != "" {
values := requestURL.Query()
values.Add("mount", b.Digest)
values.Add("from", b.From)
values.Add("from", ParseModelPath(b.From).GetNamespaceRepository())
requestURL.RawQuery = values.Encode()
}
@@ -77,6 +77,14 @@ func (b *blobUpload) Prepare(ctx context.Context, requestURL *url.URL, opts *Reg
b.Total = fi.Size()
// http.StatusCreated indicates a blob has been mounted
// ref: https://distribution.github.io/distribution/spec/api/#cross-repository-blob-mount
if resp.StatusCode == http.StatusCreated {
b.Completed.Store(b.Total)
b.done = true
return nil
}
var size = b.Total / numUploadParts
switch {
case size < minUploadPartSize:
@@ -260,7 +268,7 @@ func (b *blobUpload) uploadChunk(ctx context.Context, method string, requestURL
return err
}
return fmt.Errorf("http status %d %s: %s", resp.StatusCode, resp.Status, body)
return fmt.Errorf("http status %s: %s", resp.Status, body)
}
if method == http.MethodPatch {