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14 Commits

Author SHA1 Message Date
Michael Yang
d0634b1596 Merge pull request #5780 from ollama/mxyng/tools
fix parsing tool calls: break on unexpected eofs
2024-07-18 12:14:10 -07:00
Michael Yang
43606d6d6a fix parsing tool calls 2024-07-18 12:08:11 -07:00
Jeffrey Morgan
70b1010fa5 server: check for empty tools array too (#5779) 2024-07-18 11:44:57 -07:00
Jeffrey Morgan
84e5721f3a always provide content even if empty (#5778) 2024-07-18 11:28:19 -07:00
Jeffrey Morgan
319fb1ce03 server: only parse tool calls if tools are provided (#5771)
* server: only parse tool calls if tools are provided

* still set `resp.Message.Content`
2024-07-18 08:50:23 -07:00
Michael Yang
b255445557 marshal json automatically for some template values (#5758) 2024-07-17 15:35:11 -07:00
Michael Yang
b23424bb3c Merge pull request #5753 from ollama/mxyng/parse-tool-call
parse tool call as individual objects
2024-07-17 11:47:53 -07:00
Michael Yang
5fd6988126 parse tool call as individual objects 2024-07-17 11:19:04 -07:00
Michael Yang
5b82960df8 stub response (#5750) 2024-07-17 10:39:22 -07:00
Michael Yang
cc9a252d8c Merge pull request #5732 from ollama/mxyng/cleanup
remove ToolCall from GenerateResponse
2024-07-17 10:26:54 -07:00
Pákozdi György
d281a6e603 add sidellama link (#5702) 2024-07-17 10:24:44 -07:00
royjhan
154f6f45d4 OpenAI: Support Tools (#5614)
* reopen pr

* tools

* remove tc from stream for now

* ID and Function

* openai expects arguments to be a string (#5739)

* mutually exclusive content and tool calls

* clean up

---------

Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>
2024-07-16 20:52:59 -07:00
royjhan
0d41623b52 OpenAI: Add Suffix to v1/completions (#5611)
* add suffix

* remove todo

* remove TODO

* add to test

* rm outdated prompt tokens info md

* fix test

* fix test
2024-07-16 20:50:14 -07:00
Michael Yang
c279f96371 remove ToolCall from GenerateResponse 2024-07-16 15:22:49 -07:00
14 changed files with 220 additions and 78 deletions

View File

@@ -295,6 +295,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
- [Ollama with Google Mesop](https://github.com/rapidarchitect/ollama_mesop/) (Mesop Chat Client implementation with Ollama)
- [Kerlig AI](https://www.kerlig.com/) (AI writing assistant for macOS)
- [AI Studio](https://github.com/MindWorkAI/AI-Studio)
- [Sidellama](https://github.com/gyopak/sidellama) (browser-based LLM client)
### Terminal

View File

@@ -101,46 +101,29 @@ type ChatRequest struct {
KeepAlive *Duration `json:"keep_alive,omitempty"`
// Tools is an optional list of tools the model has access to.
Tools []Tool `json:"tools,omitempty"`
Tools `json:"tools,omitempty"`
// Options lists model-specific options.
Options map[string]interface{} `json:"options"`
}
type Tools []Tool
func (t Tools) String() string {
bts, _ := json.Marshal(t)
return string(bts)
}
// Message is a single message in a chat sequence. The message contains the
// role ("system", "user", or "assistant"), the content and an optional list
// of images.
type Message struct {
Role string `json:"role"`
Content string `json:"content,omitempty"`
Content string `json:"content"`
Images []ImageData `json:"images,omitempty"`
ToolCalls []ToolCall `json:"tool_calls,omitempty"`
}
type ToolCall struct {
Function struct {
Name string `json:"name"`
Arguments map[string]any `json:"arguments"`
} `json:"function"`
}
type Tool struct {
Type string `json:"type"`
Function struct {
Name string `json:"name"`
Description string `json:"description"`
Parameters struct {
Type string `json:"type"`
Required []string `json:"required"`
Properties map[string]struct {
Type string `json:"type"`
Description string `json:"description"`
Enum []string `json:"enum,omitempty"`
} `json:"properties"`
} `json:"parameters"`
} `json:"function"`
}
func (m *Message) UnmarshalJSON(b []byte) error {
type Alias Message
var a Alias
@@ -153,6 +136,46 @@ func (m *Message) UnmarshalJSON(b []byte) error {
return nil
}
type ToolCall struct {
Function ToolCallFunction `json:"function"`
}
type ToolCallFunction struct {
Name string `json:"name"`
Arguments ToolCallFunctionArguments `json:"arguments"`
}
type ToolCallFunctionArguments map[string]any
func (t *ToolCallFunctionArguments) String() string {
bts, _ := json.Marshal(t)
return string(bts)
}
type Tool struct {
Type string `json:"type"`
Function ToolFunction `json:"function"`
}
type ToolFunction struct {
Name string `json:"name"`
Description string `json:"description"`
Parameters struct {
Type string `json:"type"`
Required []string `json:"required"`
Properties map[string]struct {
Type string `json:"type"`
Description string `json:"description"`
Enum []string `json:"enum,omitempty"`
} `json:"properties"`
} `json:"parameters"`
}
func (t *ToolFunction) String() string {
bts, _ := json.Marshal(t)
return string(bts)
}
// ChatResponse is the response returned by [Client.Chat]. Its fields are
// similar to [GenerateResponse].
type ChatResponse struct {
@@ -405,9 +428,6 @@ type GenerateResponse struct {
// Response is the textual response itself.
Response string `json:"response"`
// ToolCalls is the list of tools the model wants to call
ToolCalls []ToolCall `json:"tool_calls,omitempty"`
// Done specifies if the response is complete.
Done bool `json:"done"`

View File

@@ -103,10 +103,6 @@ curl http://localhost:11434/v1/chat/completions \
- [ ] `user`
- [ ] `n`
#### Notes
- `usage.prompt_tokens` will be 0 for completions where prompt evaluation is cached
## Models
Before using a model, pull it locally `ollama pull`:

View File

@@ -7,6 +7,7 @@ import (
"encoding/json"
"fmt"
"io"
"log/slog"
"math/rand"
"net/http"
"strings"
@@ -29,8 +30,9 @@ type ErrorResponse struct {
}
type Message struct {
Role string `json:"role"`
Content any `json:"content"`
Role string `json:"role"`
Content any `json:"content"`
ToolCalls []ToolCall `json:"tool_calls,omitempty"`
}
type Choice struct {
@@ -78,6 +80,7 @@ type ChatCompletionRequest struct {
PresencePenalty *float64 `json:"presence_penalty_penalty"`
TopP *float64 `json:"top_p"`
ResponseFormat *ResponseFormat `json:"response_format"`
Tools []api.Tool `json:"tools"`
}
type ChatCompletion struct {
@@ -111,6 +114,7 @@ type CompletionRequest struct {
Stream bool `json:"stream"`
Temperature *float32 `json:"temperature"`
TopP float32 `json:"top_p"`
Suffix string `json:"suffix"`
}
type Completion struct {
@@ -132,6 +136,15 @@ type CompletionChunk struct {
SystemFingerprint string `json:"system_fingerprint"`
}
type ToolCall struct {
ID string `json:"id"`
Type string `json:"type"`
Function struct {
Name string `json:"name"`
Arguments string `json:"arguments"`
} `json:"function"`
}
type Model struct {
Id string `json:"id"`
Object string `json:"object"`
@@ -170,7 +183,31 @@ func NewError(code int, message string) ErrorResponse {
return ErrorResponse{Error{Type: etype, Message: message}}
}
func toolCallId() string {
const letterBytes = "abcdefghijklmnopqrstuvwxyz0123456789"
b := make([]byte, 8)
for i := range b {
b[i] = letterBytes[rand.Intn(len(letterBytes))]
}
return "call_" + strings.ToLower(string(b))
}
func toChatCompletion(id string, r api.ChatResponse) ChatCompletion {
toolCalls := make([]ToolCall, len(r.Message.ToolCalls))
for i, tc := range r.Message.ToolCalls {
toolCalls[i].ID = toolCallId()
toolCalls[i].Type = "function"
toolCalls[i].Function.Name = tc.Function.Name
args, err := json.Marshal(tc.Function.Arguments)
if err != nil {
slog.Error("could not marshall function arguments to json", "error", err)
continue
}
toolCalls[i].Function.Arguments = string(args)
}
return ChatCompletion{
Id: id,
Object: "chat.completion",
@@ -179,7 +216,7 @@ func toChatCompletion(id string, r api.ChatResponse) ChatCompletion {
SystemFingerprint: "fp_ollama",
Choices: []Choice{{
Index: 0,
Message: Message{Role: r.Message.Role, Content: r.Message.Content},
Message: Message{Role: r.Message.Role, Content: r.Message.Content, ToolCalls: toolCalls},
FinishReason: func(reason string) *string {
if len(reason) > 0 {
return &reason
@@ -188,7 +225,6 @@ func toChatCompletion(id string, r api.ChatResponse) ChatCompletion {
}(r.DoneReason),
}},
Usage: Usage{
// TODO: ollama returns 0 for prompt eval if the prompt was cached, but openai returns the actual count
PromptTokens: r.PromptEvalCount,
CompletionTokens: r.EvalCount,
TotalTokens: r.PromptEvalCount + r.EvalCount,
@@ -234,7 +270,6 @@ func toCompletion(id string, r api.GenerateResponse) Completion {
}(r.DoneReason),
}},
Usage: Usage{
// TODO: ollama returns 0 for prompt eval if the prompt was cached, but openai returns the actual count
PromptTokens: r.PromptEvalCount,
CompletionTokens: r.EvalCount,
TotalTokens: r.PromptEvalCount + r.EvalCount,
@@ -367,7 +402,19 @@ func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
}
messages = append(messages, message)
default:
return nil, fmt.Errorf("invalid message content type: %T", content)
if msg.ToolCalls == nil {
return nil, fmt.Errorf("invalid message content type: %T", content)
}
toolCalls := make([]api.ToolCall, len(msg.ToolCalls))
for i, tc := range msg.ToolCalls {
toolCalls[i].Function.Name = tc.Function.Name
err := json.Unmarshal([]byte(tc.Function.Arguments), &toolCalls[i].Function.Arguments)
if err != nil {
return nil, fmt.Errorf("invalid tool call arguments")
}
}
messages = append(messages, api.Message{Role: msg.Role, ToolCalls: toolCalls})
}
}
@@ -425,6 +472,7 @@ func fromChatRequest(r ChatCompletionRequest) (*api.ChatRequest, error) {
Format: format,
Options: options,
Stream: &r.Stream,
Tools: r.Tools,
}, nil
}
@@ -475,6 +523,7 @@ func fromCompleteRequest(r CompletionRequest) (api.GenerateRequest, error) {
Prompt: r.Prompt,
Options: options,
Stream: &r.Stream,
Suffix: r.Suffix,
}, nil
}

View File

@@ -85,6 +85,7 @@ func TestMiddlewareRequests(t *testing.T) {
Prompt: "Hello",
Temperature: &temp,
Stop: []string{"\n", "stop"},
Suffix: "suffix",
}
bodyBytes, _ := json.Marshal(body)
@@ -115,6 +116,10 @@ func TestMiddlewareRequests(t *testing.T) {
if stopTokens[0] != "\n" || stopTokens[1] != "stop" {
t.Fatalf("expected ['\\n', 'stop'], got %v", stopTokens)
}
if genReq.Suffix != "suffix" {
t.Fatalf("expected 'suffix', got %s", genReq.Suffix)
}
},
},
{

View File

@@ -311,12 +311,14 @@ func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
}
var b bytes.Buffer
if err := tmpl.Execute(&b, map[string][]map[string]any{
if err := tmpl.Execute(&b, map[string][]api.ToolCall{
"ToolCalls": {
{
"Function": map[string]any{
"Name": "@@name@@",
"Arguments": "@@arguments@@",
Function: api.ToolCallFunction{
Name: "@@name@@",
Arguments: api.ToolCallFunctionArguments{
"@@argument@@": 1,
},
},
},
},
@@ -324,7 +326,7 @@ func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
return nil, false
}
var kv map[string]string
var kv map[string]any
// execute the subtree with placeholders to identify the keys
// trim any commands that might exist in the template
if err := json.Unmarshal(bytes.TrimSuffix(b.Bytes(), []byte(",")), &kv); err != nil {
@@ -334,17 +336,19 @@ func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
// find the keys that correspond to the name and arguments fields
var name, arguments string
for k, v := range kv {
switch v {
case "@@name@@":
switch v.(type) {
case string:
name = k
case "@@arguments@@":
case map[string]any:
arguments = k
}
}
var objs []map[string]any
for offset := 0; offset < len(s); {
if err := json.NewDecoder(strings.NewReader(s[offset:])).Decode(&objs); errors.Is(err, io.EOF) {
var obj map[string]any
decoder := json.NewDecoder(strings.NewReader(s[offset:]))
if err := decoder.Decode(&obj); errors.Is(err, io.EOF) || errors.Is(err, io.ErrUnexpectedEOF) {
break
} else if syntax := &(json.SyntaxError{}); errors.As(err, &syntax) {
// skip over any syntax errors
@@ -353,10 +357,11 @@ func (m *Model) parseToolCalls(s string) ([]api.ToolCall, bool) {
// skip over any unmarshalable types
offset += int(unmarshalType.Offset)
} else if err != nil {
slog.Error("parseToolCalls", "error", err)
return nil, false
} else {
// break when an object is decoded
break
offset += int(decoder.InputOffset())
objs = append(objs, obj)
}
}

View File

@@ -115,11 +115,6 @@ func TestExtractFromZipFile(t *testing.T) {
}
}
type function struct {
Name string `json:"name"`
Arguments map[string]any `json:"arguments"`
}
func readFile(t *testing.T, base, name string) *bytes.Buffer {
t.Helper()
@@ -167,6 +162,10 @@ The temperature in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.`,
{"command-r-plus", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
{"firefunction", ` functools[{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}},{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}]`, true},
{"firefunction", " The weather in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.", false},
{"llama3-groq-tool-use", `<tool_call>
{"name": "get_current_weather", "arguments": {"format":"fahrenheit","location":"San Francisco, CA"}}
{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Toronto, Canada"}}
</tool_call>`, true},
}
var tools []api.Tool
@@ -181,18 +180,18 @@ The temperature in San Francisco, CA is 70°F and in Toronto, Canada is 20°C.`,
calls := []api.ToolCall{
{
Function: function{
Function: api.ToolCallFunction{
Name: "get_current_weather",
Arguments: map[string]any{
Arguments: api.ToolCallFunctionArguments{
"format": "fahrenheit",
"location": "San Francisco, CA",
},
},
},
{
Function: function{
Function: api.ToolCallFunction{
Name: "get_current_weather",
Arguments: map[string]any{
Arguments: api.ToolCallFunctionArguments{
"format": "celsius",
"location": "Toronto, Canada",
},

View File

@@ -275,11 +275,6 @@ func (s *Server) GenerateHandler(c *gin.Context) {
}
r.Response = sb.String()
if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
r.ToolCalls = toolCalls
r.Response = ""
}
c.JSON(http.StatusOK, r)
return
}
@@ -1295,7 +1290,7 @@ func (s *Server) ChatHandler(c *gin.Context) {
}
caps := []Capability{CapabilityCompletion}
if req.Tools != nil {
if len(req.Tools) > 0 {
caps = append(caps, CapabilityTools)
}
@@ -1390,9 +1385,12 @@ func (s *Server) ChatHandler(c *gin.Context) {
}
resp.Message.Content = sb.String()
if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
resp.Message.ToolCalls = toolCalls
resp.Message.Content = ""
if len(req.Tools) > 0 {
if toolCalls, ok := m.parseToolCalls(sb.String()); ok {
resp.Message.ToolCalls = toolCalls
resp.Message.Content = ""
}
}
c.JSON(http.StatusOK, resp)

View File

@@ -46,7 +46,7 @@ Action: ```json
{{- range .ToolCalls }}
{
"tool_name": "{{ .Function.Name }}",
"parameters": {{ json .Function.Arguments }}
"parameters": {{ .Function.Arguments }}
}
{{- end }}
]```

View File

@@ -17,7 +17,7 @@ If you decide to call functions:
Available functions as JSON spec:
{{- if .Tools }}
{{ json .Tools }}
{{ .Tools }}
{{- end }}<|eot_id|>
{{- end }}
{{- range .Messages }}<|start_header_id|>
@@ -25,7 +25,7 @@ Available functions as JSON spec:
{{- end }}<|end_header_id|>
{{- if .Content }}{{ .Content }}
{{- else if .ToolCalls }} functools[
{{- range .ToolCalls }}{{ "{" }}"name": "{{ .Function.Name }}", "arguments": {{ json .Function.Arguments }}{{ "}" }}
{{- range .ToolCalls }}{{ "{" }}"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}{{ "}" }}
{{- end }}]
{{- end }}<|eot_id|>
{{- end }}<|start_header_id|>assistant<|end_header_id|>

View File

@@ -0,0 +1,43 @@
{{- if .Messages }}
{{- if or .System .Tools }}<|start_header_id|>system<|end_header_id|>
{{ .System }}
{{- if .Tools }} You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:
<tool_call>
{"name": <function-name>,"arguments": <args-dict>}
</tool_call>
Here are the available tools:
<tools>
{{- range .Tools }} {{ .Function }}
{{- end }} </tools>
{{- end }}
{{- end }}<|eot_id|>
{{- range .Messages }}
{{- if ne .Role "system" }}<|start_header_id|>{{ .Role }}<|end_header_id|>
{{ if eq .Role "user" }}{{ .Content }}
{{- else if eq .Role "assistant" }}
{{- if .Content }}{{ .Content }}
{{- else if .ToolCalls }}<tool_call>
{{ range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
{{- end }}
</tool_call>
{{- end }}
{{- else if eq .Role "tool" }}<tool_response>
{{ .Content }}
</tool_response>
{{- end }}<|eot_id|>
{{- end }}
{{- end }}<|start_header_id|>assistant<|end_header_id|>
{{ else }}
{{ if .System }}<|start_header_id|>system<|end_header_id|>
{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
{{ end }}{{ .Response }}
{{- if .Response }}<|eot_id|>
{{- end }}

View File

@@ -0,0 +1,24 @@
<|start_header_id|>system<|end_header_id|>
You are a knowledgable assistant. You can answer questions and perform tasks. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:
<tool_call>
{"name": <function-name>,"arguments": <args-dict>}
</tool_call>
Here are the available tools:
<tools> {"name":"get_current_weather","description":"Get the current weather","parameters":{"type":"object","required":["location","format"],"properties":{"format":{"type":"string","description":"The temperature unit to use. Infer this from the users location.","enum":["celsius","fahrenheit"]},"location":{"type":"string","description":"The city and state, e.g. San Francisco, CA"}}}} </tools><|eot_id|><|start_header_id|>user<|end_header_id|>
What's the weather like today in Paris?<|eot_id|><|start_header_id|>assistant<|end_header_id|>
<tool_call>
{"name": "get_current_weather", "arguments": {"format":"celsius","location":"Paris, France"}}
</tool_call><|eot_id|><|start_header_id|>tool<|end_header_id|>
<tool_response>
22
</tool_response><|eot_id|><|start_header_id|>assistant<|end_header_id|>
The current temperature in Paris, France is 22 degrees Celsius.<|eot_id|><|start_header_id|>user<|end_header_id|>
What's the weather like today in San Francisco and Toronto?<|eot_id|><|start_header_id|>assistant<|end_header_id|>

View File

@@ -1,13 +1,13 @@
{{- range $index, $_ := .Messages }}
{{- if eq .Role "user" }}
{{- if and (eq (len (slice $.Messages $index)) 1) $.Tools }}[AVAILABLE_TOOLS] {{ json $.Tools }}[/AVAILABLE_TOOLS]
{{- if and (eq (len (slice $.Messages $index)) 1) $.Tools }}[AVAILABLE_TOOLS] {{ $.Tools }}[/AVAILABLE_TOOLS]
{{- end }}[INST] {{ if and (eq (len (slice $.Messages $index)) 1) $.System }}{{ $.System }}
{{ end }}{{ .Content }}[/INST]
{{- else if eq .Role "assistant" }}
{{- if .Content }} {{ .Content }}</s>
{{- else if .ToolCalls }}[TOOL_CALLS] [
{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ json .Function.Arguments }}}
{{- range .ToolCalls }}{"name": "{{ .Function.Name }}", "arguments": {{ .Function.Arguments }}}
{{- end }}]</s>
{{- end }}
{{- else if eq .Role "tool" }}[TOOL_RESULTS] {"content": {{ .Content }}}[/TOOL_RESULTS]

View File

@@ -150,9 +150,9 @@ func (t *Template) Vars() []string {
type Values struct {
Messages []api.Message
Tools []api.Tool
Prompt string
Suffix string
api.Tools
Prompt string
Suffix string
// forceLegacy is a flag used to test compatibility with legacy templates
forceLegacy bool
@@ -217,6 +217,7 @@ func (t *Template) Execute(w io.Writer, v Values) error {
"System": system,
"Messages": messages,
"Tools": v.Tools,
"Response": "",
})
}
@@ -270,8 +271,9 @@ func (t *Template) Execute(w io.Writer, v Values) error {
tree := parse.Tree{Root: nodes.(*parse.ListNode)}
if err := template.Must(template.New("").AddParseTree("", &tree)).Execute(&b, map[string]any{
"System": system,
"Prompt": prompt,
"System": system,
"Prompt": prompt,
"Response": "",
}); err != nil {
return err
}