Add image handling for Gemini requests with URL download and base64 support

Previously, required fields were not handled in OpenAI and Google parameter generation. This update adds logic to include a "required" list for both, ensuring mandatory fields are accurately captured in the schema outputs.

anthropic.go

@@ -123,7 +123,6 @@ func (a anthropic) requestToAnthropicRequest(req Request) anth.MessagesRequest {
 
 			// if this has the same role as the previous message, we can append it to the previous message
 			// as anthropic expects alternating assistant and user roles
-
 			if len(msgs) > 0 && msgs[len(msgs)-1].Role == role {
 				m2 := &msgs[len(msgs)-1]
 
@@ -134,20 +133,19 @@ func (a anthropic) requestToAnthropicRequest(req Request) anth.MessagesRequest {
 		}
 	}
 
-	if req.Toolbox != nil {
+	for _, tool := range req.Toolbox.functions {
-		for _, tool := range req.Toolbox.funcs {
 		res.Tools = append(res.Tools, anth.ToolDefinition{
 			Name:        tool.Name,
 			Description: tool.Description,
-				InputSchema: tool.Parameters,
+			InputSchema: tool.Parameters.AnthropicInputSchema(),
 		})
 	}
-	}
 
 	res.Messages = msgs
 
 	if req.Temperature != nil {
-		res.Temperature = req.Temperature
+		var f = float32(*req.Temperature)
+		res.Temperature = &f
 	}
 
 	log.Println("llm request to anthropic request", res)
@@ -156,15 +154,13 @@ func (a anthropic) requestToAnthropicRequest(req Request) anth.MessagesRequest {
 }
 
 func (a anthropic) responseToLLMResponse(in anth.MessagesResponse) Response {
-	res := Response{}
-
-	for _, msg := range in.Content {
 	choice := ResponseChoice{}
+	for _, msg := range in.Content {
 
 		switch msg.Type {
 		case anth.MessagesContentTypeText:
 			if msg.Text != nil {
-				choice.Content = *msg.Text
+				choice.Content += *msg.Text
 			}
 
 		case anth.MessagesContentTypeToolUse:
@@ -183,13 +179,13 @@ func (a anthropic) responseToLLMResponse(in anth.MessagesResponse) Response {
 				}
 			}
 		}
-
-		res.Choices = append(res.Choices, choice)
 	}
 
-	log.Println("anthropic response to llm response", res)
+	log.Println("anthropic response to llm response", choice)
 
-	return res
+	return Response{
+		Choices: []ResponseChoice{choice},
+	}
 }
 
 func (a anthropic) ChatComplete(ctx context.Context, req Request) (Response, error) {

context.go

@@ -0,0 +1,120 @@
+package go_llm
+
+import (
+	"context"
+	"time"
+)
+
+type Context struct {
+	context.Context
+	request         Request
+	response        *ResponseChoice
+	toolcall        *ToolCall
+	syntheticFields map[string]string
+}
+
+func (c *Context) ToNewRequest(toolResults ...ToolCallResponse) Request {
+	var res Request
+
+	res.Toolbox = c.request.Toolbox
+	res.Temperature = c.request.Temperature
+
+	res.Conversation = make([]Input, len(c.request.Conversation))
+	copy(res.Conversation, c.request.Conversation)
+
+	// now for every input message, convert those to an Input to add to the conversation
+	for _, msg := range c.request.Messages {
+		res.Conversation = append(res.Conversation, msg)
+	}
+
+	// if there are tool calls, then we need to add those to the conversation
+	if c.response != nil {
+		res.Conversation = append(res.Conversation, *c.response)
+	}
+
+	// if there are tool results, then we need to add those to the conversation
+	for _, result := range toolResults {
+		res.Conversation = append(res.Conversation, result)
+	}
+
+	return res
+}
+
+func NewContext(ctx context.Context, request Request, response *ResponseChoice, toolcall *ToolCall) *Context {
+	return &Context{Context: ctx, request: request, response: response, toolcall: toolcall}
+}
+
+func (c *Context) Request() Request {
+	return c.request
+}
+
+func (c *Context) Response() *ResponseChoice {
+	return c.response
+}
+
+func (c *Context) ToolCall() *ToolCall {
+	return c.toolcall
+}
+
+func (c *Context) SyntheticFields() map[string]string {
+	if c.syntheticFields == nil {
+		c.syntheticFields = map[string]string{}
+	}
+
+	return c.syntheticFields
+}
+
+func (c *Context) WithContext(ctx context.Context) *Context {
+	return &Context{Context: ctx, request: c.request, response: c.response, toolcall: c.toolcall, syntheticFields: c.syntheticFields}
+}
+
+func (c *Context) WithRequest(request Request) *Context {
+	return &Context{Context: c.Context, request: request, response: c.response, toolcall: c.toolcall, syntheticFields: c.syntheticFields}
+}
+
+func (c *Context) WithResponse(response *ResponseChoice) *Context {
+	return &Context{Context: c.Context, request: c.request, response: response, toolcall: c.toolcall, syntheticFields: c.syntheticFields}
+}
+
+func (c *Context) WithToolCall(toolcall *ToolCall) *Context {
+	return &Context{Context: c.Context, request: c.request, response: c.response, toolcall: toolcall, syntheticFields: c.syntheticFields}
+}
+
+func (c *Context) WithSyntheticFields(syntheticFields map[string]string) *Context {
+	return &Context{Context: c.Context, request: c.request, response: c.response, toolcall: c.toolcall, syntheticFields: syntheticFields}
+}
+
+func (c *Context) Deadline() (deadline time.Time, ok bool) {
+	return c.Context.Deadline()
+}
+
+func (c *Context) Done() <-chan struct{} {
+	return c.Context.Done()
+}
+
+func (c *Context) Err() error {
+	return c.Context.Err()
+}
+
+func (c *Context) Value(key any) any {
+	switch key {
+	case "request":
+		return c.request
+
+	case "response":
+		return c.response
+
+	case "toolcall":
+		return c.toolcall
+
+	case "syntheticFields":
+		return c.syntheticFields
+
+	}
+	return c.Context.Value(key)
+}
+
+func (c *Context) WithTimeout(timeout time.Duration) (*Context, context.CancelFunc) {
+	ctx, cancel := context.WithTimeout(c.Context, timeout)
+	return c.WithContext(ctx), cancel
+}

function.go

@@ -4,11 +4,11 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
-	"gitea.stevedudenhoeffer.com/steve/go-llm/schema"
+	"log/slog"
-	"github.com/sashabaranov/go-openai"
-	"github.com/sashabaranov/go-openai/jsonschema"
 	"reflect"
 	"time"
+
+	"gitea.stevedudenhoeffer.com/steve/go-llm/schema"
 )
 
 type Function struct {
@@ -26,27 +26,71 @@ type Function struct {
 	fn reflect.Value
 
 	paramType reflect.Type
-
-	// definition is a cache of the openaiImpl jsonschema definition
-	definition *jsonschema.Definition
 }
 
-func (f *Function) Execute(ctx context.Context, input string) (string, error) {
+func (f Function) WithSyntheticField(name string, description string) Function {
+	if obj, o := f.Parameters.(schema.Object); o {
+		f.Parameters = obj.WithSyntheticField(name, description)
+	}
+
+	return f
+}
+
+func (f Function) WithSyntheticFields(fieldsAndDescriptions map[string]string) Function {
+	if obj, o := f.Parameters.(schema.Object); o {
+		for k, v := range fieldsAndDescriptions {
+			obj = obj.WithSyntheticField(k, v)
+		}
+		f.Parameters = obj
+	}
+
+	return f
+}
+
+func (f Function) Execute(ctx *Context, input string) (any, error) {
 	if !f.fn.IsValid() {
 		return "", fmt.Errorf("function %s is not implemented", f.Name)
 	}
 
+	slog.Info("Function.Execute", "name", f.Name, "input", input, "f", f.paramType)
 	// first, we need to parse the input into the struct
 	p := reflect.New(f.paramType)
 	fmt.Println("Function.Execute", f.Name, "input:", input)
-	//m := map[string]any{}
+
-	err := json.Unmarshal([]byte(input), p.Interface())
+	var vals map[string]any
+	err := json.Unmarshal([]byte(input), &vals)
+
+	var syntheticFields map[string]string
+
+	// first eat up any synthetic fields
+	if obj, o := f.Parameters.(schema.Object); o {
+		for k := range obj.SyntheticFields() {
+			key := schema.SyntheticFieldPrefix + k
+			if val, ok := vals[key]; ok {
+				if syntheticFields == nil {
+					syntheticFields = map[string]string{}
+				}
+
+				syntheticFields[k] = fmt.Sprint(val)
+				delete(vals, key)
+			}
+		}
+	}
+
+	// now for any remaining fields, re-marshal them into json and then unmarshal into the struct
+	b, err := json.Marshal(vals)
+	if err != nil {
+		return "", fmt.Errorf("failed to marshal input: %w (input: %s)", err, input)
+	}
+
+	// now we can unmarshal the input into the struct
+	err = json.Unmarshal(b, p.Interface())
 	if err != nil {
 		return "", fmt.Errorf("failed to unmarshal input: %w (input: %s)", err, input)
 	}
 
 	// now we can call the function
-	exec := func(ctx context.Context) (string, error) {
+	exec := func(ctx *Context) (any, error) {
 		out := f.fn.Call([]reflect.Value{reflect.ValueOf(ctx), p.Elem()})
 
 		if len(out) != 2 {
@@ -54,7 +98,7 @@ func (f *Function) Execute(ctx context.Context, input string) (string, error) {
 		}
 
 		if out[1].IsNil() {
-			return out[0].String(), nil
+			return out[0].Interface(), nil
 		}
 
 		return "", out[1].Interface().(error)
@@ -62,31 +106,26 @@ func (f *Function) Execute(ctx context.Context, input string) (string, error) {
 
 	var cancel context.CancelFunc
 	if f.Timeout > 0 {
-		ctx, cancel = context.WithTimeout(ctx, f.Timeout)
+		ctx, cancel = ctx.WithTimeout(f.Timeout)
 		defer cancel()
 	}
 
 	return exec(ctx)
 }
 
-func (f *Function) toOpenAIFunction() *openai.FunctionDefinition {
-	return &openai.FunctionDefinition{
-		Name:        f.Name,
-		Description: f.Description,
-		Strict:      f.Strict,
-		Parameters:  f.Parameters,
-	}
-}
-func (f *Function) toOpenAIDefinition() jsonschema.Definition {
-	if f.definition == nil {
-		def := f.Parameters.Definition()
-		f.definition = &def
-	}
-
-	return *f.definition
-}
-
 type FunctionCall struct {
 	Name      string `json:"name,omitempty"`
 	Arguments string `json:"arguments,omitempty"`
 }
+
+func (fc *FunctionCall) toRaw() map[string]any {
+	res := map[string]interface{}{
+		"name": fc.Name,
+	}
+
+	if fc.Arguments != "" {
+		res["arguments"] = fc.Arguments
+	}
+
+	return res
+}

functions.go

@@ -1,9 +1,9 @@
 package go_llm
 
 import (
-	"context"
-	"gitea.stevedudenhoeffer.com/steve/go-llm/schema"
 	"reflect"
+
+	"gitea.stevedudenhoeffer.com/steve/go-llm/schema"
 )
 
 // Parse takes a function pointer and returns a function object.
@@ -13,7 +13,7 @@ import (
 // The struct parameters can have the following tags:
 // - Description: a string that describes the parameter, passed to openaiImpl to tell it what the parameter is for
 
-func NewFunction[T any](name string, description string, fn func(context.Context, T) (string, error)) *Function {
+func NewFunction[T any](name string, description string, fn func(*Context, T) (any, error)) Function {
 	var o T
 
 	res := Function{
@@ -31,5 +31,5 @@ func NewFunction[T any](name string, description string, fn func(context.Context
 		panic("function parameter must be a struct")
 	}
 
-	return &res
+	return res
 }

go.mod

@@ -4,41 +4,44 @@ go 1.23.1
 
 require (
 	github.com/google/generative-ai-go v0.19.0
-	github.com/liushuangls/go-anthropic/v2 v2.13.0
+	github.com/liushuangls/go-anthropic/v2 v2.15.0
-	github.com/sashabaranov/go-openai v1.36.1
+	github.com/openai/openai-go v0.1.0-beta.9
-	golang.org/x/exp v0.0.0-20241217172543-b2144cdd0a67
+	google.golang.org/api v0.228.0
-	google.golang.org/api v0.214.0
 )
 
 require (
-	cloud.google.com/go v0.117.0 // indirect
+	cloud.google.com/go v0.120.0 // indirect
-	cloud.google.com/go/ai v0.9.0 // indirect
+	cloud.google.com/go/ai v0.10.1 // indirect
-	cloud.google.com/go/auth v0.13.0 // indirect
+	cloud.google.com/go/auth v0.15.0 // indirect
-	cloud.google.com/go/auth/oauth2adapt v0.2.6 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
 	cloud.google.com/go/compute/metadata v0.6.0 // indirect
-	cloud.google.com/go/longrunning v0.6.3 // indirect
+	cloud.google.com/go/longrunning v0.6.6 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.2 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
-	github.com/google/s2a-go v0.1.8 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/googleapis/enterprise-certificate-proxy v0.3.4 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
 	github.com/googleapis/gax-go/v2 v2.14.1 // indirect
+	github.com/tidwall/gjson v1.18.0 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.58.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.60.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.58.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.60.0 // indirect
-	go.opentelemetry.io/otel v1.33.0 // indirect
+	go.opentelemetry.io/otel v1.35.0 // indirect
-	go.opentelemetry.io/otel/metric v1.33.0 // indirect
+	go.opentelemetry.io/otel/metric v1.35.0 // indirect
-	go.opentelemetry.io/otel/trace v1.33.0 // indirect
+	go.opentelemetry.io/otel/trace v1.35.0 // indirect
-	golang.org/x/crypto v0.31.0 // indirect
+	golang.org/x/crypto v0.37.0 // indirect
-	golang.org/x/net v0.33.0 // indirect
+	golang.org/x/net v0.39.0 // indirect
-	golang.org/x/oauth2 v0.24.0 // indirect
+	golang.org/x/oauth2 v0.29.0 // indirect
-	golang.org/x/sync v0.10.0 // indirect
+	golang.org/x/sync v0.13.0 // indirect
-	golang.org/x/sys v0.28.0 // indirect
+	golang.org/x/sys v0.32.0 // indirect
-	golang.org/x/text v0.21.0 // indirect
+	golang.org/x/text v0.24.0 // indirect
-	golang.org/x/time v0.8.0 // indirect
+	golang.org/x/time v0.11.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20241223144023-3abc09e42ca8 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250409194420-de1ac958c67a // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20241223144023-3abc09e42ca8 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250409194420-de1ac958c67a // indirect
-	google.golang.org/grpc v1.69.2 // indirect
+	google.golang.org/grpc v1.71.1 // indirect
-	google.golang.org/protobuf v1.36.1 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
 )

go.sum

@@ -1,15 +1,15 @@
-cloud.google.com/go v0.117.0 h1:Z5TNFfQxj7WG2FgOGX1ekC5RiXrYgms6QscOm32M/4s=
+cloud.google.com/go v0.120.0 h1:wc6bgG9DHyKqF5/vQvX1CiZrtHnxJjBlKUyF9nP6meA=
-cloud.google.com/go v0.117.0/go.mod h1:ZbwhVTb1DBGt2Iwb3tNO6SEK4q+cplHZmLWH+DelYYc=
+cloud.google.com/go v0.120.0/go.mod h1:/beW32s8/pGRuj4IILWQNd4uuebeT4dkOhKmkfit64Q=
-cloud.google.com/go/ai v0.9.0 h1:r1Ig8O8+Qr3Ia3WfoO+gokD0fxB2Rk4quppuKjmGMsY=
+cloud.google.com/go/ai v0.10.1 h1:EU93KqYmMeOKgaBXAz2DshH2C/BzAT1P+iJORksLIic=
-cloud.google.com/go/ai v0.9.0/go.mod h1:28bKM/oxmRgxmRgI1GLumFv+NSkt+DscAg/gF+54zzY=
+cloud.google.com/go/ai v0.10.1/go.mod h1:sWWHZvmJ83BjuxAQtYEiA0SFTpijtbH+SXWFO14ri5A=
-cloud.google.com/go/auth v0.13.0 h1:8Fu8TZy167JkW8Tj3q7dIkr2v4cndv41ouecJx0PAHs=
+cloud.google.com/go/auth v0.15.0 h1:Ly0u4aA5vG/fsSsxu98qCQBemXtAtJf+95z9HK+cxps=
-cloud.google.com/go/auth v0.13.0/go.mod h1:COOjD9gwfKNKz+IIduatIhYJQIc0mG3H102r/EMxX6Q=
+cloud.google.com/go/auth v0.15.0/go.mod h1:WJDGqZ1o9E9wKIL+IwStfyn/+s59zl4Bi+1KQNVXLZ8=
-cloud.google.com/go/auth/oauth2adapt v0.2.6 h1:V6a6XDu2lTwPZWOawrAa9HUK+DB2zfJyTuciBG5hFkU=
+cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
-cloud.google.com/go/auth/oauth2adapt v0.2.6/go.mod h1:AlmsELtlEBnaNTL7jCj8VQFLy6mbZv0s4Q7NGBeQ5E8=
+cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
 cloud.google.com/go/compute/metadata v0.6.0 h1:A6hENjEsCDtC1k8byVsgwvVcioamEHvZ4j01OwKxG9I=
 cloud.google.com/go/compute/metadata v0.6.0/go.mod h1:FjyFAW1MW0C203CEOMDTu3Dk1FlqW3Rga40jzHL4hfg=
-cloud.google.com/go/longrunning v0.6.3 h1:A2q2vuyXysRcwzqDpMMLSI6mb6o39miS52UEG/Rd2ng=
+cloud.google.com/go/longrunning v0.6.6 h1:XJNDo5MUfMM05xK3ewpbSdmt7R2Zw+aQEMbdQR65Rbw=
-cloud.google.com/go/longrunning v0.6.3/go.mod h1:k/vIs83RN4bE3YCswdXC5PFfWVILjm3hpEUlSko4PiI=
+cloud.google.com/go/longrunning v0.6.6/go.mod h1:hyeGJUrPHcx0u2Uu1UFSoYZLn4lkMrccJig0t4FI7yw=
 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/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
@@ -23,67 +23,73 @@ github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
 github.com/google/generative-ai-go v0.19.0 h1:R71szggh8wHMCUlEMsW2A/3T+5LdEIkiaHSYgSpUgdg=
 github.com/google/generative-ai-go v0.19.0/go.mod h1:JYolL13VG7j79kM5BtHz4qwONHkeJQzOCkKXnpqtS/E=
-github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
+github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
-github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
+github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
-github.com/google/s2a-go v0.1.8 h1:zZDs9gcbt9ZPLV0ndSyQk6Kacx2g/X+SKYovpnz3SMM=
+github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
-github.com/google/s2a-go v0.1.8/go.mod h1:6iNWHTpQ+nfNRN5E00MSdfDwVesa8hhS32PhPO8deJA=
+github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.4 h1:XYIDZApgAnrN1c855gTgghdIA6Stxb52D5RnLI1SLyw=
+github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.4/go.mod h1:YKe7cfqYXjKGpGvmSg28/fFvhNzinZQm8DGnaburhGA=
+github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.14.1 h1:hb0FFeiPaQskmvakKu5EbCbpntQn48jyHuvrkurSS/Q=
 github.com/googleapis/gax-go/v2 v2.14.1/go.mod h1:Hb/NubMaVM88SrNkvl8X/o8XWwDJEPqouaLeN2IUxoA=
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 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
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 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
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google.go

@@ -2,8 +2,12 @@ package go_llm
 
 import (
 	"context"
+	"encoding/base64"
 	"encoding/json"
 	"fmt"
+	"io"
+	"net/http"
+
 	"github.com/google/generative-ai-go/genai"
 	"google.golang.org/api/option"
 )
@@ -19,51 +23,117 @@ func (g google) ModelVersion(modelVersion string) (ChatCompletion, error) {
 	return g, nil
 }
 
-func (g google) requestToGoogleRequest(in Request, model *genai.GenerativeModel) []genai.Part {
+func (g google) requestToChatHistory(in Request, model *genai.GenerativeModel) (*genai.GenerativeModel, *genai.ChatSession, []genai.Part) {
+	res := *model
 
-	if in.Temperature != nil {
+	for _, tool := range in.Toolbox.functions {
-		model.GenerationConfig.Temperature = in.Temperature
+		res.Tools = append(res.Tools, &genai.Tool{
-	}
+			FunctionDeclarations: []*genai.FunctionDeclaration{
-
+				{
-	res := []genai.Part{}
-
-	for _, c := range in.Messages {
-		res = append(res, genai.Text(c.Text))
-	}
-
-	for _, tool := range in.Toolbox.funcs {
-		panic("google ToolBox is todo" + tool.Name)
-
-		/*
-			t := genai.Tool{}
-			t.FunctionDeclarations = append(t.FunctionDeclarations, &genai.FunctionDeclaration{
 					Name:        tool.Name,
 					Description: tool.Description,
-				Parameters:  nil, //tool.Parameters,
+					Parameters:  tool.Parameters.GoogleParameters(),
+				},
+			},
 		})
-		*/
 	}
 
-	return res
+	if !in.Toolbox.RequiresTool() {
+		res.ToolConfig = &genai.ToolConfig{FunctionCallingConfig: &genai.FunctionCallingConfig{
+			Mode: genai.FunctionCallingAny,
+		}}
+	}
+
+	cs := res.StartChat()
+
+	for i, c := range in.Messages {
+		content := genai.NewUserContent(genai.Text(c.Text))
+
+		switch c.Role {
+		case RoleAssistant, RoleSystem:
+			content.Role = "model"
+
+		case RoleUser:
+			content.Role = "user"
+		}
+
+		for _, img := range c.Images {
+			if img.Url != "" {
+				// gemini does not support URLs, so we need to download the image and convert it to a blob
+
+				// Download the image from the URL
+				resp, err := http.Get(img.Url)
+				if err != nil {
+					panic(fmt.Sprintf("error downloading image: %v", err))
+				}
+				defer resp.Body.Close()
+
+				// Check the Content-Length to ensure it's not over 20MB
+				if resp.ContentLength > 20*1024*1024 {
+					panic(fmt.Sprintf("image size exceeds 20MB: %d bytes", resp.ContentLength))
+				}
+
+				// Read the content into a byte slice
+				data, err := io.ReadAll(resp.Body)
+				if err != nil {
+					panic(fmt.Sprintf("error reading image data: %v", err))
+				}
+
+				// Ensure the MIME type is appropriate
+				mimeType := http.DetectContentType(data)
+				switch mimeType {
+				case "image/jpeg", "image/png", "image/gif":
+					// MIME type is valid
+				default:
+					panic(fmt.Sprintf("unsupported image MIME type: %s", mimeType))
+				}
+
+				// Create a genai.Blob using the validated image data
+				content.Parts = append(content.Parts, genai.Blob{
+					MIMEType: mimeType,
+					Data:     data,
+				})
+
+			} else {
+				// convert base64 to blob
+				b, e := base64.StdEncoding.DecodeString(img.Base64)
+				if e != nil {
+					panic(fmt.Sprintf("error decoding base64: %v", e))
+				}
+
+				content.Parts = append(content.Parts, genai.Blob{
+					MIMEType: img.ContentType,
+					Data:     b,
+				})
+			}
+		}
+
+		// if this is the last message, we want to add to history, we want it to be the parts
+		if i == len(in.Messages)-1 {
+			return &res, cs, content.Parts
+		}
+
+		cs.History = append(cs.History, content)
+	}
+
+	return &res, cs, nil
 }
 
 func (g google) responseToLLMResponse(in *genai.GenerateContentResponse) (Response, error) {
 	res := Response{}
 
 	for _, c := range in.Candidates {
+		var choice ResponseChoice
+		var set = false
 		if c.Content != nil {
 			for _, p := range c.Content.Parts {
 				switch p.(type) {
 				case genai.Text:
-					res.Choices = append(res.Choices, ResponseChoice{
+					choice.Content = string(p.(genai.Text))
-						Content: string(p.(genai.Text)),
+					set = true
-					})
 
 				case genai.FunctionCall:
 					v := p.(genai.FunctionCall)
-					choice := ResponseChoice{}
-
-					choice.Content = v.Name
 					b, e := json.Marshal(v.Args)
 
 					if e != nil {
@@ -79,14 +149,17 @@ func (g google) responseToLLMResponse(in *genai.GenerateContentResponse) (Respon
 					}
 
 					choice.Calls = append(choice.Calls, call)
-
+					set = true
-					res.Choices = append(res.Choices, choice)
-
 				default:
 					return Response{}, fmt.Errorf("unknown part type: %T", p)
 				}
 			}
 		}
+
+		if set {
+			choice.Role = RoleAssistant
+			res.Choices = append(res.Choices, choice)
+		}
 	}
 
 	return res, nil
@@ -101,9 +174,13 @@ func (g google) ChatComplete(ctx context.Context, req Request) (Response, error)
 
 	model := cl.GenerativeModel(g.model)
 
-	parts := g.requestToGoogleRequest(req, model)
+	_, cs, parts := g.requestToChatHistory(req, model)
 
-	resp, err := model.GenerateContent(ctx, parts...)
+	resp, err := cs.SendMessage(ctx, parts...)
+
+	//parts := g.requestToGoogleRequest(req, model)
+
+	//resp, err := model.GenerateContent(ctx, parts...)
 
 	if err != nil {
 		return Response{}, fmt.Errorf("error generating content: %w", err)

llm.go

@@ -2,6 +2,11 @@ package go_llm
 
 import (
 	"context"
+	"fmt"
+	"strings"
+
+	"github.com/openai/openai-go"
+	"github.com/openai/openai-go/packages/param"
 )
 
 type Role string
@@ -18,6 +23,26 @@ type Image struct {
 	Url         string
 }
 
+func (i Image) toRaw() map[string]any {
+	res := map[string]any{
+		"base64":      i.Base64,
+		"contenttype": i.ContentType,
+		"url":         i.Url,
+	}
+
+	return res
+}
+
+func (i *Image) fromRaw(raw map[string]any) Image {
+	var res Image
+
+	res.Base64 = raw["base64"].(string)
+	res.ContentType = raw["contenttype"].(string)
+	res.Url = raw["url"].(string)
+
+	return res
+}
+
 type Message struct {
 	Role   Role
 	Name   string
@@ -25,10 +50,145 @@ type Message struct {
 	Images []Image
 }
 
-type Request struct {
+func (m Message) toRaw() map[string]any {
-	Messages    []Message
+	res := map[string]any{
-	Toolbox     *ToolBox
+		"role": m.Role,
-	Temperature *float32
+		"name": m.Name,
+		"text": m.Text,
+	}
+
+	images := make([]map[string]any, 0, len(m.Images))
+	for _, img := range m.Images {
+		images = append(images, img.toRaw())
+	}
+
+	res["images"] = images
+
+	return res
+}
+
+func (m *Message) fromRaw(raw map[string]any) Message {
+	var res Message
+
+	res.Role = Role(raw["role"].(string))
+	res.Name = raw["name"].(string)
+	res.Text = raw["text"].(string)
+
+	images := raw["images"].([]map[string]any)
+	for _, img := range images {
+		var i Image
+
+		res.Images = append(res.Images, i.fromRaw(img))
+	}
+
+	return res
+}
+
+func (m Message) toChatCompletionMessages(model string) []openai.ChatCompletionMessageParamUnion {
+	var res openai.ChatCompletionMessageParamUnion
+
+	var arrayOfContentParts []openai.ChatCompletionContentPartUnionParam
+	var textContent param.Opt[string]
+
+	for _, img := range m.Images {
+		if img.Base64 != "" {
+			arrayOfContentParts = append(arrayOfContentParts,
+				openai.ChatCompletionContentPartUnionParam{
+					OfImageURL: &openai.ChatCompletionContentPartImageParam{
+						ImageURL: openai.ChatCompletionContentPartImageImageURLParam{
+							URL: "data:" + img.ContentType + ";base64," + img.Base64,
+						},
+					},
+				},
+			)
+		} else if img.Url != "" {
+			arrayOfContentParts = append(arrayOfContentParts,
+				openai.ChatCompletionContentPartUnionParam{
+					OfImageURL: &openai.ChatCompletionContentPartImageParam{
+						ImageURL: openai.ChatCompletionContentPartImageImageURLParam{
+							URL: img.Url,
+						},
+					},
+				},
+			)
+		}
+	}
+
+	if m.Text != "" {
+		if len(arrayOfContentParts) > 0 {
+			arrayOfContentParts = append(arrayOfContentParts,
+				openai.ChatCompletionContentPartUnionParam{
+					OfText: &openai.ChatCompletionContentPartTextParam{
+						Text: "\n",
+					},
+				},
+			)
+		} else {
+			textContent = openai.String(m.Text)
+		}
+	}
+
+	a := strings.Split(model, "-")
+
+	useSystemInsteadOfDeveloper := true
+	if len(a) > 1 && a[0][0] == 'o' {
+		useSystemInsteadOfDeveloper = false
+	}
+
+	switch m.Role {
+	case RoleSystem:
+		if useSystemInsteadOfDeveloper {
+			res = openai.ChatCompletionMessageParamUnion{
+				OfSystem: &openai.ChatCompletionSystemMessageParam{
+					Content: openai.ChatCompletionSystemMessageParamContentUnion{
+						OfString: textContent,
+					},
+				},
+			}
+		} else {
+			res = openai.ChatCompletionMessageParamUnion{
+				OfDeveloper: &openai.ChatCompletionDeveloperMessageParam{
+					Content: openai.ChatCompletionDeveloperMessageParamContentUnion{
+						OfString: textContent,
+					},
+				},
+			}
+		}
+
+	case RoleUser:
+		var name param.Opt[string]
+		if m.Name != "" {
+			name = openai.String(m.Name)
+		}
+
+		res = openai.ChatCompletionMessageParamUnion{
+			OfUser: &openai.ChatCompletionUserMessageParam{
+				Name: name,
+				Content: openai.ChatCompletionUserMessageParamContentUnion{
+					OfString:              textContent,
+					OfArrayOfContentParts: arrayOfContentParts,
+				},
+			},
+		}
+
+	case RoleAssistant:
+		var name param.Opt[string]
+		if m.Name != "" {
+			name = openai.String(m.Name)
+		}
+
+		res = openai.ChatCompletionMessageParamUnion{
+			OfAssistant: &openai.ChatCompletionAssistantMessageParam{
+				Name: name,
+				Content: openai.ChatCompletionAssistantMessageParamContentUnion{
+					OfString: textContent,
+				},
+			},
+		}
+
+	}
+
+	return []openai.ChatCompletionMessageParamUnion{res}
 }
 
 type ToolCall struct {
@@ -36,16 +196,73 @@ type ToolCall struct {
 	FunctionCall FunctionCall
 }
 
-type ResponseChoice struct {
+func (t ToolCall) toRaw() map[string]any {
-	Index   int
+	res := map[string]any{
-	Role    Role
+		"id": t.ID,
-	Content string
+	}
-	Refusal string
+
-	Name    string
+	res["function"] = t.FunctionCall.toRaw()
-	Calls   []ToolCall
+
+	return res
 }
-type Response struct {
+
-	Choices []ResponseChoice
+func (t ToolCall) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
+	return []openai.ChatCompletionMessageParamUnion{{
+		OfAssistant: &openai.ChatCompletionAssistantMessageParam{
+			ToolCalls: []openai.ChatCompletionMessageToolCallParam{
+				{
+					ID: t.ID,
+					Function: openai.ChatCompletionMessageToolCallFunctionParam{
+						Name:      t.FunctionCall.Name,
+						Arguments: t.FunctionCall.Arguments,
+					},
+				},
+			},
+		},
+	}}
+}
+
+type ToolCallResponse struct {
+	ID     string
+	Result any
+	Error  error
+}
+
+func (t ToolCallResponse) toRaw() map[string]any {
+	res := map[string]any{
+		"id":     t.ID,
+		"result": t.Result,
+	}
+
+	if t.Error != nil {
+		res["error"] = t.Error.Error()
+	}
+
+	return res
+}
+
+func (t ToolCallResponse) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
+	var refusal string
+	if t.Error != nil {
+		refusal = t.Error.Error()
+	}
+
+	if refusal != "" {
+		if t.Result != "" {
+			t.Result = fmt.Sprint(t.Result) + " (error in execution: " + refusal + ")"
+		} else {
+			t.Result = "error in execution:" + refusal
+		}
+	}
+
+	return []openai.ChatCompletionMessageParamUnion{{
+		OfTool: &openai.ChatCompletionToolMessageParam{
+			ToolCallID: t.ID,
+			Content: openai.ChatCompletionToolMessageParamContentUnion{
+				OfString: openai.String(fmt.Sprint(t.Result)),
+			},
+		},
+	}}
 }
 
 type ChatCompletion interface {

openai.go

@@ -5,120 +5,85 @@ import (
 	"fmt"
 	"strings"
 
-	oai "github.com/sashabaranov/go-openai"
+	"github.com/openai/openai-go"
+	"github.com/openai/openai-go/option"
+	"github.com/openai/openai-go/shared"
 )
 
 type openaiImpl struct {
 	key     string
 	model   string
+	baseUrl string
 }
 
 var _ LLM = openaiImpl{}
 
-func (o openaiImpl) requestToOpenAIRequest(request Request) oai.ChatCompletionRequest {
+func (o openaiImpl) newRequestToOpenAIRequest(request Request) openai.ChatCompletionNewParams {
-	res := oai.ChatCompletionRequest{
+	res := openai.ChatCompletionNewParams{
 		Model: o.model,
 	}
 
+	for _, i := range request.Conversation {
+		res.Messages = append(res.Messages, i.toChatCompletionMessages(o.model)...)
+	}
+
 	for _, msg := range request.Messages {
-		m := oai.ChatCompletionMessage{
+		res.Messages = append(res.Messages, msg.toChatCompletionMessages(o.model)...)
-			Content: msg.Text,
-			Role:    string(msg.Role),
-			Name:    msg.Name,
 	}
 
-		for _, img := range msg.Images {
+	for _, tool := range request.Toolbox.functions {
-			if img.Base64 != "" {
+		res.Tools = append(res.Tools, openai.ChatCompletionToolParam{
-				m.MultiContent = append(m.MultiContent, oai.ChatMessagePart{
-					Type: "image_url",
-					ImageURL: &oai.ChatMessageImageURL{
-						URL: fmt.Sprintf("data:%s;base64,%s", img.ContentType, img.Base64),
-					},
-				})
-			} else if img.Url != "" {
-				m.MultiContent = append(m.MultiContent, oai.ChatMessagePart{
-					Type: "image_url",
-					ImageURL: &oai.ChatMessageImageURL{
-						URL: img.Url,
-					},
-				})
-			}
-		}
-
-		// openai does not allow Content and MultiContent to be set at the same time, so we need to check
-		if len(m.MultiContent) > 0 && m.Content != "" {
-			m.MultiContent = append([]oai.ChatMessagePart{{
-				Type: "text",
-				Text: m.Content,
-			}}, m.MultiContent...)
-
-			m.Content = ""
-		}
-
-		res.Messages = append(res.Messages, m)
-	}
-
-	if request.Toolbox != nil {
-		for _, tool := range request.Toolbox.funcs {
-			res.Tools = append(res.Tools, oai.Tool{
 			Type: "function",
-				Function: &oai.FunctionDefinition{
+			Function: shared.FunctionDefinitionParam{
 				Name:        tool.Name,
-					Description: tool.Description,
+				Description: openai.String(tool.Description),
-					Strict:      tool.Strict,
+				Strict:      openai.Bool(tool.Strict),
-					Parameters:  tool.Parameters.Definition(),
+				Parameters:  tool.Parameters.OpenAIParameters(),
 			},
 		})
+	}
 
-			fmt.Println("tool:", tool.Name, tool.Description, tool.Strict, tool.Parameters.Definition())
+	if request.Toolbox.RequiresTool() {
+		res.ToolChoice = openai.ChatCompletionToolChoiceOptionUnionParam{
+			OfAuto: openai.String("required"),
 		}
 	}
 
 	if request.Temperature != nil {
-		res.Temperature = *request.Temperature
+		res.Temperature = openai.Float(*request.Temperature)
-	}
-
-	// is this an o1-* model?
-	isO1 := strings.Split(o.model, "-")[0] == "o1"
-
-	if isO1 {
-		// o1 models do not support system messages, so if any messages are system messages, we need to convert them to
-		// user messages
-
-		for i, msg := range res.Messages {
-			if msg.Role == "system" {
-				res.Messages[i].Role = "user"
-			}
-		}
 	}
 
 	return res
 }
 
-func (o openaiImpl) responseToLLMResponse(response oai.ChatCompletionResponse) Response {
+func (o openaiImpl) responseToLLMResponse(response *openai.ChatCompletion) Response {
-	res := Response{}
+	var res Response
+
+	if response == nil {
+		return res
+	}
+
+	if len(response.Choices) == 0 {
+		return res
+	}
 
 	for _, choice := range response.Choices {
 		var toolCalls []ToolCall
 		for _, call := range choice.Message.ToolCalls {
-			fmt.Println("responseToLLMResponse: call:", call.Function.Arguments)
 			toolCall := ToolCall{
 				ID: call.ID,
 				FunctionCall: FunctionCall{
 					Name:      call.Function.Name,
-					Arguments: call.Function.Arguments,
+					Arguments: strings.TrimSpace(call.Function.Arguments),
 				},
 			}
 
-			fmt.Println("toolCall.FunctionCall.Arguments:", toolCall.FunctionCall.Arguments)
-
 			toolCalls = append(toolCalls, toolCall)
 
 		}
 		res.Choices = append(res.Choices, ResponseChoice{
 			Content: choice.Message.Content,
 			Role:    Role(choice.Message.Role),
-			Name:    choice.Message.Name,
 			Refusal: choice.Message.Refusal,
 			Calls:   toolCalls,
 		})
@@ -128,13 +93,20 @@ func (o openaiImpl) responseToLLMResponse(response oai.ChatCompletionResponse) R
 }
 
 func (o openaiImpl) ChatComplete(ctx context.Context, request Request) (Response, error) {
-	cl := oai.NewClient(o.key)
+	var opts = []option.RequestOption{
+		option.WithAPIKey(o.key),
+	}
 
-	req := o.requestToOpenAIRequest(request)
+	if o.baseUrl != "" {
+		opts = append(opts, option.WithBaseURL(o.baseUrl))
+	}
 
-	resp, err := cl.CreateChatCompletion(ctx, req)
+	cl := openai.NewClient(opts...)
 
-	fmt.Println("resp:", fmt.Sprintf("%#v", resp))
+	req := o.newRequestToOpenAIRequest(request)
+
+	resp, err := cl.Chat.Completions.New(ctx, req)
+	//resp, err := cl.CreateChatCompletion(ctx, req)
 
 	if err != nil {
 		return Response{}, fmt.Errorf("unhandled openaiImpl error: %w", err)

request.go

@@ -0,0 +1,48 @@
+package go_llm
+
+import (
+	"github.com/openai/openai-go"
+)
+
+type rawAble interface {
+	toRaw() map[string]any
+	fromRaw(raw map[string]any) Input
+}
+
+type Input interface {
+	toChatCompletionMessages(model string) []openai.ChatCompletionMessageParamUnion
+}
+type Request struct {
+	Conversation []Input
+	Messages     []Message
+	Toolbox      ToolBox
+	Temperature  *float64
+}
+
+// NextRequest will take the current request's conversation, messages, the response, and any tool results, and
+// return a new request with the conversation updated to include the response and tool results.
+func (req Request) NextRequest(resp ResponseChoice, toolResults []ToolCallResponse) Request {
+	var res Request
+
+	res.Toolbox = req.Toolbox
+	res.Temperature = req.Temperature
+
+	res.Conversation = make([]Input, len(req.Conversation))
+	copy(res.Conversation, req.Conversation)
+
+	// now for every input message, convert those to an Input to add to the conversation
+	for _, msg := range req.Messages {
+		res.Conversation = append(res.Conversation, msg)
+	}
+
+	if resp.Content != "" || resp.Refusal != "" || len(resp.Calls) > 0 {
+		res.Conversation = append(res.Conversation, resp)
+	}
+
+	// if there are tool results, then we need to add those to the conversation
+	for _, result := range toolResults {
+		res.Conversation = append(res.Conversation, result)
+	}
+
+	return res
+}

response.go

@@ -0,0 +1,84 @@
+package go_llm
+
+import (
+	"github.com/openai/openai-go"
+)
+
+type ResponseChoice struct {
+	Index   int
+	Role    Role
+	Content string
+	Refusal string
+	Name    string
+	Calls   []ToolCall
+}
+
+func (r ResponseChoice) toRaw() map[string]any {
+	res := map[string]any{
+		"index":   r.Index,
+		"role":    r.Role,
+		"content": r.Content,
+		"refusal": r.Refusal,
+		"name":    r.Name,
+	}
+
+	calls := make([]map[string]any, 0, len(r.Calls))
+	for _, call := range r.Calls {
+		calls = append(calls, call.toRaw())
+	}
+
+	res["tool_calls"] = calls
+
+	return res
+}
+
+func (r ResponseChoice) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
+	var as openai.ChatCompletionAssistantMessageParam
+
+	if r.Name != "" {
+		as.Name = openai.String(r.Name)
+	}
+	if r.Refusal != "" {
+		as.Refusal = openai.String(r.Refusal)
+	}
+
+	if r.Content != "" {
+		as.Content.OfString = openai.String(r.Content)
+	}
+
+	for _, call := range r.Calls {
+		as.ToolCalls = append(as.ToolCalls, openai.ChatCompletionMessageToolCallParam{
+			ID: call.ID,
+			Function: openai.ChatCompletionMessageToolCallFunctionParam{
+				Name:      call.FunctionCall.Name,
+				Arguments: call.FunctionCall.Arguments,
+			},
+		})
+	}
+	return []openai.ChatCompletionMessageParamUnion{
+		{
+			OfAssistant: &as,
+		},
+	}
+}
+
+func (r ResponseChoice) toInput() []Input {
+	var res []Input
+
+	for _, call := range r.Calls {
+		res = append(res, call)
+	}
+
+	if r.Content != "" || r.Refusal != "" {
+		res = append(res, Message{
+			Role: RoleAssistant,
+			Text: r.Content,
+		})
+	}
+
+	return res
+}
+
+type Response struct {
+	Choices []ResponseChoice
+}

schema/GetType.go

@@ -3,8 +3,6 @@ package schema
 import (
 	"reflect"
 	"strings"
-
-	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
 // GetType will, given an interface{} that is a struct (NOT a pointer to a struct), return the Type of the struct that
@@ -27,23 +25,28 @@ func getFromType(t reflect.Type, b basic) Type {
 
 	switch t.Kind() {
 	case reflect.String:
-		b.DataType = jsonschema.String
+		b.DataType = TypeString
+		b.typeName = "string"
 		return b
 
 	case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
-		b.DataType = jsonschema.Integer
+		b.DataType = TypeInteger
+		b.typeName = "integer"
 		return b
 
 	case reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64:
-		b.DataType = jsonschema.Integer
+		b.DataType = TypeInteger
+		b.typeName = "integer"
 		return b
 
 	case reflect.Float32, reflect.Float64:
-		b.DataType = jsonschema.Number
+		b.DataType = TypeNumber
+		b.typeName = "number"
 		return b
 
 	case reflect.Bool:
-		b.DataType = jsonschema.Boolean
+		b.DataType = TypeBoolean
+		b.typeName = "boolean"
 		return b
 
 	case reflect.Struct:
@@ -89,6 +92,8 @@ func getField(f reflect.StructField, index int) Type {
 			}
 		}
 
+		b.DataType = TypeString
+		b.typeName = "string"
 		return enum{
 			basic:  b,
 			values: vals,
@@ -99,15 +104,26 @@ func getField(f reflect.StructField, index int) Type {
 	return getFromType(t, b)
 }
 
-func getObject(t reflect.Type) object {
+func getObject(t reflect.Type) Object {
 	fields := make(map[string]Type, t.NumField())
 	for i := 0; i < t.NumField(); i++ {
 		field := t.Field(i)
+
+		if field.Anonymous {
+			// if the field is anonymous, we need to get the fields of the anonymous struct
+			// and add them to the object
+			anon := getObject(field.Type)
+			for k, v := range anon.fields {
+				fields[k] = v
+			}
+			continue
+		} else {
 			fields[field.Name] = getField(field, i)
 		}
+	}
 
-	return object{
+	return Object{
-		basic:  basic{DataType: jsonschema.Object},
+		basic:  basic{DataType: TypeObject, typeName: "object"},
 		fields: fields,
 	}
 }
@@ -115,7 +131,8 @@ func getObject(t reflect.Type) object {
 func getArray(t reflect.Type) array {
 	res := array{
 		basic: basic{
-			DataType: jsonschema.Array,
+			DataType: TypeArray,
+			typeName: "array",
 		},
 	}
 

schema/array.go

@@ -4,7 +4,8 @@ import (
 	"errors"
 	"reflect"
 
-	"github.com/sashabaranov/go-openai/jsonschema"
+	"github.com/google/generative-ai-go/genai"
+	"github.com/openai/openai-go"
 )
 
 type array struct {
@@ -14,17 +15,28 @@ type array struct {
 	items Type
 }
 
-func (a array) SchemaType() jsonschema.DataType {
+func (a array) OpenAIParameters() openai.FunctionParameters {
-	return jsonschema.Array
+	return openai.FunctionParameters{
+		"type":        "array",
+		"description": a.Description(),
+		"items":       a.items.OpenAIParameters(),
+	}
 }
 
-func (a array) Definition() jsonschema.Definition {
+func (a array) GoogleParameters() *genai.Schema {
-	def := a.basic.Definition()
+	return &genai.Schema{
-	def.Type = jsonschema.Array
+		Type:        genai.TypeArray,
-	i := a.items.Definition()
+		Description: a.Description(),
-	def.Items = &i
+		Items:       a.items.GoogleParameters(),
-	def.AdditionalProperties = false
+	}
-	return def
+}
+
+func (a array) AnthropicInputSchema() map[string]any {
+	return map[string]any{
+		"type":        "array",
+		"description": a.Description(),
+		"items":       a.items.AnthropicInputSchema(),
+	}
 }
 
 func (a array) FromAny(val any) (reflect.Value, error) {

schema/basic.go

@@ -5,14 +5,27 @@ import (
 	"reflect"
 	"strconv"
 
-	"github.com/sashabaranov/go-openai/jsonschema"
+	"github.com/google/generative-ai-go/genai"
+	"github.com/openai/openai-go"
 )
 
 // just enforcing that basic implements Type
 var _ Type = basic{}
 
+type DataType string
+
+const (
+	TypeString  DataType = "string"
+	TypeInteger DataType = "integer"
+	TypeNumber  DataType = "number"
+	TypeBoolean DataType = "boolean"
+	TypeObject  DataType = "object"
+	TypeArray   DataType = "array"
+)
+
 type basic struct {
-	jsonschema.DataType
+	DataType
+	typeName string
 
 	// index is the position of the parameter in the StructField of the function's parameter struct
 	index int
@@ -25,17 +38,64 @@ type basic struct {
 	description string
 }
 
-func (b basic) SchemaType() jsonschema.DataType {
+func (b basic) OpenAIParameters() openai.FunctionParameters {
-	return b.DataType
+	return openai.FunctionParameters{
+		"type":        b.typeName,
+		"description": b.description,
+	}
 }
 
-func (b basic) Definition() jsonschema.Definition {
+func (b basic) GoogleParameters() *genai.Schema {
-	return jsonschema.Definition{
+	var t = genai.TypeUnspecified
-		Type:        b.DataType,
+
+	switch b.DataType {
+	case TypeString:
+		t = genai.TypeString
+	case TypeInteger:
+		t = genai.TypeInteger
+	case TypeNumber:
+		t = genai.TypeNumber
+	case TypeBoolean:
+		t = genai.TypeBoolean
+	case TypeObject:
+		t = genai.TypeObject
+	case TypeArray:
+		t = genai.TypeArray
+	default:
+		t = genai.TypeUnspecified
+	}
+	return &genai.Schema{
+		Type:        t,
 		Description: b.description,
 	}
 }
 
+func (b basic) AnthropicInputSchema() map[string]any {
+	var t = "string"
+
+	switch b.DataType {
+	case TypeString:
+		t = "string"
+	case TypeInteger:
+		t = "integer"
+	case TypeNumber:
+		t = "number"
+	case TypeBoolean:
+		t = "boolean"
+	case TypeObject:
+		t = "object"
+	case TypeArray:
+		t = "array"
+	default:
+		t = "unknown"
+	}
+
+	return map[string]any{
+		"type":        t,
+		"description": b.description,
+	}
+}
+
 func (b basic) Required() bool {
 	return b.required
 }
@@ -48,12 +108,12 @@ func (b basic) FromAny(val any) (reflect.Value, error) {
 	v := reflect.ValueOf(val)
 
 	switch b.DataType {
-	case jsonschema.String:
+	case TypeString:
 		var val = v.String()
 
 		return reflect.ValueOf(val), nil
 
-	case jsonschema.Integer:
+	case TypeInteger:
 		if v.Kind() == reflect.Float64 {
 			return v.Convert(reflect.TypeOf(int(0))), nil
 		} else if v.Kind() != reflect.Int {
@@ -62,7 +122,7 @@ func (b basic) FromAny(val any) (reflect.Value, error) {
 			return v, nil
 		}
 
-	case jsonschema.Number:
+	case TypeNumber:
 		if v.Kind() == reflect.Float64 {
 			return v.Convert(reflect.TypeOf(float64(0))), nil
 		} else if v.Kind() != reflect.Float64 {
@@ -71,7 +131,7 @@ func (b basic) FromAny(val any) (reflect.Value, error) {
 			return v, nil
 		}
 
-	case jsonschema.Boolean:
+	case TypeBoolean:
 		if v.Kind() == reflect.Bool {
 			return v, nil
 		} else if v.Kind() == reflect.String {

schema/enum.go

@@ -3,10 +3,10 @@ package schema
 import (
 	"errors"
 	"reflect"
+	"slices"
 
-	"golang.org/x/exp/slices"
+	"github.com/google/generative-ai-go/genai"
-
+	"github.com/openai/openai-go"
-	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
 type enum struct {
@@ -15,14 +15,28 @@ type enum struct {
 	values []string
 }
 
-func (e enum) SchemaType() jsonschema.DataType {
+func (e enum) FunctionParameters() openai.FunctionParameters {
-	return jsonschema.String
+	return openai.FunctionParameters{
+		"type":        "string",
+		"description": e.Description(),
+		"enum":        e.values,
+	}
 }
 
-func (e enum) Definition() jsonschema.Definition {
+func (e enum) GoogleParameters() *genai.Schema {
-	def := e.basic.Definition()
+	return &genai.Schema{
-	def.Enum = e.values
+		Type:        genai.TypeString,
-	return def
+		Description: e.Description(),
+		Enum:        e.values,
+	}
+}
+
+func (e enum) AnthropicInputSchema() map[string]any {
+	return map[string]any{
+		"type":        "string",
+		"description": e.Description(),
+		"enum":        e.values,
+	}
 }
 
 func (e enum) FromAny(val any) (reflect.Value, error) {

schema/object.go

@@ -4,34 +4,125 @@ import (
 	"errors"
 	"reflect"
 
-	"github.com/sashabaranov/go-openai/jsonschema"
+	"github.com/google/generative-ai-go/genai"
+	"github.com/openai/openai-go"
 )
 
-type object struct {
+const (
+	// SyntheticFieldPrefix is any prefix that is added to any synthetic fields that are added to the object, to prevent
+	// collisions with the fields in the struct.
+	SyntheticFieldPrefix = "__"
+)
+
+type Object struct {
 	basic
 
 	ref reflect.Type
 
 	fields map[string]Type
+
+	// syntheticFields are fields that are not in the struct but are generated by a system.
+	synetheticFields map[string]Type
 }
 
-func (o object) SchemaType() jsonschema.DataType {
+func (o Object) WithSyntheticField(name string, description string) Object {
-	return jsonschema.Object
+	if o.synetheticFields == nil {
-}
+		o.synetheticFields = map[string]Type{}
-
-func (o object) Definition() jsonschema.Definition {
-	def := o.basic.Definition()
-	def.Type = jsonschema.Object
-	def.Properties = make(map[string]jsonschema.Definition)
-	for k, v := range o.fields {
-		def.Properties[k] = v.Definition()
 	}
 
-	def.AdditionalProperties = false
+	o.synetheticFields[name] = basic{
-	return def
+		DataType:    TypeString,
+		typeName:    "string",
+		index:       -1,
+		required:    false,
+		description: description,
+	}
+
+	return o
 }
 
-func (o object) FromAny(val any) (reflect.Value, error) {
+func (o Object) SyntheticFields() map[string]Type {
+	return o.synetheticFields
+}
+
+func (o Object) OpenAIParameters() openai.FunctionParameters {
+	var properties = map[string]openai.FunctionParameters{}
+	var required []string
+	for k, v := range o.fields {
+		properties[k] = v.OpenAIParameters()
+		if v.Required() {
+			required = append(required, k)
+		}
+	}
+
+	for k, v := range o.synetheticFields {
+		properties[SyntheticFieldPrefix+k] = v.OpenAIParameters()
+		if v.Required() {
+			required = append(required, SyntheticFieldPrefix+k)
+		}
+	}
+
+	var res = openai.FunctionParameters{
+		"type":        "object",
+		"description": o.Description(),
+		"properties":  properties,
+	}
+
+	if len(required) > 0 {
+		res["required"] = required
+	}
+
+	return res
+}
+
+func (o Object) GoogleParameters() *genai.Schema {
+	var properties = map[string]*genai.Schema{}
+	var required []string
+	for k, v := range o.fields {
+		properties[k] = v.GoogleParameters()
+		if v.Required() {
+			required = append(required, k)
+		}
+	}
+
+	var res = &genai.Schema{
+		Type:        genai.TypeObject,
+		Description: o.Description(),
+		Properties:  properties,
+	}
+
+	if len(required) > 0 {
+		res.Required = required
+	}
+
+	return res
+}
+
+func (o Object) AnthropicInputSchema() map[string]any {
+	var properties = map[string]any{}
+	var required []string
+	for k, v := range o.fields {
+		properties[k] = v.AnthropicInputSchema()
+		if v.Required() {
+			required = append(required, k)
+		}
+	}
+
+	var res = map[string]any{
+		"type":        "object",
+		"description": o.Description(),
+		"properties":  properties,
+	}
+
+	if len(required) > 0 {
+		res["required"] = required
+	}
+
+	return res
+}
+
+// FromAny converts the value from any to the correct type, returning the value, and an error if any
+func (o Object) FromAny(val any) (reflect.Value, error) {
 	// if the value is nil, we can't do anything
 	if val == nil {
 		return reflect.Value{}, nil
@@ -68,7 +159,7 @@ func (o object) FromAny(val any) (reflect.Value, error) {
 	return obj, nil
 }
 
-func (o object) SetValueOnField(obj reflect.Value, val reflect.Value) {
+func (o Object) SetValueOnField(obj reflect.Value, val reflect.Value) {
 	// if this basic type is not required that means it's a pointer type so we need to set the value to the address of the value
 	if !o.required {
 		val = val.Addr()

schema/type.go

@@ -3,12 +3,17 @@ package schema
 import (
 	"reflect"
 
-	"github.com/sashabaranov/go-openai/jsonschema"
+	"github.com/google/generative-ai-go/genai"
+	"github.com/openai/openai-go"
 )
 
 type Type interface {
-	SchemaType() jsonschema.DataType
+	OpenAIParameters() openai.FunctionParameters
-	Definition() jsonschema.Definition
+	GoogleParameters() *genai.Schema
+	AnthropicInputSchema() map[string]any
+
+	//SchemaType() jsonschema.DataType
+	//Definition() jsonschema.Definition
 
 	Required() bool
 	Description() string

toolbox.go

@@ -4,56 +4,82 @@ import (
 	"context"
 	"errors"
 	"fmt"
-	"github.com/sashabaranov/go-openai"
 )
 
 // ToolBox is a collection of tools that OpenAI can use to execute functions.
 // It is a wrapper around a collection of functions, and provides a way to automatically call the correct function with
 // the correct parameters.
 type ToolBox struct {
-	funcs []Function
+	functions       map[string]Function
-	names map[string]Function
+	dontRequireTool bool
 }
 
-func NewToolBox(fns ...*Function) *ToolBox {
+func NewToolBox(fns ...Function) ToolBox {
 	res := ToolBox{
-		funcs: []Function{},
+		functions: map[string]Function{},
-		names: map[string]Function{},
 	}
 
 	for _, f := range fns {
-		o := *f
+		res.functions[f.Name] = f
-		res.names[o.Name] = o
-		res.funcs = append(res.funcs, o)
-	}
-
-	return &res
-}
-
-func (t *ToolBox) WithFunction(f Function) *ToolBox {
-	t2 := *t
-	t2.names[f.Name] = f
-	t2.funcs = append(t2.funcs, f)
-
-	return &t2
-}
-
-// ToOpenAI will convert the current ToolBox to a slice of openai.Tool, which can be used to send to the OpenAI API.
-func (t *ToolBox) toOpenAI() []openai.Tool {
-	var res []openai.Tool
-
-	for _, f := range t.funcs {
-		res = append(res, openai.Tool{
-			Type:     "function",
-			Function: f.toOpenAIFunction(),
-		})
 	}
 
 	return res
 }
 
-func (t *ToolBox) ToToolChoice() any {
+func (t ToolBox) Functions() []Function {
-	if len(t.funcs) == 0 {
+	var res []Function
+
+	for _, f := range t.functions {
+		res = append(res, f)
+	}
+
+	return res
+}
+
+func (t ToolBox) WithFunction(f Function) ToolBox {
+	t.functions[f.Name] = f
+
+	return t
+}
+
+func (t ToolBox) WithFunctions(fns ...Function) ToolBox {
+	for _, f := range fns {
+		t.functions[f.Name] = f
+	}
+
+	return t
+}
+
+func (t ToolBox) WithSyntheticFieldsAddedToAllFunctions(fieldsAndDescriptions map[string]string) ToolBox {
+	for k, v := range t.functions {
+		t.functions[k] = v.WithSyntheticFields(fieldsAndDescriptions)
+	}
+
+	return t
+}
+
+func (t ToolBox) ForEachFunction(fn func(f Function)) {
+	for _, f := range t.functions {
+		fn(f)
+	}
+}
+
+func (t ToolBox) WithFunctionRemoved(name string) ToolBox {
+	delete(t.functions, name)
+	return t
+}
+
+func (t ToolBox) WithRequireTool(val bool) ToolBox {
+	t.dontRequireTool = !val
+	return t
+}
+
+func (t ToolBox) RequiresTool() bool {
+	return !t.dontRequireTool && len(t.functions) > 0
+}
+
+func (t ToolBox) ToToolChoice() any {
+	if len(t.functions) == 0 {
 		return nil
 	}
 
@@ -64,8 +90,8 @@ var (
 	ErrFunctionNotFound = errors.New("function not found")
 )
 
-func (t *ToolBox) ExecuteFunction(ctx context.Context, functionName string, params string) (string, error) {
+func (t ToolBox) executeFunction(ctx *Context, functionName string, params string) (any, error) {
-	f, ok := t.names[functionName]
+	f, ok := t.functions[functionName]
 
 	if !ok {
 		return "", newError(ErrFunctionNotFound, fmt.Errorf("function \"%s\" not found", functionName))
@@ -74,6 +100,61 @@ func (t *ToolBox) ExecuteFunction(ctx context.Context, functionName string, para
 	return f.Execute(ctx, params)
 }
 
-func (t *ToolBox) Execute(ctx context.Context, toolCall ToolCall) (string, error) {
+func (t ToolBox) Execute(ctx *Context, toolCall ToolCall) (any, error) {
-	return t.ExecuteFunction(ctx, toolCall.FunctionCall.Name, toolCall.FunctionCall.Arguments)
+	return t.executeFunction(ctx.WithToolCall(&toolCall), toolCall.FunctionCall.Name, toolCall.FunctionCall.Arguments)
+}
+
+func (t ToolBox) GetSyntheticParametersFromFunctionContext(ctx context.Context) map[string]string {
+	val := ctx.Value("syntheticParameters")
+
+	if val == nil {
+		return nil
+	}
+
+	syntheticParameters, ok := val.(map[string]string)
+	if !ok {
+		return nil
+	}
+
+	return syntheticParameters
+}
+
+// ExecuteCallbacks will execute all the tool calls in the given list, and call the given callbacks when a new function is created, and when a function is finished.
+// OnNewFunction is called when a new function is created
+// OnFunctionFinished is called when a function is finished
+func (t ToolBox) ExecuteCallbacks(ctx *Context, toolCalls []ToolCall, OnNewFunction func(ctx context.Context, funcName string, parameter string) (any, error), OnFunctionFinished func(ctx context.Context, funcName string, parameter string, result any, err error, newFunctionResult any) error) ([]ToolCallResponse, error) {
+	var res []ToolCallResponse
+
+	for _, call := range toolCalls {
+		ctx := ctx.WithToolCall(&call)
+		if call.FunctionCall.Name == "" {
+			return nil, newError(ErrFunctionNotFound, errors.New("function name is empty"))
+		}
+
+		var arg any
+		if OnNewFunction != nil {
+			var err error
+			arg, err = OnNewFunction(ctx, call.FunctionCall.Name, call.FunctionCall.Arguments)
+
+			if err != nil {
+				return nil, newError(ErrFunctionNotFound, err)
+			}
+		}
+		out, err := t.Execute(ctx, call)
+
+		if OnFunctionFinished != nil {
+			err := OnFunctionFinished(ctx, call.FunctionCall.Name, call.FunctionCall.Arguments, out, err, arg)
+			if err != nil {
+				return nil, newError(ErrFunctionNotFound, err)
+			}
+		}
+
+		res = append(res, ToolCallResponse{
+			ID:     call.ID,
+			Result: out,
+			Error:  err,
+		})
+	}
+
+	return res, nil
 }