Add support for integers and tool configuration in schema handling

This update introduces support for `jsonschema.Integer` types and updates the logic to handle nested items in schemas. Added a new default error log for unknown types using `slog.Error`. Also, integrated tool configuration with a `FunctionCallingConfig` when `dontRequireTool` is false.

anthropic.go

@@ -147,7 +147,8 @@ func (a anthropic) requestToAnthropicRequest(req Request) anth.MessagesRequest {
 	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)

go.mod

@@ -24,17 +24,22 @@ require (
 	github.com/google/uuid v1.6.0 // indirect
 	github.com/googleapis/enterprise-certificate-proxy v0.3.4 // indirect
 	github.com/googleapis/gax-go/v2 v2.14.1 // indirect
+	github.com/openai/openai-go v0.1.0-beta.6 // indirect
+	github.com/tidwall/gjson v1.14.4 // 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/net/http/otelhttp v0.58.0 // indirect
 	go.opentelemetry.io/otel v1.33.0 // indirect
 	go.opentelemetry.io/otel/metric v1.33.0 // indirect
 	go.opentelemetry.io/otel/trace v1.33.0 // indirect
-	golang.org/x/crypto v0.31.0 // indirect
+	golang.org/x/crypto v0.32.0 // indirect
-	golang.org/x/net v0.33.0 // indirect
+	golang.org/x/net v0.34.0 // indirect
 	golang.org/x/oauth2 v0.24.0 // indirect
 	golang.org/x/sync v0.10.0 // indirect
-	golang.org/x/sys v0.28.0 // indirect
+	golang.org/x/sys v0.29.0 // indirect
 	golang.org/x/text v0.21.0 // indirect
 	golang.org/x/time v0.8.0 // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20241223144023-3abc09e42ca8 // indirect

go.sum

@@ -35,12 +35,24 @@ github.com/googleapis/gax-go/v2 v2.14.1 h1:hb0FFeiPaQskmvakKu5EbCbpntQn48jyHuvrk
 github.com/googleapis/gax-go/v2 v2.14.1/go.mod h1:Hb/NubMaVM88SrNkvl8X/o8XWwDJEPqouaLeN2IUxoA=
 github.com/liushuangls/go-anthropic/v2 v2.13.0 h1:f7KJ54IHxIpHPPhrCzs3SrdP2PfErXiJcJn7DUVstSA=
 github.com/liushuangls/go-anthropic/v2 v2.13.0/go.mod h1:5ZwRLF5TQ+y5s/MC9Z1IJYx9WUFgQCKfqFM2xreIQLk=
+github.com/openai/openai-go v0.1.0-beta.6 h1:JquYDpprfrGnlKvQQg+apy9dQ8R9mIrm+wNvAPp6jCQ=
+github.com/openai/openai-go v0.1.0-beta.6/go.mod h1:g461MYGXEXBVdV5SaR/5tNzNbSfwTBBefwc+LlDCK0Y=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/sashabaranov/go-openai v1.36.1 h1:EVfRXwIlW2rUzpx6vR+aeIKCK/xylSrVYAx1TMTSX3g=
 github.com/sashabaranov/go-openai v1.36.1/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
+github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
+github.com/tidwall/gjson v1.14.4 h1:uo0p8EbA09J7RQaflQ1aBRffTR7xedD2bcIVSYxLnkM=
+github.com/tidwall/gjson v1.14.4/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
+github.com/tidwall/match v1.1.1 h1:+Ho715JplO36QYgwN9PGYNhgZvoUSc9X2c80KVTi+GA=
+github.com/tidwall/match v1.1.1/go.mod h1:eRSPERbgtNPcGhD8UCthc6PmLEQXEWd3PRB5JTxsfmM=
+github.com/tidwall/pretty v1.2.0/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
+github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4=
+github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
+github.com/tidwall/sjson v1.2.5 h1:kLy8mja+1c9jlljvWTlSazM7cKDRfJuR/bOJhcY5NcY=
+github.com/tidwall/sjson v1.2.5/go.mod h1:Fvgq9kS/6ociJEDnK0Fk1cpYF4FIW6ZF7LAe+6jwd28=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
 go.opentelemetry.io/auto/sdk v1.1.0/go.mod h1:3wSPjt5PWp2RhlCcmmOial7AvC4DQqZb7a7wCow3W8A=
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.58.0 h1:PS8wXpbyaDJQ2VDHHncMe9Vct0Zn1fEjpsjrLxGJoSc=
@@ -59,16 +71,22 @@ go.opentelemetry.io/otel/trace v1.33.0 h1:cCJuF7LRjUFso9LPnEAHJDB2pqzp+hbO8eu1qq
 go.opentelemetry.io/otel/trace v1.33.0/go.mod h1:uIcdVUZMpTAmz0tI1z04GoVSezK37CbGV4fr1f2nBck=
 golang.org/x/crypto v0.31.0 h1:ihbySMvVjLAeSH1IbfcRTkD/iNscyz8rGzjF/E5hV6U=
 golang.org/x/crypto v0.31.0/go.mod h1:kDsLvtWBEx7MV9tJOj9bnXsPbxwJQ6csT/x4KIN4Ssk=
+golang.org/x/crypto v0.32.0 h1:euUpcYgM8WcP71gNpTqQCn6rC2t6ULUPiOzfWaXVVfc=
+golang.org/x/crypto v0.32.0/go.mod h1:ZnnJkOaASj8g0AjIduWNlq2NRxL0PlBrbKVyZ6V/Ugc=
 golang.org/x/exp v0.0.0-20241217172543-b2144cdd0a67 h1:1UoZQm6f0P/ZO0w1Ri+f+ifG/gXhegadRdwBIXEFWDo=
 golang.org/x/exp v0.0.0-20241217172543-b2144cdd0a67/go.mod h1:qj5a5QZpwLU2NLQudwIN5koi3beDhSAlJwa67PuM98c=
 golang.org/x/net v0.33.0 h1:74SYHlV8BIgHIFC/LrYkOGIwL19eTYXQ5wc6TBuO36I=
 golang.org/x/net v0.33.0/go.mod h1:HXLR5J+9DxmrqMwG9qjGCxZ+zKXxBru04zlTvWlWuN4=
+golang.org/x/net v0.34.0 h1:Mb7Mrk043xzHgnRM88suvJFwzVrRfHEHJEl5/71CKw0=
+golang.org/x/net v0.34.0/go.mod h1:di0qlW3YNM5oh6GqDGQr92MyTozJPmybPK4Ev/Gm31k=
 golang.org/x/oauth2 v0.24.0 h1:KTBBxWqUa0ykRPLtV69rRto9TLXcqYkeswu48x/gvNE=
 golang.org/x/oauth2 v0.24.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/sync v0.10.0 h1:3NQrjDixjgGwUOCaF8w2+VYHv0Ve/vGYSbdkTa98gmQ=
 golang.org/x/sync v0.10.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.28.0 h1:Fksou7UEQUWlKvIdsqzJmUmCX3cZuD2+P3XyyzwMhlA=
 golang.org/x/sys v0.28.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.29.0 h1:TPYlXGxvx1MGTn2GiZDhnjPA9wZzZeGKHHmKhHYvgaU=
+golang.org/x/sys v0.29.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/text v0.21.0 h1:zyQAAkrwaneQ066sspRyJaG9VNi/YJ1NfzcGB3hZ/qo=
 golang.org/x/text v0.21.0/go.mod h1:4IBbMaMmOPCJ8SecivzSH54+73PCFmPWxNTLm+vZkEQ=
 golang.org/x/time v0.8.0 h1:9i3RxcPv3PZnitoVGMPDKZSq1xW1gK1Xy3ArNOGZfEg=

llm.go

@@ -3,8 +3,10 @@ package go_llm
 import (
 	"context"
 	"fmt"
+	"strings"
 
-	"github.com/sashabaranov/go-openai"
+	"github.com/openai/openai-go"
+	"github.com/openai/openai-go/packages/param"
 )
 
 type Role string
@@ -82,41 +84,111 @@ func (m *Message) fromRaw(raw map[string]any) Message {
 	return res
 }
 
-func (m Message) toChatCompletionMessages() []openai.ChatCompletionMessage {
+func (m Message) toChatCompletionMessages(model string) []openai.ChatCompletionMessageParamUnion {
-	var res openai.ChatCompletionMessage
+	var res openai.ChatCompletionMessageParamUnion
 
-	res.Role = string(m.Role)
+	var arrayOfContentParts []openai.ChatCompletionContentPartUnionParam
-	res.Name = m.Name
+	var textContent param.Opt[string]
-	res.Content = m.Text
 
 	for _, img := range m.Images {
 		if img.Base64 != "" {
-			res.MultiContent = append(res.MultiContent, openai.ChatMessagePart{
+			arrayOfContentParts = append(arrayOfContentParts,
-				Type: "image_url",
+				openai.ChatCompletionContentPartUnionParam{
-				ImageURL: &openai.ChatMessageImageURL{
+					OfImageURL: &openai.ChatCompletionContentPartImageParam{
+						ImageURL: openai.ChatCompletionContentPartImageImageURLParam{
 							URL: "data:" + img.ContentType + ";base64," + img.Base64,
 						},
-			})
+					},
+				},
+			)
 		} else if img.Url != "" {
-			res.MultiContent = append(res.MultiContent, openai.ChatMessagePart{
+			arrayOfContentParts = append(arrayOfContentParts,
-				Type: "image_url",
+				openai.ChatCompletionContentPartUnionParam{
-				ImageURL: &openai.ChatMessageImageURL{
+					OfImageURL: &openai.ChatCompletionContentPartImageParam{
+						ImageURL: openai.ChatCompletionContentPartImageImageURLParam{
 							URL: img.Url,
 						},
-			})
+					},
+				},
+			)
 		}
 	}
 
-	// openai does not support messages with both content and multi-content
+	if m.Text != "" {
-	if len(res.MultiContent) > 0 && res.Content != "" {
+		if len(arrayOfContentParts) > 0 {
-		res.MultiContent = append([]openai.ChatMessagePart{{
+			arrayOfContentParts = append(arrayOfContentParts,
-			Type: "text",
+				openai.ChatCompletionContentPartUnionParam{
-			Text: res.Content,
+					OfText: &openai.ChatCompletionContentPartTextParam{
-		}}, res.MultiContent...)
+						Text: "\n",
-		res.Content = ""
+					},
+				},
+			)
+		} else {
+			textContent = openai.String(m.Text)
+		}
 	}
 
-	return []openai.ChatCompletionMessage{res}
+	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 {
@@ -134,10 +206,19 @@ func (t ToolCall) toRaw() map[string]any {
 	return res
 }
 
-func (t ToolCall) toChatCompletionMessages() []openai.ChatCompletionMessage {
+func (t ToolCall) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
-	return []openai.ChatCompletionMessage{{
+	return []openai.ChatCompletionMessageParamUnion{{
-		Role:       openai.ChatMessageRoleTool,
+		OfAssistant: &openai.ChatCompletionAssistantMessageParam{
-		ToolCallID: t.ID,
+			ToolCalls: []openai.ChatCompletionMessageToolCallParam{
+				{
+					ID: t.ID,
+					Function: openai.ChatCompletionMessageToolCallFunctionParam{
+						Name:      t.FunctionCall.Name,
+						Arguments: t.FunctionCall.Arguments,
+					},
+				},
+			},
+		},
 	}}
 }
 
@@ -160,7 +241,7 @@ func (t ToolCallResponse) toRaw() map[string]any {
 	return res
 }
 
-func (t ToolCallResponse) toChatCompletionMessages() []openai.ChatCompletionMessage {
+func (t ToolCallResponse) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
 	var refusal string
 	if t.Error != nil {
 		refusal = t.Error.Error()
@@ -174,10 +255,13 @@ func (t ToolCallResponse) toChatCompletionMessages() []openai.ChatCompletionMess
 		}
 	}
 
-	return []openai.ChatCompletionMessage{{
+	return []openai.ChatCompletionMessageParamUnion{{
-		Role:       openai.ChatMessageRoleTool,
+		OfTool: &openai.ChatCompletionToolMessageParam{
-		Content:    fmt.Sprint(t.Result),
 			ToolCallID: t.ID,
+			Content: openai.ChatCompletionToolMessageParamContentUnion{
+				OfString: openai.String(fmt.Sprint(t.Result)),
+			},
+		},
 	}}
 }
 

openai.go

@@ -5,70 +5,69 @@ 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) newRequestToOpenAIRequest(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()...)
+		res.Messages = append(res.Messages, i.toChatCompletionMessages(o.model)...)
 	}
 
 	for _, msg := range request.Messages {
-		res.Messages = append(res.Messages, msg.toChatCompletionMessages()...)
+		res.Messages = append(res.Messages, msg.toChatCompletionMessages(o.model)...)
 	}
 
 	if request.Toolbox != nil {
 		for _, tool := range request.Toolbox.funcs {
-			res.Tools = append(res.Tools, oai.Tool{
+			res.Tools = append(res.Tools, openai.ChatCompletionToolParam{
 				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.FunctionParameters(),
 				},
 			})
 		}
 
 		if !request.Toolbox.dontRequireTool {
-			res.ToolChoice = "required"
+			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
@@ -77,7 +76,7 @@ func (o openaiImpl) responseToLLMResponse(response oai.ChatCompletionResponse) R
 				ID: call.ID,
 				FunctionCall: FunctionCall{
 					Name:      call.Function.Name,
-					Arguments: call.Function.Arguments,
+					Arguments: strings.TrimSpace(call.Function.Arguments),
 				},
 			}
 
@@ -87,7 +86,6 @@ func (o openaiImpl) responseToLLMResponse(response oai.ChatCompletionResponse) R
 		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,
 		})
@@ -97,11 +95,20 @@ 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),
+	}
+
+	if o.baseUrl != "" {
+		opts = append(opts, option.WithBaseURL(o.baseUrl))
+	}
+
+	cl := openai.NewClient(opts...)
 
 	req := o.newRequestToOpenAIRequest(request)
 
-	resp, err := cl.CreateChatCompletion(ctx, req)
+	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

@@ -1,6 +1,8 @@
 package go_llm
 
-import "github.com/sashabaranov/go-openai"
+import (
+	"github.com/openai/openai-go"
+)
 
 type rawAble interface {
 	toRaw() map[string]any
@@ -8,13 +10,13 @@ type rawAble interface {
 }
 
 type Input interface {
-	toChatCompletionMessages() []openai.ChatCompletionMessage
+	toChatCompletionMessages(model string) []openai.ChatCompletionMessageParamUnion
 }
 type Request struct {
 	Conversation []Input
 	Messages     []Message
 	Toolbox      *ToolBox
-	Temperature  *float32
+	Temperature  *float64
 }
 
 // NextRequest will take the current request's conversation, messages, the response, and any tool results, and
@@ -33,16 +35,8 @@ func (req Request) NextRequest(resp ResponseChoice, toolResults []ToolCallRespon
 		res.Conversation = append(res.Conversation, msg)
 	}
 
-	// if there are tool calls, then we need to add those to the conversation
+	if resp.Content != "" || resp.Refusal != "" || len(resp.Calls) > 0 {
-	for _, call := range resp.Calls {
+		res.Conversation = append(res.Conversation, resp)
-		res.Conversation = append(res.Conversation, call)
-	}
-
-	if resp.Content != "" || resp.Refusal != "" {
-		res.Conversation = append(res.Conversation, Message{
-			Role: RoleAssistant,
-			Text: resp.Content,
-		})
 	}
 
 	// if there are tool results, then we need to add those to the conversation

response.go

@@ -1,6 +1,8 @@
 package go_llm
 
-import "github.com/sashabaranov/go-openai"
+import (
+	"github.com/openai/openai-go"
+)
 
 type ResponseChoice struct {
 	Index   int
@@ -30,24 +32,34 @@ func (r ResponseChoice) toRaw() map[string]any {
 	return res
 }
 
-func (r ResponseChoice) toChatCompletionMessages() []openai.ChatCompletionMessage {
+func (r ResponseChoice) toChatCompletionMessages(_ string) []openai.ChatCompletionMessageParamUnion {
-	var res = openai.ChatCompletionMessage{
+	var as openai.ChatCompletionAssistantMessageParam
-		Role:    openai.ChatMessageRoleAssistant,
+
-		Content: r.Content,
+	if r.Name != "" {
-		Refusal: r.Refusal,
+		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 {
-		res.ToolCalls = append(res.ToolCalls, openai.ToolCall{
+		as.ToolCalls = append(as.ToolCalls, openai.ChatCompletionMessageToolCallParam{
 			ID: call.ID,
-			Type: openai.ToolTypeFunction,
+			Function: openai.ChatCompletionMessageToolCallFunctionParam{
-			Function: openai.FunctionCall{
 				Name:      call.FunctionCall.Name,
 				Arguments: call.FunctionCall.Arguments,
 			},
 		})
 	}
-	return []openai.ChatCompletionMessage{res}
+	return []openai.ChatCompletionMessageParamUnion{
+		{
+			OfAssistant: &as,
+		},
+	}
 }
 
 func (r ResponseChoice) toInput() []Input {

schema/GetType.go

@@ -28,22 +28,27 @@ func getFromType(t reflect.Type, b basic) Type {
 	switch t.Kind() {
 	case reflect.String:
 		b.DataType = jsonschema.String
+		b.typeName = "string"
 		return b
 
 	case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
 		b.DataType = jsonschema.Integer
+		b.typeName = "integer"
 		return b
 
 	case reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64:
 		b.DataType = jsonschema.Integer
+		b.typeName = "integer"
 		return b
 
 	case reflect.Float32, reflect.Float64:
 		b.DataType = jsonschema.Number
+		b.typeName = "number"
 		return b
 
 	case reflect.Bool:
 		b.DataType = jsonschema.Boolean
+		b.typeName = "boolean"
 		return b
 
 	case reflect.Struct:
@@ -107,7 +112,7 @@ func getObject(t reflect.Type) object {
 	}
 
 	return object{
-		basic:  basic{DataType: jsonschema.Object},
+		basic:  basic{DataType: jsonschema.Object, typeName: "object"},
 		fields: fields,
 	}
 }
@@ -116,6 +121,7 @@ func getArray(t reflect.Type) array {
 	res := array{
 		basic: basic{
 			DataType: jsonschema.Array,
+			typeName: "array",
 		},
 	}
 

schema/array.go

@@ -2,6 +2,7 @@ package schema
 
 import (
 	"errors"
+	"github.com/openai/openai-go"
 	"reflect"
 
 	"github.com/sashabaranov/go-openai/jsonschema"
@@ -18,6 +19,14 @@ func (a array) SchemaType() jsonschema.DataType {
 	return jsonschema.Array
 }
 
+func (a array) FunctionParameters() openai.FunctionParameters {
+	return openai.FunctionParameters{
+		"type":        "array",
+		"description": a.Description(),
+		"items":       a.items.FunctionParameters(),
+	}
+}
+
 func (a array) Definition() jsonschema.Definition {
 	def := a.basic.Definition()
 	def.Type = jsonschema.Array

schema/basic.go

@@ -2,6 +2,7 @@ package schema
 
 import (
 	"errors"
+	"github.com/openai/openai-go"
 	"reflect"
 	"strconv"
 
@@ -13,6 +14,7 @@ var _ Type = basic{}
 
 type basic struct {
 	jsonschema.DataType
+	typeName string
 
 	// index is the position of the parameter in the StructField of the function's parameter struct
 	index int
@@ -29,6 +31,13 @@ func (b basic) SchemaType() jsonschema.DataType {
 	return b.DataType
 }
 
+func (b basic) FunctionParameters() openai.FunctionParameters {
+	return openai.FunctionParameters{
+		"type":        b.typeName,
+		"description": b.description,
+	}
+}
+
 func (b basic) Definition() jsonschema.Definition {
 	return jsonschema.Definition{
 		Type:        b.DataType,

schema/enum.go

@@ -2,6 +2,7 @@ package schema
 
 import (
 	"errors"
+	"github.com/openai/openai-go"
 	"reflect"
 
 	"golang.org/x/exp/slices"
@@ -19,6 +20,14 @@ func (e enum) SchemaType() jsonschema.DataType {
 	return jsonschema.String
 }
 
+func (e enum) FunctionParameters() openai.FunctionParameters {
+	return openai.FunctionParameters{
+		"type":        "string",
+		"description": e.Description(),
+		"enum":        e.values,
+	}
+}
+
 func (e enum) Definition() jsonschema.Definition {
 	def := e.basic.Definition()
 	def.Enum = e.values

schema/object.go

@@ -2,6 +2,7 @@ package schema
 
 import (
 	"errors"
+	"github.com/openai/openai-go"
 	"reflect"
 
 	"github.com/sashabaranov/go-openai/jsonschema"
@@ -19,6 +20,19 @@ func (o object) SchemaType() jsonschema.DataType {
 	return jsonschema.Object
 }
 
+func (o object) FunctionParameters() openai.FunctionParameters {
+	var properties = map[string]openai.FunctionParameters{}
+	for k, v := range o.fields {
+		properties[k] = v.FunctionParameters()
+	}
+
+	return openai.FunctionParameters{
+		"type":        "object",
+		"description": o.Description(),
+		"properties":  properties,
+	}
+}
+
 func (o object) Definition() jsonschema.Definition {
 	def := o.basic.Definition()
 	def.Type = jsonschema.Object

schema/type.go

@@ -1,12 +1,15 @@
 package schema
 
 import (
+	"github.com/openai/openai-go"
 	"reflect"
 
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
 type Type interface {
+	FunctionParameters() openai.FunctionParameters
+
 	SchemaType() jsonschema.DataType
 	Definition() jsonschema.Definition