LocalAI/core/http/endpoints/openai/assistant.go
Steven Christou 2d7913b3be
feat(assistant): Assistant and AssistantFiles api (#1803)
* Initial implementation of assistants api

* Move load/save configs to utils

* Save assistant and assistantfiles config to disk.

* Add tsets for assistant api

* Fix models path spelling mistake.

* Remove personal go.mod information

---------

Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-03-26 18:54:35 +01:00

516 lines
17 KiB
Go

package openai
import (
"fmt"
"github.com/go-skynet/LocalAI/core/config"
model "github.com/go-skynet/LocalAI/pkg/model"
"github.com/go-skynet/LocalAI/pkg/utils"
"github.com/gofiber/fiber/v2"
"github.com/rs/zerolog/log"
"net/http"
"sort"
"strconv"
"strings"
"sync/atomic"
"time"
)
// ToolType defines a type for tool options
type ToolType string
const (
CodeInterpreter ToolType = "code_interpreter"
Retrieval ToolType = "retrieval"
Function ToolType = "function"
MaxCharacterInstructions = 32768
MaxCharacterDescription = 512
MaxCharacterName = 256
MaxToolsSize = 128
MaxFileIdSize = 20
MaxCharacterMetadataKey = 64
MaxCharacterMetadataValue = 512
)
type Tool struct {
Type ToolType `json:"type"`
}
// Assistant represents the structure of an assistant object from the OpenAI API.
type Assistant struct {
ID string `json:"id"` // The unique identifier of the assistant.
Object string `json:"object"` // Object type, which is "assistant".
Created int64 `json:"created"` // The time at which the assistant was created.
Model string `json:"model"` // The model ID used by the assistant.
Name string `json:"name,omitempty"` // The name of the assistant.
Description string `json:"description,omitempty"` // The description of the assistant.
Instructions string `json:"instructions,omitempty"` // The system instructions that the assistant uses.
Tools []Tool `json:"tools,omitempty"` // A list of tools enabled on the assistant.
FileIDs []string `json:"file_ids,omitempty"` // A list of file IDs attached to this assistant.
Metadata map[string]string `json:"metadata,omitempty"` // Set of key-value pairs attached to the assistant.
}
var (
Assistants = []Assistant{} // better to return empty array instead of "null"
AssistantsConfigFile = "assistants.json"
)
type AssistantRequest struct {
Model string `json:"model"`
Name string `json:"name,omitempty"`
Description string `json:"description,omitempty"`
Instructions string `json:"instructions,omitempty"`
Tools []Tool `json:"tools,omitempty"`
FileIDs []string `json:"file_ids,omitempty"`
Metadata map[string]string `json:"metadata,omitempty"`
}
func CreateAssistantEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
request := new(AssistantRequest)
if err := c.BodyParser(request); err != nil {
log.Warn().AnErr("Unable to parse AssistantRequest", err)
return c.Status(fiber.StatusBadRequest).JSON(fiber.Map{"error": "Cannot parse JSON"})
}
if !modelExists(ml, request.Model) {
log.Warn().Msgf("Model: %s was not found in list of models.", request.Model)
return c.Status(fiber.StatusBadRequest).SendString("Model " + request.Model + " not found")
}
if request.Tools == nil {
request.Tools = []Tool{}
}
if request.FileIDs == nil {
request.FileIDs = []string{}
}
if request.Metadata == nil {
request.Metadata = make(map[string]string)
}
id := "asst_" + strconv.FormatInt(generateRandomID(), 10)
assistant := Assistant{
ID: id,
Object: "assistant",
Created: time.Now().Unix(),
Model: request.Model,
Name: request.Name,
Description: request.Description,
Instructions: request.Instructions,
Tools: request.Tools,
FileIDs: request.FileIDs,
Metadata: request.Metadata,
}
Assistants = append(Assistants, assistant)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsConfigFile, Assistants)
return c.Status(fiber.StatusOK).JSON(assistant)
}
}
var currentId int64 = 0
func generateRandomID() int64 {
atomic.AddInt64(&currentId, 1)
return currentId
}
func ListAssistantsEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
// Because we're altering the existing assistants list we should just duplicate it for now.
returnAssistants := Assistants
// Parse query parameters
limitQuery := c.Query("limit", "20")
orderQuery := c.Query("order", "desc")
afterQuery := c.Query("after")
beforeQuery := c.Query("before")
// Convert string limit to integer
limit, err := strconv.Atoi(limitQuery)
if err != nil {
return c.Status(http.StatusBadRequest).SendString(fmt.Sprintf("Invalid limit query value: %s", limitQuery))
}
// Sort assistants
sort.SliceStable(returnAssistants, func(i, j int) bool {
if orderQuery == "asc" {
return returnAssistants[i].Created < returnAssistants[j].Created
}
return returnAssistants[i].Created > returnAssistants[j].Created
})
// After and before cursors
if afterQuery != "" {
returnAssistants = filterAssistantsAfterID(returnAssistants, afterQuery)
}
if beforeQuery != "" {
returnAssistants = filterAssistantsBeforeID(returnAssistants, beforeQuery)
}
// Apply limit
if limit < len(returnAssistants) {
returnAssistants = returnAssistants[:limit]
}
return c.JSON(returnAssistants)
}
}
// FilterAssistantsBeforeID filters out those assistants whose ID comes before the given ID
// We assume that the assistants are already sorted
func filterAssistantsBeforeID(assistants []Assistant, id string) []Assistant {
idInt, err := strconv.Atoi(id)
if err != nil {
return assistants // Return original slice if invalid id format is provided
}
var filteredAssistants []Assistant
for _, assistant := range assistants {
aid, err := strconv.Atoi(strings.TrimPrefix(assistant.ID, "asst_"))
if err != nil {
continue // Skip if invalid id in assistant
}
if aid < idInt {
filteredAssistants = append(filteredAssistants, assistant)
}
}
return filteredAssistants
}
// FilterAssistantsAfterID filters out those assistants whose ID comes after the given ID
// We assume that the assistants are already sorted
func filterAssistantsAfterID(assistants []Assistant, id string) []Assistant {
idInt, err := strconv.Atoi(id)
if err != nil {
return assistants // Return original slice if invalid id format is provided
}
var filteredAssistants []Assistant
for _, assistant := range assistants {
aid, err := strconv.Atoi(strings.TrimPrefix(assistant.ID, "asst_"))
if err != nil {
continue // Skip if invalid id in assistant
}
if aid > idInt {
filteredAssistants = append(filteredAssistants, assistant)
}
}
return filteredAssistants
}
func modelExists(ml *model.ModelLoader, modelName string) (found bool) {
found = false
models, err := ml.ListModels()
if err != nil {
return
}
for _, model := range models {
if model == modelName {
found = true
return
}
}
return
}
func DeleteAssistantEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
type DeleteAssistantResponse struct {
ID string `json:"id"`
Object string `json:"object"`
Deleted bool `json:"deleted"`
}
return func(c *fiber.Ctx) error {
assistantID := c.Params("assistant_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id is required")
}
for i, assistant := range Assistants {
if assistant.ID == assistantID {
Assistants = append(Assistants[:i], Assistants[i+1:]...)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsConfigFile, Assistants)
return c.Status(fiber.StatusOK).JSON(DeleteAssistantResponse{
ID: assistantID,
Object: "assistant.deleted",
Deleted: true,
})
}
}
log.Warn().Msgf("Unable to find assistant %s for deletion", assistantID)
return c.Status(fiber.StatusNotFound).JSON(DeleteAssistantResponse{
ID: assistantID,
Object: "assistant.deleted",
Deleted: false,
})
}
}
func GetAssistantEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
assistantID := c.Params("assistant_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id is required")
}
for _, assistant := range Assistants {
if assistant.ID == assistantID {
return c.Status(fiber.StatusOK).JSON(assistant)
}
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find assistant with id: %s", assistantID))
}
}
type AssistantFile struct {
ID string `json:"id"`
Object string `json:"object"`
CreatedAt int64 `json:"created_at"`
AssistantID string `json:"assistant_id"`
}
var (
AssistantFiles []AssistantFile
AssistantsFileConfigFile = "assistantsFile.json"
)
type AssistantFileRequest struct {
FileID string `json:"file_id"`
}
type DeleteAssistantFileResponse struct {
ID string `json:"id"`
Object string `json:"object"`
Deleted bool `json:"deleted"`
}
func CreateAssistantFileEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
request := new(AssistantFileRequest)
if err := c.BodyParser(request); err != nil {
return c.Status(fiber.StatusBadRequest).JSON(fiber.Map{"error": "Cannot parse JSON"})
}
assistantID := c.Params("assistant_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id is required")
}
for _, assistant := range Assistants {
if assistant.ID == assistantID {
if len(assistant.FileIDs) > MaxFileIdSize {
return c.Status(fiber.StatusBadRequest).SendString(fmt.Sprintf("Max files %d for assistant %s reached.", MaxFileIdSize, assistant.Name))
}
for _, file := range UploadedFiles {
if file.ID == request.FileID {
assistant.FileIDs = append(assistant.FileIDs, request.FileID)
assistantFile := AssistantFile{
ID: file.ID,
Object: "assistant.file",
CreatedAt: time.Now().Unix(),
AssistantID: assistant.ID,
}
AssistantFiles = append(AssistantFiles, assistantFile)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsFileConfigFile, AssistantFiles)
return c.Status(fiber.StatusOK).JSON(assistantFile)
}
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find file_id: %s", request.FileID))
}
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find "))
}
}
func ListAssistantFilesEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
type ListAssistantFiles struct {
Data []File
Object string
}
return func(c *fiber.Ctx) error {
assistantID := c.Params("assistant_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id is required")
}
limitQuery := c.Query("limit", "20")
order := c.Query("order", "desc")
limit, err := strconv.Atoi(limitQuery)
if err != nil || limit < 1 || limit > 100 {
limit = 20 // Default to 20 if there's an error or the limit is out of bounds
}
// Sort files by CreatedAt depending on the order query parameter
if order == "asc" {
sort.Slice(AssistantFiles, func(i, j int) bool {
return AssistantFiles[i].CreatedAt < AssistantFiles[j].CreatedAt
})
} else { // default to "desc"
sort.Slice(AssistantFiles, func(i, j int) bool {
return AssistantFiles[i].CreatedAt > AssistantFiles[j].CreatedAt
})
}
// Limit the number of files returned
var limitedFiles []AssistantFile
hasMore := false
if len(AssistantFiles) > limit {
hasMore = true
limitedFiles = AssistantFiles[:limit]
} else {
limitedFiles = AssistantFiles
}
response := map[string]interface{}{
"object": "list",
"data": limitedFiles,
"first_id": func() string {
if len(limitedFiles) > 0 {
return limitedFiles[0].ID
}
return ""
}(),
"last_id": func() string {
if len(limitedFiles) > 0 {
return limitedFiles[len(limitedFiles)-1].ID
}
return ""
}(),
"has_more": hasMore,
}
return c.Status(fiber.StatusOK).JSON(response)
}
}
func ModifyAssistantEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
request := new(AssistantRequest)
if err := c.BodyParser(request); err != nil {
log.Warn().AnErr("Unable to parse AssistantRequest", err)
return c.Status(fiber.StatusBadRequest).JSON(fiber.Map{"error": "Cannot parse JSON"})
}
assistantID := c.Params("assistant_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id is required")
}
for i, assistant := range Assistants {
if assistant.ID == assistantID {
newAssistant := Assistant{
ID: assistantID,
Object: assistant.Object,
Created: assistant.Created,
Model: request.Model,
Name: request.Name,
Description: request.Description,
Instructions: request.Instructions,
Tools: request.Tools,
FileIDs: request.FileIDs, // todo: should probably verify fileids exist
Metadata: request.Metadata,
}
// Remove old one and replace with new one
Assistants = append(Assistants[:i], Assistants[i+1:]...)
Assistants = append(Assistants, newAssistant)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsConfigFile, Assistants)
return c.Status(fiber.StatusOK).JSON(newAssistant)
}
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find assistant with id: %s", assistantID))
}
}
func DeleteAssistantFileEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
assistantID := c.Params("assistant_id")
fileId := c.Params("file_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id and file_id are required")
}
// First remove file from assistant
for i, assistant := range Assistants {
if assistant.ID == assistantID {
for j, fileId := range assistant.FileIDs {
if fileId == fileId {
Assistants[i].FileIDs = append(Assistants[i].FileIDs[:j], Assistants[i].FileIDs[j+1:]...)
// Check if the file exists in the assistantFiles slice
for i, assistantFile := range AssistantFiles {
if assistantFile.ID == fileId {
// Remove the file from the assistantFiles slice
AssistantFiles = append(AssistantFiles[:i], AssistantFiles[i+1:]...)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsFileConfigFile, AssistantFiles)
return c.Status(fiber.StatusOK).JSON(DeleteAssistantFileResponse{
ID: fileId,
Object: "assistant.file.deleted",
Deleted: true,
})
}
}
}
}
log.Warn().Msgf("Unable to locate file_id: %s in assistants: %s. Continuing to delete assistant file.", fileId, assistantID)
for i, assistantFile := range AssistantFiles {
if assistantFile.AssistantID == assistantID {
AssistantFiles = append(AssistantFiles[:i], AssistantFiles[i+1:]...)
utils.SaveConfig(appConfig.ConfigsDir, AssistantsFileConfigFile, AssistantFiles)
return c.Status(fiber.StatusNotFound).JSON(DeleteAssistantFileResponse{
ID: fileId,
Object: "assistant.file.deleted",
Deleted: true,
})
}
}
}
}
log.Warn().Msgf("Unable to find assistant: %s", assistantID)
return c.Status(fiber.StatusNotFound).JSON(DeleteAssistantFileResponse{
ID: fileId,
Object: "assistant.file.deleted",
Deleted: false,
})
}
}
func GetAssistantFileEndpoint(cl *config.BackendConfigLoader, ml *model.ModelLoader, appConfig *config.ApplicationConfig) func(c *fiber.Ctx) error {
return func(c *fiber.Ctx) error {
assistantID := c.Params("assistant_id")
fileId := c.Params("file_id")
if assistantID == "" {
return c.Status(fiber.StatusBadRequest).SendString("parameter assistant_id and file_id are required")
}
for _, assistantFile := range AssistantFiles {
if assistantFile.AssistantID == assistantID {
if assistantFile.ID == fileId {
return c.Status(fiber.StatusOK).JSON(assistantFile)
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find assistant file with file_id: %s", fileId))
}
}
return c.Status(fiber.StatusNotFound).SendString(fmt.Sprintf("Unable to find assistant file with assistant_id: %s", assistantID))
}
}