squash on a reasonable progress checkpoint

2025-06-29 22:20:43 +00:00 · 2023-05-20 18:29:54 -04:00 · 2023-05-20 18:29:54 -04:00 · 4d48b362f6
commit 4d48b362f6
parent b8f52d67e1
10 changed files with 1067 additions and 252 deletions
--- a/.gitignore
+++ b/.gitignore
@ -1,4 +1,6 @@
 # go-llama build artifacts
+bloomz
+go-bert
 go-llama
 gpt4all
 go-stable-diffusion
@ -6,6 +8,11 @@ go-gpt2
 go-rwkv
 whisper.cpp

+# OpenAI OpenAPI Specs/Models
+openai-openapi/spec
+openai-openapi/transformed
+apiv2/localai.gen.go
+
 # LocalAI build binary
 LocalAI
 local-ai
--- a/28
+++ b/28
@ -12,6 +12,8 @@ RWKV_VERSION?=07166da10cb2a9e8854395a4f210464dcea76e47
 WHISPER_CPP_VERSION?=bc89f285d8b025867cae87421824f2dea1c8899f
 BERT_VERSION?=cea1ed76a7f48ef386a8e369f6c82c48cdf2d551
 BLOOMZ_VERSION?=e9366e82abdfe70565644fbfae9651976714efd1
+OPENAI_OPENAPI_REPO?=https://github.com/openai/openai-openapi.git
+OPENAI_OPENAPI_VERSION?=
 BUILD_TYPE?=
 CGO_LDFLAGS?=
 CUDA_LIBPATH?=/usr/local/cuda/lib64/
@ -46,6 +48,23 @@ endif

 all: help

+## OpenAI OpenAPI (For Model CodeGen)
+openai-openapi/spec:
+	git clone $(OPENAI_OPENAPI_REPO) ./openai-openapi/spec
+	# TODO Copy over the version pinning stuff.
+
+openai-openapi/transformed: openai-openapi/spec
+	mkdir ./openai-openapi/transformed
+	cp ./openai-openapi/spec/openapi.yaml ./openai-openapi/transformed/localai.yaml
+
+apiv2/localai.gen.go: prepare-sources
+	echo "go mod download done, running YTT"
+	cp ./openai-openapi/transformed/localai.yaml ./openai-openapi/transformed/localai.orig.yaml
+	$(GOCMD) run github.com/vmware-tanzu/carvel-ytt/cmd/ytt --output-files ./openai-openapi/transformed -f ./openai-openapi/transformed/localai.yaml -f ./openai-openapi/localai_model_patches.yaml 
+	# -f ./openai-openapi/remove_depreciated_openapi.yaml
+	echo "YTT Done, generating code..."
+	$(GOCMD) run github.com/deepmap/oapi-codegen/cmd/oapi-codegen --config=./openai-openapi/config.yaml ./openai-openapi/transformed/localai.yaml
+
 ## GPT4ALL
 gpt4all:
 	git clone --recurse-submodules $(GPT4ALL_REPO) gpt4all
@ -159,7 +178,7 @@ replace:
 	$(GOCMD) mod edit -replace github.com/go-skynet/bloomz.cpp=$(shell pwd)/bloomz
 	$(GOCMD) mod edit -replace github.com/mudler/go-stable-diffusion=$(shell pwd)/go-stable-diffusion

-prepare-sources: go-llama go-gpt2 gpt4all go-rwkv whisper.cpp go-bert bloomz go-stable-diffusion replace
+prepare-sources: openai-openapi/transformed go-llama go-gpt2 gpt4all go-rwkv whisper.cpp go-bert bloomz go-stable-diffusion replace
 	$(GOCMD) mod download

 ## GENERIC
@ -174,10 +193,13 @@ rebuild: ## Rebuilds the project
 	$(MAKE) -C bloomz clean
 	$(MAKE) build

-prepare: prepare-sources gpt4all/gpt4all-bindings/golang/libgpt4all.a $(OPTIONAL_TARGETS) go-llama/libbinding.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a  ## Prepares for building
+prepare: prepare-sources gpt4all/gpt4all-bindings/golang/libgpt4all.a $(OPTIONAL_TARGETS) go-llama/libbinding.a go-bert/libgobert.a go-gpt2/libgpt2.a go-rwkv/librwkv.a whisper.cpp/libwhisper.a bloomz/libbloomz.a apiv2/localai.gen.go ## Prepares for building

 clean: ## Remove build related file
-	rm -fr ./go-llama
+	rm -rf ./openai-openapi/spec
+	rm -rf ./openai-openapi/transformed
+	rm ./apiv2/localai.gen.go
+	rm -rf ./go-llama
 	rm -rf ./gpt4all
 	rm -rf ./go-stable-diffusion
 	rm -rf ./go-gpt2
--- a/apiv2/config.go
+++ b/apiv2/config.go
@ -0,0 +1,329 @@
+package api
+
+import (
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+	"os"
+	"path/filepath"
+	"strings"
+	"sync"
+
+	model "github.com/go-skynet/LocalAI/pkg/model"
+	"github.com/gofiber/fiber/v2"
+	"github.com/rs/zerolog/log"
+	"gopkg.in/yaml.v3"
+)
+
+type Config struct {
+	OpenAIRequest               `yaml:"parameters"`
+	Name                        string            `yaml:"name"`
+	StopWords                   []string          `yaml:"stopwords"`
+	Cutstrings                  []string          `yaml:"cutstrings"`
+	TrimSpace                   []string          `yaml:"trimspace"`
+	ContextSize                 int               `yaml:"context_size"`
+	F16                         bool              `yaml:"f16"`
+	Threads                     int               `yaml:"threads"`
+	Debug                       bool              `yaml:"debug"`
+	Roles                       map[string]string `yaml:"roles"`
+	Embeddings                  bool              `yaml:"embeddings"`
+	Backend                     string            `yaml:"backend"`
+	TemplateConfig              TemplateConfig    `yaml:"template"`
+	MirostatETA                 float64           `yaml:"mirostat_eta"`
+	MirostatTAU                 float64           `yaml:"mirostat_tau"`
+	Mirostat                    int               `yaml:"mirostat"`
+	NGPULayers                  int               `yaml:"gpu_layers"`
+	ImageGenerationAssets       string            `yaml:"asset_dir"`
+	PromptStrings, InputStrings []string
+	InputToken                  [][]int
+}
+
+type TemplateConfig struct {
+	Completion string `yaml:"completion"`
+	Chat       string `yaml:"chat"`
+	Edit       string `yaml:"edit"`
+}
+
+type ConfigMerger struct {
+	configs map[string]Config
+	sync.Mutex
+}
+
+func NewConfigMerger() *ConfigMerger {
+	return &ConfigMerger{
+		configs: make(map[string]Config),
+	}
+}
+func ReadConfigFile(file string) ([]*Config, error) {
+	c := &[]*Config{}
+	f, err := os.ReadFile(file)
+	if err != nil {
+		return nil, fmt.Errorf("cannot read config file: %w", err)
+	}
+	if err := yaml.Unmarshal(f, c); err != nil {
+		return nil, fmt.Errorf("cannot unmarshal config file: %w", err)
+	}
+
+	return *c, nil
+}
+
+func ReadConfig(file string) (*Config, error) {
+	c := &Config{}
+	f, err := os.ReadFile(file)
+	if err != nil {
+		return nil, fmt.Errorf("cannot read config file: %w", err)
+	}
+	if err := yaml.Unmarshal(f, c); err != nil {
+		return nil, fmt.Errorf("cannot unmarshal config file: %w", err)
+	}
+
+	return c, nil
+}
+
+func (cm ConfigMerger) LoadConfigFile(file string) error {
+	cm.Lock()
+	defer cm.Unlock()
+	c, err := ReadConfigFile(file)
+	if err != nil {
+		return fmt.Errorf("cannot load config file: %w", err)
+	}
+
+	for _, cc := range c {
+		cm.configs[cc.Name] = *cc
+	}
+	return nil
+}
+
+func (cm ConfigMerger) LoadConfig(file string) error {
+	cm.Lock()
+	defer cm.Unlock()
+	c, err := ReadConfig(file)
+	if err != nil {
+		return fmt.Errorf("cannot read config file: %w", err)
+	}
+
+	cm.configs[c.Name] = *c
+	return nil
+}
+
+func (cm ConfigMerger) GetConfig(m string) (Config, bool) {
+	cm.Lock()
+	defer cm.Unlock()
+	v, exists := cm.configs[m]
+	return v, exists
+}
+
+func (cm ConfigMerger) ListConfigs() []string {
+	cm.Lock()
+	defer cm.Unlock()
+	var res []string
+	for k := range cm.configs {
+		res = append(res, k)
+	}
+	return res
+}
+
+func (cm ConfigMerger) LoadConfigs(path string) error {
+	cm.Lock()
+	defer cm.Unlock()
+	files, err := ioutil.ReadDir(path)
+	if err != nil {
+		return err
+	}
+
+	for _, file := range files {
+		// Skip templates, YAML and .keep files
+		if !strings.Contains(file.Name(), ".yaml") {
+			continue
+		}
+		c, err := ReadConfig(filepath.Join(path, file.Name()))
+		if err == nil {
+			cm.configs[c.Name] = *c
+		}
+	}
+
+	return nil
+}
+
+func updateConfig(config *Config, input *OpenAIRequest) {
+	if input.Echo {
+		config.Echo = input.Echo
+	}
+	if input.TopK != 0 {
+		config.TopK = input.TopK
+	}
+	if input.TopP != 0 {
+		config.TopP = input.TopP
+	}
+
+	if input.Temperature != 0 {
+		config.Temperature = input.Temperature
+	}
+
+	if input.Maxtokens != 0 {
+		config.Maxtokens = input.Maxtokens
+	}
+
+	switch stop := input.Stop.(type) {
+	case string:
+		if stop != "" {
+			config.StopWords = append(config.StopWords, stop)
+		}
+	case []interface{}:
+		for _, pp := range stop {
+			if s, ok := pp.(string); ok {
+				config.StopWords = append(config.StopWords, s)
+			}
+		}
+	}
+
+	if input.RepeatPenalty != 0 {
+		config.RepeatPenalty = input.RepeatPenalty
+	}
+
+	if input.Keep != 0 {
+		config.Keep = input.Keep
+	}
+
+	if input.Batch != 0 {
+		config.Batch = input.Batch
+	}
+
+	if input.F16 {
+		config.F16 = input.F16
+	}
+
+	if input.IgnoreEOS {
+		config.IgnoreEOS = input.IgnoreEOS
+	}
+
+	if input.Seed != 0 {
+		config.Seed = input.Seed
+	}
+
+	if input.Mirostat != 0 {
+		config.Mirostat = input.Mirostat
+	}
+
+	if input.MirostatETA != 0 {
+		config.MirostatETA = input.MirostatETA
+	}
+
+	if input.MirostatTAU != 0 {
+		config.MirostatTAU = input.MirostatTAU
+	}
+
+	switch inputs := input.Input.(type) {
+	case string:
+		if inputs != "" {
+			config.InputStrings = append(config.InputStrings, inputs)
+		}
+	case []interface{}:
+		for _, pp := range inputs {
+			switch i := pp.(type) {
+			case string:
+				config.InputStrings = append(config.InputStrings, i)
+			case []interface{}:
+				tokens := []int{}
+				for _, ii := range i {
+					tokens = append(tokens, int(ii.(float64)))
+				}
+				config.InputToken = append(config.InputToken, tokens)
+			}
+		}
+	}
+
+	switch p := input.Prompt.(type) {
+	case string:
+		config.PromptStrings = append(config.PromptStrings, p)
+	case []interface{}:
+		for _, pp := range p {
+			if s, ok := pp.(string); ok {
+				config.PromptStrings = append(config.PromptStrings, s)
+			}
+		}
+	}
+}
+func readInput(c *fiber.Ctx, loader *model.ModelLoader, randomModel bool) (string, *OpenAIRequest, error) {
+	input := new(OpenAIRequest)
+	// Get input data from the request body
+	if err := c.BodyParser(input); err != nil {
+		return "", nil, err
+	}
+
+	modelFile := input.Model
+
+	if c.Params("model") != "" {
+		modelFile = c.Params("model")
+	}
+
+	received, _ := json.Marshal(input)
+
+	log.Debug().Msgf("Request received: %s", string(received))
+
+	// Set model from bearer token, if available
+	bearer := strings.TrimLeft(c.Get("authorization"), "Bearer ")
+	bearerExists := bearer != "" && loader.ExistsInModelPath(bearer)
+
+	// If no model was specified, take the first available
+	if modelFile == "" && !bearerExists && randomModel {
+		models, _ := loader.ListModels()
+		if len(models) > 0 {
+			modelFile = models[0]
+			log.Debug().Msgf("No model specified, using: %s", modelFile)
+		} else {
+			log.Debug().Msgf("No model specified, returning error")
+			return "", nil, fmt.Errorf("no model specified")
+		}
+	}
+
+	// If a model is found in bearer token takes precedence
+	if bearerExists {
+		log.Debug().Msgf("Using model from bearer token: %s", bearer)
+		modelFile = bearer
+	}
+	return modelFile, input, nil
+}
+
+func readConfig(modelFile string, input *OpenAIRequest, cm *ConfigMerger, loader *model.ModelLoader, debug bool, threads, ctx int, f16 bool) (*Config, *OpenAIRequest, error) {
+	// Load a config file if present after the model name
+	modelConfig := filepath.Join(loader.ModelPath, modelFile+".yaml")
+	if _, err := os.Stat(modelConfig); err == nil {
+		if err := cm.LoadConfig(modelConfig); err != nil {
+			return nil, nil, fmt.Errorf("failed loading model config (%s) %s", modelConfig, err.Error())
+		}
+	}
+
+	var config *Config
+	cfg, exists := cm.GetConfig(modelFile)
+	if !exists {
+		config = &Config{
+			OpenAIRequest: defaultRequest(modelFile),
+			ContextSize:   ctx,
+			Threads:       threads,
+			F16:           f16,
+			Debug:         debug,
+		}
+	} else {
+		config = &cfg
+	}
+
+	// Set the parameters for the language model prediction
+	updateConfig(config, input)
+
+	// Don't allow 0 as setting
+	if config.Threads == 0 {
+		if threads != 0 {
+			config.Threads = threads
+		} else {
+			config.Threads = 4
+		}
+	}
+
+	// Enforce debug flag if passed from CLI
+	if debug {
+		config.Debug = true
+	}
+
+	return config, input, nil
+}
--- a/apiv2/localai.go
+++ b/apiv2/localai.go
@ -0,0 +1,194 @@
+package apiv2
+
+import (
+	"encoding/json"
+	"fmt"
+	"net/http"
+)
+
+type LocalAIServer struct {
+}
+
+var _ ServerInterface = (*LocalAIServer)(nil)
+
+type Error struct {
+	Code    int    `json:"code"`
+	Message string `json:"message"`
+}
+
+func sendError(w http.ResponseWriter, code int, message string) {
+	localAiError := Error{
+		Code:    code,
+		Message: message,
+	}
+	w.WriteHeader(code)
+	json.NewEncoder(w).Encode(localAiError)
+}
+
+// It won't work, but it's worth a try.
+const nyiErrorMessageFormatString = "%s is not yet implemented by LocalAI\nThere is no need to contact support about this error and retrying will not help.\nExpect an update at https://github.com/go-skynet/LocalAI if this changes!"
+
+// Do we want or need an additional "wontfix" template that is even stronger than this?
+const nyiDepreciatedErrorMessageFormatString = "%s is a depreciated portion of the OpenAI API, and is not yet implemented by LocalAI\nThere is no need to contact support about this error and retrying will not help."
+
+// CancelFineTune implements ServerInterface
+func (*LocalAIServer) CancelFineTune(w http.ResponseWriter, r *http.Request, fineTuneId string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "Fine Tune"))
+	return
+}
+
+// CreateAnswer implements ServerInterface
+func (*LocalAIServer) CreateAnswer(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiDepreciatedErrorMessageFormatString, "CreateAnswer"))
+	return
+}
+
+// CreateChatCompletion implements ServerInterface
+func (*LocalAIServer) CreateChatCompletion(w http.ResponseWriter, r *http.Request) {
+	var chatRequest CreateChatCompletionRequest
+	if err := json.NewDecoder(r.Body).Decode(&chatRequest); err != nil {
+		sendError(w, http.StatusBadRequest, "Invalid CreateChatCompletionRequest")
+		return
+	}
+}
+
+// CreateClassification implements ServerInterface
+func (*LocalAIServer) CreateClassification(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiDepreciatedErrorMessageFormatString, "CreateClassification"))
+	return
+}
+
+// CreateCompletion implements ServerInterface
+func (*LocalAIServer) CreateCompletion(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateEdit implements ServerInterface
+func (*LocalAIServer) CreateEdit(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "CreateEdit"))
+	return
+}
+
+// CreateEmbedding implements ServerInterface
+func (*LocalAIServer) CreateEmbedding(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateFile implements ServerInterface
+func (*LocalAIServer) CreateFile(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "Create File"))
+	return
+}
+
+// CreateFineTune implements ServerInterface
+func (*LocalAIServer) CreateFineTune(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "Create Fine Tune"))
+	return
+}
+
+// CreateImage implements ServerInterface
+func (*LocalAIServer) CreateImage(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateImageEdit implements ServerInterface
+func (*LocalAIServer) CreateImageEdit(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateImageVariation implements ServerInterface
+func (*LocalAIServer) CreateImageVariation(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateModeration implements ServerInterface
+func (*LocalAIServer) CreateModeration(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "CreateModeration"))
+	return
+}
+
+// CreateSearch implements ServerInterface
+func (*LocalAIServer) CreateSearch(w http.ResponseWriter, r *http.Request, engineId string) {
+	sendError(w, 501, fmt.Sprintf(nyiDepreciatedErrorMessageFormatString, "CreateSearch"))
+	return
+}
+
+// CreateTranscription implements ServerInterface
+func (*LocalAIServer) CreateTranscription(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// CreateTranslation implements ServerInterface
+func (*LocalAIServer) CreateTranslation(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// DeleteFile implements ServerInterface
+func (*LocalAIServer) DeleteFile(w http.ResponseWriter, r *http.Request, fileId string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "DeleteFile"))
+	return
+}
+
+// DeleteModel implements ServerInterface
+func (*LocalAIServer) DeleteModel(w http.ResponseWriter, r *http.Request, model string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "DeleteModel"))
+	return
+}
+
+// DownloadFile implements ServerInterface
+func (*LocalAIServer) DownloadFile(w http.ResponseWriter, r *http.Request, fileId string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "DownloadFile"))
+	return
+}
+
+// ListEngines implements ServerInterface
+func (*LocalAIServer) ListEngines(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiDepreciatedErrorMessageFormatString, "List Engines"))
+	return
+}
+
+// ListFiles implements ServerInterface
+func (*LocalAIServer) ListFiles(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "ListFiles"))
+	return
+}
+
+// ListFineTuneEvents implements ServerInterface
+func (*LocalAIServer) ListFineTuneEvents(w http.ResponseWriter, r *http.Request, fineTuneId string, params ListFineTuneEventsParams) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "List Fine Tune Events"))
+	return
+}
+
+// ListFineTunes implements ServerInterface
+func (*LocalAIServer) ListFineTunes(w http.ResponseWriter, r *http.Request) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "List Fine Tunes"))
+	return
+}
+
+// ListModels implements ServerInterface
+func (*LocalAIServer) ListModels(w http.ResponseWriter, r *http.Request) {
+	panic("unimplemented")
+}
+
+// RetrieveEngine implements ServerInterface
+func (*LocalAIServer) RetrieveEngine(w http.ResponseWriter, r *http.Request, engineId string) {
+	sendError(w, 501, fmt.Sprintf(nyiDepreciatedErrorMessageFormatString, "RetrieveEngine"))
+	return
+}
+
+// RetrieveFile implements ServerInterface
+func (*LocalAIServer) RetrieveFile(w http.ResponseWriter, r *http.Request, fileId string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "RetrieveFile"))
+	return
+}
+
+// RetrieveFineTune implements ServerInterface
+func (*LocalAIServer) RetrieveFineTune(w http.ResponseWriter, r *http.Request, fineTuneId string) {
+	sendError(w, 501, fmt.Sprintf(nyiErrorMessageFormatString, "Retrieve Fine Tune"))
+	return
+}
+
+// RetrieveModel implements ServerInterface
+func (*LocalAIServer) RetrieveModel(w http.ResponseWriter, r *http.Request, model string) {
+	panic("unimplemented")
+}
--- a/go.mod
+++ b/go.mod
@ -29,40 +29,74 @@ require (
 )

 require (
+	github.com/BurntSushi/toml v1.2.1 // indirect
 	github.com/KyleBanks/depth v1.2.1 // indirect
 	github.com/PuerkitoBio/purell v1.1.1 // indirect
 	github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect
 	github.com/andybalholm/brotli v1.0.5 // indirect
+	github.com/cppforlife/cobrautil v0.0.0-20200514214827-bb86e6965d72 // indirect
+	github.com/cppforlife/go-cli-ui v0.0.0-20200505234325-512793797f05 // indirect
 	github.com/cpuguy83/go-md2man/v2 v2.0.2 // indirect
+	github.com/deepmap/oapi-codegen v1.12.4 // indirect
+	github.com/getkin/kin-openapi v0.107.0 // indirect
 	github.com/go-audio/audio v1.0.0 // indirect
 	github.com/go-audio/riff v1.0.0 // indirect
 	github.com/go-logr/logr v1.2.4 // indirect
 	github.com/go-openapi/jsonpointer v0.19.5 // indirect
 	github.com/go-openapi/jsonreference v0.19.6 // indirect
 	github.com/go-openapi/spec v0.20.4 // indirect
-	github.com/go-openapi/swag v0.19.15 // indirect
+	github.com/go-openapi/swag v0.21.1 // indirect
 	github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 // indirect
 	github.com/google/go-cmp v0.5.9 // indirect
 	github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38 // indirect
 	github.com/hashicorp/errwrap v1.0.0 // indirect
+	github.com/hashicorp/go-version v1.6.0 // indirect
+	github.com/inconshreveable/mousetrap v1.0.1 // indirect
+	github.com/invopop/yaml v0.1.0 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
+	github.com/k14s/starlark-go v0.0.0-20200720175618-3a5c849cc368 // indirect
 	github.com/klauspost/compress v1.16.3 // indirect
-	github.com/mailru/easyjson v0.7.6 // indirect
+	github.com/labstack/echo/v4 v4.9.1 // indirect
+	github.com/labstack/gommon v0.4.0 // indirect
+	github.com/mailru/easyjson v0.7.7 // indirect
 	github.com/mattn/go-colorable v0.1.13 // indirect
 	github.com/mattn/go-isatty v0.0.18 // indirect
 	github.com/mattn/go-runewidth v0.0.14 // indirect
+	github.com/mohae/deepcopy v0.0.0-20170929034955-c48cc78d4826 // indirect
 	github.com/otiai10/mint v1.5.1 // indirect
 	github.com/philhofer/fwd v1.1.2 // indirect
 	github.com/rivo/uniseg v0.2.0 // indirect
 	github.com/russross/blackfriday/v2 v2.1.0 // indirect
 	github.com/savsgio/dictpool v0.0.0-20221023140959-7bf2e61cea94 // indirect
 	github.com/savsgio/gotils v0.0.0-20230208104028-c358bd845dee // indirect
+	github.com/spf13/cobra v1.6.1 // indirect
+	github.com/spf13/pflag v1.0.5 // indirect
 	github.com/tinylib/msgp v1.1.8 // indirect
 	github.com/valyala/bytebufferpool v1.0.0 // indirect
+	github.com/valyala/fasttemplate v1.2.2 // indirect
 	github.com/valyala/tcplisten v1.0.0 // indirect
+	github.com/vmware-tanzu/carvel-ytt v0.45.1 // indirect
 	github.com/xrash/smetrics v0.0.0-20201216005158-039620a65673 // indirect
+	golang.org/x/crypto v0.7.0 // indirect
+	golang.org/x/mod v0.10.0 // indirect
 	golang.org/x/net v0.10.0 // indirect
 	golang.org/x/sys v0.8.0 // indirect
 	golang.org/x/text v0.9.0 // indirect
 	golang.org/x/tools v0.9.1 // indirect
 )
+
+replace github.com/go-skynet/go-llama.cpp => /workspace/go-llama
+
+replace github.com/nomic-ai/gpt4all/gpt4all-bindings/golang => /workspace/gpt4all/gpt4all-bindings/golang
+
+replace github.com/go-skynet/go-gpt2.cpp => /workspace/go-gpt2
+
+replace github.com/donomii/go-rwkv.cpp => /workspace/go-rwkv
+
+replace github.com/ggerganov/whisper.cpp => /workspace/whisper.cpp
+
+replace github.com/go-skynet/go-bert.cpp => /workspace/go-bert
+
+replace github.com/go-skynet/bloomz.cpp => /workspace/bloomz
+
+replace github.com/mudler/go-stable-diffusion => /workspace/go-stable-diffusion
--- a/go.sum
+++ b/go.sum
@ -1,3 +1,5 @@
+github.com/BurntSushi/toml v1.2.1 h1:9F2/+DoOYIOksmaJFPw1tGFy1eDnIJXg+UHjuD8lTak=
+github.com/BurntSushi/toml v1.2.1/go.mod h1:CxXYINrC8qIiEnFrOxCa7Jy5BFHlXnUU2pbicEuybxQ=
 github.com/KyleBanks/depth v1.2.1 h1:5h8fQADFrWtarTdtDudMmGsC7GPbOAu6RVB3ffsVFHc=
 github.com/KyleBanks/depth v1.2.1/go.mod h1:jzSb9d0L43HxTQfT+oSA1EEp2q+ne2uh6XgeJcm8brE=
 github.com/PuerkitoBio/purell v1.1.1 h1:WEQqlqaGbrPkxLJWfBwQmfEAE1Z7ONdDLqrN38tNFfI=
@ -10,8 +12,13 @@ github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWR
 github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI=
 github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
 github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
+github.com/cppforlife/cobrautil v0.0.0-20200514214827-bb86e6965d72 h1:rPWcUBgMb1ox2eCohCuZ8gsZVe0aB5qBbYaBpdoxfCE=
+github.com/cppforlife/cobrautil v0.0.0-20200514214827-bb86e6965d72/go.mod h1:2w+qxVu2KSGW78Ex/XaIqfh/OvBgjEsmN53S4T8vEyA=
+github.com/cppforlife/go-cli-ui v0.0.0-20200505234325-512793797f05 h1:1RmVo83wBQdTTbuO1BEE4erTyE0CvfYAn56qb0TyAPc=
+github.com/cppforlife/go-cli-ui v0.0.0-20200505234325-512793797f05/go.mod h1:I0qrzCmuPWYI6kAOvkllYjaW2aovclWbJ96+v+YyHb0=
 github.com/cpuguy83/go-md2man/v2 v2.0.2 h1:p1EgwI/C7NhT0JmVkwCD2ZBK8j4aeHQX2pMHHBfMQ6w=
 github.com/cpuguy83/go-md2man/v2 v2.0.2/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
+github.com/creack/pty v1.1.7/go.mod h1:lj5s0c3V2DBrqTV7llrYr5NG6My20zk30Fl46Y7DoTY=
 github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
@ -24,6 +31,20 @@ github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520170006-429b9785c080
 github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520170006-429b9785c080/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
 github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881 h1:dafqVivljYk51VLFnnpTXJnfWDe637EobWZ1l8PyEf8=
 github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230520182345-041be06d5881/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
+github.com/deepmap/oapi-codegen v1.12.4 h1:pPmn6qI9MuOtCz82WY2Xaw46EQjgvxednXXrP7g5Q2s=
+github.com/deepmap/oapi-codegen v1.12.4/go.mod h1:3lgHGMu6myQ2vqbbTXH2H1o4eXFTGnFiDaOaKKl5yas=
+github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be h1:3Hic97PY6hcw/SY44RuR7kyONkxd744RFeRrqckzwNQ=
+github.com/donomii/go-rwkv.cpp v0.0.0-20230503112711-af62fcc432be/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
+github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2 h1:YNbUAyIRtaLODitigJU1EM5ubmMu5FmHtYAayJD6Vbg=
+github.com/donomii/go-rwkv.cpp v0.0.0-20230510174014-07166da10cb2/go.mod h1:gWy7FIWioqYmYxkaoFyBnaKApeZVrUkHhv9EV9pz4dM=
+github.com/fatih/color v1.7.0/go.mod h1:Zm6kSWBoL9eyXnKyktHP6abPY2pDugNf5KwzbycvMj4=
+github.com/fsnotify/fsnotify v1.4.9/go.mod h1:znqG4EE+3YCdAaPaxE2ZRY/06pZUdp0tY4IgpuI1SZQ=
+github.com/getkin/kin-openapi v0.107.0 h1:bxhL6QArW7BXQj8NjXfIJQy680NsMKd25nwhvpCXchg=
+github.com/getkin/kin-openapi v0.107.0/go.mod h1:9Dhr+FasATJZjS4iOLvB0hkaxgYdulrNYm2e9epLWOo=
+github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35 h1:sMg/SgnMPS/HNUO/2kGm72vl8R9TmNIwgLFr2TNwR3g=
+github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230508180809-bf2449dfae35/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
+github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a h1:MlyiDLNCM/wjbv8U5Elj18NvaAgl61SGiRUpqQz5dfs=
+github.com/ggerganov/whisper.cpp/bindings/go v0.0.0-20230509153812-1d17cd5bb37a/go.mod h1:QIjZ9OktHFG7p+/m3sMvrAJKKdWrr1fZIK0rM6HZlyo=
 github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
 github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
 github.com/go-audio/riff v1.0.0 h1:d8iCGbDvox9BfLagY94fBynxSPHO80LmZCaOsmKxokA=
@ -52,6 +73,20 @@ github.com/go-skynet/go-llama.cpp v0.0.0-20230520082618-a298043ef5f1 h1:i0oM2MER
 github.com/go-skynet/go-llama.cpp v0.0.0-20230520082618-a298043ef5f1/go.mod h1:oA0r4BW8ndyjTMGi1tulsNd7sdg3Ql8MaVFuT1zF6ws=
 github.com/go-skynet/go-llama.cpp v0.0.0-20230520155239-ccf23adfb278 h1:st4ow9JKy3UuhkwutrbWof2vMFU/YxwBCLYZ1IxJ2Po=
 github.com/go-skynet/go-llama.cpp v0.0.0-20230520155239-ccf23adfb278/go.mod h1:oA0r4BW8ndyjTMGi1tulsNd7sdg3Ql8MaVFuT1zF6ws=
+github.com/go-openapi/swag v0.21.1 h1:wm0rhTb5z7qpJRHBdPOMuY4QjVUMbF6/kwoYeRAOrKU=
+github.com/go-openapi/swag v0.21.1/go.mod h1:QYRuS/SOXUCsnplDa677K7+DxSOj6IPNl/eQntq43wQ=
+github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f h1:GW8RQa1RVeDF1dOuAP/y6xWVC+BRtf9tJOuEza6Asbg=
+github.com/go-skynet/bloomz.cpp v0.0.0-20230510195113-ad7e89a0885f/go.mod h1:wc0fJ9V04yiYTfgKvE5RUUSRQ5Kzi0Bo4I+U3nNOUuA=
+github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea h1:8Isk9D+Auth5OuXVAQPC3MO+5zF/2S7mvs2JZLw6a+8=
+github.com/go-skynet/go-bert.cpp v0.0.0-20230510101404-7bb183b147ea/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
+github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557 h1:LD66fKtvP2lmyuuKL8pBat/pVTKUbLs3L5fM/5lyi4w=
+github.com/go-skynet/go-bert.cpp v0.0.0-20230510124618-ec771ec71557/go.mod h1:NHwIVvsg7Jh6p0M4uBLVmSMEaPUia6O6yjXUpLWVJmQ=
+github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6 h1:XshpypO6ekU09CI19vuzke2a1Es1lV5ZaxA7CUehu0E=
+github.com/go-skynet/go-gpt2.cpp v0.0.0-20230509180201-d49823284cc6/go.mod h1:1Wj/xbkMfwQSOrhNYK178IzqQHstZbRfhx4s8p1M5VM=
+github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c h1:48I7jpLNGiQeBmF0SFVVbREh8vlG0zN13v9LH5ctXis=
+github.com/go-skynet/go-gpt4all-j.cpp v0.0.0-20230422090028-1f7bff57f66c/go.mod h1:5VZ9XbcINI0XcHhkcX8GPK8TplFGAzu1Hrg4tNiMCtI=
+github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b h1:qqxrjY8fYDXQahmCMTCACahm1tbiqHLPUHALkFLyBfo=
+github.com/go-skynet/go-llama.cpp v0.0.0-20230510072905-70593fccbe4b/go.mod h1:DLfsPD7tYYnpksERH83HSf7qVNW3FIwmz7/zfYO0/6I=
 github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 h1:tfuBGBXKqDEevZMzYi5KSi8KkcZtzBcTgAUUtapy0OI=
 github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572/go.mod h1:9Pwr4B2jHnOSGXyyzV8ROjYa2ojvAY6HCGYYfMoC3Ls=
 github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA=
@ -59,36 +94,65 @@ github.com/gofiber/fiber/v2 v2.45.0 h1:p4RpkJT9GAW6parBSbcNFH2ApnAuW3OzaQzbOCoDu
 github.com/gofiber/fiber/v2 v2.45.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
 github.com/gofiber/fiber/v2 v2.46.0 h1:wkkWotblsGVlLjXj2dpgKQAYHtXumsK/HyFugQM68Ns=
 github.com/gofiber/fiber/v2 v2.46.0/go.mod h1:DNl0/c37WLe0g92U6lx1VMQuxGUQY5V7EIaVoEsUffc=
+github.com/golang/protobuf v1.4.0-rc.1/go.mod h1:ceaxUfeHdC40wWswd/P6IGgMaK3YpKi5j83Wpe3EHw8=
+github.com/golang/protobuf v1.4.0-rc.1.0.20200221234624-67d41d38c208/go.mod h1:xKAWHe0F5eneWXFV3EuXVDTCmh+JuBKY0li0aMyXATA=
+github.com/golang/protobuf v1.4.0-rc.2/go.mod h1:LlEzMj4AhA7rCAGe4KMBDvJI+AwstrUpVNzEA03Pprs=
+github.com/golang/protobuf v1.4.0-rc.4.0.20200313231945-b860323f09d0/go.mod h1:WU3c8KckQ9AFe+yFwt9sWVRKCVIyN9cPHBJSNnbL67w=
+github.com/golang/protobuf v1.4.0/go.mod h1:jodUvKwWbYaEsadDk5Fwe5c77LiNKVO9IDvqG2KuDX0=
+github.com/golang/protobuf v1.4.1/go.mod h1:U8fpvMrcmy5pZrNK1lt4xCsGvpyWQ/VVv6QDs8UjoX8=
 github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg=
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+github.com/google/go-cmp v0.3.1/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
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 github.com/google/go-cmp v0.5.9 h1:O2Tfq5qg4qc4AmwVlvv0oLiVAGB7enBSJ2x2DqQFi38=
 github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38 h1:yAJXTCF9TqKcTiHJAE8dj7HMvPfh66eeA2JYW7eFpSE=
 github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38/go.mod h1:kpwsk12EmLew5upagYY7GY0pfYCcupk39gWOCRROcvE=
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@ -105,6 +169,22 @@ github.com/onsi/ginkgo/v2 v2.9.5 h1:+6Hr4uxzP4XIUyAkg61dWBw8lb/gc4/X5luuxN/EC+Q=
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@ -129,9 +209,15 @@ github.com/savsgio/dictpool v0.0.0-20221023140959-7bf2e61cea94/go.mod h1:90zrgN3
 github.com/savsgio/gotils v0.0.0-20220530130905-52f3993e8d6d/go.mod h1:Gy+0tqhJvgGlqnTF8CVGP0AaGRjwBtXs/a5PA0Y3+A4=
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@ -144,20 +230,31 @@ github.com/valyala/bytebufferpool v1.0.0 h1:GqA5TC/0021Y/b9FG4Oi9Mr3q7XYx6Kllzaw
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@ -173,6 +270,8 @@ golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJ
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@ -180,6 +279,7 @@ golang.org/x/sys v0.0.0-20210420072515-93ed5bcd2bfe/go.mod h1:h1NjWce9XRLGQEsW7w
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@ -206,16 +306,29 @@ golang.org/x/tools v0.9.1 h1:8WMNJAz3zrtPmnYC7ISf5dEn3MT0gY7jBJfw27yrrLo=
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+gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+gopkg.in/yaml.v3 v3.0.0/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
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--- a/openai-openapi/config.yaml
+++ b/openai-openapi/config.yaml
@ -0,0 +1,10 @@
+package: apiv2
+generate:
+  models: true
+  chi-server: true
+output: apiv2/localai.gen.go
+# output-options:
+#   user-templates:
+#     union.tmpl: "// SKIP"
+#     union-and-additional-properties.tmpl: "// SKIP"
+#     additional-properties.tmpl: "// SKIP"
--- a/openai-openapi/localai_model_patches.yaml
+++ b/openai-openapi/localai_model_patches.yaml
@ -0,0 +1,64 @@
+#! LocalAI Model Patches
+#! These are fed to YTT, which patches the OpenAI OpenAPI spec to include the custom attributes used by LocalAI to pass parameters and information to local models.
+#! TODO: pretty this up. Fancy YAML features will reduce code duplication, but this is a POC.
+
+#@ load("@ytt:overlay", "overlay")
+
+#@overlay/match by=overlay.all
+---
+components:
+  schemas:
+    CreateChatCompletionRequest:
+      properties:
+        #@overlay/match missing_ok=True
+        x-localai-extensions:
+          type: object
+          nullable: true
+          properties:
+            seed:
+              type: integer
+              nullable: true
+            top_k:
+              type: integer
+              nullable: true
+            batch:
+              type: integer
+              nullable: true
+            f16:
+              type: boolean
+              nullable: true
+            ignore_eos:
+              type: boolean
+              nullable: true
+            #! skip RepeatPenalty, try using FrequencyPenalty in real model instead??
+            n_keep:
+              type: integer
+              nullable: true
+              x-go-name: Keep
+            mirostat:
+              type: integer
+              nullable: true
+            mirostat_eta:
+              type: number
+              nullable: true
+              x-go-type: float64
+            mirostat_tau:
+              type: number
+              nullable: true
+              x-go-type: float64
+    CreateImageRequest:
+      properties:
+        #@overlay/match missing_ok=True
+        x-localai-extensions:
+          type: object
+          nullable: true
+          properties:
+            seed:
+              type: integer
+              nullable: true
+            mode:
+              type: integer
+              nullable: true
+            step:
+              type: integer
+              nullable: true
--- a/openai-openapi/remove_depreciated_openapi.yaml
+++ b/openai-openapi/remove_depreciated_openapi.yaml
@ -0,0 +1,12 @@
+#! This doesn't actually work or get used yet. It's a scratch space for an idea of mine - we might want to just strip out and ignore depreciated portions of the spec. Not reliable enough to use yet.
+
+#@ load("@ytt:overlay", "overlay")
+
+#@overlay/match by=overlay.all, expects="1+"
+---
+paths:
+  #!overlay/match by=overlay.subset({"deprecated": True})
+  #@overlay/remove
+  *:
+    *:
+      depreciated: True
--- a/openai-openapi/test_segment.yml
+++ b/openai-openapi/test_segment.yml
@ -0,0 +1,30 @@
+#! This file is just for my reference during development and will be removed.
+components:
+  schemas:
+    CreateChatCompletionRequest:
+      type: object
+      properties:
+        model:
+          description: ID of the model to use. Currently, only `gpt-3.5-turbo` and `gpt-3.5-turbo-0301` are supported.
+          type: string
+        messages:
+          description: The messages to generate chat completions for, in the [chat format](/docs/guides/chat/introduction).
+          type: array
+          minItems: 1
+          items:
+            $ref: '#/components/schemas/ChatCompletionRequestMessage'
+        temperature:
+          type: number
+          minimum: 0
+          maximum: 2
+          default: 1
+          example: 1
+          nullable: true
+          description: *completions_temperature_description
+    CreateImageRequest:
+      type: object
+      properties:
+        prompt:
+          description: A text description of the desired image(s). The maximum length is 1000 characters.
+          type: string
+          example: "A cute baby sea otter"