LocalAI/core/cli/run.go
Ettore Di Giacinto cea5a0ea42
feat(template): read jinja templates from gguf files (#4332)
* Read jinja templates as fallback

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Move templating out of model loader

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Test TemplateMessages

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Set role and content from transformers

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Tests: be more flexible

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* More jinja

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Small refactoring and adaptations

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2024-12-08 13:50:33 +01:00

206 lines
14 KiB
Go

package cli
import (
"context"
"fmt"
"strings"
"time"
"github.com/mudler/LocalAI/core/application"
cli_api "github.com/mudler/LocalAI/core/cli/api"
cliContext "github.com/mudler/LocalAI/core/cli/context"
"github.com/mudler/LocalAI/core/config"
"github.com/mudler/LocalAI/core/http"
"github.com/mudler/LocalAI/core/p2p"
"github.com/rs/zerolog"
"github.com/rs/zerolog/log"
)
type RunCMD struct {
ModelArgs []string `arg:"" optional:"" name:"models" help:"Model configuration URLs to load"`
ModelsPath string `env:"LOCALAI_MODELS_PATH,MODELS_PATH" type:"path" default:"${basepath}/models" help:"Path containing models used for inferencing" group:"storage"`
BackendAssetsPath string `env:"LOCALAI_BACKEND_ASSETS_PATH,BACKEND_ASSETS_PATH" type:"path" default:"/tmp/localai/backend_data" help:"Path used to extract libraries that are required by some of the backends in runtime" group:"storage"`
ImagePath string `env:"LOCALAI_IMAGE_PATH,IMAGE_PATH" type:"path" default:"/tmp/generated/images" help:"Location for images generated by backends (e.g. stablediffusion)" group:"storage"`
AudioPath string `env:"LOCALAI_AUDIO_PATH,AUDIO_PATH" type:"path" default:"/tmp/generated/audio" help:"Location for audio generated by backends (e.g. piper)" group:"storage"`
UploadPath string `env:"LOCALAI_UPLOAD_PATH,UPLOAD_PATH" type:"path" default:"/tmp/localai/upload" help:"Path to store uploads from files api" group:"storage"`
ConfigPath string `env:"LOCALAI_CONFIG_PATH,CONFIG_PATH" default:"/tmp/localai/config" group:"storage"`
LocalaiConfigDir string `env:"LOCALAI_CONFIG_DIR" type:"path" default:"${basepath}/configuration" help:"Directory for dynamic loading of certain configuration files (currently api_keys.json and external_backends.json)" group:"storage"`
LocalaiConfigDirPollInterval time.Duration `env:"LOCALAI_CONFIG_DIR_POLL_INTERVAL" help:"Typically the config path picks up changes automatically, but if your system has broken fsnotify events, set this to an interval to poll the LocalAI Config Dir (example: 1m)" group:"storage"`
// The alias on this option is there to preserve functionality with the old `--config-file` parameter
ModelsConfigFile string `env:"LOCALAI_MODELS_CONFIG_FILE,CONFIG_FILE" aliases:"config-file" help:"YAML file containing a list of model backend configs" group:"storage"`
Galleries string `env:"LOCALAI_GALLERIES,GALLERIES" help:"JSON list of galleries" group:"models" default:"${galleries}"`
AutoloadGalleries bool `env:"LOCALAI_AUTOLOAD_GALLERIES,AUTOLOAD_GALLERIES" group:"models"`
RemoteLibrary string `env:"LOCALAI_REMOTE_LIBRARY,REMOTE_LIBRARY" default:"${remoteLibraryURL}" help:"A LocalAI remote library URL" group:"models"`
PreloadModels string `env:"LOCALAI_PRELOAD_MODELS,PRELOAD_MODELS" help:"A List of models to apply in JSON at start" group:"models"`
Models []string `env:"LOCALAI_MODELS,MODELS" help:"A List of model configuration URLs to load" group:"models"`
PreloadModelsConfig string `env:"LOCALAI_PRELOAD_MODELS_CONFIG,PRELOAD_MODELS_CONFIG" help:"A List of models to apply at startup. Path to a YAML config file" group:"models"`
F16 bool `name:"f16" env:"LOCALAI_F16,F16" help:"Enable GPU acceleration" group:"performance"`
Threads int `env:"LOCALAI_THREADS,THREADS" short:"t" help:"Number of threads used for parallel computation. Usage of the number of physical cores in the system is suggested" group:"performance"`
ContextSize int `env:"LOCALAI_CONTEXT_SIZE,CONTEXT_SIZE" default:"512" help:"Default context size for models" group:"performance"`
Address string `env:"LOCALAI_ADDRESS,ADDRESS" default:":8080" help:"Bind address for the API server" group:"api"`
CORS bool `env:"LOCALAI_CORS,CORS" help:"" group:"api"`
CORSAllowOrigins string `env:"LOCALAI_CORS_ALLOW_ORIGINS,CORS_ALLOW_ORIGINS" group:"api"`
LibraryPath string `env:"LOCALAI_LIBRARY_PATH,LIBRARY_PATH" help:"Path to the library directory (for e.g. external libraries used by backends)" default:"/usr/share/local-ai/libs" group:"backends"`
CSRF bool `env:"LOCALAI_CSRF" help:"Enables fiber CSRF middleware" group:"api"`
UploadLimit int `env:"LOCALAI_UPLOAD_LIMIT,UPLOAD_LIMIT" default:"15" help:"Default upload-limit in MB" group:"api"`
APIKeys []string `env:"LOCALAI_API_KEY,API_KEY" help:"List of API Keys to enable API authentication. When this is set, all the requests must be authenticated with one of these API keys" group:"api"`
DisableWebUI bool `env:"LOCALAI_DISABLE_WEBUI,DISABLE_WEBUI" default:"false" help:"Disable webui" group:"api"`
DisablePredownloadScan bool `env:"LOCALAI_DISABLE_PREDOWNLOAD_SCAN" help:"If true, disables the best-effort security scanner before downloading any files." group:"hardening" default:"false"`
OpaqueErrors bool `env:"LOCALAI_OPAQUE_ERRORS" default:"false" help:"If true, all error responses are replaced with blank 500 errors. This is intended only for hardening against information leaks and is normally not recommended." group:"hardening"`
UseSubtleKeyComparison bool `env:"LOCALAI_SUBTLE_KEY_COMPARISON" default:"false" help:"If true, API Key validation comparisons will be performed using constant-time comparisons rather than simple equality. This trades off performance on each request for resiliancy against timing attacks." group:"hardening"`
DisableApiKeyRequirementForHttpGet bool `env:"LOCALAI_DISABLE_API_KEY_REQUIREMENT_FOR_HTTP_GET" default:"false" help:"If true, a valid API key is not required to issue GET requests to portions of the web ui. This should only be enabled in secure testing environments" group:"hardening"`
DisableMetricsEndpoint bool `env:"LOCALAI_DISABLE_METRICS_ENDPOINT,DISABLE_METRICS_ENDPOINT" default:"false" help:"Disable the /metrics endpoint" group:"api"`
HttpGetExemptedEndpoints []string `env:"LOCALAI_HTTP_GET_EXEMPTED_ENDPOINTS" default:"^/$,^/browse/?$,^/talk/?$,^/p2p/?$,^/chat/?$,^/text2image/?$,^/tts/?$,^/static/.*$,^/swagger.*$" help:"If LOCALAI_DISABLE_API_KEY_REQUIREMENT_FOR_HTTP_GET is overriden to true, this is the list of endpoints to exempt. Only adjust this in case of a security incident or as a result of a personal security posture review" group:"hardening"`
Peer2Peer bool `env:"LOCALAI_P2P,P2P" name:"p2p" default:"false" help:"Enable P2P mode" group:"p2p"`
Peer2PeerDHTInterval int `env:"LOCALAI_P2P_DHT_INTERVAL,P2P_DHT_INTERVAL" default:"360" name:"p2p-dht-interval" help:"Interval for DHT refresh (used during token generation)" group:"p2p"`
Peer2PeerOTPInterval int `env:"LOCALAI_P2P_OTP_INTERVAL,P2P_OTP_INTERVAL" default:"9000" name:"p2p-otp-interval" help:"Interval for OTP refresh (used during token generation)" group:"p2p"`
Peer2PeerToken string `env:"LOCALAI_P2P_TOKEN,P2P_TOKEN,TOKEN" name:"p2ptoken" help:"Token for P2P mode (optional)" group:"p2p"`
Peer2PeerNetworkID string `env:"LOCALAI_P2P_NETWORK_ID,P2P_NETWORK_ID" help:"Network ID for P2P mode, can be set arbitrarly by the user for grouping a set of instances" group:"p2p"`
ParallelRequests bool `env:"LOCALAI_PARALLEL_REQUESTS,PARALLEL_REQUESTS" help:"Enable backends to handle multiple requests in parallel if they support it (e.g.: llama.cpp or vllm)" group:"backends"`
SingleActiveBackend bool `env:"LOCALAI_SINGLE_ACTIVE_BACKEND,SINGLE_ACTIVE_BACKEND" help:"Allow only one backend to be run at a time" group:"backends"`
PreloadBackendOnly bool `env:"LOCALAI_PRELOAD_BACKEND_ONLY,PRELOAD_BACKEND_ONLY" default:"false" help:"Do not launch the API services, only the preloaded models / backends are started (useful for multi-node setups)" group:"backends"`
ExternalGRPCBackends []string `env:"LOCALAI_EXTERNAL_GRPC_BACKENDS,EXTERNAL_GRPC_BACKENDS" help:"A list of external grpc backends" group:"backends"`
EnableWatchdogIdle bool `env:"LOCALAI_WATCHDOG_IDLE,WATCHDOG_IDLE" default:"false" help:"Enable watchdog for stopping backends that are idle longer than the watchdog-idle-timeout" group:"backends"`
WatchdogIdleTimeout string `env:"LOCALAI_WATCHDOG_IDLE_TIMEOUT,WATCHDOG_IDLE_TIMEOUT" default:"15m" help:"Threshold beyond which an idle backend should be stopped" group:"backends"`
EnableWatchdogBusy bool `env:"LOCALAI_WATCHDOG_BUSY,WATCHDOG_BUSY" default:"false" help:"Enable watchdog for stopping backends that are busy longer than the watchdog-busy-timeout" group:"backends"`
WatchdogBusyTimeout string `env:"LOCALAI_WATCHDOG_BUSY_TIMEOUT,WATCHDOG_BUSY_TIMEOUT" default:"5m" help:"Threshold beyond which a busy backend should be stopped" group:"backends"`
Federated bool `env:"LOCALAI_FEDERATED,FEDERATED" help:"Enable federated instance" group:"federated"`
DisableGalleryEndpoint bool `env:"LOCALAI_DISABLE_GALLERY_ENDPOINT,DISABLE_GALLERY_ENDPOINT" help:"Disable the gallery endpoints" group:"api"`
LoadToMemory []string `env:"LOCALAI_LOAD_TO_MEMORY,LOAD_TO_MEMORY" help:"A list of models to load into memory at startup" group:"models"`
}
func (r *RunCMD) Run(ctx *cliContext.Context) error {
opts := []config.AppOption{
config.WithConfigFile(r.ModelsConfigFile),
config.WithJSONStringPreload(r.PreloadModels),
config.WithYAMLConfigPreload(r.PreloadModelsConfig),
config.WithModelPath(r.ModelsPath),
config.WithContextSize(r.ContextSize),
config.WithDebug(zerolog.GlobalLevel() <= zerolog.DebugLevel),
config.WithImageDir(r.ImagePath),
config.WithAudioDir(r.AudioPath),
config.WithUploadDir(r.UploadPath),
config.WithConfigsDir(r.ConfigPath),
config.WithDynamicConfigDir(r.LocalaiConfigDir),
config.WithDynamicConfigDirPollInterval(r.LocalaiConfigDirPollInterval),
config.WithF16(r.F16),
config.WithStringGalleries(r.Galleries),
config.WithModelLibraryURL(r.RemoteLibrary),
config.WithCors(r.CORS),
config.WithCorsAllowOrigins(r.CORSAllowOrigins),
config.WithCsrf(r.CSRF),
config.WithLibPath(r.LibraryPath),
config.WithThreads(r.Threads),
config.WithBackendAssets(ctx.BackendAssets),
config.WithBackendAssetsOutput(r.BackendAssetsPath),
config.WithUploadLimitMB(r.UploadLimit),
config.WithApiKeys(r.APIKeys),
config.WithModelsURL(append(r.Models, r.ModelArgs...)...),
config.WithOpaqueErrors(r.OpaqueErrors),
config.WithEnforcedPredownloadScans(!r.DisablePredownloadScan),
config.WithSubtleKeyComparison(r.UseSubtleKeyComparison),
config.WithDisableApiKeyRequirementForHttpGet(r.DisableApiKeyRequirementForHttpGet),
config.WithHttpGetExemptedEndpoints(r.HttpGetExemptedEndpoints),
config.WithP2PNetworkID(r.Peer2PeerNetworkID),
config.WithLoadToMemory(r.LoadToMemory),
}
if r.DisableMetricsEndpoint {
opts = append(opts, config.DisableMetricsEndpoint)
}
token := ""
if r.Peer2Peer || r.Peer2PeerToken != "" {
log.Info().Msg("P2P mode enabled")
token = r.Peer2PeerToken
if token == "" {
// IF no token is provided, and p2p is enabled,
// we generate one and wait for the user to pick up the token (this is for interactive)
log.Info().Msg("No token provided, generating one")
token = p2p.GenerateToken(r.Peer2PeerDHTInterval, r.Peer2PeerOTPInterval)
log.Info().Msg("Generated Token:")
fmt.Println(token)
log.Info().Msg("To use the token, you can run the following command in another node or terminal:")
fmt.Printf("export TOKEN=\"%s\"\nlocal-ai worker p2p-llama-cpp-rpc\n", token)
}
opts = append(opts, config.WithP2PToken(token))
}
backgroundCtx := context.Background()
if err := cli_api.StartP2PStack(backgroundCtx, r.Address, token, r.Peer2PeerNetworkID, r.Federated); err != nil {
return err
}
idleWatchDog := r.EnableWatchdogIdle
busyWatchDog := r.EnableWatchdogBusy
if r.DisableWebUI {
opts = append(opts, config.DisableWebUI)
}
if r.DisableGalleryEndpoint {
opts = append(opts, config.DisableGalleryEndpoint)
}
if idleWatchDog || busyWatchDog {
opts = append(opts, config.EnableWatchDog)
if idleWatchDog {
opts = append(opts, config.EnableWatchDogIdleCheck)
dur, err := time.ParseDuration(r.WatchdogIdleTimeout)
if err != nil {
return err
}
opts = append(opts, config.SetWatchDogIdleTimeout(dur))
}
if busyWatchDog {
opts = append(opts, config.EnableWatchDogBusyCheck)
dur, err := time.ParseDuration(r.WatchdogBusyTimeout)
if err != nil {
return err
}
opts = append(opts, config.SetWatchDogBusyTimeout(dur))
}
}
if r.ParallelRequests {
opts = append(opts, config.EnableParallelBackendRequests)
}
if r.SingleActiveBackend {
opts = append(opts, config.EnableSingleBackend)
}
// split ":" to get backend name and the uri
for _, v := range r.ExternalGRPCBackends {
backend := v[:strings.IndexByte(v, ':')]
uri := v[strings.IndexByte(v, ':')+1:]
opts = append(opts, config.WithExternalBackend(backend, uri))
}
if r.AutoloadGalleries {
opts = append(opts, config.EnableGalleriesAutoload)
}
if r.PreloadBackendOnly {
_, err := application.New(opts...)
return err
}
app, err := application.New(opts...)
if err != nil {
return fmt.Errorf("failed basic startup tasks with error %s", err.Error())
}
appHTTP, err := http.API(app)
if err != nil {
log.Error().Err(err).Msg("error during HTTP App construction")
return err
}
return appHTTP.Listen(r.Address)
}