Compare commits

...

14 Commits

Author SHA1 Message Date
LocalAI [bot]
abd678e147 ⬆️ Update ggerganov/llama.cpp (#1655)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-28 09:24:44 +01:00
Ettore Di Giacinto
6ac5d814fb feat(startup): fetch model definition remotely (#1654) 2024-01-28 00:14:16 +01:00
LocalAI [bot]
f928899338 ⬆️ Update ggerganov/llama.cpp (#1652)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-27 00:13:38 +01:00
Ettore Di Giacinto
5a6fd98839 fix(paths): automatically create paths (#1650)
Especially useful when running inside a container.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2024-01-27 00:13:19 +01:00
Ettore Di Giacinto
072f71dfb7 Update codellama-7b.yaml
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-01-26 18:35:33 +01:00
Ettore Di Giacinto
670cee8274 Update transformers-tinyllama.yaml
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-01-26 18:29:38 +01:00
Ettore Di Giacinto
9f1be45552 Update quickstart.md
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-01-26 17:55:20 +01:00
Ettore Di Giacinto
f1846ae5ac Update phi-2.yaml
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-01-26 16:22:54 +01:00
LocalAI [bot]
ac19998e5e ⬆️ Update ggerganov/llama.cpp (#1644)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-26 00:13:39 +01:00
Ettore Di Giacinto
cb7512734d transformers: correctly load automodels (#1643)
* backends(transformers): use AutoModel with LLM types

* examples: animagine-xl

* Add codellama examples
2024-01-26 00:13:21 +01:00
LocalAI [bot]
3733250b3c ⬆️ Update ggerganov/llama.cpp (#1642)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-24 22:51:59 +01:00
LocalAI [bot]
da3cd8993d ⬆️ Update docs version mudler/LocalAI (#1631)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-24 19:50:33 +01:00
LocalAI [bot]
7690caf020 ⬆️ Update ggerganov/llama.cpp (#1632)
Signed-off-by: GitHub <noreply@github.com>
Co-authored-by: mudler <mudler@users.noreply.github.com>
2024-01-23 23:07:51 +01:00
Ettore Di Giacinto
5e335eaead feat(transformers): support also text generation (#1630)
* feat(transformers): support also text generation

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

* embedded: set seed -1

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2024-01-23 23:07:31 +01:00
40 changed files with 1273 additions and 583 deletions

View File

@@ -8,7 +8,7 @@ GOLLAMA_VERSION?=aeba71ee842819da681ea537e78846dc75949ac0
GOLLAMA_STABLE_VERSION?=50cee7712066d9e38306eccadcfbb44ea87df4b7
CPPLLAMA_VERSION?=6f9939d119b2d004c264952eb510bd106455531e
CPPLLAMA_VERSION?=6db2b41a76ee78d5efdd5c3cddd5d7ad3f646855
# gpt4all version
GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all

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@@ -37,7 +37,7 @@ func Startup(opts ...options.AppOption) (*options.Option, *config.ConfigLoader,
log.Info().Msgf("Starting LocalAI using %d threads, with models path: %s", options.Threads, options.Loader.ModelPath)
log.Info().Msgf("LocalAI version: %s", internal.PrintableVersion())
startup.PreloadModelsConfigurations(options.Loader.ModelPath, options.ModelsURL...)
startup.PreloadModelsConfigurations(options.ModelLibraryURL, options.Loader.ModelPath, options.ModelsURL...)
cl := config.NewConfigLoader()
if err := cl.LoadConfigs(options.Loader.ModelPath); err != nil {
@@ -216,6 +216,11 @@ func App(opts ...options.AppOption) (*fiber.App, error) {
}{Version: internal.PrintableVersion()})
})
// Make sure directories exists
os.MkdirAll(options.ImageDir, 0755)
os.MkdirAll(options.AudioDir, 0755)
os.MkdirAll(options.Loader.ModelPath, 0755)
modelGalleryService := localai.CreateModelGalleryService(options.Galleries, options.Loader.ModelPath, galleryService)
app.Post("/models/apply", auth, modelGalleryService.ApplyModelGalleryEndpoint())
app.Get("/models/available", auth, modelGalleryService.ListModelFromGalleryEndpoint())

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@@ -63,6 +63,8 @@ func gRPCModelOpts(c config.Config) *pb.ModelOptions {
F16Memory: c.F16,
MLock: c.MMlock,
RopeFreqBase: c.RopeFreqBase,
RopeScaling: c.RopeScaling,
Type: c.ModelType,
RopeFreqScale: c.RopeFreqScale,
NUMA: c.NUMA,
Embeddings: c.Embeddings,

View File

@@ -128,7 +128,9 @@ type LLMConfig struct {
Quantization string `yaml:"quantization"`
MMProj string `yaml:"mmproj"`
RopeScaling string `yaml:"rope_scaling"`
RopeScaling string `yaml:"rope_scaling"`
ModelType string `yaml:"type"`
YarnExtFactor float32 `yaml:"yarn_ext_factor"`
YarnAttnFactor float32 `yaml:"yarn_attn_factor"`
YarnBetaFast float32 `yaml:"yarn_beta_fast"`

View File

@@ -28,6 +28,8 @@ type Option struct {
ApiKeys []string
Metrics *metrics.Metrics
ModelLibraryURL string
Galleries []gallery.Gallery
BackendAssets embed.FS
@@ -78,6 +80,12 @@ func WithCors(b bool) AppOption {
}
}
func WithModelLibraryURL(url string) AppOption {
return func(o *Option) {
o.ModelLibraryURL = url
}
}
var EnableWatchDog = func(o *Option) {
o.WatchDog = true
}

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@@ -134,6 +134,8 @@ message ModelOptions {
float YarnAttnFactor = 45;
float YarnBetaFast = 46;
float YarnBetaSlow = 47;
string Type = 49;
}
message Result {

457
backend/backend_grpc.pb.go Normal file
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@@ -0,0 +1,457 @@
// Code generated by protoc-gen-go-grpc. DO NOT EDIT.
// versions:
// - protoc-gen-go-grpc v1.2.0
// - protoc v4.23.4
// source: backend/backend.proto
package proto
import (
context "context"
grpc "google.golang.org/grpc"
codes "google.golang.org/grpc/codes"
status "google.golang.org/grpc/status"
)
// This is a compile-time assertion to ensure that this generated file
// is compatible with the grpc package it is being compiled against.
// Requires gRPC-Go v1.32.0 or later.
const _ = grpc.SupportPackageIsVersion7
// BackendClient is the client API for Backend service.
//
// For semantics around ctx use and closing/ending streaming RPCs, please refer to https://pkg.go.dev/google.golang.org/grpc/?tab=doc#ClientConn.NewStream.
type BackendClient interface {
Health(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*Reply, error)
Predict(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*Reply, error)
LoadModel(ctx context.Context, in *ModelOptions, opts ...grpc.CallOption) (*Result, error)
PredictStream(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (Backend_PredictStreamClient, error)
Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error)
GenerateImage(ctx context.Context, in *GenerateImageRequest, opts ...grpc.CallOption) (*Result, error)
AudioTranscription(ctx context.Context, in *TranscriptRequest, opts ...grpc.CallOption) (*TranscriptResult, error)
TTS(ctx context.Context, in *TTSRequest, opts ...grpc.CallOption) (*Result, error)
TokenizeString(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*TokenizationResponse, error)
Status(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*StatusResponse, error)
}
type backendClient struct {
cc grpc.ClientConnInterface
}
func NewBackendClient(cc grpc.ClientConnInterface) BackendClient {
return &backendClient{cc}
}
func (c *backendClient) Health(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*Reply, error) {
out := new(Reply)
err := c.cc.Invoke(ctx, "/backend.Backend/Health", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) Predict(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*Reply, error) {
out := new(Reply)
err := c.cc.Invoke(ctx, "/backend.Backend/Predict", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) LoadModel(ctx context.Context, in *ModelOptions, opts ...grpc.CallOption) (*Result, error) {
out := new(Result)
err := c.cc.Invoke(ctx, "/backend.Backend/LoadModel", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) PredictStream(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (Backend_PredictStreamClient, error) {
stream, err := c.cc.NewStream(ctx, &Backend_ServiceDesc.Streams[0], "/backend.Backend/PredictStream", opts...)
if err != nil {
return nil, err
}
x := &backendPredictStreamClient{stream}
if err := x.ClientStream.SendMsg(in); err != nil {
return nil, err
}
if err := x.ClientStream.CloseSend(); err != nil {
return nil, err
}
return x, nil
}
type Backend_PredictStreamClient interface {
Recv() (*Reply, error)
grpc.ClientStream
}
type backendPredictStreamClient struct {
grpc.ClientStream
}
func (x *backendPredictStreamClient) Recv() (*Reply, error) {
m := new(Reply)
if err := x.ClientStream.RecvMsg(m); err != nil {
return nil, err
}
return m, nil
}
func (c *backendClient) Embedding(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*EmbeddingResult, error) {
out := new(EmbeddingResult)
err := c.cc.Invoke(ctx, "/backend.Backend/Embedding", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) GenerateImage(ctx context.Context, in *GenerateImageRequest, opts ...grpc.CallOption) (*Result, error) {
out := new(Result)
err := c.cc.Invoke(ctx, "/backend.Backend/GenerateImage", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) AudioTranscription(ctx context.Context, in *TranscriptRequest, opts ...grpc.CallOption) (*TranscriptResult, error) {
out := new(TranscriptResult)
err := c.cc.Invoke(ctx, "/backend.Backend/AudioTranscription", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) TTS(ctx context.Context, in *TTSRequest, opts ...grpc.CallOption) (*Result, error) {
out := new(Result)
err := c.cc.Invoke(ctx, "/backend.Backend/TTS", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) TokenizeString(ctx context.Context, in *PredictOptions, opts ...grpc.CallOption) (*TokenizationResponse, error) {
out := new(TokenizationResponse)
err := c.cc.Invoke(ctx, "/backend.Backend/TokenizeString", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
func (c *backendClient) Status(ctx context.Context, in *HealthMessage, opts ...grpc.CallOption) (*StatusResponse, error) {
out := new(StatusResponse)
err := c.cc.Invoke(ctx, "/backend.Backend/Status", in, out, opts...)
if err != nil {
return nil, err
}
return out, nil
}
// BackendServer is the server API for Backend service.
// All implementations must embed UnimplementedBackendServer
// for forward compatibility
type BackendServer interface {
Health(context.Context, *HealthMessage) (*Reply, error)
Predict(context.Context, *PredictOptions) (*Reply, error)
LoadModel(context.Context, *ModelOptions) (*Result, error)
PredictStream(*PredictOptions, Backend_PredictStreamServer) error
Embedding(context.Context, *PredictOptions) (*EmbeddingResult, error)
GenerateImage(context.Context, *GenerateImageRequest) (*Result, error)
AudioTranscription(context.Context, *TranscriptRequest) (*TranscriptResult, error)
TTS(context.Context, *TTSRequest) (*Result, error)
TokenizeString(context.Context, *PredictOptions) (*TokenizationResponse, error)
Status(context.Context, *HealthMessage) (*StatusResponse, error)
mustEmbedUnimplementedBackendServer()
}
// UnimplementedBackendServer must be embedded to have forward compatible implementations.
type UnimplementedBackendServer struct {
}
func (UnimplementedBackendServer) Health(context.Context, *HealthMessage) (*Reply, error) {
return nil, status.Errorf(codes.Unimplemented, "method Health not implemented")
}
func (UnimplementedBackendServer) Predict(context.Context, *PredictOptions) (*Reply, error) {
return nil, status.Errorf(codes.Unimplemented, "method Predict not implemented")
}
func (UnimplementedBackendServer) LoadModel(context.Context, *ModelOptions) (*Result, error) {
return nil, status.Errorf(codes.Unimplemented, "method LoadModel not implemented")
}
func (UnimplementedBackendServer) PredictStream(*PredictOptions, Backend_PredictStreamServer) error {
return status.Errorf(codes.Unimplemented, "method PredictStream not implemented")
}
func (UnimplementedBackendServer) Embedding(context.Context, *PredictOptions) (*EmbeddingResult, error) {
return nil, status.Errorf(codes.Unimplemented, "method Embedding not implemented")
}
func (UnimplementedBackendServer) GenerateImage(context.Context, *GenerateImageRequest) (*Result, error) {
return nil, status.Errorf(codes.Unimplemented, "method GenerateImage not implemented")
}
func (UnimplementedBackendServer) AudioTranscription(context.Context, *TranscriptRequest) (*TranscriptResult, error) {
return nil, status.Errorf(codes.Unimplemented, "method AudioTranscription not implemented")
}
func (UnimplementedBackendServer) TTS(context.Context, *TTSRequest) (*Result, error) {
return nil, status.Errorf(codes.Unimplemented, "method TTS not implemented")
}
func (UnimplementedBackendServer) TokenizeString(context.Context, *PredictOptions) (*TokenizationResponse, error) {
return nil, status.Errorf(codes.Unimplemented, "method TokenizeString not implemented")
}
func (UnimplementedBackendServer) Status(context.Context, *HealthMessage) (*StatusResponse, error) {
return nil, status.Errorf(codes.Unimplemented, "method Status not implemented")
}
func (UnimplementedBackendServer) mustEmbedUnimplementedBackendServer() {}
// UnsafeBackendServer may be embedded to opt out of forward compatibility for this service.
// Use of this interface is not recommended, as added methods to BackendServer will
// result in compilation errors.
type UnsafeBackendServer interface {
mustEmbedUnimplementedBackendServer()
}
func RegisterBackendServer(s grpc.ServiceRegistrar, srv BackendServer) {
s.RegisterService(&Backend_ServiceDesc, srv)
}
func _Backend_Health_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(HealthMessage)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).Health(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/Health",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Health(ctx, req.(*HealthMessage))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_Predict_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(PredictOptions)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).Predict(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/Predict",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Predict(ctx, req.(*PredictOptions))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_LoadModel_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(ModelOptions)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).LoadModel(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/LoadModel",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).LoadModel(ctx, req.(*ModelOptions))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_PredictStream_Handler(srv interface{}, stream grpc.ServerStream) error {
m := new(PredictOptions)
if err := stream.RecvMsg(m); err != nil {
return err
}
return srv.(BackendServer).PredictStream(m, &backendPredictStreamServer{stream})
}
type Backend_PredictStreamServer interface {
Send(*Reply) error
grpc.ServerStream
}
type backendPredictStreamServer struct {
grpc.ServerStream
}
func (x *backendPredictStreamServer) Send(m *Reply) error {
return x.ServerStream.SendMsg(m)
}
func _Backend_Embedding_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(PredictOptions)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).Embedding(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/Embedding",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Embedding(ctx, req.(*PredictOptions))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_GenerateImage_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(GenerateImageRequest)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).GenerateImage(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/GenerateImage",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).GenerateImage(ctx, req.(*GenerateImageRequest))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_AudioTranscription_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(TranscriptRequest)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).AudioTranscription(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/AudioTranscription",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).AudioTranscription(ctx, req.(*TranscriptRequest))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_TTS_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(TTSRequest)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).TTS(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/TTS",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).TTS(ctx, req.(*TTSRequest))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_TokenizeString_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(PredictOptions)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).TokenizeString(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/TokenizeString",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).TokenizeString(ctx, req.(*PredictOptions))
}
return interceptor(ctx, in, info, handler)
}
func _Backend_Status_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
in := new(HealthMessage)
if err := dec(in); err != nil {
return nil, err
}
if interceptor == nil {
return srv.(BackendServer).Status(ctx, in)
}
info := &grpc.UnaryServerInfo{
Server: srv,
FullMethod: "/backend.Backend/Status",
}
handler := func(ctx context.Context, req interface{}) (interface{}, error) {
return srv.(BackendServer).Status(ctx, req.(*HealthMessage))
}
return interceptor(ctx, in, info, handler)
}
// Backend_ServiceDesc is the grpc.ServiceDesc for Backend service.
// It's only intended for direct use with grpc.RegisterService,
// and not to be introspected or modified (even as a copy)
var Backend_ServiceDesc = grpc.ServiceDesc{
ServiceName: "backend.Backend",
HandlerType: (*BackendServer)(nil),
Methods: []grpc.MethodDesc{
{
MethodName: "Health",
Handler: _Backend_Health_Handler,
},
{
MethodName: "Predict",
Handler: _Backend_Predict_Handler,
},
{
MethodName: "LoadModel",
Handler: _Backend_LoadModel_Handler,
},
{
MethodName: "Embedding",
Handler: _Backend_Embedding_Handler,
},
{
MethodName: "GenerateImage",
Handler: _Backend_GenerateImage_Handler,
},
{
MethodName: "AudioTranscription",
Handler: _Backend_AudioTranscription_Handler,
},
{
MethodName: "TTS",
Handler: _Backend_TTS_Handler,
},
{
MethodName: "TokenizeString",
Handler: _Backend_TokenizeString_Handler,
},
{
MethodName: "Status",
Handler: _Backend_Status_Handler,
},
},
Streams: []grpc.StreamDesc{
{
StreamName: "PredictStream",
Handler: _Backend_PredictStream_Handler,
ServerStreams: true,
},
},
Metadata: "backend/backend.proto",
}

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@@ -15,8 +15,8 @@ import backend_pb2_grpc
import grpc
import torch
from transformers import AutoTokenizer, AutoModel
import torch.cuda
from transformers import AutoTokenizer, AutoModel, AutoModelForCausalLM, set_seed
_ONE_DAY_IN_SECONDS = 60 * 60 * 24
@@ -68,16 +68,19 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
"""
model_name = request.Model
try:
self.model = AutoModel.from_pretrained(model_name, trust_remote_code=True) # trust_remote_code is needed to use the encode method with embeddings models like jinai-v2
self.tokenizer = AutoTokenizer.from_pretrained(model_name)
if request.Type == "AutoModelForCausalLM":
self.model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)
else:
self.model = AutoModel.from_pretrained(model_name, trust_remote_code=True)
if request.CUDA:
self.tokenizer = AutoTokenizer.from_pretrained(model_name)
self.CUDA = False
if request.CUDA or torch.cuda.is_available():
try:
# TODO: also tensorflow, make configurable
import torch.cuda
if torch.cuda.is_available():
print("Loading model", model_name, "to CUDA.", file=sys.stderr)
self.model = self.model.to("cuda")
print("Loading model", model_name, "to CUDA.", file=sys.stderr)
self.model = self.model.to("cuda")
self.CUDA = True
except Exception as err:
print("Not using CUDA:", err, file=sys.stderr)
except Exception as err:
@@ -98,6 +101,7 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
An EmbeddingResult object that contains the calculated embeddings.
"""
set_seed(request.Seed)
# Tokenize input
max_length = 512
if request.Tokens != 0:
@@ -113,6 +117,51 @@ class BackendServicer(backend_pb2_grpc.BackendServicer):
print("Embeddings:", sentence_embeddings, file=sys.stderr)
return backend_pb2.EmbeddingResult(embeddings=sentence_embeddings)
def Predict(self, request, context):
"""
Generates text based on the given prompt and sampling parameters.
Args:
request: The predict request.
context: The gRPC context.
Returns:
backend_pb2.Reply: The predict result.
"""
set_seed(request.Seed)
if request.TopP == 0:
request.TopP = 0.9
max_tokens = 200
if request.Tokens > 0:
max_tokens = request.Tokens
inputs = self.tokenizer(request.Prompt, return_tensors="pt").input_ids
if self.CUDA:
inputs = inputs.to("cuda")
outputs = self.model.generate(inputs,max_new_tokens=max_tokens, temperature=request.Temperature, top_p=request.TopP)
generated_text = self.tokenizer.batch_decode(outputs, skip_special_tokens=True)[0]
# Remove prompt from response if present
if request.Prompt in generated_text:
generated_text = generated_text.replace(request.Prompt, "")
return backend_pb2.Reply(message=bytes(generated_text, encoding='utf-8'))
def PredictStream(self, request, context):
"""
Generates text based on the given prompt and sampling parameters, and streams the results.
Args:
request: The predict stream request.
context: The gRPC context.
Returns:
backend_pb2.Result: The predict stream result.
"""
yield self.Predict(request, context)
def serve(address):
server = grpc.server(futures.ThreadPoolExecutor(max_workers=MAX_WORKERS))

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@@ -26,6 +26,8 @@ Here's an example to initiate the **phi-2** model:
docker run -p 8080:8080 localai/localai:{{< version >}}-ffmpeg-core https://gist.githubusercontent.com/mudler/ad601a0488b497b69ec549150d9edd18/raw/a8a8869ef1bb7e3830bf5c0bae29a0cce991ff8d/phi-2.yaml
```
You can also check all the embedded models configurations [here](https://github.com/mudler/LocalAI/tree/master/embedded/models).
{{% alert icon="" %}}
The model configurations used in the quickstart are accessible here: [https://github.com/mudler/LocalAI/tree/master/embedded/models](https://github.com/mudler/LocalAI/tree/master/embedded/models). Contributions are welcome; please feel free to submit a Pull Request.

View File

@@ -40,7 +40,7 @@ There are different categories of models: [LLMs]({{%relref "docs/features/text-g
{{% alert icon="💡" %}}
To customize the models, see [Model customization]({{%relref "docs/getting-started/customize-model" %}}). For more model configurations, visit the [Examples Section](https://github.com/mudler/LocalAI/tree/master/examples/configurations).
To customize the models, see [Model customization]({{%relref "docs/getting-started/customize-model" %}}). For more model configurations, visit the [Examples Section](https://github.com/mudler/LocalAI/tree/master/examples/configurations) and the configurations for the models below is available [here](https://github.com/mudler/LocalAI/tree/master/embedded/models).
{{% /alert %}}
{{< tabs tabTotal="3" >}}
@@ -64,6 +64,10 @@ To customize the models, see [Model customization]({{%relref "docs/getting-start
| [tinyllama-chat](https://huggingface.co/TheBloke/TinyLlama-1.1B-Chat-v0.3-GGUF) [original model](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v0.3) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 localai/localai:{{< version >}}-ffmpeg-core tinyllama-chat``` |
| [dolphin-2.5-mixtral-8x7b](https://huggingface.co/TheBloke/dolphin-2.5-mixtral-8x7b-GGUF) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 localai/localai:{{< version >}}-ffmpeg-core dolphin-2.5-mixtral-8x7b``` |
| 🐍 [mamba](https://github.com/state-spaces/mamba) | [LLM]({{%relref "docs/features/text-generation" %}}) | GPU-only |
| animagine-xl | [Text to Image]({{%relref "docs/features/image-generation" %}}) | GPU-only |
| transformers-tinyllama | [LLM]({{%relref "docs/features/text-generation" %}}) | GPU-only |
| [codellama-7b](https://huggingface.co/codellama/CodeLlama-7b-hf) (with transformers) | [LLM]({{%relref "docs/features/text-generation" %}}) | GPU-only |
| [codellama-7b-gguf](https://huggingface.co/TheBloke/CodeLlama-7B-GGUF) (with llama.cpp) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 localai/localai:{{< version >}}-ffmpeg-core codellama-7b-gguf``` |
{{% /tab %}}
{{% tab tabName="GPU (CUDA 11)" %}}
@@ -86,7 +90,10 @@ To customize the models, see [Model customization]({{%relref "docs/getting-start
| [tinyllama-chat](https://huggingface.co/TheBloke/TinyLlama-1.1B-Chat-v0.3-GGUF) [original model](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v0.3) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11-core tinyllama-chat``` |
| [dolphin-2.5-mixtral-8x7b](https://huggingface.co/TheBloke/dolphin-2.5-mixtral-8x7b-GGUF) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11-core dolphin-2.5-mixtral-8x7b``` |
| 🐍 [mamba](https://github.com/state-spaces/mamba) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11 mamba-chat``` |
| animagine-xl | [Text to Image]({{%relref "docs/features/image-generation" %}}) | ```docker run -ti -p 8080:8080 -e COMPEL=0 --gpus all localai/localai:{{< version >}}-cublas-cuda11 animagine-xl``` |
| transformers-tinyllama | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11 transformers-tinyllama``` |
| [codellama-7b](https://huggingface.co/codellama/CodeLlama-7b-hf) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11 codellama-7b``` |
| [codellama-7b-gguf](https://huggingface.co/TheBloke/CodeLlama-7B-GGUF) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda11-core codellama-7b-gguf``` |
{{% /tab %}}
@@ -110,6 +117,10 @@ To customize the models, see [Model customization]({{%relref "docs/getting-start
| [tinyllama-chat](https://huggingface.co/TheBloke/TinyLlama-1.1B-Chat-v0.3-GGUF) [original model](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v0.3) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12-core tinyllama-chat``` |
| [dolphin-2.5-mixtral-8x7b](https://huggingface.co/TheBloke/dolphin-2.5-mixtral-8x7b-GGUF) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12-core dolphin-2.5-mixtral-8x7b``` |
| 🐍 [mamba](https://github.com/state-spaces/mamba) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12 mamba-chat``` |
| animagine-xl | [Text to Image]({{%relref "docs/features/image-generation" %}}) | ```docker run -ti -p 8080:8080 -e COMPEL=0 --gpus all localai/localai:{{< version >}}-cublas-cuda12 animagine-xl``` |
| transformers-tinyllama | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12 transformers-tinyllama``` |
| [codellama-7b](https://huggingface.co/codellama/CodeLlama-7b-hf) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12 codellama-7b``` |
| [codellama-7b-gguf](https://huggingface.co/TheBloke/CodeLlama-7B-GGUF) | [LLM]({{%relref "docs/features/text-generation" %}}) | ```docker run -ti -p 8080:8080 --gpus all localai/localai:{{< version >}}-cublas-cuda12-core codellama-7b-gguf``` |
{{% /tab %}}
{{< /tabs >}}

View File

@@ -1,3 +1,3 @@
{
"version": "v2.6.0"
"version": "v2.6.1"
}

View File

@@ -6,6 +6,8 @@ import (
"slices"
"strings"
"github.com/go-skynet/LocalAI/pkg/downloader"
"github.com/go-skynet/LocalAI/pkg/assets"
"gopkg.in/yaml.v3"
)
@@ -30,6 +32,19 @@ func init() {
yaml.Unmarshal(modelLibrary, &modelShorteners)
}
func GetRemoteLibraryShorteners(url string) (map[string]string, error) {
remoteLibrary := map[string]string{}
err := downloader.GetURI(url, func(_ string, i []byte) error {
return yaml.Unmarshal(i, &remoteLibrary)
})
if err != nil {
return nil, fmt.Errorf("error downloading remote library: %s", err.Error())
}
return remoteLibrary, err
}
// ExistsInModelsLibrary checks if a model exists in the embedded models library
func ExistsInModelsLibrary(s string) bool {
f := fmt.Sprintf("%s.yaml", s)

View File

@@ -0,0 +1,17 @@
name: animagine-xl
parameters:
model: Linaqruf/animagine-xl
backend: diffusers
f16: true
diffusers:
scheduler_type: euler_a
usage: |
curl http://localhost:8080/v1/images/generations \
-H "Content-Type: application/json" \
-d '{
"prompt": "<positive prompt>|<negative prompt>",
"model": "animagine-xl",
"step": 51,
"size": "1024x1024"
}'

View File

@@ -0,0 +1,16 @@
name: codellama-7b-gguf
backend: transformers
parameters:
model: huggingface://TheBloke/CodeLlama-7B-GGUF/codellama-7b.Q4_K_M.gguf
temperature: 0.2
top_k: 40
seed: -1
top_p: 0.95
context_size: 4096
f16: true
gpu_layers: 90
usage: |
curl http://localhost:8080/v1/completions -H "Content-Type: application/json" -d '{
"model": "codellama-7b-gguf",
"prompt": "import socket\n\ndef ping_exponential_backoff(host: str):"
}'

View File

@@ -0,0 +1,13 @@
name: codellama-7b
backend: transformers
parameters:
model: codellama/CodeLlama-7b-hf
temperature: 0.2
top_k: 40
top_p: 0.95
usage: |
curl http://localhost:8080/v1/completions -H "Content-Type: application/json" -d '{
"model": "codellama-7b",
"prompt": "import socket\n\ndef ping_exponential_backoff(host: str):"
}'

View File

@@ -1,10 +1,11 @@
name: dolphin-mixtral-8x7b
mmap: true
parameters:
model: huggingface://TheBloke/dolphin-2.5-mixtral-8x7b-GGUF/blob/main/dolphin-2.5-mixtral-8x7b.Q2_K.gguf
model: huggingface://TheBloke/dolphin-2.5-mixtral-8x7b-GGUF/dolphin-2.5-mixtral-8x7b.Q2_K.gguf
temperature: 0.2
top_k: 40
top_p: 0.95
seed: -1
template:
chat_message: |
<|im_start|>{{if eq .RoleName "assistant"}}assistant{{else if eq .RoleName "system"}}system{{else if eq .RoleName "user"}}user{{end}}

View File

@@ -17,6 +17,7 @@ parameters:
temperature: 0.2
top_k: 40
top_p: 0.95
seed: -1
template:
chat: |

View File

@@ -5,6 +5,7 @@ parameters:
temperature: 0.2
top_k: 40
top_p: 0.95
seed: -1
template:
chat_message: |
<|im_start|>{{if eq .RoleName "assistant"}}assistant{{else if eq .RoleName "system"}}system{{else if eq .RoleName "user"}}user{{end}}

View File

@@ -4,6 +4,7 @@ parameters:
model: huggingface://TheBloke/Mixtral-8x7B-Instruct-v0.1-GGUF/mixtral-8x7b-instruct-v0.1.Q2_K.gguf
temperature: 0.2
top_k: 40
seed: -1
top_p: 0.95
template:
chat: &chat |

View File

@@ -4,6 +4,7 @@ parameters:
model: huggingface://TheBloke/TinyLlama-1.1B-Chat-v0.3-GGUF/tinyllama-1.1b-chat-v0.3.Q8_0.gguf
temperature: 0.2
top_k: 40
seed: -1
top_p: 0.95
template:
chat_message: |

View File

@@ -0,0 +1,31 @@
name: tinyllama-chat
backend: transformers
type: AutoModelForCausalLM
parameters:
model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
temperature: 0.2
top_k: 40
top_p: 0.95
max_tokens: 4096
template:
chat_message: |
<|im_start|>{{if eq .RoleName "assistant"}}assistant{{else if eq .RoleName "system"}}system{{else if eq .RoleName "user"}}user{{end}}
{{if .Content}}{{.Content}}{{end}}<|im_end|>
chat: |
{{.Input}}
<|im_start|>assistant
completion: |
{{.Input}}
stopwords:
- <|im_end|>
usage: |
curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{
"model": "tinyllama-chat",
"messages": [{"role": "user", "content": "Say this is a test!"}],
"temperature": 0.7
}'

View File

@@ -10,8 +10,16 @@ parameters:
temperature: 0.2
top_k: 40
top_p: 0.95
seed: -1
template:
chat: &template |
Instruct: {{.Input}}
Output:
completion: *template
completion: *template
usage: |
To use this model, interact with the API (in another terminal) with curl for instance:
curl http://localhost:8080/v1/chat/completions -H "Content-Type: application/json" -d '{
"model": "phi-2",
"messages": [{"role": "user", "content": "How are you doing?", "temperature": 0.1}]
}'

11
main.go
View File

@@ -26,6 +26,10 @@ import (
"github.com/urfave/cli/v2"
)
const (
remoteLibraryURL = "https://raw.githubusercontent.com/mudler/LocalAI/master/embedded/model_library.yaml"
)
func main() {
log.Logger = log.Output(zerolog.ConsoleWriter{Out: os.Stderr})
// clean up process
@@ -94,6 +98,12 @@ func main() {
Usage: "JSON list of galleries",
EnvVars: []string{"GALLERIES"},
},
&cli.StringFlag{
Name: "remote-library",
Usage: "A LocalAI remote library URL",
EnvVars: []string{"REMOTE_LIBRARY"},
Value: remoteLibraryURL,
},
&cli.StringFlag{
Name: "preload-models",
Usage: "A List of models to apply in JSON at start",
@@ -219,6 +229,7 @@ For a list of compatible model, check out: https://localai.io/model-compatibilit
options.WithAudioDir(ctx.String("audio-path")),
options.WithF16(ctx.Bool("f16")),
options.WithStringGalleries(ctx.String("galleries")),
options.WithModelLibraryURL(ctx.String("remote-library")),
options.WithDisableMessage(false),
options.WithCors(ctx.Bool("cors")),
options.WithCorsAllowOrigins(ctx.String("cors-allow-origins")),

View File

@@ -1,7 +1,7 @@
// Code generated by protoc-gen-go. DO NOT EDIT.
// versions:
// protoc-gen-go v1.28.1
// protoc v3.6.1
// protoc-gen-go v1.26.0
// protoc v4.23.4
// source: backend.proto
package proto
@@ -567,8 +567,7 @@ type ModelOptions struct {
CLIPSubfolder string `protobuf:"bytes,32,opt,name=CLIPSubfolder,proto3" json:"CLIPSubfolder,omitempty"`
CLIPSkip int32 `protobuf:"varint,33,opt,name=CLIPSkip,proto3" json:"CLIPSkip,omitempty"`
ControlNet string `protobuf:"bytes,48,opt,name=ControlNet,proto3" json:"ControlNet,omitempty"`
// RWKV
Tokenizer string `protobuf:"bytes,34,opt,name=Tokenizer,proto3" json:"Tokenizer,omitempty"`
Tokenizer string `protobuf:"bytes,34,opt,name=Tokenizer,proto3" json:"Tokenizer,omitempty"`
// LLM (llama.cpp)
LoraBase string `protobuf:"bytes,35,opt,name=LoraBase,proto3" json:"LoraBase,omitempty"`
LoraAdapter string `protobuf:"bytes,36,opt,name=LoraAdapter,proto3" json:"LoraAdapter,omitempty"`
@@ -584,6 +583,7 @@ type ModelOptions struct {
YarnAttnFactor float32 `protobuf:"fixed32,45,opt,name=YarnAttnFactor,proto3" json:"YarnAttnFactor,omitempty"`
YarnBetaFast float32 `protobuf:"fixed32,46,opt,name=YarnBetaFast,proto3" json:"YarnBetaFast,omitempty"`
YarnBetaSlow float32 `protobuf:"fixed32,47,opt,name=YarnBetaSlow,proto3" json:"YarnBetaSlow,omitempty"`
Type string `protobuf:"bytes,49,opt,name=Type,proto3" json:"Type,omitempty"`
}
func (x *ModelOptions) Reset() {
@@ -954,6 +954,13 @@ func (x *ModelOptions) GetYarnBetaSlow() float32 {
return 0
}
func (x *ModelOptions) GetType() string {
if x != nil {
return x.Type
}
return ""
}
type Result struct {
state protoimpl.MessageState
sizeCache protoimpl.SizeCache
@@ -1696,7 +1703,7 @@ var file_backend_proto_rawDesc = []byte{
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0x73, 0x61, 0x67, 0x65, 0x18, 0x01, 0x20, 0x01, 0x28, 0x0c, 0x52, 0x07, 0x6d, 0x65, 0x73, 0x73,
0x61, 0x67, 0x65, 0x22, 0xcc, 0x0b, 0x0a, 0x0c, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x4f, 0x70, 0x74,
0x61, 0x67, 0x65, 0x22, 0xe0, 0x0b, 0x0a, 0x0c, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x4f, 0x70, 0x74,
0x69, 0x6f, 0x6e, 0x73, 0x12, 0x14, 0x0a, 0x05, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x18, 0x01, 0x20,
0x01, 0x28, 0x09, 0x52, 0x05, 0x4d, 0x6f, 0x64, 0x65, 0x6c, 0x12, 0x20, 0x0a, 0x0b, 0x43, 0x6f,
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@@ -1789,131 +1796,132 @@ var file_backend_proto_rawDesc = []byte{
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0x41, 0x49, 0x2f, 0x70, 0x6b, 0x67, 0x2f, 0x67, 0x72, 0x70, 0x63, 0x2f, 0x70, 0x72, 0x6f, 0x74,
0x6f, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
}
var (

View File

@@ -1,7 +1,7 @@
// Code generated by protoc-gen-go-grpc. DO NOT EDIT.
// versions:
// - protoc-gen-go-grpc v1.2.0
// - protoc v3.6.1
// - protoc v4.23.4
// source: backend.proto
package proto

View File

@@ -14,10 +14,22 @@ import (
// PreloadModelsConfigurations will preload models from the given list of URLs
// It will download the model if it is not already present in the model path
// It will also try to resolve if the model is an embedded model YAML configuration
func PreloadModelsConfigurations(modelPath string, models ...string) {
func PreloadModelsConfigurations(modelLibraryURL string, modelPath string, models ...string) {
for _, url := range models {
url = embedded.ModelShortURL(url)
// As a best effort, try to resolve the model from the remote library
// if it's not resolved we try with the other method below
if modelLibraryURL != "" {
lib, err := embedded.GetRemoteLibraryShorteners(modelLibraryURL)
if err == nil {
if lib[url] != "" {
log.Debug().Msgf("[startup] model configuration is defined remotely: %s (%s)", url, lib[url])
url = lib[url]
}
}
}
url = embedded.ModelShortURL(url)
switch {
case embedded.ExistsInModelsLibrary(url):
modelYAML, err := embedded.ResolveContent(url)

View File

@@ -15,13 +15,29 @@ import (
var _ = Describe("Preload test", func() {
Context("Preloading from strings", func() {
It("loads from remote url", func() {
tmpdir, err := os.MkdirTemp("", "")
Expect(err).ToNot(HaveOccurred())
libraryURL := "https://raw.githubusercontent.com/mudler/LocalAI/master/embedded/model_library.yaml"
fileName := fmt.Sprintf("%s.yaml", "1701d57f28d47552516c2b6ecc3cc719")
PreloadModelsConfigurations(libraryURL, tmpdir, "phi-2")
resultFile := filepath.Join(tmpdir, fileName)
content, err := os.ReadFile(resultFile)
Expect(err).ToNot(HaveOccurred())
Expect(string(content)).To(ContainSubstring("name: phi-2"))
})
It("loads from embedded full-urls", func() {
tmpdir, err := os.MkdirTemp("", "")
Expect(err).ToNot(HaveOccurred())
url := "https://raw.githubusercontent.com/mudler/LocalAI/master/examples/configurations/phi-2.yaml"
fileName := fmt.Sprintf("%s.yaml", utils.MD5(url))
PreloadModelsConfigurations(tmpdir, url)
PreloadModelsConfigurations("", tmpdir, url)
resultFile := filepath.Join(tmpdir, fileName)
@@ -35,7 +51,7 @@ var _ = Describe("Preload test", func() {
Expect(err).ToNot(HaveOccurred())
url := "phi-2"
PreloadModelsConfigurations(tmpdir, url)
PreloadModelsConfigurations("", tmpdir, url)
entry, err := os.ReadDir(tmpdir)
Expect(err).ToNot(HaveOccurred())
@@ -53,7 +69,7 @@ var _ = Describe("Preload test", func() {
url := "mistral-openorca"
fileName := fmt.Sprintf("%s.yaml", utils.MD5(url))
PreloadModelsConfigurations(tmpdir, url)
PreloadModelsConfigurations("", tmpdir, url)
resultFile := filepath.Join(tmpdir, fileName)