2023-07-14 23:19:43 +00:00
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package backend
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import (
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config "github.com/go-skynet/LocalAI/api/config"
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"github.com/go-skynet/LocalAI/api/options"
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2023-07-14 23:19:43 +00:00
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"github.com/go-skynet/LocalAI/pkg/grpc/proto"
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2023-07-14 23:19:43 +00:00
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model "github.com/go-skynet/LocalAI/pkg/model"
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)
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2023-08-17 21:38:59 +00:00
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func ImageGeneration(height, width, mode, step, seed int, positive_prompt, negative_prompt, src, dst string, loader *model.ModelLoader, c config.Config, o *options.Option) (func() error, error) {
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2023-08-18 23:49:33 +00:00
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opts := modelOpts(c, o, []model.Option{
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2023-07-14 23:19:43 +00:00
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model.WithBackendString(c.Backend),
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model.WithAssetDir(o.AssetsDestination),
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model.WithThreads(uint32(c.Threads)),
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2023-07-14 23:19:43 +00:00
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model.WithContext(o.Context),
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2023-08-09 06:38:51 +00:00
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model.WithModel(c.Model),
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model.WithLoadGRPCLoadModelOpts(&proto.ModelOptions{
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2023-12-08 14:45:04 +00:00
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CUDA: c.CUDA,
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2023-08-09 06:38:51 +00:00
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SchedulerType: c.Diffusers.SchedulerType,
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PipelineType: c.Diffusers.PipelineType,
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2023-08-15 23:11:42 +00:00
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CFGScale: c.Diffusers.CFGScale,
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2023-08-27 08:11:16 +00:00
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LoraAdapter: c.LoraAdapter,
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2023-11-11 17:40:48 +00:00
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LoraScale: c.LoraScale,
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2023-08-27 08:11:16 +00:00
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LoraBase: c.LoraBase,
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2023-08-17 21:38:59 +00:00
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IMG2IMG: c.Diffusers.IMG2IMG,
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CLIPModel: c.Diffusers.ClipModel,
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CLIPSubfolder: c.Diffusers.ClipSubFolder,
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CLIPSkip: int32(c.Diffusers.ClipSkip),
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2023-08-09 06:38:51 +00:00
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}),
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2023-08-18 23:49:33 +00:00
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})
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2023-07-20 20:10:12 +00:00
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inferenceModel, err := loader.BackendLoader(
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opts...,
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2023-07-14 23:19:43 +00:00
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)
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if err != nil {
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return nil, err
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}
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2023-07-14 23:19:43 +00:00
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fn := func() error {
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_, err := inferenceModel.GenerateImage(
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o.Context,
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&proto.GenerateImageRequest{
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2023-08-14 21:12:00 +00:00
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Height: int32(height),
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Width: int32(width),
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Mode: int32(mode),
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Step: int32(step),
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Seed: int32(seed),
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CLIPSkip: int32(c.Diffusers.ClipSkip),
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PositivePrompt: positive_prompt,
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NegativePrompt: negative_prompt,
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Dst: dst,
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Src: src,
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2023-08-14 21:12:00 +00:00
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EnableParameters: c.Diffusers.EnableParameters,
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})
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return err
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2023-07-14 23:19:43 +00:00
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}
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2023-08-18 19:23:14 +00:00
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return fn, nil
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2023-07-14 23:19:43 +00:00
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}
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