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feat(intel): add diffusers/transformers support (#1746)
* feat(intel): add diffusers support * try to consume upstream container image * Debug * Manually install deps * Map transformers/hf cache dir to modelpath if not specified * fix(compel): update initialization, pass by all gRPC options * fix: add dependencies, implement transformers for xpu * base it from the oneapi image * Add pillow * set threads if specified when launching the API * Skip conda install if intel * defaults to non-intel * ci: add to pipelines * prepare compel only if enabled * Skip conda install if intel * fix cleanup * Disable compel by default * Install torch 2.1.0 with Intel * Skip conda on some setups * Detect python * Quiet output * Do not override system python with conda * Prefer python3 * Fixups * exllama2: do not install without conda (overrides pytorch version) * exllama/exllama2: do not install if not using cuda * Add missing dataset dependency * Small fixups, symlink to python, add requirements * Add neural_speed to the deps * correctly handle model offloading * fix: device_map == xpu * go back at calling python, fixed at dockerfile level * Exllama2 restricted to only nvidia gpus * Tokenizer to xpu
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23 changed files with 250 additions and 81 deletions
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@ -28,7 +28,10 @@ type TokenUsage struct {
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func ModelInference(ctx context.Context, s string, images []string, loader *model.ModelLoader, c config.BackendConfig, o *config.ApplicationConfig, tokenCallback func(string, TokenUsage) bool) (func() (LLMResponse, error), error) {
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modelFile := c.Model
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threads := c.Threads
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if threads == 0 && o.Threads != 0 {
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threads = o.Threads
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}
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grpcOpts := gRPCModelOpts(c)
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var inferenceModel grpc.Backend
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@ -36,7 +39,7 @@ func ModelInference(ctx context.Context, s string, images []string, loader *mode
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opts := modelOpts(c, o, []model.Option{
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model.WithLoadGRPCLoadModelOpts(grpcOpts),
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model.WithThreads(uint32(c.Threads)), // some models uses this to allocate threads during startup
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model.WithThreads(uint32(threads)), // some models uses this to allocate threads during startup
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model.WithAssetDir(o.AssetsDestination),
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model.WithModel(modelFile),
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model.WithContext(o.Context),
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