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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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@ -40,11 +40,23 @@ func gRPCModelOpts(c config.BackendConfig) *pb.ModelOptions {
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}
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return &pb.ModelOptions{
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CUDA: c.CUDA || c.Diffusers.CUDA,
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SchedulerType: c.Diffusers.SchedulerType,
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PipelineType: c.Diffusers.PipelineType,
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CFGScale: c.Diffusers.CFGScale,
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LoraAdapter: c.LoraAdapter,
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LoraScale: c.LoraScale,
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F16Memory: c.F16,
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LoraBase: c.LoraBase,
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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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ControlNet: c.Diffusers.ControlNet,
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ContextSize: int32(c.ContextSize),
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Seed: int32(c.Seed),
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NBatch: int32(b),
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NoMulMatQ: c.NoMulMatQ,
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CUDA: c.CUDA, // diffusers, transformers
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DraftModel: c.DraftModel,
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AudioPath: c.VallE.AudioPath,
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Quantization: c.Quantization,
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@ -58,12 +70,8 @@ func gRPCModelOpts(c config.BackendConfig) *pb.ModelOptions {
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YarnAttnFactor: c.YarnAttnFactor,
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YarnBetaFast: c.YarnBetaFast,
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YarnBetaSlow: c.YarnBetaSlow,
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LoraAdapter: c.LoraAdapter,
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LoraBase: c.LoraBase,
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LoraScale: c.LoraScale,
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NGQA: c.NGQA,
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RMSNormEps: c.RMSNormEps,
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F16Memory: c.F16,
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MLock: c.MMlock,
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RopeFreqBase: c.RopeFreqBase,
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RopeScaling: c.RopeScaling,
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