quarkus/test-framework/junit5/pom.xml
quarkus/extensions/resteasy-reactive/rest-client-reactive-jaxb/deployment/pom.xml
	quarkus/extensions/jaxb/deployment/pom.xml
	quarkus/extensions/resteasy-reactive/rest-client-reactive/deployment/pom.xml
	quarkus/extensions/resteasy-reactive/rest-client-reactive-jaxb/runtime/pom.xml
	quarkus/extensions/resteasy-reactive/quarkus-resteasy-reactive/deployment/pom.xml

// because starting from version 7, in presence of shape polymorphism JAX will
// emit stablehlo.custom_call @shape_assertion to verify at compile time that
// the code is used with compatible actual shapes.
// TFLite runtime kernels support shape checking and shape inference to some
// extent, it is okay to remove the shape assertion in most scenarios. However
// this is not always the case, JAX may trace the program differently based on

//
// StableHLO Quantizer output:
//   * input: per-tensor qi8
//   * filter: per-channel qi8 for non-batching op, per-tensor for batching op.
//   * output: per-tensor qi32
// JAX Quantizer output:
//   * input: per-tensor qi8
//   * filter: per-channel qi8
//   * output: per-tensor qi8
//
// Conditions for the `tfl.batch_matmul` conversion:

// ============================================================================
// The following functions tests example quantization patterns outputted from
// JAX Quantizer. JAX Quantizer should output integer types, which are
// composed into `UniformQuantized{|PerAxis}Type` via
// `compose_uniform_quantized_type_pass.cc`.
// ============================================================================

    : public OpRewritePattern<TFL::GatherNdOp> {
  using OpRewritePattern<TFL::GatherNdOp>::OpRewritePattern;

  // Lowers 2D upscaling logic to a single TFL::ResizeNearestNeighor op.
  //
  // To optimize JAX resize implementation, especially for 2D upscaling, this
  // pattern matching logic captures the following pattern to replace with the
  // single TFL::resize_nearest_neighbor op instance as a fast fused op

sC,EAASc,aAKXrB,EAAQ,GAAK,GAAI1C,IAChBgB,EACC,EACAiC,EACAvd,EAAY4d,GACXA,EACA3C,IAKH+B,EAAQ,GAAK,GAAI1C,IAChBgB,EACC,EACAiC,EACAvd,EAAY6d,GACXA,EACA1C,MAGAO,WAKLA,QAAS,SAAUzb,GAClB,OAAc,MAAPA,EAAc0B,EAAOmC,OAAQ7D,EAAKyb,GAAYA,IAGvDyB,EAAW,GAkEZ,OA/DAxb,EAAOkB,KAAMma,EAAQ,SAAUlc,EAAG0c,GACjC,IAAIrV,EAAOqV,EAAO,GACjBqB,EAAcrB,EAAO,GAKtB9B,EAAS8B,EAAO,IAAQrV,EAAKmS,IAGxBuE,GACJ1W,EAAKmS,IACJ,WAIC2C,EAAQ4B,GAKT7B,EAAQ,EAAIlc,GAAK,GAAI6b,QAIrBK,EAAQ,EAAIlc,GAAK,GAAI6b,QAGrBK,EAAQ,GAAK,GAAIJ,KAGjBI,EA...

sC,EAASc,aAKXrB,EAAQ,GAAK,GAAI1C,IAChBgB,EACC,EACAiC,EACAvd,EAAY4d,GACXA,EACA3C,IAKH+B,EAAQ,GAAK,GAAI1C,IAChBgB,EACC,EACAiC,EACAvd,EAAY6d,GACXA,EACA1C,MAGAO,WAKLA,QAAS,SAAUzb,GAClB,OAAc,MAAPA,EAAc0B,EAAOmC,OAAQ7D,EAAKyb,GAAYA,IAGvDyB,EAAW,GAkEZ,OA/DAxb,EAAOkB,KAAMma,EAAQ,SAAUlc,EAAG0c,GACjC,IAAIrV,EAAOqV,EAAO,GACjBqB,EAAcrB,EAAO,GAKtB9B,EAAS8B,EAAO,IAAQrV,EAAKmS,IAGxBuE,GACJ1W,EAAKmS,IACJ,WAIC2C,EAAQ4B,GAKT7B,EAAQ,EAAIlc,GAAK,GAAI6b,QAIrBK,EAAQ,EAAIlc,GAAK,GAAI6b,QAGrBK,EAAQ,GAAK,GAAIJ,KAGjBI,EA...

    func.return %0 : tensor<*xf32>...

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