Sync from upstream TF.

Author: TFLM-bot

tensorflow/compiler/mlir/lite/schema/schema.fbs

@@ -70,6 +70,19 @@ table CustomQuantization {
 // Represents a specific quantization technique's parameters.
 union QuantizationDetails {
   CustomQuantization,
+  BlockwiseQuantization,
+}
+
+// Parameters for blockwise quantization.
+table BlockwiseQuantization {
+  // index to the scale tensor, the tensor can be found in tensors array in
+  // subgraph.
+  scales: int;
+  // index to the zero point tensor. If zero_points is -1, the zero point is
+  // assumed to be 0, following the convention of optional tensors in tflite.
+  zero_points: int;
+  // The block size of the tensor.
+  block_size: int;
 }
 
 // Parameters for converting a quantized tensor back to float.
@@ -474,6 +487,7 @@ enum BuiltinOperator : int32 {
   STABLEHLO_COMPOSITE = 206, // WARNING: No runtime support
   STABLEHLO_SHIFT_LEFT = 207,
   STABLEHLO_CBRT = 208, // WARNING: No runtime support
+  STABLEHLO_CASE = 209,
 }
 // LINT.ThenChange(nnapi_linter/linter.proto)
 
@@ -633,6 +647,7 @@ union BuiltinOptions2{
   ReduceWindowOptions (deprecated),
   StableHLOCompositeOptions,
   StablehloShiftLeftOptions,
+  StablehloCaseOptions,
 }
 
 table StablehloGatherOptions{
@@ -777,6 +792,10 @@ table StablehloScatterOptions {
   update_computation_subgraph_index: int;
 }
 
+table StablehloCaseOptions{
+  branch_subgraph_indices : [int];
+}
+
 enum RngAlgorithm : byte {
   // An algorithm auto-selected by the system according to device type.
   DEFAULT = 0,

tensorflow/lite/builtin_ops.h

@@ -236,6 +236,7 @@ typedef enum {
   kTfLiteBuiltinStablehloComposite = 206,
   kTfLiteBuiltinStablehloShiftLeft = 207,
   kTfLiteBuiltinStablehloCbrt = 208,
+  kTfLiteBuiltinStablehloCase = 209,
 } TfLiteBuiltinOperator;
 
 #ifdef __cplusplus

tensorflow/lite/core/api/flatbuffer_conversions.cc

@@ -27,6 +27,9 @@ limitations under the License.
 #include "tensorflow/lite/kernels/internal/compatibility.h"
 #include "tensorflow/lite/schema/schema_generated.h"
 
+// TODO(sosagarcia): Rework all function implementations to wrap around the
+// compiler flatbuffer_conversions.
+// LINT.IfChange
 namespace tflite {
 
 namespace {
@@ -928,6 +931,9 @@ TfLiteStatus ParseOpDataTfLite(const Operator* op, BuiltinOperator op_type,
       return ParseStablehloShiftLeft(op, error_reporter, allocator,
                                      builtin_data);
     }
+    case BuiltinOperator_STABLEHLO_CASE: {
+      return ParseStablehloCase(op, error_reporter, allocator, builtin_data);
+    }
     // TODO: skip param parsing for now since ops below don't have kernels
     case BuiltinOperator_STABLEHLO_SLICE:
     case BuiltinOperator_STABLEHLO_BROADCAST_IN_DIM:
@@ -2421,6 +2427,46 @@ TfLiteStatus ParseStablehloShiftLeft(const Operator* op,
   return kTfLiteOk;
 }
 
+TfLiteStatus ParseStablehloCase(const Operator* op,
+                                ErrorReporter* error_reporter,
+                                BuiltinDataAllocator* allocator,
+                                void** builtin_data) {
+  CheckParsePointerParams(op, error_reporter, allocator, builtin_data);
+
+  SafeBuiltinDataAllocator safe_allocator(allocator);
+  auto params = safe_allocator.Allocate<TfLiteStablehloCaseParams>();
+
+  const StablehloCaseOptions* schema_params =
+      op->builtin_options_2_as_StablehloCaseOptions();
+  if (schema_params) {
+    auto LoadAttr =
+        [&error_reporter](
+            int32_t* params_array, const size_t params_array_size_bytes,
+            const flatbuffers::Vector<int32_t>* const flatbuffer_vector,
+            const char* const attr_name) -> TfLiteStatus {
+      TfLiteStatus status = FlatBufferIntVectorToArray(
+          params_array_size_bytes, flatbuffer_vector, params_array,
+          error_reporter, "stablehlo.case");
+      if (status != kTfLiteOk) {
+        TF_LITE_REPORT_ERROR(error_reporter, "Check the '%s' attribute.",
+                             attr_name);
+      }
+      return status;
+    };
+
+    TF_LITE_ENSURE_STATUS(LoadAttr(params->branch_subgraph_indices,
+                                   sizeof(params->branch_subgraph_indices),
+                                   schema_params->branch_subgraph_indices(),
+                                   "branch subgraph indices"));
+    params->num_branches = schema_params->branch_subgraph_indices()->size();
+    *builtin_data = params.release();
+    return kTfLiteOk;
+  }
+  TF_LITE_REPORT_ERROR(error_reporter,
+                       "Could not get 'stablehlo.case' operation parameters.");
+  return kTfLiteError;
+}
+
 // We have this parse function instead of directly returning kTfLiteOk from the
 // switch-case in ParseOpData because this function is used as part of the
 // selective registration for the OpResolver implementation in micro.
@@ -2943,3 +2989,4 @@ TfLiteStatus ParseOpData(const Operator* op, BuiltinOperator op_type,
 }
 
 }  // namespace tflite
+// LINT.ThenChange(//tensorflow/compiler/mlir/lite/core/api/flatbuffer_conversions.cc)

tensorflow/lite/core/api/flatbuffer_conversions.h

@@ -456,6 +456,11 @@ TfLiteStatus ParseStablehloShiftLeft(const Operator* op,
                                      BuiltinDataAllocator* allocator,
                                      void** builtin_data);
 
+TfLiteStatus ParseStablehloCase(const Operator* op,
+                                ErrorReporter* error_reporter,
+                                BuiltinDataAllocator* allocator,
+                                void** builtin_data);
+
 }  // namespace tflite
 
 #endif  // TENSORFLOW_LITE_CORE_API_FLATBUFFER_CONVERSIONS_H_