Update Dataset API documentation.

PiperOrigin-RevId: 163349457

tensorflow/compiler/xla/client/compile_only_client.cc

@@ -15,7 +15,7 @@ limitations under the License.
 
 #include "tensorflow/compiler/xla/client/compile_only_client.h"
 
-#include "external/llvm/include/llvm/ADT/Triple.h"
+#include "llvm/ADT/Triple.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/status_macros.h"

tensorflow/compiler/xla/client/local_client.cc

@@ -17,7 +17,7 @@ limitations under the License.
 
 #include <utility>
 
-#include "external/llvm/include/llvm/ADT/Triple.h"
+#include "llvm/ADT/Triple.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/backend.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"

tensorflow/compiler/xla/service/cpu/compiler_functor.cc

@@ -22,19 +22,19 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/StringRef.h"
-#include "external/llvm/include/llvm/Analysis/TargetLibraryInfo.h"
-#include "external/llvm/include/llvm/Analysis/TargetTransformInfo.h"
-#include "external/llvm/include/llvm/ExecutionEngine/ObjectMemoryBuffer.h"
-#include "external/llvm/include/llvm/IR/LegacyPassManager.h"
-#include "external/llvm/include/llvm/IR/Verifier.h"
-#include "external/llvm/include/llvm/MC/MCContext.h"
-#include "external/llvm/include/llvm/Object/ObjectFile.h"
-#include "external/llvm/include/llvm/Support/raw_ostream.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
-#include "external/llvm/include/llvm/Transforms/IPO.h"
-#include "external/llvm/include/llvm/Transforms/IPO/AlwaysInliner.h"
-#include "external/llvm/include/llvm/Transforms/IPO/PassManagerBuilder.h"
+#include "llvm/ADT/StringRef.h"
+#include "llvm/Analysis/TargetLibraryInfo.h"
+#include "llvm/Analysis/TargetTransformInfo.h"
+#include "llvm/ExecutionEngine/ObjectMemoryBuffer.h"
+#include "llvm/IR/LegacyPassManager.h"
+#include "llvm/IR/Verifier.h"
+#include "llvm/MC/MCContext.h"
+#include "llvm/Object/ObjectFile.h"
+#include "llvm/Support/raw_ostream.h"
+#include "llvm/Target/TargetMachine.h"
+#include "llvm/Transforms/IPO.h"
+#include "llvm/Transforms/IPO/AlwaysInliner.h"
+#include "llvm/Transforms/IPO/PassManagerBuilder.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime_avx.h"

tensorflow/compiler/xla/service/cpu/compiler_functor.h

@@ -16,10 +16,10 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_CPU_COMPILER_FUNCTOR_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_CPU_COMPILER_FUNCTOR_H_
 
-#include "external/llvm/include/llvm/IR/LegacyPassManager.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/Object/ObjectFile.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
+#include "llvm/IR/LegacyPassManager.h"
+#include "llvm/IR/Module.h"
+#include "llvm/Object/ObjectFile.h"
+#include "llvm/Target/TargetMachine.h"
 #include "tensorflow/compiler/xla/service/cpu/disassembler.h"
 #include "tensorflow/core/platform/logging.h"
 

tensorflow/compiler/xla/service/cpu/cpu_compiler.cc

@@ -26,17 +26,17 @@ limitations under the License.
 
 // IWYU pragma: no_include "llvm/Config/Disassemblers.def.inc"
 // IWYU pragma: no_include "llvm/Config/Targets.def.inc"
-#include "external/llvm/include/llvm/ADT/StringRef.h"
-#include "external/llvm/include/llvm/ADT/Triple.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/Object/ObjectFile.h"
-#include "external/llvm/include/llvm/Support/CommandLine.h"
-#include "external/llvm/include/llvm/Support/TargetRegistry.h"
-#include "external/llvm/include/llvm/Support/TargetSelect.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
-#include "external/llvm/include/llvm/Target/TargetOptions.h"
+#include "llvm/ADT/StringRef.h"
+#include "llvm/ADT/Triple.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/Module.h"
+#include "llvm/Object/ObjectFile.h"
+#include "llvm/Support/CommandLine.h"
+#include "llvm/Support/TargetRegistry.h"
+#include "llvm/Support/TargetSelect.h"
+#include "llvm/Target/TargetMachine.h"
+#include "llvm/Target/TargetOptions.h"
 #include "tensorflow/compiler/xla/literal_util.h"
 #include "tensorflow/compiler/xla/map_util.h"
 #include "tensorflow/compiler/xla/protobuf_util.h"

tensorflow/compiler/xla/service/cpu/cpu_executable.cc

@@ -22,7 +22,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "external/llvm/include/llvm/ExecutionEngine/Orc/IRCompileLayer.h"
+#include "llvm/ExecutionEngine/Orc/IRCompileLayer.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/computation_layout.h"
 #include "tensorflow/compiler/xla/service/hlo_computation.h"

tensorflow/compiler/xla/service/cpu/disassembler.cc

@@ -21,9 +21,9 @@ limitations under the License.
 #include <type_traits>
 #include <vector>
 
-#include "external/llvm/include/llvm/MC/MCInst.h"
-#include "external/llvm/include/llvm/Support/TargetRegistry.h"
-#include "external/llvm/include/llvm/Support/raw_ostream.h"
+#include "llvm/MC/MCInst.h"
+#include "llvm/Support/TargetRegistry.h"
+#include "llvm/Support/raw_ostream.h"
 #include "tensorflow/compiler/xla/status_macros.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/compiler/xla/util.h"

tensorflow/compiler/xla/service/cpu/disassembler.h

@@ -19,14 +19,14 @@ limitations under the License.
 #include <memory>
 #include <string>
 
-#include "external/llvm/include/llvm/MC/MCContext.h"
-#include "external/llvm/include/llvm/MC/MCDisassembler/MCDisassembler.h"
-#include "external/llvm/include/llvm/MC/MCInstPrinter.h"
-#include "external/llvm/include/llvm/MC/MCInstrAnalysis.h"
-#include "external/llvm/include/llvm/MC/MCObjectFileInfo.h"
-#include "external/llvm/include/llvm/MC/MCSubtargetInfo.h"
-#include "external/llvm/include/llvm/Object/ObjectFile.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
+#include "llvm/MC/MCContext.h"
+#include "llvm/MC/MCDisassembler/MCDisassembler.h"
+#include "llvm/MC/MCInstPrinter.h"
+#include "llvm/MC/MCInstrAnalysis.h"
+#include "llvm/MC/MCObjectFileInfo.h"
+#include "llvm/MC/MCSubtargetInfo.h"
+#include "llvm/Object/ObjectFile.h"
+#include "llvm/Target/TargetMachine.h"
 #include "tensorflow/compiler/xla/statusor.h"
 #include "tensorflow/compiler/xla/types.h"
 

tensorflow/compiler/xla/service/cpu/dot_op_emitter.cc

@@ -18,10 +18,10 @@ limitations under the License.
 #include <memory>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime.h"
 #include "tensorflow/compiler/xla/service/cpu/ir_emission_utils.h"
 #include "tensorflow/compiler/xla/service/hlo_module.h"

tensorflow/compiler/xla/service/cpu/dot_op_emitter.h

@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_CPU_DOT_OP_EMITTER_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_CPU_DOT_OP_EMITTER_H_
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
+#include "llvm/IR/IRBuilder.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"
 #include "tensorflow/compiler/xla/service/hlo_module_config.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"

tensorflow/compiler/xla/service/cpu/elemental_ir_emitter.cc

@@ -17,8 +17,8 @@ limitations under the License.
 
 #include <string>
 
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/service/hlo_opcode.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/cpu/elemental_ir_emitter.h

@@ -16,9 +16,9 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_CPU_ELEMENTAL_IR_EMITTER_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_CPU_ELEMENTAL_IR_EMITTER_H_
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/elemental_ir_emitter.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"
 #include "tensorflow/compiler/xla/statusor.h"

tensorflow/compiler/xla/service/cpu/ir_emitter.cc

@@ -26,14 +26,14 @@ limitations under the License.
 
 #include "tensorflow/core/platform/logging.h"
 // IWYU pragma: no_include "llvm/IR/Intrinsics.gen.inc"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Constants.h"
-#include "external/llvm/include/llvm/IR/GlobalVariable.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Intrinsics.h"
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/Target/TargetRegisterInfo.h"
-#include "external/llvm/include/llvm/Target/TargetSubtargetInfo.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Constants.h"
+#include "llvm/IR/GlobalVariable.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Intrinsics.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/Target/TargetRegisterInfo.h"
+#include "llvm/Target/TargetSubtargetInfo.h"
 #include "tensorflow/compiler/xla/layout_util.h"
 #include "tensorflow/compiler/xla/map_util.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"

tensorflow/compiler/xla/service/cpu/ir_emitter.h

@@ -22,11 +22,11 @@ limitations under the License.
 #include <unordered_map>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/Triple.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/ADT/Triple.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/dfs_hlo_visitor_with_default.h"
 #include "tensorflow/compiler/xla/service/hlo_computation.h"

tensorflow/compiler/xla/service/cpu/parallel_cpu_executable.cc

@@ -24,7 +24,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "external/llvm/include/llvm/ExecutionEngine/Orc/IRCompileLayer.h"
+#include "llvm/ExecutionEngine/Orc/IRCompileLayer.h"
 #include "tensorflow/compiler/xla/map_util.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime.h"

tensorflow/compiler/xla/service/cpu/simple_orc_jit.cc

@@ -21,11 +21,11 @@ limitations under the License.
 #include <list>
 #include <utility>
 
-#include "external/llvm/include/llvm/ExecutionEngine/ExecutionEngine.h"
-#include "external/llvm/include/llvm/ExecutionEngine/SectionMemoryManager.h"
-#include "external/llvm/include/llvm/IR/Mangler.h"
-#include "external/llvm/include/llvm/Support/CodeGen.h"
-#include "external/llvm/include/llvm/Support/Host.h"
+#include "llvm/ExecutionEngine/ExecutionEngine.h"
+#include "llvm/ExecutionEngine/SectionMemoryManager.h"
+#include "llvm/IR/Mangler.h"
+#include "llvm/Support/CodeGen.h"
+#include "llvm/Support/Host.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_runtime_avx.h"

tensorflow/compiler/xla/service/cpu/simple_orc_jit.h

@@ -20,11 +20,11 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/Triple.h"
-#include "external/llvm/include/llvm/ExecutionEngine/Orc/IRCompileLayer.h"
-#include "external/llvm/include/llvm/ExecutionEngine/Orc/RTDyldObjectLinkingLayer.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
+#include "llvm/ADT/Triple.h"
+#include "llvm/ExecutionEngine/Orc/IRCompileLayer.h"
+#include "llvm/ExecutionEngine/Orc/RTDyldObjectLinkingLayer.h"
+#include "llvm/IR/Module.h"
+#include "llvm/Target/TargetMachine.h"
 #include "tensorflow/compiler/xla/service/cpu/compiler_functor.h"
 #include "tensorflow/compiler/xla/service/cpu/disassembler.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/elemental_ir_emitter.cc

@@ -21,10 +21,10 @@ limitations under the License.
 #include <vector>
 
 // IWYU pragma: no_include "llvm/IR/Intrinsics.gen.inc"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Intrinsics.h"
-#include "external/llvm/include/llvm/Transforms/Utils/BasicBlockUtils.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Intrinsics.h"
+#include "llvm/Transforms/Utils/BasicBlockUtils.h"
 #include "tensorflow/compiler/xla/primitive_util.h"
 #include "tensorflow/compiler/xla/service/hlo_module.h"
 #include "tensorflow/compiler/xla/service/hlo_opcode.h"

tensorflow/compiler/xla/service/elemental_ir_emitter.h

@@ -18,9 +18,9 @@ limitations under the License.
 
 #include <unordered_map>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"
 #include "tensorflow/compiler/xla/service/hlo_module_config.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/loop_emitter.h"

tensorflow/compiler/xla/service/gpu/convolution_folding.cc

@@ -43,7 +43,7 @@ MatchBackwardFilter(HloInstruction* conv) {
                       ConvolutionDimensionNumbers());
   // Step 1: match the instruction pattern without considering the paddings and
   // dimension numbers just yet. We may need some generic pattern matcher
-  // similar to external/llvm/include/llvm/IR/PatternMatch.h
+  // similar to third_party/llvm/llvm/include/llvm/IR/PatternMatch.h
   //
   // Backward filter convolution is implemented in XLA as the forward
   // convolution of padded activations and dilated gradients. Padding on

tensorflow/compiler/xla/service/gpu/elemental_ir_emitter.cc

@@ -23,12 +23,12 @@ limitations under the License.
 #include "tensorflow/core/platform/types.h"
 // IWYU pragma: no_include "llvm/IR/Attributes.gen.inc"
 // IWYU pragma: no_include "llvm/IR/Intrinsics.gen.inc"
-#include "external/llvm/include/llvm/ADT/APInt.h"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Intrinsics.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Type.h"
+#include "llvm/ADT/APInt.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Intrinsics.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Type.h"
 #include "tensorflow/compiler/xla/literal_util.h"
 #include "tensorflow/compiler/xla/primitive_util.h"
 #include "tensorflow/compiler/xla/service/hlo_opcode.h"

tensorflow/compiler/xla/service/gpu/elemental_ir_emitter.h

@@ -20,8 +20,8 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/elemental_ir_emitter.h"
 #include "tensorflow/compiler/xla/service/hlo_computation.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"

tensorflow/compiler/xla/service/gpu/gpu_compiler.cc

@@ -19,10 +19,10 @@ limitations under the License.
 #include <functional>
 #include <utility>
 
-#include "external/llvm/include/llvm/IR/DiagnosticInfo.h"
-#include "external/llvm/include/llvm/IR/DiagnosticPrinter.h"
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/DiagnosticInfo.h"
+#include "llvm/IR/DiagnosticPrinter.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/protobuf_util.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/algebraic_simplifier.h"

tensorflow/compiler/xla/service/gpu/hlo_to_ir_bindings.cc

@@ -15,9 +15,9 @@ limitations under the License.
 
 #include "tensorflow/compiler/xla/service/gpu/hlo_to_ir_bindings.h"
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/Instructions.h"
 #include "tensorflow/compiler/xla/service/gpu/ir_emission_utils.h"
 #include "tensorflow/compiler/xla/service/hlo_opcode.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"

tensorflow/compiler/xla/service/gpu/hlo_to_ir_bindings.h

@@ -18,8 +18,8 @@ limitations under the License.
 
 #include <unordered_map>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/map_util.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"

tensorflow/compiler/xla/service/gpu/ir_emission_utils.cc

@@ -18,7 +18,7 @@ limitations under the License.
 #include <algorithm>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/layout_util.h"
 #include "tensorflow/compiler/xla/service/hlo_computation.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"

tensorflow/compiler/xla/service/gpu/ir_emission_utils.h

@@ -18,8 +18,8 @@ limitations under the License.
 
 #include <utility>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"
 
 namespace xla {

tensorflow/compiler/xla/service/gpu/ir_emitter.cc

@@ -20,10 +20,10 @@ limitations under the License.
 
 #include "tensorflow/core/platform/logging.h"
 // IWYU pragma: no_include "llvm/IR/Intrinsics.gen.inc"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Constants.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Constants.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/primitive_util.h"
 #include "tensorflow/compiler/xla/service/elemental_ir_emitter.h"
 #include "tensorflow/compiler/xla/service/gpu/elemental_ir_emitter.h"

tensorflow/compiler/xla/service/gpu/ir_emitter.h

@@ -35,9 +35,9 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/dfs_hlo_visitor_with_default.h"
 #include "tensorflow/compiler/xla/service/gpu/elemental_ir_emitter.h"

tensorflow/compiler/xla/service/gpu/ir_emitter_context.h

@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_GPU_IR_EMITTER_CONTEXT_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_GPU_IR_EMITTER_CONTEXT_H_
 
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/gpu/partition_assignment.h"
 #include "tensorflow/compiler/xla/service/name_uniquer.h"

tensorflow/compiler/xla/service/gpu/ir_emitter_nested.cc

@@ -16,10 +16,10 @@ limitations under the License.
 #include <memory>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Instructions.h"
 #include "tensorflow/compiler/xla/service/gpu/hlo_to_ir_bindings.h"
 #include "tensorflow/compiler/xla/service/gpu/ir_emitter.h"
 #include "tensorflow/compiler/xla/service/gpu/ir_emitter_context.h"

tensorflow/compiler/xla/service/gpu/ir_emitter_unnested.cc

@@ -17,13 +17,13 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/StringRef.h"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/ADT/StringRef.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/literal_util.h"
 #include "tensorflow/compiler/xla/ptr_util.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/dump_ir_pass.cc

@@ -15,9 +15,9 @@ limitations under the License.
 
 #include "tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/dump_ir_pass.h"
 
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/Support/FileSystem.h"
-#include "external/llvm/include/llvm/Support/raw_ostream.h"
+#include "llvm/IR/Module.h"
+#include "llvm/Support/FileSystem.h"
+#include "llvm/Support/raw_ostream.h"
 #include "tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/utils.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/core/lib/core/stringpiece.h"

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/dump_ir_pass.h

@@ -18,8 +18,8 @@ limitations under the License.
 
 #include <string>
 
-#include "external/llvm/include/llvm/IR/LegacyPassManager.h"
-#include "external/llvm/include/llvm/Pass.h"
+#include "llvm/IR/LegacyPassManager.h"
+#include "llvm/Pass.h"
 #include "tensorflow/compiler/xla/types.h"
 
 namespace xla {

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc

@@ -27,33 +27,33 @@ limitations under the License.
 #include "tensorflow/compiler/xla/status_macros.h"
 #include "tensorflow/compiler/xla/util.h"
 
-#include "external/llvm/include/llvm/ADT/STLExtras.h"
-#include "external/llvm/include/llvm/ADT/StringMap.h"
-#include "external/llvm/include/llvm/ADT/StringSet.h"
-#include "external/llvm/include/llvm/Analysis/TargetLibraryInfo.h"
-#include "external/llvm/include/llvm/Analysis/TargetTransformInfo.h"
-#include "external/llvm/include/llvm/Bitcode/BitcodeReader.h"
-#include "external/llvm/include/llvm/Bitcode/BitcodeWriter.h"
-#include "external/llvm/include/llvm/CodeGen/CommandFlags.h"
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/LegacyPassManager.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/LinkAllIR.h"
-#include "external/llvm/include/llvm/LinkAllPasses.h"
-#include "external/llvm/include/llvm/Linker/Linker.h"
-#include "external/llvm/include/llvm/PassRegistry.h"
-#include "external/llvm/include/llvm/Support/CommandLine.h"
-#include "external/llvm/include/llvm/Support/FileSystem.h"
-#include "external/llvm/include/llvm/Support/FormattedStream.h"
-#include "external/llvm/include/llvm/Support/TargetRegistry.h"
-#include "external/llvm/include/llvm/Support/TargetSelect.h"
-#include "external/llvm/include/llvm/Support/ToolOutputFile.h"
-#include "external/llvm/include/llvm/Target/TargetMachine.h"
-#include "external/llvm/include/llvm/Transforms/IPO.h"
-#include "external/llvm/include/llvm/Transforms/IPO/AlwaysInliner.h"
-#include "external/llvm/include/llvm/Transforms/IPO/PassManagerBuilder.h"
+#include "llvm/ADT/STLExtras.h"
+#include "llvm/ADT/StringMap.h"
+#include "llvm/ADT/StringSet.h"
+#include "llvm/Analysis/TargetLibraryInfo.h"
+#include "llvm/Analysis/TargetTransformInfo.h"
+#include "llvm/Bitcode/BitcodeReader.h"
+#include "llvm/Bitcode/BitcodeWriter.h"
+#include "llvm/CodeGen/CommandFlags.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/LegacyPassManager.h"
+#include "llvm/IR/Module.h"
+#include "llvm/LinkAllIR.h"
+#include "llvm/LinkAllPasses.h"
+#include "llvm/Linker/Linker.h"
+#include "llvm/PassRegistry.h"
+#include "llvm/Support/CommandLine.h"
+#include "llvm/Support/FileSystem.h"
+#include "llvm/Support/FormattedStream.h"
+#include "llvm/Support/TargetRegistry.h"
+#include "llvm/Support/TargetSelect.h"
+#include "llvm/Support/ToolOutputFile.h"
+#include "llvm/Target/TargetMachine.h"
+#include "llvm/Transforms/IPO.h"
+#include "llvm/Transforms/IPO/AlwaysInliner.h"
+#include "llvm/Transforms/IPO/PassManagerBuilder.h"
 
-#include "external/llvm/include/llvm/Transforms/IPO/Internalize.h"
+#include "llvm/Transforms/IPO/Internalize.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
@@ -178,7 +178,7 @@ std::unique_ptr<llvm::TargetMachine> GetTargetMachine(
   target_options.MCOptions.AsmVerbose = false;
 
   // The selection of codegen optimization level is copied from function
-  // GetCodeGenOptLevel in //external/llvm/tools/opt/opt.cpp.
+  // GetCodeGenOptLevel in //third_party/llvm/llvm/tools/opt/opt.cpp.
   CodeGenOpt::Level codegen_opt_level;
   switch (hlo_module_config.debug_options().xla_backend_optimization_level()) {
     case 1:

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.h

@@ -20,7 +20,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/service/hlo_module_config.h"
 #include "tensorflow/compiler/xla/statusor.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/utils.cc

@@ -17,10 +17,10 @@ limitations under the License.
 
 #include "tensorflow/core/platform/logging.h"
 
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IRReader/IRReader.h"
-#include "external/llvm/include/llvm/Support/SourceMgr.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IRReader/IRReader.h"
+#include "llvm/Support/SourceMgr.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/strings/strcat.h"

tensorflow/compiler/xla/service/gpu/llvm_gpu_backend/utils_test.cc

@@ -19,8 +19,8 @@ limitations under the License.
 
 #include "tensorflow/core/lib/io/path.h"
 
-#include "external/llvm/include/llvm/IR/LLVMContext.h"
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/LLVMContext.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/core/platform/test.h"
 

tensorflow/compiler/xla/service/gpu/parallel_loop_emitter.cc

@@ -20,8 +20,8 @@ limitations under the License.
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/types.h"
 // IWYU pragma: no_include "llvm/IR/Intrinsics.gen.inc"
-#include "external/llvm/include/llvm/IR/Intrinsics.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/Intrinsics.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_loop.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/shape_util.h"

tensorflow/compiler/xla/service/gpu/parallel_loop_emitter.h

@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_GPU_PARALLEL_LOOP_EMITTER_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_GPU_PARALLEL_LOOP_EMITTER_H_
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
+#include "llvm/IR/IRBuilder.h"
 #include "tensorflow/compiler/xla/service/gpu/partition_assignment.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/loop_emitter.h"

tensorflow/compiler/xla/service/llvm_ir/alias_analysis.cc

@@ -17,7 +17,7 @@ limitations under the License.
 
 #include <unordered_set>
 
-#include "external/llvm/include/llvm/IR/MDBuilder.h"
+#include "llvm/IR/MDBuilder.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/service/logical_buffer.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/llvm_ir/alias_analysis.h

@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_LLVM_IR_ALIAS_ANALYSIS_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_LLVM_IR_ALIAS_ANALYSIS_H_
 
-#include "external/llvm/include/llvm/IR/Module.h"
+#include "llvm/IR/Module.h"
 #include "tensorflow/compiler/xla/service/buffer_assignment.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"

tensorflow/compiler/xla/service/llvm_ir/fused_ir_emitter.cc

@@ -17,8 +17,8 @@ limitations under the License.
 
 #include <functional>
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/elemental_ir_emitter.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"

tensorflow/compiler/xla/service/llvm_ir/fused_ir_emitter.h

@@ -19,8 +19,8 @@ limitations under the License.
 #include <map>
 #include <unordered_map>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/dfs_hlo_visitor_with_default.h"
 #include "tensorflow/compiler/xla/service/elemental_ir_emitter.h"
 #include "tensorflow/compiler/xla/service/hlo_instruction.h"

tensorflow/compiler/xla/service/llvm_ir/ir_array.cc

@@ -15,8 +15,8 @@ limitations under the License.
 
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 
-#include "external/llvm/include/llvm/IR/Constants.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
+#include "llvm/IR/Constants.h"
+#include "llvm/IR/Instructions.h"
 #include "tensorflow/compiler/xla/layout_util.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/shape_util.h"

tensorflow/compiler/xla/service/llvm_ir/ir_array.h

@@ -19,8 +19,8 @@ limitations under the License.
 #include <map>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/map_util.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/compiler/xla/xla_data.pb.h"

tensorflow/compiler/xla/service/llvm_ir/llvm_loop.cc

@@ -18,9 +18,9 @@ limitations under the License.
 #include <numeric>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/Constants.h"
-#include "external/llvm/include/llvm/IR/Function.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
+#include "llvm/IR/Constants.h"
+#include "llvm/IR/Function.h"
+#include "llvm/IR/Instructions.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/shape_util.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/llvm_ir/llvm_loop.h

@@ -19,9 +19,9 @@ limitations under the License.
 #include <memory>
 #include <string>
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/compiler/xla/xla_data.pb.h"

tensorflow/compiler/xla/service/llvm_ir/llvm_util.cc

@@ -18,9 +18,9 @@ limitations under the License.
 #include <algorithm>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/MDBuilder.h"
-#include "external/llvm/include/llvm/IR/Operator.h"
-#include "external/llvm/include/llvm/Target/TargetOptions.h"
+#include "llvm/IR/MDBuilder.h"
+#include "llvm/IR/Operator.h"
+#include "llvm/Target/TargetOptions.h"
 #include "tensorflow/compiler/xla/layout_util.h"
 #include "tensorflow/compiler/xla/literal_util.h"
 #include "tensorflow/compiler/xla/shape_util.h"

tensorflow/compiler/xla/service/llvm_ir/llvm_util.h

@@ -20,13 +20,13 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/StringRef.h"
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Instructions.h"
-#include "external/llvm/include/llvm/IR/Module.h"
-#include "external/llvm/include/llvm/IR/Value.h"
-#include "external/llvm/include/llvm/Support/raw_ostream.h"
+#include "llvm/ADT/StringRef.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Instructions.h"
+#include "llvm/IR/Module.h"
+#include "llvm/IR/Value.h"
+#include "llvm/Support/raw_ostream.h"
 #include "tensorflow/compiler/xla/literal_util.h"
 #include "tensorflow/compiler/xla/types.h"
 #include "tensorflow/compiler/xla/xla_data.pb.h"

tensorflow/compiler/xla/service/llvm_ir/loop_emitter.h

@@ -18,9 +18,9 @@ limitations under the License.
 
 #include <functional>
 
-#include "external/llvm/include/llvm/IR/BasicBlock.h"
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/BasicBlock.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 #include "tensorflow/compiler/xla/statusor.h"
 

tensorflow/compiler/xla/service/llvm_ir/ops.cc

@@ -19,7 +19,7 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "external/llvm/include/llvm/IR/Instructions.h"
+#include "llvm/IR/Instructions.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/llvm_util.h"
 #include "tensorflow/compiler/xla/shape_util.h"
 #include "tensorflow/compiler/xla/types.h"

tensorflow/compiler/xla/service/llvm_ir/ops.h

@@ -16,8 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_LLVM_IR_OPS_H_
 #define TENSORFLOW_COMPILER_XLA_SERVICE_LLVM_IR_OPS_H_
 
-#include "external/llvm/include/llvm/IR/IRBuilder.h"
-#include "external/llvm/include/llvm/IR/Value.h"
+#include "llvm/IR/IRBuilder.h"
+#include "llvm/IR/Value.h"
 #include "tensorflow/compiler/xla/service/llvm_ir/ir_array.h"
 #include "tensorflow/core/lib/gtl/array_slice.h"
 #include "tensorflow/core/platform/types.h"

tensorflow/compiler/xla/tests/local_client_aot_test_helper.cc

@@ -19,7 +19,7 @@ limitations under the License.
 #include <iostream>
 #include <vector>
 
-#include "external/llvm/include/llvm/ADT/Triple.h"
+#include "llvm/ADT/Triple.h"
 #include "tensorflow/compiler/xla/client/client_library.h"
 #include "tensorflow/compiler/xla/client/computation_builder.h"
 #include "tensorflow/compiler/xla/service/cpu/cpu_compiler.h"

tensorflow/docs_src/programmers_guide/datasets.md

@@ -122,7 +122,7 @@ dataset3 = dataset3.filter(lambda x, (y, z): ...)
 
 One you have built a `Dataset` to represent your input data, the next step is to
 create an `Iterator` to access elements from that dataset.  The `Dataset` API
-currently supports three kinds of iterator, in increasing level of
+currently supports the following iterators, in increasing level of
 sophistication:
 
 * **one-shot**,