From 7079b374a1973c7c0b1642c78eb1974970c3609e Mon Sep 17 00:00:00 2001
From: gaurip2 <gaurip2@illinois.edu>
Date: Thu, 14 Apr 2022 15:50:46 -0500
Subject: [PATCH] Changed references from HeteroC++ and HeteroC to Hetero-C++

---
 hpvm/docs/tutorials/1-heterocpp.rst | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/hpvm/docs/tutorials/1-heterocpp.rst b/hpvm/docs/tutorials/1-heterocpp.rst
index 1fb67c3c96..fdec2c435d 100644
--- a/hpvm/docs/tutorials/1-heterocpp.rst
+++ b/hpvm/docs/tutorials/1-heterocpp.rst
@@ -3,11 +3,11 @@ Writing a Hetero-C++ Program and Compiling it with HPVM
 
 We will write a simple Matrix Multiplication kernel
 to illustrate how to compile a program through HPVM to target CPU, GPU or the FPGA.
-The implementation will be written using ``HeteroC++``,
+The implementation will be written using ``Hetero-C++``,
 a parallel dialect of C/C++ which describes hierarchical Task-level and Data-level parallelism
 and compiles through HPVM.
 
-Writing a Program in HeteroC++
+Writing a Program in Hetero-C++
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 We start with a scalar implementation of Matrix Multiplication written in ``C++``.
@@ -37,7 +37,7 @@ and the innermost loop iterates over loop index variable ``k``.
 We can see that the iterations over ``i`` and ``j`` are independent of each other
 and hence can be executed in parallel to each other.
 The inner-most loop however is performing a reduction operation and can not be paralleled with HPVM.
-We can describe the above information in HeteroC++ with the ``__hetero_parallel_loop`` marker function,
+We can describe the above information in Hetero-C++ with the ``__hetero_parallel_loop`` marker function,
 as shown below.
 
 .. code:: cpp
@@ -149,7 +149,7 @@ To actually invoke the DFG with specific arguments, we write the following host
 The `__hetero_launch` call generates the host code to prepare the arguments to be passed into the HPVM DFG
 as well as generates HPVM Runtime method calls for managing memory between compute devices.
 
-Compiling the Program from HeteroC++ to HPVM-C
+Compiling the Program from Hetero-C++ to HPVM-C
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
 To compile the above program, we first generate the LLVM IR Bitcode for the C++ file, using the following command:
@@ -158,7 +158,7 @@ To compile the above program, we first generate the LLVM IR Bitcode for the C++
 
   $LLVM_BUILD_DIR/bin/clang -fno-discard-value-names -DDEVICE={CPU_TARGET,GPU_TARGET,FPGA_TARGET} -O1 -S -emit-llvm -I../include/ src/matmul.cc -o src/matmul.ll
 
-Then, we run the generated bitcode file through the `HeteroC++` frontend
+Then, we run the generated bitcode file through the `Hetero-C++` frontend
 which converts the input program into `HPVM-C` representation which can be compiled through HPVM. `HPVM-C` is the low level representation to describe HPVM programs which directly maps to intrinsics in HPVM.
 
 .. code:: console
@@ -190,7 +190,7 @@ To compile the matrix multiplication program to the CPU we run the following com
     hpvm-clang -DDEVICE=CPU_TARGET --hetero-cc --hpvm-target -cpu src/matmul.cc -o src/matmul.cpu
 
 
-The above command would run the ``HeteroC++`` frontend and the ``HPVM`` Backend transformations to generate the executable ``src/matmul.cpu``. The `-DDEVICE` preprocessor directive simply sets the `__hetero_hint` argument to specify the node should be compiled to the CPU.
+The above command would run the ``Hetero-C++`` frontend and the ``HPVM`` Backend transformations to generate the executable ``src/matmul.cpu``. The `-DDEVICE` preprocessor directive simply sets the `__hetero_hint` argument to specify the node should be compiled to the CPU.
 
 
 ================
@@ -217,7 +217,7 @@ To compile the matrix multiplication program to the FPGA we run the following co
     hpvm-clang -DDEVICE=FPGA_TARGET --hetero-cc --hpvm-target gpu src/matmul.cc -o src/matmul.FPGA
 
 
-The above command would run the ``HeteroC++`` frontend and the ``HPVM`` Backend transformations to generate the executable ``src/matmul.fpga`` along with the OpenCL kernel which will execute on the FPGA.
+The above command would run the ``Hetero-C++`` frontend and the ``HPVM`` Backend transformations to generate the executable ``src/matmul.fpga`` along with the OpenCL kernel which will execute on the FPGA.
 
 
 Compiling the HPVM-C program through HPVM
-- 
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