From 08a130045044e40656cdada02cc9396e4930088e Mon Sep 17 00:00:00 2001
From: Alejandro Saucedo <axsauze@gmail.com>
Date: Mon, 31 Aug 2020 16:01:27 +0100
Subject: [PATCH] Migrated default base type of tensor to float

---
 README.md                                     |  13 +-
 shaders/glsl/opmult.comp                      |   6 +-
 single_include/kompute/Kompute.hpp            | 153 +++++++++---------
 src/Tensor.cpp                                |   8 +-
 src/include/kompute/Tensor.hpp                |   8 +-
 src/include/kompute/shaders/shaderopmult.hpp  | 145 ++++++++---------
 test/TestManager.cpp                          |   6 +-
 test/TestMultipleAlgoExecutions.cpp           |  12 +-
 test/TestOpCreateTensor.cpp                   |  18 +--
 test/TestOpShadersFromStringAndFile.cpp       |  20 +--
 test/TestTensor.cpp                           |   6 +-
 .../shaders/shadertest_op_custom_shader.hpp   | 105 ++++++------
 test/shaders/glsl/test_op_custom_shader.comp  |   4 +-
 13 files changed, 255 insertions(+), 249 deletions(-)

diff --git a/README.md b/README.md
index bf87280ee..86b8575df 100644
--- a/README.md
+++ b/README.md
@@ -54,9 +54,10 @@ int main() {
 
     kp::Manager mgr; // Automatically selects Device 0
 
-    auto tensorLhs = std::make_shared<kp::Tensor>(kp::Tensor({ 0, 1, 2 }));
-    auto tensorRhs = std::make_shared<kp::Tensor>(kp::Tensor({ 2, 4, 6 }));
-    auto tensorOut = std::make_shared<kp::Tensor>(kp::Tensor({ 0, 0, 0 }));
+    // Create 3 tensors of default type float
+    auto tensorLhs = std::make_shared<kp::Tensor<>>(kp::Tensor<>({ 0., 1., 2. }));
+    auto tensorRhs = std::make_shared<kp::Tensor<>>(kp::Tensor<>({ 2., 4., 6. }));
+    auto tensorOut = std::make_shared<kp::Tensor<>>(kp::Tensor<>({ 0., 0., 0. }));
 
     // Create tensor data in GPU
     mgr.evalOpDefault<kp::OpCreateTensor>({ tensorLhs, tensorRhs, tensorOut });
@@ -67,8 +68,8 @@ int main() {
         true, // Whether to retrieve the output from GPU memory
         std::vector<char>(shader.begin(), shader.end()));
 
-    std::cout << fmt::format("Output: {}", tensorOutput.data()) << std::endl;
     // Prints the output which is { 0, 4, 12 }
+    std::cout << fmt::format("Output: {}", tensorOutput.data()) << std::endl;
 }
 ```
 
@@ -104,9 +105,9 @@ int main() {
         true, // Whether to retrieve the output from GPU memory
         std::vector<char>(shader.begin(), shader.end()));
 
+    // Prints the output which is A: { 0, 1, 2 } B: { 3, 4, 5 }
     std::cout << fmt::format("A: {}, B: {}", 
         tensorA.data(), tensorB.data()) << std::endl;
-    // Prints the output which is A: { 0, 1, 2 } B: { 3, 4, 5 }
 }
 ```
 
@@ -129,9 +130,9 @@ int main() {
         true, // Whether to retrieve the output from GPU memory
         "path/to/shader.comp");
 
+    // Prints the output which is A: { 0, 1, 2 } B: { 3, 4, 5 }
     std::cout << fmt::format("A: {}, B: {}", 
         tensorA.data(), tensorB.data()) << std::endl;
-    // Prints the output which is A: { 0, 1, 2 } B: { 3, 4, 5 }
 }
 ```
 
diff --git a/shaders/glsl/opmult.comp b/shaders/glsl/opmult.comp
index 0fadce888..213fd2643 100644
--- a/shaders/glsl/opmult.comp
+++ b/shaders/glsl/opmult.comp
@@ -1,15 +1,15 @@
 #version 450
 
 layout(set = 0, binding = 0) buffer tensorLhs {
-   uint valuesLhs[ ];
+   float valuesLhs[ ];
 };
 
 layout(set = 0, binding = 1) buffer tensorRhs {
-   uint valuesRhs[ ];
+   float valuesRhs[ ];
 };
 
 layout(set = 0, binding = 2) buffer tensorOutput {
-   uint valuesOutput[ ];
+   float valuesOutput[ ];
 };
 
 layout (constant_id = 0) const uint LEN_LHS = 0;
diff --git a/single_include/kompute/Kompute.hpp b/single_include/kompute/Kompute.hpp
index 4d7bd0c6b..1016da63d 100755
--- a/single_include/kompute/Kompute.hpp
+++ b/single_include/kompute/Kompute.hpp
@@ -36,7 +36,7 @@ namespace kp {
 namespace shader_data {
 static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x08, 0x00, 0x08, 0x00,
-  0x2d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
+  0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
   0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
   0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -51,51 +51,51 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x05, 0x00, 0x08, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47,
   0x6c, 0x6f, 0x62, 0x61, 0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74,
   0x69, 0x6f, 0x6e, 0x49, 0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x06, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x4f, 0x75,
+  0x12, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x4f, 0x75,
   0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x07, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
+  0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
   0x65, 0x73, 0x4f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00,
-  0x05, 0x00, 0x03, 0x00, 0x13, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x05, 0x00, 0x05, 0x00, 0x18, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73,
+  0x05, 0x00, 0x03, 0x00, 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x05, 0x00, 0x05, 0x00, 0x19, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73,
   0x6f, 0x72, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
+  0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
   0x65, 0x73, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
-  0x1a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
-  0x20, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x52, 0x68,
-  0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
+  0x21, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x52, 0x68,
+  0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x21, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x73, 0x52, 0x68,
-  0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x22, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x29, 0x00, 0x00, 0x00,
   0x4c, 0x45, 0x4e, 0x5f, 0x4c, 0x48, 0x53, 0x00, 0x05, 0x00, 0x04, 0x00,
-  0x29, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f, 0x52, 0x48, 0x53, 0x00,
-  0x05, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f,
+  0x2a, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f, 0x52, 0x48, 0x53, 0x00,
+  0x05, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f,
   0x4f, 0x55, 0x54, 0x00, 0x47, 0x00, 0x04, 0x00, 0x0b, 0x00, 0x00, 0x00,
   0x0b, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
-  0x48, 0x00, 0x05, 0x00, 0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x11, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
+  0x48, 0x00, 0x05, 0x00, 0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
   0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x13, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x17, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
+  0x14, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x18, 0x00, 0x00, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00,
   0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x1a, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1b, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x20, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
+  0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00, 0x21, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00,
   0x21, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x28, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x29, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00,
+  0x29, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x2c, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x2d, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
   0x13, 0x00, 0x02, 0x00, 0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x03, 0x00,
   0x03, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -107,32 +107,33 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
   0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
   0x0d, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1d, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1e, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
-  0x20, 0x00, 0x04, 0x00, 0x12, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x12, 0x00, 0x00, 0x00,
-  0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
-  0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x17, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x17, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x19, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
-  0x19, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x20, 0x00, 0x04, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x1f, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00,
-  0x1f, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
-  0x21, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1d, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x1e, 0x00, 0x03, 0x00, 0x12, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00,
+  0x14, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
+  0x15, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+  0x2b, 0x00, 0x04, 0x00, 0x15, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x18, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
+  0x1a, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x04, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
+  0x22, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x29, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00,
+  0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00,
+  0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x06, 0x00, 0x09, 0x00, 0x00, 0x00,
-  0x2c, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x00, 0x00, 0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x2d, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
+  0x2c, 0x00, 0x00, 0x00, 0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00,
   0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
   0xf8, 0x00, 0x02, 0x00, 0x05, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
   0x07, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
@@ -140,24 +141,24 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x0b, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00,
   0x3e, 0x00, 0x03, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00,
   0x08, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1b, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
-  0x1c, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00,
-  0x15, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
-  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x24, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x23, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x25, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x84, 0x00, 0x05, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
-  0x25, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x27, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x16, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x27, 0x00, 0x00, 0x00,
-  0x26, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
+  0x1c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
+  0x1d, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
+  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x25, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x24, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x26, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00,
+  0x26, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x28, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x17, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x27, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
 };
-static unsigned const int shaders_glsl_opmult_comp_spv_len = 1452;
+static unsigned const int shaders_glsl_opmult_comp_spv_len = 1464;
 }
 }
 #endif // define SHADEROP_SHADEROPMULT_HPP
@@ -204,7 +205,7 @@ class Tensor
      *  @param data Vector of data that will be used by the tensor
      *  @param tensorType Type for the tensor which is of type TensorTypes
      */
-    Tensor(std::vector<uint32_t> data,
+    Tensor(std::vector<float> data,
            TensorTypes tensorType = TensorTypes::eDevice);
 
     /**
@@ -232,7 +233,7 @@ class Tensor
      *
      * @return Vector of elements representing the data in the tensor.
      */
-    std::vector<uint32_t> data();
+    std::vector<float> data();
     /**
      * Returns the size/magnitude of the Tensor, which will be the total number
      * of elements across all dimensions
@@ -265,7 +266,7 @@ class Tensor
      * Sets / resets the vector data of the tensor. This function does not
      * perform any copies into GPU memory and is only performed on the host.
      */
-    void setData(const std::vector<uint32_t>& data);
+    void setData(const std::vector<float>& data);
 
     /**
      * Records a copy from the memory of the tensor provided to the current
@@ -325,7 +326,7 @@ class Tensor
     bool mFreeMemory;
 
     // -------------- ALWAYS OWNED RESOURCES
-    std::vector<uint32_t> mData;
+    std::vector<float> mData;
 
     TensorTypes mTensorType = TensorTypes::eDevice;
 
diff --git a/src/Tensor.cpp b/src/Tensor.cpp
index 7bbcfb3d6..2aa50ecba 100644
--- a/src/Tensor.cpp
+++ b/src/Tensor.cpp
@@ -13,7 +13,7 @@ Tensor::Tensor()
     this->mTensorType = TensorTypes::eDevice;
 }
 
-Tensor::Tensor(std::vector<uint32_t> data, TensorTypes tensorType)
+Tensor::Tensor(std::vector<float> data, TensorTypes tensorType)
 {
     SPDLOG_DEBUG(
       "Kompute Tensor constructor data: {}, and type: {}", data, tensorType);
@@ -52,7 +52,7 @@ Tensor::init(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
     this->createBuffer();
 }
 
-std::vector<uint32_t>
+std::vector<float>
 Tensor::data()
 {
     return this->mData;
@@ -61,7 +61,7 @@ Tensor::data()
 uint64_t
 Tensor::memorySize()
 {
-    return this->size() * sizeof(uint32_t);
+    return this->size() * sizeof(float);
 }
 
 uint32_t
@@ -89,7 +89,7 @@ Tensor::isInit()
 }
 
 void
-Tensor::setData(const std::vector<uint32_t>& data)
+Tensor::setData(const std::vector<float>& data)
 {
     this->mData = data;
 }
diff --git a/src/include/kompute/Tensor.hpp b/src/include/kompute/Tensor.hpp
index d5649f17b..629c64ab9 100644
--- a/src/include/kompute/Tensor.hpp
+++ b/src/include/kompute/Tensor.hpp
@@ -42,7 +42,7 @@ class Tensor
      *  @param data Vector of data that will be used by the tensor
      *  @param tensorType Type for the tensor which is of type TensorTypes
      */
-    Tensor(std::vector<uint32_t> data,
+    Tensor(std::vector<float> data,
            TensorTypes tensorType = TensorTypes::eDevice);
 
     /**
@@ -70,7 +70,7 @@ class Tensor
      *
      * @return Vector of elements representing the data in the tensor.
      */
-    std::vector<uint32_t> data();
+    std::vector<float> data();
     /**
      * Returns the size/magnitude of the Tensor, which will be the total number
      * of elements across all dimensions
@@ -103,7 +103,7 @@ class Tensor
      * Sets / resets the vector data of the tensor. This function does not
      * perform any copies into GPU memory and is only performed on the host.
      */
-    void setData(const std::vector<uint32_t>& data);
+    void setData(const std::vector<float>& data);
 
     /**
      * Records a copy from the memory of the tensor provided to the current
@@ -163,7 +163,7 @@ class Tensor
     bool mFreeMemory;
 
     // -------------- ALWAYS OWNED RESOURCES
-    std::vector<uint32_t> mData;
+    std::vector<float> mData;
 
     TensorTypes mTensorType = TensorTypes::eDevice;
 
diff --git a/src/include/kompute/shaders/shaderopmult.hpp b/src/include/kompute/shaders/shaderopmult.hpp
index 5f970a317..4900dd4f1 100755
--- a/src/include/kompute/shaders/shaderopmult.hpp
+++ b/src/include/kompute/shaders/shaderopmult.hpp
@@ -25,7 +25,7 @@ namespace kp {
 namespace shader_data {
 static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x08, 0x00, 0x08, 0x00,
-  0x2d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
+  0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
   0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
   0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -40,51 +40,51 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x05, 0x00, 0x08, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47,
   0x6c, 0x6f, 0x62, 0x61, 0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74,
   0x69, 0x6f, 0x6e, 0x49, 0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x06, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x4f, 0x75,
+  0x12, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x4f, 0x75,
   0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x07, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
+  0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
   0x65, 0x73, 0x4f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00,
-  0x05, 0x00, 0x03, 0x00, 0x13, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x05, 0x00, 0x05, 0x00, 0x18, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73,
+  0x05, 0x00, 0x03, 0x00, 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x05, 0x00, 0x05, 0x00, 0x19, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73,
   0x6f, 0x72, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
+  0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
   0x65, 0x73, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
-  0x1a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
-  0x20, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x52, 0x68,
-  0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
+  0x21, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x52, 0x68,
+  0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x21, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x73, 0x52, 0x68,
-  0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x22, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x29, 0x00, 0x00, 0x00,
   0x4c, 0x45, 0x4e, 0x5f, 0x4c, 0x48, 0x53, 0x00, 0x05, 0x00, 0x04, 0x00,
-  0x29, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f, 0x52, 0x48, 0x53, 0x00,
-  0x05, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f,
+  0x2a, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f, 0x52, 0x48, 0x53, 0x00,
+  0x05, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f,
   0x4f, 0x55, 0x54, 0x00, 0x47, 0x00, 0x04, 0x00, 0x0b, 0x00, 0x00, 0x00,
   0x0b, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
-  0x48, 0x00, 0x05, 0x00, 0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x11, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
+  0x48, 0x00, 0x05, 0x00, 0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
   0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x13, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x17, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
+  0x14, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x18, 0x00, 0x00, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00,
   0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x1a, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1b, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x20, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
+  0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00, 0x21, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00,
   0x21, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x28, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x29, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00,
+  0x29, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x2c, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x2d, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
   0x13, 0x00, 0x02, 0x00, 0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x03, 0x00,
   0x03, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -96,32 +96,33 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
   0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
   0x0d, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1d, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1e, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
-  0x20, 0x00, 0x04, 0x00, 0x12, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x12, 0x00, 0x00, 0x00,
-  0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
-  0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x17, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x17, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x19, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
-  0x19, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x20, 0x00, 0x04, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x1f, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00,
-  0x1f, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
-  0x21, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x1d, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x1e, 0x00, 0x03, 0x00, 0x12, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00,
+  0x14, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
+  0x15, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+  0x2b, 0x00, 0x04, 0x00, 0x15, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x18, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
+  0x1a, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x04, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
+  0x22, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x29, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00,
+  0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00,
+  0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x06, 0x00, 0x09, 0x00, 0x00, 0x00,
-  0x2c, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00,
-  0x2b, 0x00, 0x00, 0x00, 0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x2d, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
+  0x2c, 0x00, 0x00, 0x00, 0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00,
   0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
   0xf8, 0x00, 0x02, 0x00, 0x05, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
   0x07, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
@@ -129,24 +130,24 @@ static unsigned const char shaders_glsl_opmult_comp_spv[] = {
   0x0b, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00,
   0x3e, 0x00, 0x03, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00,
   0x08, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1b, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
-  0x1c, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00,
-  0x15, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
-  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x24, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x23, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x25, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x84, 0x00, 0x05, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
-  0x25, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x27, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x16, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x27, 0x00, 0x00, 0x00,
-  0x26, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
+  0x1c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
+  0x1d, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
+  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x25, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x24, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x26, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00,
+  0x26, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x28, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x17, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00,
+  0x27, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
 };
-static unsigned const int shaders_glsl_opmult_comp_spv_len = 1452;
+static unsigned const int shaders_glsl_opmult_comp_spv_len = 1464;
 }
 }
 #endif // define SHADEROP_SHADEROPMULT_HPP
diff --git a/test/TestManager.cpp b/test/TestManager.cpp
index 1e59dfcf4..7c67501e7 100755
--- a/test/TestManager.cpp
+++ b/test/TestManager.cpp
@@ -38,7 +38,7 @@ TEST_CASE("End to end OpMult Flow should execute correctly from manager") {
         spdlog::info("OpMult call success");
         spdlog::info("Tensor output: {}", tensorOutput->data());
 
-        REQUIRE(tensorOutput->data() == std::vector<uint32_t>{0, 4, 12});
+        REQUIRE(tensorOutput->data() == std::vector<float>{0, 4, 12});
     }
 
     spdlog::info("Called manager eval success END PROGRAM");
@@ -88,7 +88,7 @@ TEST_CASE("End to end OpMult Flow should execute correctly from sequence") {
     spdlog::info("OpMult call success");
     spdlog::info("Tensor output: {}", tensorOutput->data());
 
-    REQUIRE(tensorOutput->data() == std::vector<uint32_t>{0, 4, 12});
+    REQUIRE(tensorOutput->data() == std::vector<float>{0, 4, 12});
 
     spdlog::info("Called manager eval success END PROGRAM");
 }
@@ -159,7 +159,7 @@ TEST_CASE("End to end OpMult Flow with OpCreateTensor called with multiple tenso
     spdlog::info("OpMult call success");
     spdlog::info("Tensor output: {}", tensorOutput->data());
 
-    REQUIRE(tensorOutput->data() == std::vector<uint32_t>{0, 4, 12});
+    REQUIRE(tensorOutput->data() == std::vector<float>{0, 4, 12});
 
     spdlog::info("Called manager eval success END PROGRAM");
 }
diff --git a/test/TestMultipleAlgoExecutions.cpp b/test/TestMultipleAlgoExecutions.cpp
index d3a696318..ac0576f6c 100644
--- a/test/TestMultipleAlgoExecutions.cpp
+++ b/test/TestMultipleAlgoExecutions.cpp
@@ -14,7 +14,7 @@ TEST_CASE("test_multiple_algo_exec_single_cmd_buf_record") {
     std::string shader(
         "#version 450\n"
         "layout (local_size_x = 1) in;\n"
-        "layout(set = 0, binding = 0) buffer a { uint pa[]; };\n"
+        "layout(set = 0, binding = 0) buffer a { float pa[]; };\n"
         "void main() {\n"
         "    uint index = gl_GlobalInvocationID.x;\n"
         "    pa[index] = pa[index] + 1;\n"
@@ -45,7 +45,7 @@ TEST_CASE("test_multiple_algo_exec_single_cmd_buf_record") {
     }
     sqWeakPtr.reset();
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{3, 3, 3});
+    REQUIRE(tensorA->data() == std::vector<float>{3, 3, 3});
 }
 
 TEST_CASE("test_multiple_algo_exec_multiple_record") {
@@ -57,7 +57,7 @@ TEST_CASE("test_multiple_algo_exec_multiple_record") {
     std::string shader(
         "#version 450\n"
         "layout (local_size_x = 1) in;\n"
-        "layout(set = 0, binding = 0) buffer a { uint pa[]; };\n"
+        "layout(set = 0, binding = 0) buffer a { float pa[]; };\n"
         "void main() {\n"
         "    uint index = gl_GlobalInvocationID.x;\n"
         "    pa[index] = pa[index] + 1;\n"
@@ -100,7 +100,7 @@ TEST_CASE("test_multiple_algo_exec_multiple_record") {
     }
     sqWeakPtr.reset();
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{3, 3, 3});
+    REQUIRE(tensorA->data() == std::vector<float>{3, 3, 3});
 
 }
 
@@ -113,7 +113,7 @@ TEST_CASE("test_multiple_algo_exec_multiple_sequence") {
     std::string shader(
         "#version 450\n"
         "layout (local_size_x = 1) in;\n"
-        "layout(set = 0, binding = 0) buffer a { uint pa[]; };\n"
+        "layout(set = 0, binding = 0) buffer a { float pa[]; };\n"
         "void main() {\n"
         "    uint index = gl_GlobalInvocationID.x;\n"
         "    pa[index] = pa[index] + 1;\n"
@@ -162,6 +162,6 @@ TEST_CASE("test_multiple_algo_exec_multiple_sequence") {
         sq->eval();
     }
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{3, 3, 3});
+    REQUIRE(tensorA->data() == std::vector<float>{3, 3, 3});
 }
 
diff --git a/test/TestOpCreateTensor.cpp b/test/TestOpCreateTensor.cpp
index 1774d3d63..a9d6d02dc 100644
--- a/test/TestOpCreateTensor.cpp
+++ b/test/TestOpCreateTensor.cpp
@@ -9,7 +9,7 @@ TEST_CASE("test_opcreatetensor_create_single_tensor") {
 
     kp::Manager mgr;
 
-    std::vector<uint32_t> testVecA{ 9, 8, 7 };
+    std::vector<float> testVecA{ 9, 8, 7 };
 
     std::shared_ptr<kp::Tensor> tensorA{new kp::Tensor(testVecA)};
 
@@ -27,8 +27,8 @@ TEST_CASE("test_opcreatetensor_create_multiple_tensors_single_op") {
 
     kp::Manager mgr;
 
-    std::vector<uint32_t> testVecA{ 9, 8, 7 };
-    std::vector<uint32_t> testVecB{ 6, 5, 4 };
+    std::vector<float> testVecA{ 9, 8, 7 };
+    std::vector<float> testVecB{ 6, 5, 4 };
 
     std::shared_ptr<kp::Tensor> tensorA{new kp::Tensor(testVecA)};
     std::shared_ptr<kp::Tensor> tensorB{new kp::Tensor(testVecB)};
@@ -46,8 +46,8 @@ TEST_CASE("test_opcreatetensor_create_multiple_tensors_multiple_op") {
 
     kp::Manager mgr;
 
-    std::vector<uint32_t> testVecA{ 9, 8, 7 };
-    std::vector<uint32_t> testVecB{ 6, 5, 4 };
+    std::vector<float> testVecA{ 9, 8, 7 };
+    std::vector<float> testVecB{ 6, 5, 4 };
 
     std::shared_ptr<kp::Tensor> tensorA{new kp::Tensor(testVecA)};
     std::shared_ptr<kp::Tensor> tensorB{new kp::Tensor(testVecB)};
@@ -64,8 +64,8 @@ TEST_CASE("test_opcreatetensor_create_multiple_tensors_multiple_op") {
 
 TEST_CASE("test_opcreatetensor_manage_tensor_memory_when_destroyed") {
 
-    std::vector<uint32_t> testVecA{ 9, 8, 7 };
-    std::vector<uint32_t> testVecB{ 6, 5, 4 };
+    std::vector<float> testVecA{ 9, 8, 7 };
+    std::vector<float> testVecB{ 6, 5, 4 };
 
     std::shared_ptr<kp::Tensor> tensorA{new kp::Tensor(testVecA)};
     std::shared_ptr<kp::Tensor> tensorB{new kp::Tensor(testVecB)};
@@ -88,8 +88,8 @@ TEST_CASE("test_opcreatetensor_manage_tensor_memory_when_destroyed") {
 
 TEST_CASE("test_opcreatetensor_no_error_if_tensor_freed_before") {
 
-    std::vector<uint32_t> testVecA{ 9, 8, 7 };
-    std::vector<uint32_t> testVecB{ 6, 5, 4 };
+    std::vector<float> testVecA{ 9, 8, 7 };
+    std::vector<float> testVecB{ 6, 5, 4 };
 
     std::shared_ptr<kp::Tensor> tensorA{new kp::Tensor(testVecA)};
     std::shared_ptr<kp::Tensor> tensorB{new kp::Tensor(testVecB)};
diff --git a/test/TestOpShadersFromStringAndFile.cpp b/test/TestOpShadersFromStringAndFile.cpp
index 5ff9a953e..44dfe0805 100644
--- a/test/TestOpShadersFromStringAndFile.cpp
+++ b/test/TestOpShadersFromStringAndFile.cpp
@@ -17,8 +17,8 @@ TEST_CASE("test_op_shader_raw_data_from_constructor") {
     std::string shader(
         "#version 450\n"
         "layout (local_size_x = 1) in;\n"
-        "layout(set = 0, binding = 0) buffer a { uint pa[]; };\n"
-        "layout(set = 0, binding = 1) buffer b { uint pb[]; };\n"
+        "layout(set = 0, binding = 0) buffer a { float pa[]; };\n"
+        "layout(set = 0, binding = 1) buffer b { float pb[]; };\n"
         "void main() {\n"
         "    uint index = gl_GlobalInvocationID.x;\n"
         "    pb[index] = pa[index];\n"
@@ -31,8 +31,8 @@ TEST_CASE("test_op_shader_raw_data_from_constructor") {
             true, // Whether to copy output from device
             std::vector<char>(shader.begin(), shader.end()));
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{0, 1, 2});
-    REQUIRE(tensorB->data() == std::vector<uint32_t>{3, 4, 5});
+    REQUIRE(tensorA->data() == std::vector<float>{0, 1, 2});
+    REQUIRE(tensorB->data() == std::vector<float>{3, 4, 5});
 }
 
 TEST_CASE("test_op_shader_compiled_data_from_constructor") {
@@ -50,8 +50,8 @@ TEST_CASE("test_op_shader_compiled_data_from_constructor") {
                 kp::shader_data::test_shaders_glsl_test_op_custom_shader_comp_spv +
                 kp::shader_data::test_shaders_glsl_test_op_custom_shader_comp_spv_len));
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{0, 1, 2});
-    REQUIRE(tensorB->data() == std::vector<uint32_t>{3, 4, 5});
+    REQUIRE(tensorA->data() == std::vector<float>{0, 1, 2});
+    REQUIRE(tensorB->data() == std::vector<float>{3, 4, 5});
 }
 
 TEST_CASE("test_op_shader_raw_from_file") {
@@ -66,8 +66,8 @@ TEST_CASE("test_op_shader_raw_from_file") {
             true, // Whether to copy output from device
             "test/shaders/glsl/test_op_custom_shader.comp");
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{0, 1, 2});
-    REQUIRE(tensorB->data() == std::vector<uint32_t>{3, 4, 5});
+    REQUIRE(tensorA->data() == std::vector<float>{0, 1, 2});
+    REQUIRE(tensorB->data() == std::vector<float>{3, 4, 5});
 }
 
 TEST_CASE("test_op_shader_compiled_from_file") {
@@ -82,6 +82,6 @@ TEST_CASE("test_op_shader_compiled_from_file") {
             true, // Whether to copy output from device
             "test/shaders/glsl/test_op_custom_shader.comp.spv");
 
-    REQUIRE(tensorA->data() == std::vector<uint32_t>{0, 1, 2});
-    REQUIRE(tensorB->data() == std::vector<uint32_t>{3, 4, 5});
+    REQUIRE(tensorA->data() == std::vector<float>{0, 1, 2});
+    REQUIRE(tensorB->data() == std::vector<float>{3, 4, 5});
 }
diff --git a/test/TestTensor.cpp b/test/TestTensor.cpp
index 83c067291..a3d3b7eb2 100644
--- a/test/TestTensor.cpp
+++ b/test/TestTensor.cpp
@@ -4,15 +4,15 @@
 #include "kompute/Kompute.hpp"
 
 TEST_CASE("test_tensor_constructor_data") {
-    std::vector<uint32_t> vec{0,1,2};
+    std::vector<float> vec{0,1,2};
     kp::Tensor tensor(vec);
     REQUIRE( tensor.size() == vec.size() );
     REQUIRE( tensor.data() == vec );
 }
 
 TEST_CASE("test_tensor_copy_from_other_tensor_host_data") {
-    std::vector<uint32_t> vecA{0,1,2};
-    std::vector<uint32_t> vecB{0,0,0};
+    std::vector<float> vecA{0,1,2};
+    std::vector<float> vecB{0,0,0};
 
     std::shared_ptr<kp::Tensor> tensorA = std::make_shared<kp::Tensor>(
             vecA,
diff --git a/test/compiled_shaders_include/kompute_test/shaders/shadertest_op_custom_shader.hpp b/test/compiled_shaders_include/kompute_test/shaders/shadertest_op_custom_shader.hpp
index 2d3420ba2..1fba35c00 100755
--- a/test/compiled_shaders_include/kompute_test/shaders/shadertest_op_custom_shader.hpp
+++ b/test/compiled_shaders_include/kompute_test/shaders/shadertest_op_custom_shader.hpp
@@ -25,7 +25,7 @@ namespace kp {
 namespace shader_data {
 static unsigned const char test_shaders_glsl_test_op_custom_shader_comp_spv[] = {
   0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x08, 0x00, 0x08, 0x00,
-  0x25, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
+  0x27, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
   0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
   0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
   0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
@@ -40,28 +40,28 @@ static unsigned const char test_shaders_glsl_test_op_custom_shader_comp_spv[] =
   0x05, 0x00, 0x08, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47,
   0x6c, 0x6f, 0x62, 0x61, 0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74,
   0x69, 0x6f, 0x6e, 0x49, 0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x62, 0x00, 0x00, 0x00, 0x06, 0x00, 0x04, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x70, 0x62, 0x00, 0x00,
-  0x05, 0x00, 0x03, 0x00, 0x13, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x05, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00, 0x61, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x04, 0x00, 0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x70, 0x61, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x62, 0x00, 0x00, 0x00, 0x06, 0x00, 0x04, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x70, 0x62, 0x00, 0x00,
+  0x05, 0x00, 0x03, 0x00, 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x05, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00, 0x61, 0x00, 0x00, 0x00,
+  0x06, 0x00, 0x04, 0x00, 0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x70, 0x61, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x1b, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x0b, 0x00, 0x00, 0x00,
   0x0b, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
-  0x48, 0x00, 0x05, 0x00, 0x11, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x11, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
+  0x48, 0x00, 0x05, 0x00, 0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
   0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00,
-  0x11, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x13, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x17, 0x00, 0x00, 0x00,
+  0x12, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
+  0x14, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
+  0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x18, 0x00, 0x00, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
-  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
+  0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00,
   0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
-  0x1a, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
-  0x47, 0x00, 0x04, 0x00, 0x24, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,
+  0x1b, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x47, 0x00, 0x04, 0x00, 0x26, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,
   0x19, 0x00, 0x00, 0x00, 0x13, 0x00, 0x02, 0x00, 0x02, 0x00, 0x00, 0x00,
   0x21, 0x00, 0x03, 0x00, 0x03, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
   0x15, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
@@ -73,23 +73,24 @@ static unsigned const char test_shaders_glsl_test_op_custom_shader_comp_spv[] =
   0x0b, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00,
   0x06, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
   0x20, 0x00, 0x04, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00,
-  0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x12, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
-  0x12, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
-  0x15, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
-  0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00,
-  0x15, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00,
-  0x17, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00,
-  0x18, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
-  0x19, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,
-  0x3b, 0x00, 0x04, 0x00, 0x19, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x02, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
-  0x2c, 0x00, 0x06, 0x00, 0x09, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
-  0x23, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
+  0x06, 0x00, 0x00, 0x00, 0x16, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x20, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00,
+  0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x12, 0x00, 0x00, 0x00,
+  0x11, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
+  0x13, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+  0x15, 0x00, 0x04, 0x00, 0x15, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
+  0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00, 0x15, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00,
+  0x18, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00,
+  0x19, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
+  0x1a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
+  0x3b, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00,
+  0x06, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+  0x2c, 0x00, 0x06, 0x00, 0x09, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00,
+  0x25, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00,
   0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
   0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0xf8, 0x00, 0x02, 0x00,
   0x05, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00,
@@ -98,23 +99,25 @@ static unsigned const char test_shaders_glsl_test_op_custom_shader_comp_spv[] =
   0x0c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
   0x0f, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
   0x08, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
-  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x1d, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x1b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
-  0x1e, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
-  0x1c, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00,
-  0x15, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
-  0x1f, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
-  0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,
-  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
-  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1c, 0x00, 0x00, 0x00,
-  0x22, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
-  0x20, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x22, 0x00, 0x00, 0x00,
-  0x21, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
+  0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+  0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
+  0x1e, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
+  0x1c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x1f, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
+  0x1d, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
+  0x20, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
+  0x06, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,
+  0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
+  0x08, 0x00, 0x00, 0x00, 0x70, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00,
+  0x23, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
+  0x1d, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
+  0x16, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
+  0x24, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00,
+  0x38, 0x00, 0x01, 0x00
 };
-static unsigned const int test_shaders_glsl_test_op_custom_shader_comp_spv_len = 1068;
+static unsigned const int test_shaders_glsl_test_op_custom_shader_comp_spv_len = 1096;
 }
 }
 #endif // define SHADEROP_SHADERTEST_OP_CUSTOM_SHADER_HPP
diff --git a/test/shaders/glsl/test_op_custom_shader.comp b/test/shaders/glsl/test_op_custom_shader.comp
index 8c52d1c6b..74241d141 100644
--- a/test/shaders/glsl/test_op_custom_shader.comp
+++ b/test/shaders/glsl/test_op_custom_shader.comp
@@ -1,7 +1,7 @@
 #version 450
 layout (local_size_x = 1) in;
-layout(set = 0, binding = 0) buffer a { uint pa[]; };
-layout(set = 0, binding = 1) buffer b { uint pb[]; };
+layout(set = 0, binding = 0) buffer a { float pa[]; };
+layout(set = 0, binding = 1) buffer b { float pb[]; };
 void main() {
     uint index = gl_GlobalInvocationID.x;
     pb[index] = pa[index];