software renderer accelerated by cuda...
TRANSCRIPT
![Page 1: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/1.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Software Renderer
Accelerated by CUDA Technology
Wojciech Sterna
25th of January, 2011
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 2: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/2.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Fundamental Concepts
I rendering � process of generating a 2D image from a 3D data
set
I the graphics pipeline � set of stages the input 3D data set is
passed through to generate the 2D output image
I CUDA � technology from NVIDIA that allows for parallel
general-purpose code execution using graphics cards
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 3: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/3.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Fundamental Concepts
I rendering � process of generating a 2D image from a 3D data
set
I the graphics pipeline � set of stages the input 3D data set is
passed through to generate the 2D output image
I CUDA � technology from NVIDIA that allows for parallel
general-purpose code execution using graphics cards
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 4: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/4.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Fundamental Concepts
I rendering � process of generating a 2D image from a 3D data
set
I the graphics pipeline � set of stages the input 3D data set is
passed through to generate the 2D output image
I CUDA � technology from NVIDIA that allows for parallel
general-purpose code execution using graphics cards
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 5: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/5.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Fundamental Concepts
I rendering � process of generating a 2D image from a 3D data
set
I the graphics pipeline � set of stages the input 3D data set is
passed through to generate the 2D output image
I CUDA � technology from NVIDIA that allows for parallel
general-purpose code execution using graphics cards
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 6: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/6.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Goals of the Work
I implement in software a selected subset of OpenGL �
Vainmoinen
I speed the implementation with CUDA
I compare the performance of a reference application using:I Vainmoinen without CUDAI Vainmoinen with CUDAI OpenGL
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 7: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/7.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Goals of the Work
I implement in software a selected subset of OpenGL �
Vainmoinen
I speed the implementation with CUDA
I compare the performance of a reference application using:I Vainmoinen without CUDAI Vainmoinen with CUDAI OpenGL
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 8: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/8.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Goals of the Work
I implement in software a selected subset of OpenGL �
Vainmoinen
I speed the implementation with CUDA
I compare the performance of a reference application using:I Vainmoinen without CUDAI Vainmoinen with CUDAI OpenGL
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 9: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/9.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Goals of the Work
I implement in software a selected subset of OpenGL �
Vainmoinen
I speed the implementation with CUDA
I compare the performance of a reference application using:I Vainmoinen without CUDAI Vainmoinen with CUDAI OpenGL
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 10: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/10.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
World De�nition
I the world is built with triangles only
I every triangle consists of 3 vertices
I every vertex has a position, color and texture coordinate
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 11: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/11.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
World De�nition
I the world is built with triangles only
I every triangle consists of 3 vertices
I every vertex has a position, color and texture coordinate
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 12: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/12.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Vertex Processing
I input vertex P = (x , y , z) goes through a series of matrixtransformations resulting in vertex P ′ = (x ′, y ′, z ′), where:
I (x ′, y ′) � position of the vertex on the screen in window
coordinatesI z
′ � distance of the vertex to the camera in normalized
[−1, 1] range
Other operations that take place during vertex processing:
I clipping to the near plane
I view frustum culling
I backface culling
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 13: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/13.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Vertex Processing
I input vertex P = (x , y , z) goes through a series of matrixtransformations resulting in vertex P ′ = (x ′, y ′, z ′), where:
I (x ′, y ′) � position of the vertex on the screen in window
coordinatesI z
′ � distance of the vertex to the camera in normalized
[−1, 1] range
Other operations that take place during vertex processing:
I clipping to the near plane
I view frustum culling
I backface culling
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 14: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/14.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Vertex Processing
I input vertex P = (x , y , z) goes through a series of matrixtransformations resulting in vertex P ′ = (x ′, y ′, z ′), where:
I (x ′, y ′) � position of the vertex on the screen in window
coordinatesI z
′ � distance of the vertex to the camera in normalized
[−1, 1] range
Other operations that take place during vertex processing:
I clipping to the near plane
I view frustum culling
I backface culling
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 15: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/15.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
I loop through the pixels of every triangle
I use barycentric coordinates to get the interpolated values
(color and texture coordinate) at every pixel, given the values
at the vertices of the triangle being processed
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 16: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/16.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
I loop through the pixels of every triangle
I use barycentric coordinates to get the interpolated values
(color and texture coordinate) at every pixel, given the values
at the vertices of the triangle being processed
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 17: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/17.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
Naive interpolation leads to incorrectly rendered image:
Solution � perspective-correct interpolation:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 18: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/18.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
Naive interpolation leads to incorrectly rendered image:
Solution � perspective-correct interpolation:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 19: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/19.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
Texture magni�cation:
Solution � bilinear �ltering:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 20: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/20.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel Processing
Texture magni�cation:
Solution � bilinear �ltering:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 21: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/21.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel ProcessingTexture mini�cation:
Solution � mipmapping:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 22: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/22.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Pixel ProcessingTexture mini�cation:
Solution � mipmapping:
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 23: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/23.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
UML Class Diagram
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 24: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/24.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Demo
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 25: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/25.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Performance Tests
Test 1 � a few of huge triangles:
Renderer Time
Vainmoinen without CUDA 10400 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 225 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 2200 ms
OpenGL 32 ms
Test 2 � a lot of tiny triangles:
Renderer Time
Vainmoinen without CUDA 24 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 415 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 33 ms
OpenGL 22 ms
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 26: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/26.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Performance TestsTest 1 � a few of huge triangles:
Renderer Time
Vainmoinen without CUDA 10400 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 225 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 2200 ms
OpenGL 32 ms
Test 2 � a lot of tiny triangles:
Renderer Time
Vainmoinen without CUDA 24 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 415 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 33 ms
OpenGL 22 ms
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 27: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/27.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Performance TestsTest 1 � a few of huge triangles:
Renderer Time
Vainmoinen without CUDA 10400 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 225 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 2200 ms
OpenGL 32 ms
Test 2 � a lot of tiny triangles:
Renderer Time
Vainmoinen without CUDA 24 ms
Vainmoinen with CUDA (One-Call-One-Triangle) 415 ms
Vainmoinen with CUDA (One-Call-Many-Triangles) 33 ms
OpenGL 22 ms
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 28: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/28.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 29: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/29.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 30: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/30.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 31: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/31.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 32: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/32.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 33: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/33.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Conclusions and Future Work
I implementation of the renderer itself has proven not to be
that di�cult
I gaining the mathematical background needed to know how to
implement the renderer has proven to be di�cult
it was also a great fun by the way
I CUDA can greatly speed up calculations
I further development of Vainmoinen would simply involve
implementation of additional features
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology
![Page 34: Software Renderer Accelerated by CUDA Technologymaxest.gct-game.net/content/vainmoinen/bachelor_thesis... · 2015-03-10 · Software Renderer Accelerated by CUDA echnologyT Wojciech](https://reader033.vdocument.in/reader033/viewer/2022052611/5f06737a7e708231d4180f51/html5/thumbnails/34.jpg)
Introduction The Graphics Pipeline Project Architecture Demo Performance Tests Conclusions and Future Work
Thank you for the attention!
Wojciech Sterna
Software Renderer Accelerated by CUDA Technology