1 | % vim:set spell: |
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2 | % vim:spell spelllang=en: |
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3 | \anrdoc{\begin{itemize} |
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4 | \item Presenter un etat de lâart national et international, en dressant lâetat des |
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5 | connaissances sur le sujet. |
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6 | \item Faire apparaître dâeventuelles contributions des partenaires de la proposition |
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7 | de projet a cet etat de lâart. |
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8 | \item Faire apparaître dâeventuels resultats preliminaires. |
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9 | \item Inclure les references bibliographiques necessaires en annexe 7.1. |
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10 | \end{itemize}} |
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11 | |
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12 | %Our project covers several critical domains in system design in order |
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13 | %to achieve high performance computing. Starting from a high level description we aim |
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14 | %at generating automatically both hardware and software components of the system. |
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15 | |
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16 | \subsubsection{High Performance Computing} |
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17 | \label{soa:hpc} |
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18 | % Un marché bouffé par les archi GPGPU tel que le FERMI de NvidiaCUDA programming language |
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19 | The High-Performance Computing (HPC) world is composed of three main families of architectures: |
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20 | many-core, GPGPU (General Purpose computation on Graphics Unit Processing) and FPGA. |
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21 | Today, the first two families are dominating the market by taking benefit |
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22 | of the strength and influence of mass-market leaders (Intel, Nvidia). |
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23 | %such as Intel for many-core CPU and Nvidia for GPGPU. |
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24 | In this market, FPGA architectures are emerging and very promising. |
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25 | By adapting architecture to the software, % (the opposite is done in the others families) |
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26 | FPGAs architectures enable better performance |
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27 | (typically an acceleration factor between 10 and 100) |
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28 | while using smaller size and less energy (and generating less heat). |
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29 | However, using FPGAs presents significant challenges~\cite{hpc06a}. |
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30 | First, the operating frequency of an FPGA is low compared to a high-end microprocessor. |
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31 | Second, % based on Amdahl law, |
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32 | HPC/FPGA application performance is unusually sensitive |
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33 | to the implementation quality~\cite{hpc06b}. |
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34 | % Thus, the performance strongly relies on the detected parallelism. |
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35 | % (pour résumer les 2 derniers points) |
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36 | Finally, efficient design methodology are required in order to |
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37 | hide FPGA complexity and the underlying implantation subtleties to HPC users, |
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38 | so that they do not have to change their habits and can have equivalent design productivity |
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39 | than in others families~\cite{hpc07a}. |
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40 | |
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41 | %état de l'art FPGA |
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42 | HPC/FPGA hardware is only now emerging and in early commercial stages, |
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43 | but these techniques have not yet caught up. |
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44 | Industrial (Mitrionics~\cite{hpc08}, Gidel~\cite{hpc09}, Convey Computer~\cite{hpc10}) and academic (CHREC) |
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45 | researches on HPC-FPGA are mainly conducted in the USA. |
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46 | None of the approaches developed in these researches are fulfilling entirely the |
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47 | challenges described above. For example, Convey Computer proposes application-specific instruction |
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48 | set extension of x86 cores in an FPGA accelerator, |
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49 | but extension generation is not automated and requires hardware design skills. |
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50 | Mitrionics has an elegant solution based on a compute engine specifically |
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51 | developed for high-performance execution in FPGAs. Unfortunately, the design flow |
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52 | is based on a new programming language (mitrionC) implying important designer efforts and poor portability. |
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53 | % tool relying on operator libraries (XtremeData), |
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54 | % Parle t-on de l'OPenFPGA consortium, dont le but est : "to accelerate the incorporation of reconfigurable computing technology in high-performance and enterprise applications" ? |
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55 | |
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56 | Thus, much effort is required to develop design tools that translate high level |
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57 | language programs to FPGA configurations. |
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58 | |
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59 | \subsubsection{System Synthesis} |
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60 | \label{soa:system:synthesis} |
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61 | Today, several solutions for system design are proposed and commercialized. |
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62 | The existing commercial or free tools do not |
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63 | cover the whole system synthesis process in a fully automatic way. Moreover, |
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64 | they are bound to a particular device family and to an IP library. |
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65 | The most commonly used are provided by \altera and \xilinx to promote their |
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66 | FPGA devices. These representative tools used to synthesize SoC on FPGA |
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67 | are introduced below. |
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68 | \\ |
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69 | The \xilinx System Generator for DSP~\cite{system-generateur-for-dsp} is a |
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70 | plug-in to Simulink that enables designers to develop high-performance DSP |
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71 | systems for \xilinx FPGAs. |
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72 | Designers can specify and simulate a system using MATLAB and Simulink. The |
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73 | tool will then automatically generate synthesizable Hardware Description |
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74 | Language (HDL) code mapped to \xilinx pre-optimized algorithms. |
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75 | However, this tool targets only signal processing algorithms, \xilinx FPGAs and |
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76 | cannot handle a complete SoC. Thus, it is not really a system synthesis tool. |
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77 | \\ |
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78 | In the opposite, SOPC Builder~\cite{spoc-builder} from \altera and \xilinx |
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79 | Platform Studio XPS from \xilinx allow to describe a system, to synthesize it, |
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80 | to program it into a target FPGA and to upload a software application. |
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81 | Both SOPC Builder and XPS allow designers to select and parameterize components from |
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82 | an extensive drop-down list of IP cores (I/O core, DSP, processor, bus core, ...) |
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83 | as well as to incorporate their own IP. Nevertheless, all the previously introduced tools |
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84 | do not provide any facilities to synthesize coprocessors and to simulate the platform |
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85 | at a high level (SystemC). |
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86 | A system designer must provide the synthesizable description of its own IP-cores |
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87 | interfaces it to the SoC bus. |
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88 | Design Space Exploration is thus limited and SystemC simulation is not possible |
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89 | either at transactional or at cycle accurate level. |
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90 | \\ |
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91 | In addition, \xilinx System Generator, XPS and SOPC Builder are closed world |
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92 | since each one imposes their own IPs which are not interchangeable. |
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93 | Designers can then only generate a synthesized netlist, VHDL/Verilog simulation test |
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94 | bench and custom software library that reflect the hardware configuration. |
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95 | \\ |
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96 | Consequently, a designer developing an embedded system needs to master four |
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97 | design environments: |
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98 | \begin{enumerate} |
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99 | \item a virtual prototyping environment (in SystemC) for system level exploration, |
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100 | \item an architecture compiler to define the hardware architecture (Verilog/VHDL), |
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101 | \item one or several third-party HLS tools for coprocessor synthesis (C to RTL), |
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102 | \item and finally back-end synthesis tools for the bit-stream generation (RTL to bitstream). |
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103 | \end{enumerate} |
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104 | Furthermore, mixing these tools requires an important interfacing effort and this makes |
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105 | the design process very complex and achievable only by designers skilled in many domains. |
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106 | |
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107 | \subsubsection{High Level Synthesis} |
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108 | \label{soa:hls} |
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109 | High Level Synthesis translates a sequential algorithmic description and a |
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110 | set of constraints (area, power, frequency, ...) to a micro-architecture at |
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111 | Register Transfer Level (RTL). |
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112 | Several academic and commercial tools are today available. The most common |
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113 | tools are SPARK~\cite{spark04}, GAUT~\cite{gaut08}, UGH~\cite{ugh08} in the |
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114 | academic world and CATAPULTC~\cite{catapult-c}, PICO~\cite{pico} and |
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115 | CYNTHETIZER~\cite{cynthetizer} in the commercial world. Despite their |
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116 | maturity, their usage is restrained by \cite{IEEEDT} \cite{CATRENE} \cite{HLSBOOK}: |
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117 | \begin{itemize} |
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118 | \item HLS tools are not integrated into an architecture and system exploration tool. |
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119 | Thus, a designer who needs to accelerate a software part of the system, must adapt it manually |
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120 | to the HLS input dialect and perform engineering work to exploit the synthesis result |
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121 | at the system level, |
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122 | \item Current HLS tools cannot target control AND data oriented applications, |
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123 | \item HLS tools take into account mainly a unique constraint while realistic design |
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124 | is multi-constrained. |
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125 | The power consumption constraint which is mandatory for embedded systems is not yet |
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126 | well handled or not handled at all by the HLS tools already available, |
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127 | \item The parallelism is limited to that present in the initial specification. |
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128 | To get more parallelism or to reduce the amount of required memory in the SoC, the user |
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129 | must re-write the algorithmic specification while there are techniques such as polyhedral |
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130 | transformations that can automate this process. |
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131 | \item While they support limited loop transformations like loop unrolling and loop |
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132 | pipelining, current HLS tools do not provide support for design space exploration, either |
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133 | through automatic loop transformations or for improving the memory mapping, |
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134 | \item Despite having the same input language (C/C++), they are sensitive to the style in |
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135 | which the algorithm is written. Consequently, engineering work is required to swap from |
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136 | a tool to another, |
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137 | \item They do not respect accurately the frequency constraint when they target an FPGA device. |
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138 | Their error is about 10 percent. This is annoying when the generated component is integrated |
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139 | in a SoC since it will slow down the whole system. |
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140 | \end{itemize} |
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141 | Regarding these limitations, it is necessary to create a new tool generation reducing the gap |
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142 | between the specification of an heterogeneous system and its hardware implementation \cite{HLSBOOK} \cite{IEEEDT}. |
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143 | |
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144 | \subsubsection{Application Specific Instruction Processors} |
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145 | \label{soa:asip} |
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146 | ASIP (Application-Specific Instruction-Set Processor) are programmable |
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147 | processors in which both the instruction set and the micro architecture have |
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148 | been tailored to a given application domain or to a |
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149 | specific application. This specialization usually offers a good compromise |
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150 | between performance (w.r.t a pure software implementation on an embedded |
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151 | CPU) and flexibility (w.r.t an application specific hardware co-processor). |
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152 | In spite of their obvious advantages, using/designing ASIPs remains a |
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153 | difficult task, since it involves designing both a micro-architecture and a |
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154 | compiler for this architecture. Besides, to our knowledge, there is still |
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155 | no available open-source design flow for ASIP design even if such a tool |
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156 | would be valuable in the |
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157 | context of a System Level design exploration tool. |
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158 | \\ |
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159 | In this context, ASIP design based on Instruction Set Extensions (ISEs) has |
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160 | received a lot of interest~\cite{NIOS2}, as it makes micro-architecture synthesis |
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161 | more tractable \footnote{ISEs rely on a template micro-architecture in which |
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162 | only a small fraction of the architecture has to be specialized}, and help ASIP |
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163 | designers to focus on compilers, for which there are still many open |
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164 | problems\cite{ARC08}. |
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165 | This approach however has a severe weakness, since it also significantly reduces |
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166 | opportunities for achieving good speedups (most speedups remain between 1.5x and |
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167 | 2.5x), since ISEs performance is generally limited by I/O constraints as |
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168 | they generally rely on the main CPU register file to access data. |
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169 | \\ |
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170 | To cope with this issue, recent approaches~\cite{DAC09,CODES08,TVLSI06} advocate the use of |
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171 | micro-architectural ISE models in which the coupling between the processor micro-architecture |
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172 | and the ISE component is tightened up so as to allow the ISE to overcome the register |
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173 | I/O limitations. However these approaches generally tackle the problem from a compiler/simulation |
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174 | point of view and do not address the problem of generating synthesizable representations for |
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175 | these models. |
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176 | \\ |
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177 | We therefore strongly believe that there is a need for an open-framework which |
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178 | would allow researchers and system designers to : |
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179 | \begin{itemize} |
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180 | \item Explore the various level of interactions between the original CPU micro-architecture |
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181 | and its extension (for example through a Domain Specific Language targeted at micro-architecture |
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182 | specification and synthesis). |
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183 | \item Retarget the compiler instruction-selection pass |
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184 | (or prototype new passes) so as to be able to take advantage of this ISEs. |
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185 | \item Provide a complete System-level Integration for using ASIP as SoC building blocks |
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186 | (integration with application specific blocks, MPSoc, etc.) |
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187 | \end{itemize} |
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188 | |
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189 | \subsubsection{Automatic Parallelization} |
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190 | \label{soa:automatic:parallelization} |
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191 | The problem of compiling sequential programs for parallel computers |
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192 | has been studied since the advent of the first parallel architectures |
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193 | in the 1970s. The basic approach consists in applying program transformations |
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194 | which exhibit or increase the potential parallelism, while guaranteeing |
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195 | the preservation of the program semantics. Most of these transformations |
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196 | just reorder the operations of the program; some of them modify its |
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197 | data structures. Dependences (exact or conservative) are checked to guarantee |
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198 | the legality of the transformation. |
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199 | \\ |
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200 | This has lead to the invention of many loop transformations (loop fusion, |
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201 | loop splitting, loop skewing, loop interchange, loop unrolling, ...) |
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202 | which interact in a complicated way. More recently, it has been noticed |
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203 | that all of these are just changes of basis in the iteration domain of |
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204 | the program. This has lead to the introduction of the polyhedral model |
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205 | \cite{FP:96,DRV:2000}, in which the combination of two transformations is |
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206 | simply a matrix product. |
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207 | \\ |
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208 | Since hardware is inherently parallel, finding parallelism in sequential |
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209 | programs in an important prerequisite for HLS. The large FPGA chips of |
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210 | today can accommodate much more parallelism than is available in basic blocks. |
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211 | The polyhedral model is the ideal tool for finding more parallelism in |
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212 | loops. |
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213 | \\ |
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214 | As a side effect, it has been observed that the polyhedral model is a useful |
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215 | tool for many other optimization, like memory reduction and locality |
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216 | improvement. It should be noted |
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217 | that the polyhedral model \emph{stricto sensu} applies only to |
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218 | very regular programs. Its extension to more general programs is |
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219 | an active research subject. |
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220 | |
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221 | \subsubsection{SoC design flow automation using IP-XACT} |
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222 | \label{soa:ip-xact} |
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223 | % EV: Industrial IP integration flows based on IP-XACT standards: \cite{mds1}\\ |
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224 | % EV: SPIRIT IP-XACT Controlled ESL Design Tool Applied to a Network-on-Chip Platform: \cite{mds2}\\ |
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225 | % EV: SocKET design flow and Application on industrial use cases: \cite{socketflow}\\ |
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226 | % IA: http://www.design-reuse.com/articles/19895/ip-xact-xml.html \cite{dandr}\\ |
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227 | IP-XACT is an XML based open standard defined by the Accellera consortium. |
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228 | This non-profit organisation provides a unified set of high quality IP-XACT |
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229 | specifications for documenting IP using meta-data. This meta-data will be |
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230 | used for configuring, integrating, and verifying IP in advanced SoC design |
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231 | and interfacing tools using TGI (Tight Generator Interface is a software API) |
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232 | that can be used to access design meta-data descriptions of complete system designs. |
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233 | The specification for the schema is tailored to the requirements of the industry, |
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234 | and focused on enabling technologies for the efficient design of electronic |
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235 | systems from concept to production. The last IEEE 1685 release of IP-XACT incorporates |
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236 | both RTL and TLM (transaction level modelling) capabilities. Thus it can be used to |
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237 | package IP portfolios~\cite{dandr} and describe their assembly in complex hardware architectures.~\cite{mds1}~\cite{mds2} |
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238 | These description files are the basis for tool interoperability and data exchange |
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239 | through a common structured data management\cite{socketflow}. Today more than two hundred companies |
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240 | are members of the consortium and the board is incorporating top actors |
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241 | (STM, NXP, TI, ARM, FREESCALE, LSI, Mentor, Synopsys and Cadence), ensuring the |
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242 | wide adoption by industry. Initiatives have already |
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243 | attempted to extend this standard |
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244 | to the AMS IPs packaging domain (MEDEA+ Beyond Dreams Project) and to Hardware Dependent |
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245 | Software layers (MEDEA+ SoftSoc project) and Accellera is reusing these results for |
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246 | further releases. |
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247 | \parlf |
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248 | In IP-XACT the flow automation and data consistency is ensured by generators, which |
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249 | are program modules that process IP-XACT XML data into something useful |
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250 | for the design. They are key portable mechanism for encapsulating specialist design |
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251 | knowledge and enable designers to deploy specialist knowledge in their design. It is |
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252 | always possible to create generators in order to link several design or analysis tools |
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253 | around a centric representation of meta-data in IP-XACT. This kind of XML schema for |
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254 | meta-data management is a good solution for the federation of heterogeneous design domains |
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255 | (models, tools, languages, methodologies, etc.). |
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256 | |
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