Merge branch 'master' of git.ipe.kit.edu:ufo/twepp2015

data/ipedirectgma/latency-hist.py

@@ -18,8 +18,8 @@ plt.figure(figsize=(6, 4))
 # plt.ylim(0.1, 10000)
 # plt.hist(gpu_data, bins=200, label='GPU', log=True)
 # plt.hist(cpu_data, bins=200, label='CPU', log=True)
-plt.hist(gpu_data, bins=100, label='GPU')
-plt.hist(cpu_data, bins=100, label='CPU')
+plt.hist(gpu_data, bins=100, color='#3b5b92', label='GPU')
+plt.hist(cpu_data, bins=100, color='#d54d4d', label='CPU')
 # plt.semilogy()
 
 plt.xlabel(u'Latency in \u00b5s')

data/latency-hist.py

@@ -17,8 +17,8 @@ plt.rc('font', **dict(family='serif'))
 plt.figure(figsize=(4, 3))
 
 # divide by 2 for one-way latency
-plt.hist(gpu_data / 2, bins=100, normed=False, label='GPU')
-plt.hist(cpu_data / 2, bins=100, normed=False, label='CPU')
+plt.hist(gpu_data / 2, bins=100, normed=False, color='#3b5b92', label='GPU')
+plt.hist(cpu_data / 2, bins=100, normed=False, color='#d54d4d', label='CPU')
 
 plt.xlabel(u'Latency in \u00b5s')
 plt.ylabel('Frequency')

data/throughput.py

@@ -6,10 +6,10 @@ cpu_data = np.loadtxt('throughput.cpu')
 
 plt.rc('font', **dict(family='serif'))
 
-plt.figure(figsize=(4, 3))
+plt.figure(figsize=(8, 1))
 
-plt.semilogx(gpu_data[:,0], gpu_data[:,1], '*-', label='GPU')
-plt.semilogx(cpu_data[:,0], cpu_data[:,1], 'o-', label='CPU')
+plt.semilogx(gpu_data[:,0], gpu_data[:,1], '*-', color='#3b5b92', label='GPU')
+plt.semilogx(cpu_data[:,0], cpu_data[:,1], 'o-', color='#d54d4d', label='CPU')
 
 plt.xlabel(u'Data size in B')
 plt.ylabel('Throughput in MB/s')

figures/transf.svg

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paper.tex

@@ -96,9 +96,10 @@ solution limits the reported bandwidth and latency to 514 MB/s and 40~\textmu
 s, respectively.
 
 %LR: FPGA^2 it's the name of their thing... 
+%MV: best idea in the world :)
 
 When the FPGA is used as a master, a higher throughput can be achieved.  An
-example of this approach is the FPGA\textsuperscript{2} framework by Thoma
+example of this approach is the \emph{FPGA\textsuperscript{2}} framework by Thoma
 et~al.\cite{thoma}, which reaches 2454 MB/s using a 8x Gen2.0 data link.
 Lonardo et~al.\ achieved low latencies with their NaNet design, an FPGA-based
 PCIe network interface card~\cite{lonardo2015nanet}.  The Gbe link however
@@ -115,12 +116,14 @@ developed a high-performance DMA engine based on Xilinx's PCIe Gen3 Core.To
 process the data, we encapsulated the DMA setup and memory mapping in a plugin
 for our scalable GPU processing framework~\cite{vogelgesang2012ufo}. This
 framework allows for an easy construction of streamed data processing on
-heterogeneous multi-GPU systems. The framework is based on OpenCL,  and
+heterogeneous multi-GPU systems. Because the framework is based on OpenCL,
 integration with NVIDIA's CUDA functions for GPUDirect technology is not
-possible. We therefore integrated direct FPGA-to-GPU communication into our
-processing pipeline using AMD's DirectGMA technology. In this paper we report
-the performance of our DMA engine for FPGA-to-CPU communication and some
-preliminary measurements about DirectGMA's performance in low-latency applications.
+possible at the moment. Thus, we used AMD's DirectGMA technology to integrate
+direct FPGA-to-GPU communication into our processing pipeline. In this paper we
+report the performance of our DMA engine for FPGA-to-CPU communication and some
+preliminary measurements about DirectGMA's performance in low-latency
+applications.
+
 
 \section{Architecture}
 
@@ -142,7 +145,7 @@ they are not directly involved in the data transfer anymore.
     In a traditional DMA architecture (a), data are first written to the main
     system memory and then sent to the GPUs for final processing.  By using
     GPUDirect/DirectGMA technology (b), the DMA engine has direct access to
-    GPU's internal memory.
+    the GPU's internal memory.
   }
   \label{fig:trad-vs-dgpu}
 \end{figure}