报告修改完成
|
After Width: | Height: | Size: 68 KiB |
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After Width: | Height: | Size: 97 KiB |
|
Before Width: | Height: | Size: 32 KiB After Width: | Height: | Size: 26 KiB |
|
|
@ -0,0 +1,83 @@
|
|||
import subprocess
|
||||
import matplotlib.pyplot as plt
|
||||
import warnings
|
||||
import numpy as np
|
||||
import itertools
|
||||
|
||||
# 忽略警告
|
||||
warnings.filterwarnings("ignore")
|
||||
|
||||
def run_simulator(L1_SIZE, L2_SIZE=4096, BLOCKSIZE=32, L1_ASSOC=2, L2_ASSOC=4, Victim_Cache_SIZE=1024, trace_file="perl_trace.txt"):
|
||||
cmd = ["./sim_cache", str(BLOCKSIZE), str(L1_SIZE), str(L2_SIZE), str(L1_ASSOC), str(L2_ASSOC), str(Victim_Cache_SIZE), trace_file]
|
||||
|
||||
try:
|
||||
output = subprocess.check_output(cmd, stderr=subprocess.STDOUT).decode('utf-8')
|
||||
return output
|
||||
except subprocess.CalledProcessError as e:
|
||||
print(f"Command failed with error: {e.output.decode('utf-8')}")
|
||||
raise
|
||||
|
||||
def parse_output(output):
|
||||
lines = output.split('\n')
|
||||
results = {}
|
||||
for line in lines:
|
||||
if "average access time:" in line:
|
||||
results['AAT'] = float(line.split()[-2])
|
||||
return results
|
||||
|
||||
# 定义参数范围
|
||||
L1_SIZES = [1024,2048,4096,8192,16384,32768,65536]
|
||||
L2_SIZES = [4096,8192,16384,32768,65536]
|
||||
BLOCKSIZES = [64,128,256,512] # 增加 BLOCKSIZE
|
||||
L1_ASSOCS = [2,4]
|
||||
L2_ASSOCS = [2,4]
|
||||
VICTIM_CACHE_SIZES = [1024,2048,4096] # 增加 Victim Cache Size
|
||||
|
||||
# 存储结果
|
||||
results = []
|
||||
|
||||
# 遍历所有参数组合
|
||||
for L1_SIZE, L2_SIZE, BLOCKSIZE, L1_ASSOC, L2_ASSOC, Victim_Cache_SIZE in itertools.product(
|
||||
L1_SIZES, L2_SIZES, BLOCKSIZES, L1_ASSOCS, L2_ASSOCS, VICTIM_CACHE_SIZES):
|
||||
|
||||
try:
|
||||
output = run_simulator(L1_SIZE, L2_SIZE=L2_SIZE, BLOCKSIZE=BLOCKSIZE,
|
||||
L1_ASSOC=L1_ASSOC, L2_ASSOC=L2_ASSOC,
|
||||
Victim_Cache_SIZE=Victim_Cache_SIZE)
|
||||
parsed_results = parse_output(output)
|
||||
|
||||
# 记录结果
|
||||
results.append({
|
||||
'params': (L1_SIZE, L2_SIZE, BLOCKSIZE, L1_ASSOC, L2_ASSOC, Victim_Cache_SIZE),
|
||||
'AAT': parsed_results['AAT']
|
||||
})
|
||||
except Exception as e:
|
||||
print(f"Error processing parameters L1_SIZE={L1_SIZE}, L2_SIZE={L2_SIZE}, BLOCKSIZE={BLOCKSIZE}, "
|
||||
f"L1_ASSOC={L1_ASSOC}, L2_ASSOC={L2_ASSOC}, Victim_Cache_SIZE={Victim_Cache_SIZE}: {e}")
|
||||
|
||||
# 提取数据以绘制图表
|
||||
AAT_values = [result['AAT'] for result in results]
|
||||
param_combinations = [result['params'] for result in results]
|
||||
|
||||
# 可视化
|
||||
plt.figure(figsize=(12, 8))
|
||||
plt.scatter(range(len(AAT_values)), AAT_values, marker='o', color='blue', alpha=0.6)
|
||||
plt.title('Average Access Time (AAT) vs Parameter Combinations')
|
||||
plt.xlabel('Parameter Combinations Index')
|
||||
plt.ylabel('Average Access Time (AAT)')
|
||||
plt.grid()
|
||||
|
||||
# 添加最佳 AAT 标记
|
||||
best_result = min(results, key=lambda x: x['AAT'])
|
||||
best_AAT = best_result['AAT']
|
||||
best_index = results.index(best_result)
|
||||
plt.scatter(best_index, best_AAT, color='red', label='Best AAT', s=100, edgecolor='black')
|
||||
plt.legend()
|
||||
|
||||
# 保存图像
|
||||
plt.savefig('aat_vs_param_combinations.png', bbox_inches='tight')
|
||||
plt.close() # 关闭图形以释放内存
|
||||
|
||||
# 输出最佳参数组合
|
||||
print(f"最佳 AAT: {best_AAT}")
|
||||
print(f"最佳参数组合: {best_result['params']}")
|
||||
|
|
@ -6,7 +6,7 @@ import numpy as np
|
|||
# 忽略警告
|
||||
warnings.filterwarnings("ignore")
|
||||
|
||||
def run_simulator(BLOCKSIZE,L2_SIZE=4096,L1_ASSOC=2, L1_SIZE=1024, L2_ASSOC=4, Victim_Cache_SIZE=1024, trace_file="gcc_trace.txt"):
|
||||
def run_simulator(L1_SIZE,L2_SIZE=4096, BLOCKSIZE=32,L1_ASSOC=2, L2_ASSOC=4, Victim_Cache_SIZE=1024, trace_file="gcc_trace.txt"):
|
||||
cmd = ["./sim_cache", str(BLOCKSIZE), str(L1_SIZE), str(L2_SIZE), str(L1_ASSOC), str(L2_ASSOC), str(Victim_Cache_SIZE), trace_file]
|
||||
|
||||
try:
|
||||
|
|
@ -21,7 +21,7 @@ def parse_output(output):
|
|||
results = {}
|
||||
for line in lines:
|
||||
if "L1 miss rate:" in line:
|
||||
results['L1_miss_rate'] = float(line.split()[-1])
|
||||
results['AAT'] = float(line.split()[-1])
|
||||
elif "L2 miss rate:" in line:
|
||||
results['L2_miss_rate'] = float(line.split()[-1])
|
||||
elif "average access time:" in line:
|
||||
|
|
@ -29,8 +29,8 @@ def parse_output(output):
|
|||
return results
|
||||
|
||||
# Define L1_SIZE values to simulate
|
||||
data = [2,4,8,16,32,64, 128, 256, 512, 1024]
|
||||
|
||||
# data = [2,4,8,16,32,64, 128, 256, 512, 1024]
|
||||
data = [128, 256, 512, 1024,2048,4096,8192,16384,32678]
|
||||
# Run simulations and collect results
|
||||
results = {}
|
||||
for item in data:
|
||||
|
|
@ -42,15 +42,15 @@ for item in data:
|
|||
print(f"Error processing L2_SIZE {item}: {e}")
|
||||
|
||||
# 准备数据用于可视化
|
||||
l1_miss_rates = [results[size]['L1_miss_rate'] for size in data if size in results]
|
||||
l1_miss_rates = [results[size]['AAT'] for size in data if size in results]
|
||||
l1_sizes_kb = [size for size in data if size in results]
|
||||
|
||||
# 可视化
|
||||
plt.figure(figsize=(10, 6))
|
||||
plt.plot(l1_sizes_kb, l1_miss_rates, marker='o')
|
||||
plt.title('L1 Miss Rate vs Block')
|
||||
plt.xlabel('L1 Cache Size (KB)')
|
||||
plt.ylabel('L1 Miss Rate')
|
||||
plt.title('AAT vs L1')
|
||||
plt.xlabel('L1')
|
||||
plt.ylabel('AAT')
|
||||
plt.grid()
|
||||
|
||||
# 设置均匀的 X 轴坐标
|
||||
|
|
@ -1,67 +1,86 @@
|
|||
|
||||
\section{实验分析}
|
||||
|
||||
\subsection{Miss Rate}
|
||||
|
||||
|
||||
\begin{figure}[htbp]
|
||||
\begin{figure}[!htbp]
|
||||
\centering
|
||||
\begin{minipage}{0.4\linewidth}
|
||||
\begin{minipage}{0.3\linewidth}
|
||||
\includegraphics[width=\linewidth]{L1Miss.png}
|
||||
\caption{L1 Miss vs Size}
|
||||
\end{minipage}
|
||||
\begin{minipage}{0.4\linewidth}
|
||||
\hfill
|
||||
\begin{minipage}{0.3\linewidth}
|
||||
\includegraphics[width=\linewidth]{block.png}
|
||||
\caption{L1 Miss vs Block Size}
|
||||
\end{minipage}
|
||||
\begin{minipage}{0.6\linewidth}
|
||||
\hfill
|
||||
\begin{minipage}{0.3\linewidth}
|
||||
\includegraphics[width=\linewidth]{assoc.png}
|
||||
\caption{L1 Miss vs Associativity}
|
||||
\end{minipage}
|
||||
|
||||
\end{figure}
|
||||
|
||||
\begin{itemize}
|
||||
|
||||
\item 当 L1 缓存大小增加时,L1MissRate 平均值呈现下降趋势,更大的缓存大小通常意味着更低的缺失率。
|
||||
\item 对于给定的数据,块大小似乎并没有对 L1MissRate 产生显著的影响。这可能是因为块大小的选择需要与其他参数,如缓存大小和 associativity,相匹配才能获得最佳性能。
|
||||
\item L1 Associativity 值与 L1MissRate 之间的关系似乎并不明确。这可能是因为其他参数的变化对缺失率产生了影响,使得 associativity 的影响不太明显。通常,增加 associativity 可以减少缺失率,但如果其他参数不合适,这种效果可能会受到抵消。
|
||||
\item 随着 L1 缓存大小的增加,L1 Miss Rate 的平均值呈现下降趋势,通常较大的缓存意味着更低的缺失率。
|
||||
\item 为了实现最佳性能,块大小必须与缓存大小和关联度等其他参数相协调。一般来说,命中率会随着块大小的变化而先上升后下降。
|
||||
\item L1 关联度值与 L1 Miss Rate 之间的关系受到其他参数变化的影响,因此缺失率在一定范围内波动。通常,增加关联度可以降低缺失率,但在不合适的参数配置下,这种效果会减弱,导致缺失率在增加过程中上下波动。
|
||||
\end{itemize}
|
||||
|
||||
|
||||
\subsection{AAT}
|
||||
|
||||
\begin{itemize}
|
||||
\item 增大 L1 Cache Size 或 L1 ASSOC 通常可以降低 AAT。这可能是因为增大这些参数可以增加缓存的容量和关联性,从而降低缺失率和增加缓存命中率。
|
||||
\item 与 L1 缓存类似,增大 L2 SIZE 或 L2 ASSOC 也可以降低 AAT。但是,L2 缓存的影响可能不如 L1 缓存明显,因为 L2 缓存通常在 L1 缓存缺失时才被访问。
|
||||
\end{itemize}
|
||||
|
||||
|
||||
\begin{figure}[!htbp]
|
||||
\centering
|
||||
\subfmacro{blocksize_comparison}{Block Size}{.47}
|
||||
\subfmacro{victim_comparison_sorted}{Victim Size}{.47}
|
||||
\caption{AAT}\label{fig:aatBs}
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{L1.png}
|
||||
\caption{AAT vs L1}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{block.png}
|
||||
\caption{AAT vs Block Size}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{L2.png}
|
||||
\caption{AAT vs L2}
|
||||
\end{minipage}
|
||||
\end{figure}
|
||||
|
||||
|
||||
\begin{itemize}
|
||||
\item 对于所有三个 trace file,随着 BLOCKSIZE 的增加,AAT 似乎都有所减少,尤其在较小的 BLOCKSIZE 值时下降得较为明显。这可能是因为增大 BLOCKSIZE 可以提高空间局部性,从而增加缓存命中率。但是,BLOCKSIZE 过大可能会导致缓存行里的一些数据没有被利用,从而浪费缓存空间。对于 \verb|go_trace.txt|,在 BLOCKSIZE 较大时,AAT 的减少不如其他两个明显,这可能是因为这个工作负载与其他两个有所不同。
|
||||
\item 对于所有三个 trace file,当 Victim Cache SIZE 为 512 时,AAT 值都是最高的。这可能是因为该大小不适合这些特定的工作负载,或者这个大小的 Victim Cache 在逐出数据时可能不够有效。
|
||||
随着 Victim Cache SIZE 的增加(从 512 开始),AAT 明显降低。这表明,增大 Victim Cache 的大小可以提高其效率,从而降低 AAT。当 Victim Cache SIZE 达到一定值后,例如 32 或 64,AAT 的下降趋势放缓,表明在这些值之后,进一步增加 Victim Cache 的大小可能不会带来显著的性能提升。
|
||||
\item 增加 L1 缓存大小或 L1 关联度通常能降低平均访问时间(AAT)。这可能是因为这些参数的增大提高了缓存的容量和关联性,从而降低了缺失率并提升了命中率。
|
||||
\item 类似于 L1 缓存,增大 L2 缓存大小或 L2 关联度也有助于降低 AAT。不过,L2 缓存的影响可能不如 L1 缓存明显,因为 L2 缓存通常只有在 L1 缓存发生缺失时才会被访问。
|
||||
\end{itemize}
|
||||
|
||||
\subsection{最优参数组合}
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
\subsection{最优参数}
|
||||
\begin{figure}[!htbp]
|
||||
\centering
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{R1.png}
|
||||
\caption{gcc}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{R2.png}
|
||||
\caption{go}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{0.32\linewidth}
|
||||
\includegraphics[width=\linewidth]{R3.png}
|
||||
\caption{perl}
|
||||
\end{minipage}
|
||||
\end{figure}
|
||||
\begin{table}[!htbp]
|
||||
\centering
|
||||
\caption{最优参数组合}\label{tab:res2}
|
||||
\caption{搜索结果}\label{tab:res2}
|
||||
\begin{tabular}{cccccc}
|
||||
\hline
|
||||
Trace & L1 & L2 & blocksize & victim size & Best AAT \\
|
||||
\hline
|
||||
gcc & 8192, 2 & 65536, 8 & 128 & 4096 & 0.8182 \\
|
||||
go & 2048, 2 & 65536, 2 & 128 & 2048 & 0.8466 \\
|
||||
gcc & 8192, 2 & 65536, 4 & 128 & 4096 & 0.8186 \\
|
||||
go & 1024, 2 & 65536, 2 & 128 & 4096 & 0.8415 \\
|
||||
perl & 8192, 2 & 65536, 2 & 64 & 4096 & 0.6714 \\
|
||||
\hline
|
||||
\end{tabular}
|
||||
|
|
|
|||
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/AAT.png
vendored
Normal file
|
After Width: | Height: | Size: 68 KiB |
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/L1.png
vendored
Normal file
|
After Width: | Height: | Size: 73 KiB |
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/L2.png
vendored
Normal file
|
After Width: | Height: | Size: 69 KiB |
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/R1.png
vendored
Normal file
|
After Width: | Height: | Size: 148 KiB |
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/R2.png
vendored
Normal file
|
After Width: | Height: | Size: 116 KiB |
BIN
cache/TJU-2023-Computer-Organization/Proj1-2/TJU-Latex-Report/figures/R3.png
vendored
Normal file
|
After Width: | Height: | Size: 144 KiB |
|
|
@ -6,15 +6,17 @@
|
|||
\newlabel{fig:result.png}{{1}{1}}
|
||||
\@writefile{toc}{\contentsline {section}{\numberline {3}实验分析}{1}{}\protected@file@percent }
|
||||
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Miss Rate}{1}{}\protected@file@percent }
|
||||
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}AAT}{1}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces L1 Miss vs Size}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces L1 Miss vs Block Size}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces L1 Miss vs Associativity}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces AAT}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Block Size}}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {Victim Size}}}{2}{}\protected@file@percent }
|
||||
\newlabel{fig:aatBs}{{5}{2}}
|
||||
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}最优参数组合}{3}{}\protected@file@percent }
|
||||
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces 最优参数组合}}{3}{}\protected@file@percent }
|
||||
\newlabel{tab:res2}{{1}{3}}
|
||||
\gdef \@abspage@last{5}
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces L1 Miss vs Size}}{1}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces L1 Miss vs Block Size}}{1}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces L1 Miss vs Associativity}}{1}{}\protected@file@percent }
|
||||
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}AAT}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces AAT vs L1}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces AAT vs Block Size}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces AAT vs L2}}{2}{}\protected@file@percent }
|
||||
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}最优参数}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces gcc}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces go}}{2}{}\protected@file@percent }
|
||||
\@writefile{lof}{\contentsline {figure}{\numberline {10}{\ignorespaces perl}}{2}{}\protected@file@percent }
|
||||
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces 搜索结果}}{2}{}\protected@file@percent }
|
||||
\newlabel{tab:res2}{{1}{2}}
|
||||
\gdef \@abspage@last{4}
|
||||
|
|
|
|||
|
|
@ -1,4 +1,4 @@
|
|||
This is XeTeX, Version 3.141592653-2.6-0.999993 (TeX Live 2022/dev/Debian) (preloaded format=xelatex 2024.10.30) 30 OCT 2024 15:41
|
||||
This is XeTeX, Version 3.141592653-2.6-0.999993 (TeX Live 2022/dev/Debian) (preloaded format=xelatex 2024.10.30) 30 OCT 2024 17:39
|
||||
entering extended mode
|
||||
restricted \write18 enabled.
|
||||
%&-line parsing enabled.
|
||||
|
|
@ -673,27 +673,19 @@ Package fancyhdr Warning: \headheight is too small (12.0pt):
|
|||
(fancyhdr) \addtolength{\topmargin}{-0.64723pt}.
|
||||
|
||||
[1]
|
||||
File: figures//blocksize_comparison.pdf Graphic file (type pdf)
|
||||
<use figures//blocksize_comparison.pdf>
|
||||
File: figures//victim_comparison_sorted.pdf Graphic file (type pdf)
|
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\contentsline {section}{\numberline {2}实验结果}{1}{}%
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\contentsline {section}{\numberline {3}实验分析}{1}{}%
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\contentsline {subsection}{\numberline {3.1}Miss Rate}{1}{}%
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\contentsline {subsection}{\numberline {3.2}AAT}{1}{}%
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\contentsline {subsection}{\numberline {3.3}最优参数组合}{3}{}%
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\contentsline {subsection}{\numberline {3.3}最优参数}{2}{}%
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