#!/usr/bin/python3 # Madeleine Masser-Frye (mmmasserfrye@hmc.edu) 06/2022 from collections import namedtuple import re import csv import subprocess from matplotlib.cbook import flatten import matplotlib.pyplot as plt import matplotlib.lines as lines from wallySynth import testFreq def synthsintocsv(): ''' writes a CSV with one line for every available synthesis each line contains the module, tech, width, target freq, and resulting metrics ''' print("This takes a moment...") bashCommand = "find . -path '*runs/wallypipelinedcore_*' -prune" output = subprocess.check_output(['bash','-c', bashCommand]) allSynths = output.decode("utf-8").split('\n')[:-1] specReg = re.compile('[a-zA-Z0-9]+') metricReg = re.compile('-?\d+\.\d+[e]?[-+]?\d*') file = open("Summary.csv", "w") writer = csv.writer(file) writer.writerow(['Width', 'Config', 'Special', 'Tech', 'Target Freq', 'Delay', 'Area']) for oneSynth in allSynths: descrip = specReg.findall(oneSynth) #[30:] width = descrip[2][:4] config = descrip[2][4:] if descrip[3][-2:] == 'nm': special = '' else: special = descrip[3] descrip = descrip[1:] tech = descrip[3][:-2] freq = descrip[4] metrics = [] for phrase in ['Path Slack', 'Design Area']: bashCommand = 'grep "{}" '+ oneSynth[2:]+'/reports/*qor*' bashCommand = bashCommand.format(phrase) try: output = subprocess.check_output(['bash','-c', bashCommand]) nums = metricReg.findall(str(output)) nums = [float(m) for m in nums] metrics += nums except: print(width + config + tech + '_' + freq + " doesn't have reports") if metrics == []: pass else: delay = 1000/int(freq) - metrics[0] area = metrics[1] writer.writerow([width, config, special, tech, freq, delay, area]) file.close() def synthsfromcsv(filename): Synth = namedtuple("Synth", "width config special tech freq delay area") with open(filename, newline='') as csvfile: csvreader = csv.reader(csvfile) global allSynths allSynths = list(csvreader)[1:] for i in range(len(allSynths)): for j in range(len(allSynths[0])): try: allSynths[i][j] = int(allSynths[i][j]) except: try: allSynths[i][j] = float(allSynths[i][j]) except: pass allSynths[i] = Synth(*allSynths[i]) return allSynths def freqPlot(tech, width, config): ''' plots delay, area for syntheses with specified tech, module, width ''' freqsL, delaysL, areasL = ([[], []] for i in range(3)) for oneSynth in allSynths: if (width == oneSynth.width) & (config == oneSynth.config) & (tech == oneSynth.tech) & (oneSynth.special == ''): ind = (1000/oneSynth.delay < oneSynth.freq) # when delay is within target clock period freqsL[ind] += [oneSynth.freq] delaysL[ind] += [oneSynth.delay] areasL[ind] += [oneSynth.area] f, (ax1, ax2) = plt.subplots(2, 1, sharex=True) for ind in [0,1]: areas = areasL[ind] delays = delaysL[ind] freqs = freqsL[ind] c = 'blue' if ind else 'green' ax1.scatter(freqs, delays, color=c) ax2.scatter(freqs, areas, color=c) freqs = list(flatten(freqsL)) delays = list(flatten(delaysL)) areas = list(flatten(areasL)) legend_elements = [lines.Line2D([0], [0], color='green', ls='', marker='o', label='timing achieved'), lines.Line2D([0], [0], color='blue', ls='', marker='o', label='slack violated')] ax1.legend(handles=legend_elements) ytop = ax2.get_ylim()[1] ax2.set_ylim(ymin=0, ymax=1.1*ytop) ax2.set_xlabel("Target Freq (MHz)") ax1.set_ylabel('Delay (ns)') ax2.set_ylabel('Area (sq microns)') ax1.set_title(tech + ' ' + width +config) plt.savefig('./plots/wally/freqSweep_' + tech + '_' + width + config + '.png') # plt.show() def areaDelay(tech, freq, width=None, config=None, special=None): delays, areas, labels = ([] for i in range(3)) for oneSynth in allSynths: if (width==None) or (width == oneSynth.width): if (tech == oneSynth.tech) & (freq == oneSynth.freq): if (special != None) & (oneSynth.special == special): delays += [oneSynth.delay] areas += [oneSynth.area] labels += [oneSynth.width + oneSynth.config] elif (config != None) & (oneSynth.config == config): delays += [oneSynth.delay] areas += [oneSynth.area] labels += [oneSynth.special] # else: # delays += [oneSynth.delay] # areas += [oneSynth.area] # labels += [oneSynth.config + '_' + oneSynth.special] if width == None: width = '' f, (ax1) = plt.subplots(1, 1) plt.scatter(delays, areas) plt.xlabel('Delay (ns)') plt.ylabel('Area (sq microns)') ytop = ax1.get_ylim()[1] plt.ylim(ymin=0, ymax=1.1*ytop) titleStr = tech + ' ' + width saveStr = tech + '_' + width if config: titleStr += config saveStr = saveStr + config + '_versions_' if (special != None): titleStr += special saveStr = saveStr + '_origConfigs_' saveStr += str(freq) titleStr = titleStr + ' (target freq: ' + str(freq) + ')' plt.title(titleStr) for i in range(len(labels)): plt.annotate(labels[i], (delays[i], areas[i]), textcoords="offset points", xytext=(0,10), ha='center') plt.savefig('./plots/wally/areaDelay_' + saveStr + '.png') # ending freq in 42 means fpu was turned off manually if __name__ == '__main__': # synthsintocsv() synthsfromcsv('Summary.csv') freqPlot('tsmc28', 'rv32', 'e') freqPlot('sky90', 'rv32', 'e') areaDelay('tsmc28', testFreq[1], width= 'rv64', config='gc') areaDelay('tsmc28', testFreq[1], special='') areaDelay('sky90', testFreq[0], width='rv64', config='gc') areaDelay('sky90', testFreq[0], special='')