diff --git a/ipynb/examples/android/workloads/Android_YouTube.ipynb b/ipynb/examples/android/workloads/Android_YouTube.ipynb index 7c745c0943c98318f177014c3c5c593e23ad3a6b..c20a29857c8db3d3a0d3cc885c539c137d7c6314 100644 --- a/ipynb/examples/android/workloads/Android_YouTube.ipynb +++ b/ipynb/examples/android/workloads/Android_YouTube.ipynb @@ -12,16 +12,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2017-03-06 12:02:24,343 INFO : root : Using LISA logging configuration:\n", - "2017-03-06 12:02:24,344 INFO : root : /home/vagrant/lisa/logging.conf\n" + "2018-02-08 11:36:36,046 INFO : root : Using LISA logging configuration:\n", + "2018-02-08 11:36:36,048 INFO : root : /usr/local/google/home/kevindubois/source/android-git_master/external/lisa/logging.conf\n" ] } ], @@ -33,9 +31,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -131,9 +127,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Setup target configuration\n", @@ -143,10 +137,10 @@ " \"board\" : 'pixel',\n", " \n", " # Device\n", - " \"device\" : \"FA6A10306347\",\n", + " #\"device\" : \"FA6A10306347\",\n", " \n", " # Android home\n", - " \"ANDROID_HOME\" : \"/home/vagrant/lisa/tools/android-sdk-linux/\",\n", + " \"ANDROID_HOME\" : \"/usr/local/google/home/kevindubois/Android/Sdk\",\n", "\n", " # Folder where all the results will be collected\n", " \"results_dir\" : \"Youtube_example\",\n", @@ -168,6 +162,9 @@ " \"sched_load_avg_task\",\n", " \"cpu_capacity\",\n", " \"cpu_frequency\",\n", + " \"clock_enable\",\n", + " \"clock_disable\",\n", + " \"clock_set_rate\"\n", " ],\n", " \"buffsize\" : 100 * 1024,\n", " },\n", @@ -181,7 +178,6 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -189,35 +185,37 @@ "name": "stderr", "output_type": "stream", "text": [ - "2017-03-06 12:02:29,958 INFO : TestEnv : Using base path: /home/vagrant/lisa\n", - "2017-03-06 12:02:29,959 INFO : TestEnv : Loading custom (inline) target configuration\n", - "2017-03-06 12:02:29,960 INFO : TestEnv : External tools using:\n", - "2017-03-06 12:02:29,960 INFO : TestEnv : ANDROID_HOME: /home/vagrant/lisa/tools/android-sdk-linux/\n", - "2017-03-06 12:02:29,961 INFO : TestEnv : CATAPULT_HOME: /home/vagrant/lisa/tools/catapult\n", - "2017-03-06 12:02:29,962 INFO : TestEnv : Devlib modules to load: ['bl', 'cpufreq']\n", - "2017-03-06 12:02:29,962 INFO : TestEnv : Connecting Android target [FA6A10306347]\n", - "2017-03-06 12:02:29,963 INFO : TestEnv : Connection settings:\n", - "2017-03-06 12:02:29,963 INFO : TestEnv : {'device': 'FA6A10306347'}\n", - "2017-03-06 12:02:30,111 INFO : android : ls command is set to ls -1\n", - "2017-03-06 12:02:30,715 INFO : TestEnv : Initializing target workdir:\n", - "2017-03-06 12:02:30,718 INFO : TestEnv : /data/local/tmp/devlib-target\n", - "2017-03-06 12:02:32,212 INFO : TestEnv : Topology:\n", - "2017-03-06 12:02:32,213 INFO : TestEnv : [[0, 1], [2, 3]]\n", - "2017-03-06 12:02:32,336 INFO : TestEnv : Loading default EM:\n", - "2017-03-06 12:02:32,337 INFO : TestEnv : /home/vagrant/lisa/libs/utils/platforms/pixel.json\n", - "2017-03-06 12:02:32,883 INFO : TestEnv : Enabled tracepoints:\n", - "2017-03-06 12:02:32,884 INFO : TestEnv : sched_switch\n", - "2017-03-06 12:02:32,885 INFO : TestEnv : sched_wakeup\n", - "2017-03-06 12:02:32,885 INFO : TestEnv : sched_wakeup_new\n", - "2017-03-06 12:02:32,886 INFO : TestEnv : sched_overutilized\n", - "2017-03-06 12:02:32,886 INFO : TestEnv : sched_load_avg_cpu\n", - "2017-03-06 12:02:32,886 INFO : TestEnv : sched_load_avg_task\n", - "2017-03-06 12:02:32,887 INFO : TestEnv : cpu_capacity\n", - "2017-03-06 12:02:32,887 INFO : TestEnv : cpu_frequency\n", - "2017-03-06 12:02:32,888 INFO : TestEnv : Set results folder to:\n", - "2017-03-06 12:02:32,888 INFO : TestEnv : /home/vagrant/lisa/results/Youtube_example\n", - "2017-03-06 12:02:32,889 INFO : TestEnv : Experiment results available also in:\n", - "2017-03-06 12:02:32,889 INFO : TestEnv : /home/vagrant/lisa/results_latest\n" + "2018-02-08 11:36:36,882 INFO : TestEnv : Using base path: /usr/local/google/home/kevindubois/source/android-git_master/external/lisa\n", + "2018-02-08 11:36:36,885 INFO : TestEnv : Loading custom (inline) target configuration\n", + "2018-02-08 11:36:36,886 INFO : TestEnv : External tools using:\n", + "2018-02-08 11:36:36,887 INFO : TestEnv : ANDROID_HOME: /usr/local/google/home/kevindubois/Android/Sdk\n", + "2018-02-08 11:36:36,889 INFO : TestEnv : CATAPULT_HOME: /usr/local/google/home/kevindubois/source/android-git_master/external/lisa/../chromium-trace/catapult/\n", + "2018-02-08 11:36:36,890 INFO : TestEnv : Devlib modules to load: ['bl', 'cpufreq']\n", + "2018-02-08 11:36:36,891 INFO : TestEnv : Connecting Android target [DEFAULT]\n", + "2018-02-08 11:36:36,892 INFO : TestEnv : Connection settings:\n", + "2018-02-08 11:36:36,893 INFO : TestEnv : None\n", + "2018-02-08 11:36:38,113 INFO : TestEnv : Initializing target workdir:\n", + "2018-02-08 11:36:38,115 INFO : TestEnv : /data/local/tmp/devlib-target\n", + "2018-02-08 11:36:39,893 INFO : TestEnv : Topology:\n", + "2018-02-08 11:36:39,896 INFO : TestEnv : [[0, 1, 2, 3], [4, 5, 6, 7]]\n", + "2018-02-08 11:36:40,248 INFO : TestEnv : Loading default EM:\n", + "2018-02-08 11:36:40,251 INFO : TestEnv : /usr/local/google/home/kevindubois/source/android-git_master/external/lisa/libs/utils/platforms/pixel.json\n", + "2018-02-08 11:36:41,020 INFO : TestEnv : Enabled tracepoints:\n", + "2018-02-08 11:36:41,023 INFO : TestEnv : sched_switch\n", + "2018-02-08 11:36:41,024 INFO : TestEnv : sched_wakeup\n", + "2018-02-08 11:36:41,025 INFO : TestEnv : sched_wakeup_new\n", + "2018-02-08 11:36:41,027 INFO : TestEnv : sched_overutilized\n", + "2018-02-08 11:36:41,028 INFO : TestEnv : sched_load_avg_cpu\n", + "2018-02-08 11:36:41,029 INFO : TestEnv : sched_load_avg_task\n", + "2018-02-08 11:36:41,031 INFO : TestEnv : cpu_capacity\n", + "2018-02-08 11:36:41,032 INFO : TestEnv : cpu_frequency\n", + "2018-02-08 11:36:41,033 INFO : TestEnv : clock_enable\n", + "2018-02-08 11:36:41,034 INFO : TestEnv : clock_disable\n", + "2018-02-08 11:36:41,036 INFO : TestEnv : clock_set_rate\n", + "2018-02-08 11:36:41,037 INFO : TestEnv : Set results folder to:\n", + "2018-02-08 11:36:41,038 INFO : TestEnv : /usr/local/google/home/kevindubois/source/android-git_master/external/lisa/results/Youtube_example\n", + "2018-02-08 11:36:41,039 INFO : TestEnv : Experiment results available also in:\n", + "2018-02-08 11:36:41,041 INFO : TestEnv : /usr/local/google/home/kevindubois/source/android-git_master/external/lisa/results_latest\n" ] } ], @@ -239,24 +237,23 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2017-03-06 12:02:36,854 INFO : Workload : Supported workloads available on target:\n", - "2017-03-06 12:02:36,857 INFO : Workload : vellamo, youtube, jankbench, uibench, geekbench\n", - "2017-03-06 12:02:38,425 INFO : Screen : Force manual orientation\n", - "2017-03-06 12:02:38,428 INFO : Screen : Set orientation: LANDSCAPE\n", - "2017-03-06 12:02:40,232 INFO : Screen : Set brightness: 0%\n", - "2017-03-06 12:02:42,903 INFO : YouTube : FTrace START\n", - "2017-03-06 12:02:45,115 INFO : YouTube : Play video for 60 [s]\n", - "2017-03-06 12:03:45,441 INFO : YouTube : FTrace STOP\n", - "2017-03-06 12:04:00,285 INFO : Screen : Set orientation: AUTO\n", - "2017-03-06 12:04:01,573 INFO : Screen : Set brightness: AUTO\n" + "2018-02-08 11:36:41,301 INFO : Workload : Supported workloads available on target:\n", + "2018-02-08 11:36:41,304 INFO : Workload : youtube, viewerworkload, uibench, camerapreview, gmaps\n", + "2018-02-08 11:36:41,306 INFO : Screen : Setting screen ON\n", + "2018-02-08 11:36:43,959 INFO : Screen : Force manual orientation\n", + "2018-02-08 11:36:43,962 INFO : Screen : Set orientation: LANDSCAPE\n", + "2018-02-08 11:36:45,420 INFO : Screen : Set brightness: 0%\n", + "2018-02-08 11:36:48,640 INFO : YouTube : FTrace START\n", + "2018-02-08 11:36:48,954 INFO : YouTube : Play video for 60 [s]\n", + "2018-02-08 11:37:49,228 INFO : YouTube : FTrace STOP\n", + "2018-02-08 11:37:57,293 INFO : Screen : Set orientation: AUTO\n", + "2018-02-08 11:37:58,325 INFO : Screen : Set brightness: AUTO\n" ] } ], @@ -275,21 +272,19 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Stats since: 56584817646969ns\r\n", - "Total frames rendered: 297\r\n", - "Janky frames: 26 (8.75%)\r\n", - "50th percentile: 8ms\r\n", - "90th percentile: 16ms\r\n", - "95th percentile: 18ms\r\n", - "99th percentile: 69ms\r\n" + "Stats since: 8014920248275ns\r\n", + "Total frames rendered: 269\r\n", + "Janky frames: 4 (1.49%)\r\n", + "50th percentile: 5ms\r\n", + "90th percentile: 9ms\r\n", + "95th percentile: 10ms\r\n", + "99th percentile: 24ms\r\n" ] } ], @@ -314,146 +309,19 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2017-03-06 12:06:06,389 INFO : Trace : Platform clusters verified to be Frequency coherent\n" + "2018-02-08 11:39:04,825 INFO : Trace : Platform clusters verified to be Frequency coherent\n", + "IOPub data rate exceeded.\n", + "The notebook server will temporarily stop sending output\n", + "to the client in order to avoid crashing it.\n", + "To change this limit, set the config variable\n", + "`--NotebookApp.iopub_data_rate_limit`.\n" ] - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - "\n", - "\n", - "\n", - " \n", - "
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -470,23 +338,21 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2017-03-06 12:09:36,330 INFO : Analysis : LITTLE cluster average frequency: 0.609 GHz\n", - "2017-03-06 12:09:36,330 INFO : Analysis : big cluster average frequency: 0.584 GHz\n" + "2018-02-08 11:39:49,435 INFO : Analysis : LITTLE cluster average frequency: 0.769 GHz\n", + "2018-02-08 11:39:49,437 INFO : Analysis : big cluster average frequency: 0.481 GHz\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABSgAAALgCAYAAACXjZnfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrvM28gAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA70AAAIUCAYAAADWuUs+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -499,6 +365,73 @@ " logging.info('Plotting cluster frequencies for [sched]...')\n", "except: pass" ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2018-02-08 11:39:50,664 INFO : Analysis : LITTLE cluster average frequency: 0.769 GHz\n", + "2018-02-08 11:39:50,666 INFO : Analysis : big cluster average frequency: 0.481 GHz\n" + ] + }, + { + "data": { + "text/plain": [ + "(0.76889112184102038, 0.48066945001173356)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA70AAAIUCAYAAADWuUs+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace.analysis.frequency.plotClusterFrequencies()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAIUCAYAAAA0ZVBHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUPn/AUFh0c48/NAyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "trace.analysis.frequency.plotPeripheralClock(title=\"vsync clock\", clk=\"vsync_clk_src\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { @@ -517,7 +450,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.6" + "version": "2.7.14" }, "toc": { "toc_cell": false, @@ -527,5 +460,5 @@ } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/libs/utils/analysis/frequency_analysis.py b/libs/utils/analysis/frequency_analysis.py index c29f330fdf76b048b5ab2ba346aab22a5bfa0baf..c859a865f30c6a54c5e4d7c3a739fb015e27bc64 100644 --- a/libs/utils/analysis/frequency_analysis.py +++ b/libs/utils/analysis/frequency_analysis.py @@ -163,6 +163,127 @@ class FrequencyAnalysis(AnalysisModule): # Plotting Methods ############################################################################### + def plotPeripheralClock(self, clk, title='Peripheral Frequency'): + """ + Produce graph plotting the frequency of a particular peripheral clock + + :param title: The title for the chart + :type title: str + + :param clk: The clk name to chart + :type clk: str + + :raises: KeyError + """ + if not self._trace.hasEvents('clock_set_rate'): + self._log.warning('Events [clock_set_rate] not found, plot DISABLED!') + return + rate_df = self._dfg_trace_event('clock_set_rate') + enable_df = self._dfg_trace_event('clock_enable') + disable_df = self._dfg_trace_event('clock_disable') + pd.options.mode.chained_assignment = None + + rate_df = rate_df[rate_df.clk_name == clk] + rate_df['clock_setting'] = rate_df['rate']/1e6 + rate_df['state'] = -1 + + pd.set_option('display.expand_frame_repr', False) + + if not enable_df.empty: + enable_df = enable_df[enable_df.clk_name == clk] + enable_df['clock_setting'] = 1; + if not disable_df.empty: + disable_df = disable_df[disable_df.clk_name == clk] + disable_df['clock_setting'] = 0; + + freq = pd.concat([rate_df, enable_df, disable_df]) + freq.sort_index(inplace=True) + + if freq.empty: + self._log.warning('No events for clock ' + clk + ' found in trace') + return + + #this will extend the last frequency value to the end of the timerange. + last = freq.tail(n=1) + last.index = { self._trace.x_max } + freq = pd.concat([freq, last]) + freq['timestamp'] = freq.index + freq['frequency'] = 0; + + max_freq = 0 + last_state = 1 + last_freq = rate_df.iloc[0]['clock_setting'] + for index, row in freq.iterrows(): + if row.state == -1 : + last_freq = row.clock_setting + if max_freq < last_freq: max_freq = last_freq + if last_state == 0: + freq.loc[index, 'frequency'] = 0 + else: + freq.loc[index, 'frequency'] = last_freq + + if row.state == 1: + freq.loc[index, 'frequency'] = last_freq + last_state = row.state + + if row.state == 0: + freq.loc[index, 'frequency'] = 0 + last_state = row.state + + + fig = plt.figure(figsize=(16,8)) + gs = gridspec.GridSpec(2, 1, height_ratios=[8, 1]) + freq_axis = plt.subplot(gs[0]) + state_axis = plt.subplot(gs[1]) + plt.suptitle(title, y=.97, fontsize=16, horizontalalignment='center') + + #plot frequency information + freq_axis.set_title("Clock frequency for " + clk) + freq_axis.set_ylim(0, max_freq * 1.1) + if len(freq) > 0: + freq['frequency'].plot(style=['b-'], ax=freq_axis, drawstyle='steps-post', alpha=0.4) + else: + self._log.warning('NO frequency events to plot') + + freq_axis.set_xlim(self._trace.x_min, self._trace.x_max) + freq_axis.set_ylabel('MHz') + freq_axis.set_xlabel('') + freq_axis.grid(True) + + #figure out when clocks are on and off + onoff = freq.loc[freq.state != -1, :] + first_onoff = self._trace.x_max + if len(onoff): + #edge detect when the state changes + onoff['statechange'] = onoff['state'].diff() + onoff = onoff[onoff.statechange != 0] + + #compute delta as the time period between state changes + onoff['delta'] = (onoff['timestamp'] - onoff['timestamp'].shift()).fillna(0).shift(-1) + onoff.iloc[-1, onoff.columns.get_loc('delta')] = self._trace.x_max - onoff.iloc[-1].timestamp + + #plot state on as green and off as red + enable_events = onoff[onoff.state == 1] + disable_events = onoff[onoff.state == 0] + state_axis.hlines([0] * len(enable_events), + enable_events['timestamp'], enable_events['timestamp'] + enable_events['delta'], + linewidth = 10.0, label='clock on', color='green') + state_axis.hlines([0] * len(disable_events), + disable_events['timestamp'], disable_events['timestamp'] + disable_events['delta'], + linewidth = 10.0, label='clock off', color='red') + first_onoff = onoff.iloc[0].timestamp + + #plot time period that the clock state was unknown from the trace + state_axis.hlines(0, 0, first_onoff, linewidth = 1.0, label='indeterminate clock state', linestyle='--') + state_axis.set_yticks([]) + state_axis.set_xlabel('seconds') + state_axis.set_xlim(self._trace.x_min, self._trace.x_max) + state_axis.legend(bbox_to_anchor=(0., 1.02, 1., 0.102), loc=3, ncol=3, mode='expand') + + figname = '{}/{}{}.png'\ + .format(self._trace.plots_dir, self._trace.plots_prefix, clk) + pl.savefig(figname, bbox_inches='tight') + def plotClusterFrequencies(self, title='Clusters Frequencies'): """ Plot frequency trend for all clusters. If sched_overutilized events are diff --git a/libs/utils/env.py b/libs/utils/env.py index ca025c23800e0081256b4ac14121744695066f63..4766a0d5317f0aeb3ebf9b7ae825e0bc88a5ba3f 100644 --- a/libs/utils/env.py +++ b/libs/utils/env.py @@ -747,31 +747,21 @@ class TestEnv(ShareState): self.platform['cpus_count'] = len(self.target.core_clusters) - def _load_em(self, board): - em_path = os.path.join(basepath, - 'libs/utils/platforms', board.lower() + '.json') - self._log.debug('Trying to load default EM from %s', em_path) - if not os.path.exists(em_path): - return None - self._log.info('Loading default EM:') - self._log.info(' %s', em_path) - board = JsonConf(em_path) - board.load() - if 'nrg_model' not in board.json: - return None - return board.json['nrg_model'] - - def _load_board(self, board): + def _load_board_file(self, board): board_path = os.path.join(basepath, 'libs/utils/platforms', board.lower() + '.json') - self._log.debug('Trying to load board descriptor from %s', board_path) + self._log.debug('Trying to load board defaults from %s', board_path) if not os.path.exists(board_path): return None - self._log.info('Loading board:') + self._log.info('Loading default board file:') self._log.info(' %s', board_path) board = JsonConf(board_path) board.load() - if 'board' not in board.json: + return board + + def _load_board(self, board): + board = self._load_board_file(board) + if board is not None and 'board' not in board.json: return None return board.json['board'] @@ -791,15 +781,15 @@ class TestEnv(ShareState): else: self._init_platform_smp() + board = self._load_board_file(self.conf['board']) + # Adding energy model information if 'nrg_model' in self.conf: self.platform['nrg_model'] = self.conf['nrg_model'] # Try to load the default energy model (if available) - else: - nrg_model = self._load_em(self.conf['board']) - # We shouldn't have an 'nrg_model' key if there is no energy model data - if nrg_model: - self.platform['nrg_model'] = nrg_model + # We shouldn't have an 'nrg_model' key if there is no energy model data + elif board is not None and 'nrg_model' in board.json: + self.platform['nrg_model'] = board.json['nrg_model'] # Adding topology information self.platform['topology'] = self.topology.get_level("cluster") @@ -816,6 +806,11 @@ class TestEnv(ShareState): self.platform['abi'] = self.target.abi self.platform['os'] = self.target.os + if 'peripherals' in self.conf: + self.platform['peripherals'] = self.conf['peripherals'] + elif board is not None and 'peripherals' in board.json: + self.platform['peripherals'] = board.json['peripherals'] + self._log.debug('Platform descriptor initialized\n%s', self.platform) # self.platform_dump('./') diff --git a/libs/utils/platforms/pixel.json b/libs/utils/platforms/pixel.json index b11aa24ff22cc5e75d1602c55c681ccc8c3bcec8..22795cb192b0ff0cc2fca007ff01b8175013ab54 100644 --- a/libs/utils/platforms/pixel.json +++ b/libs/utils/platforms/pixel.json @@ -25,5 +25,11 @@ "nrg_max" : 96 } } + }, + "peripherals": { + "bus": "bimc_clk", + "display": "mdp_clk_src", + "gpu": "gpucc_gfx3d_clk", + "video": "video_core_clk_src" } } diff --git a/tools/plots.py b/tools/plots.py index 077f8fdab42931ca010addfa45d2f78a09863d64..c999041df3fadd90f498321fb659f9f3cc5b3f39 100755 --- a/tools/plots.py +++ b/tools/plots.py @@ -59,31 +59,44 @@ parser.add_argument('--tmax', type=float, parser.add_argument('--plots', type=str, default='all', help='List of plots to produce (all,') +parser.add_argument('--platform_file', type=str, + help='Platform file to use when plotting') args = None + + +def load_platform(output_directory): + plt_file = None + platform = None + + if (args.platform_file): + plt_file = args.platform_file + elif ('platform.json' in os.listdir(output_directory)): + plt_file = os.path.join(output_directory, 'platform.json') + + if plt_file is not None: + with open(plt_file, 'r') as ifile: + platform = json.load(ifile) + + if platform is None: + logging.warning("could not find platform file!") + logging.info('Platform description:') + logging.info(' %s', platform) + return platform + def main(): global args args = parser.parse_args() # Setup plots to produce if args.plots == 'all': - args.plots = 'tasks clusters cpus stune ediff edspace' + args.plots = 'tasks clusters cpus stune ediff edspace peripherals' # For each rtapp and each run if args.outdir is not None: - - # Load platform descriptior - platform = None - plt_file = os.path.join(args.outdir, 'platform.json') - if os.path.isfile(plt_file): - with open(plt_file, 'r') as ifile: - platform = json.load(ifile) - logging.info('Platform description:') - logging.info(' %s', platform) - # Plot the specified results folder - return plotdir(args.outdir, platform) + return plotdir(args.outdir, load_platform(args.outdir)) for test_idx in sorted(os.listdir(args.results)): @@ -105,15 +118,6 @@ def main(): # For each run of an rt-app workload test_dir = os.path.join(args.results, test_idx) - # Load platform descriptior - platform = None - plt_file = os.path.join(test_dir, 'platform.json') - if os.path.isfile(plt_file): - with open(plt_file, 'r') as ifile: - platform = json.load(ifile) - logging.info('Platform description:') - logging.info(' %s', platform) - for run_idx in sorted(os.listdir(test_dir)): run_dir = os.path.join(test_dir, run_idx) @@ -123,7 +127,7 @@ def main(): continue logging.info('Generate plots for [%s]...', run_dir) - plotdir(run_dir, platform) + plotdir(run_dir, load_platform(args.outdir)) def plotdir(run_dir, platform): global args @@ -142,7 +146,13 @@ def plotdir(run_dir, platform): logging.info('No performance data found') # Load Trace Analysis modules - trace = Trace(platform, run_dir) + trace_format = 'ftrace' + for f in os.listdir(run_dir): + if f.endswith('html'): + trace_format = 'systrace' + run_dir = f + break; + trace = Trace(platform, run_dir, [], trace_format=trace_format); # Define time ranges for all the temporal plots trace.setXTimeRange(args.tmin, args.tmax) @@ -157,8 +167,20 @@ def plotdir(run_dir, platform): # Cluster and CPUs plots if 'clusters' in args.plots: trace.analysis.frequency.plotClusterFrequencies() + trace.analysis.frequency.plotClusterFrequencyResidency() if 'cpus' in args.plots: trace.analysis.cpus.plotCPU() + trace.analysis.frequency.plotCPUFrequencies() + trace.analysis.frequency.plotCPUFrequencyResidency() + + print platform + if 'peripherals' in args.plots: + if 'peripherals' not in platform: + logging.warning("no peripheral clocks specified, skipping plotting") + else: + for name, clock_infra_name in platform['peripherals'].iteritems(): + trace.analysis.frequency.plotPeripheralClock( + title="Clock Frequency for {}".format(name), clk=clock_infra_name) # SchedTune plots if 'stune' in args.plots: