From 6173b86b760b24ce37285bc9b4bc77bf4e1c4f56 Mon Sep 17 00:00:00 2001
From: Mattia Mancini <mancini@astron.nl>
Date: Tue, 12 Sep 2023 09:20:03 +0000
Subject: [PATCH] Use the panel library to integrate KTDashboard and the PMT
sensor togheter
---
.gitignore | 1 +
README.md | 5 +-
pmt-view/__pycache__/config.cpython-310.pyc | Bin 175 -> 0 bytes
pmt-view/config.py | 4 +-
pmt-view/main.py | 343 +-
requirements.txt | 5 +-
test/kt_cache.json | 176110 +++++++++++++++++
7 files changed, 176374 insertions(+), 94 deletions(-)
create mode 100644 .gitignore
delete mode 100644 pmt-view/__pycache__/config.cpython-310.pyc
create mode 100644 test/kt_cache.json
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..d7224cc
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+**/**/__pycache__
diff --git a/README.md b/README.md
index 18f144b..e8aa66c 100644
--- a/README.md
+++ b/README.md
@@ -6,10 +6,7 @@ output.
To execute it run
```
-bokeh serve pmt-view --show
+python3 pmt-view/main.py --port 5321
```
A web browser will open with the live monitor of the Joules/Watts usage.
-
-To configure the type of sensor to use
-or the device number please edit `config.py` in `pmt-view`
diff --git a/pmt-view/__pycache__/config.cpython-310.pyc b/pmt-view/__pycache__/config.cpython-310.pyc
deleted file mode 100644
index 74436efd445374643d87df4bcc50ba525a866bf5..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001
literal 175
zcmd1j<>g{vU|{fCc08q%fq~&Mh=Yt785kHG7#J9ec^DWNQW&BbQW&EcQ<#DoG?{O)
z6eSkqyacKC(`35E7VPR5>>qTC)5SH+)7drN(`6+?5i0`&g!rYapOK%Ns-K&fmz<fG
ysh^%%qF<0(qFa`kT8>~O=jWwmrt1|{-r}&y%}*)KNwotxpqPb$fq{jYg9!je#VK?E
diff --git a/pmt-view/config.py b/pmt-view/config.py
index 1b29c6d..8b62e8b 100644
--- a/pmt-view/config.py
+++ b/pmt-view/config.py
@@ -1,6 +1,6 @@
# Configuration file for PMT-VIEW
-# Name of the sensor see pmt documentation for more details
-SENSOR = "rapl"
+UPDATE_INTERVAL = 1000
+WINDOW_IN_SECONDS = 60 * 5
# Device ID
DEVICE_ID = 0
diff --git a/pmt-view/main.py b/pmt-view/main.py
index bbfecc6..bb8ffe8 100644
--- a/pmt-view/main.py
+++ b/pmt-view/main.py
@@ -1,114 +1,283 @@
from argparse import ArgumentParser
import pypmt
import time
-from bokeh.plotting import figure
+from bokeh.plotting import figure as b_figure
from bokeh.io import show
from bokeh.embed import file_html
from bokeh.io import curdoc
from bokeh.models import ColumnDataSource
import config
import pmt
+import panel
+import pandas
+import os
+from functools import reduce
+import itertools
+import logging
+from bokeh.palettes import Dark2_5 as palette
+
+linestyles = ['solid', 'dashed', 'dotted', 'dotdash']
+from ktdashboard.ktdashboard import KTdashboard
+
+logging.basicConfig(level=logging.INFO,
+ format='%(asctime)s %(levelname)s - %(message)s')
+
+MAX_POWERSENSOR3_PAIRS = 4
+
+AVAILABLE_SENSORS = [
+ 'tegra',
+ 'powersensor2',
+ 'powersensor3',
+ #'dummy',
+ 'nvml',
+ 'rapl',
+ 'rocm',
+ 'xilinx'
+]
def parse_args():
parser = ArgumentParser(description="PMT display sensors")
- parser.add_argument("--sensor", default=config.SENSOR)
- parser.add_argument("--device", default=config.DEVICE_ID, type=int)
+ parser.add_argument("--kt_cache", help="Kernel tuner cache file", default=None)
+ parser.add_argument(
+ "--kt-test", help="Kernel Tuner test", action="store_true")
+ parser.add_argument("--update-interval",
+ default=config.UPDATE_INTERVAL, type=int)
+ parser.add_argument("--window_in_seconds",
+ default=config.WINDOW_IN_SECONDS, type=int)
+
+ parser.add_argument("--port", default=0, type=int)
+ parser.add_argument("--show", default=False, action="store_true")
+ parser.add_argument("--host", default="0.0.0.0")
+
return parser.parse_args()
-def main(bokeh=False):
- args = parse_args()
- sensor = pmt.get_pmt(args.sensor, device_id=args.device)
-
- disp = Display(sensor, args.sensor)
- disp.draw()
- disp.loop()
-
-
-class Display:
- def __init__(self, sensor, sensor_name):
- self.figure = figure(width=900, height=500)
- self.sensor_name = sensor_name
- self.datasource = ColumnDataSource(
- data={
- "Joules": [0],
- "Watts": [0],
- "Average watts": [0],
- "Average joules": [0],
- "Seconds": [0],
- }
- )
- self.sensor = sensor
- self.state = None
+class PMTView:
+ def data_frame_columns(self):
+ sensor_pairs = [[f'{k}_joules', f'{k}_watts']
+ for k in AVAILABLE_SENSORS]
+ return list(reduce(lambda x, y: x+y, sensor_pairs, []))
+
+ def init_datasource(self, source_key):
+ self.datasources[source_key] = ColumnDataSource({
+ "Joules": [0],
+ "Watts": [0],
+ "Seconds": [0],
+ })
+
+ self.state[source_key] = None
+
+ def init_datasources(self):
+ for sensor in AVAILABLE_SENSORS:
+ if sensor == 'powersensor3':
+ for pair_id in self.power_sensor3_pairs:
+ self.init_datasource(f'{sensor}-{pair_id}')
+
+ self.init_datasource(sensor)
+
+ def __init__(self, update_interval, window_in_seconds):
+ self.data = pandas.DataFrame(columns=self.data_frame_columns())
+ self.datasources = {}
+ self.state = {}
+ self.power_sensor3_pairs = {}
+ self.window_in_seconds = window_in_seconds
self.cur_second = 0
+ self.update_interval = update_interval
+ self.sensors = self.init_sensors()
+ self.init_datasources()
- def draw(self):
- self.figure.line(
- x="Seconds",
- y="Joules",
- color="red",
- line_width=3.0,
- source=self.datasource,
- legend_label="Joules",
- )
- self.figure.line(
- x="Seconds",
- y="Watts",
- color="blue",
- line_width=3.0,
- source=self.datasource,
- legend_label="Watts",
- )
- self.figure.line(
- x="Seconds",
- y="Average watts",
- color="lightblue",
- line_width=3.0,
- source=self.datasource,
- legend_label="Average watts",
- )
- self.figure.line(
- x="Seconds",
- y="Average joules",
- color="orange",
- line_width=3.0,
- source=self.datasource,
- legend_label="Average joules",
+ self.sensor_names = panel.widgets.CheckBoxGroup(
+ name='Sensors', options=AVAILABLE_SENSORS, size=len(AVAILABLE_SENSORS)
)
+ self.quantity = panel.widgets.Select(
+ name='Quantity', options=['Watts', 'Joules'], default='Watts')
+ self.scatter = panel.bind(self.draw_plot, self.sensor_names, self.quantity)
+ self.controls = self.draw_controls()
+
+ self.selected_sensors = panel.bind(
+ self.init_sensors, self.sensor_names)
+ self.dashboard = self.create_dashboard()
+
+ def init_sensors(self, device_id=0):
+ sensors = {}
+ for sensor_name in AVAILABLE_SENSORS.copy():
+ try:
+ if sensor_name == 'tegra' and os.system('tegrastats --help') != 0:
+ raise Exception("Missing sensor tegra")
+
+ elif sensor_name == 'powersensor3' and os.path.exists('/dev/ttyACM0'):
+ ps3 = pmt.get_pmt(
+ sensor_name, '/dev/ttyACM0')
+
+ for pair_id in range(MAX_POWERSENSOR3_PAIRS):
+ pair_name = ps3.getPairName(pair_id)
+ if pair_name != 'NC' and not pair_name.startswith('NotUsed'):
+ self.power_sensor3_pairs[pair_id] = pair_name
+ logging.info("found sensor pair: %s",
+ self.power_sensor3_pairs)
+ sensors[sensor_name] = ps3
+ else:
+ sensors[sensor_name] = pmt.get_pmt(
+ sensor_name, device_id)
+ logging.info("%s, loaded", sensor_name)
+ except Exception as e:
+ AVAILABLE_SENSORS.remove(sensor_name)
+ logging.exception(e)
+ logging.warning("%s, unavailable", sensor_name)
+
+ return sensors
+
+ def draw_controls(self):
+
+ return panel.WidgetBox(
+ panel.pane.Markdown("## PMT Configuration"),
+ self.sensor_names, self.quantity)
+
+ def draw_plot(self, sensor_names, quantity):
+
+ colors = itertools.cycle(palette)
+ lss = itertools.cycle(linestyles)
+ figure = b_figure(width=500, height=500, )
+
+ for sensor, color in zip(sensor_names, colors):
+ if sensor == 'powersensor3':
+ for pair_id, ls in zip(self.power_sensor3_pairs, lss):
+ figure.line(
+ x="Seconds",
+ y=quantity,
+ line_width=3.0,
+ color=color,
+ line_dash=ls,
+ source=self.datasources[f'{sensor}-{pair_id}'],
+ legend_label=f"{sensor} {self.power_sensor3_pairs[pair_id]}",
+ )
+
+ else:
+ figure.line(
+ x="Seconds",
+ y=quantity,
+ line_width=3.0,
+ color=color,
+ source=self.datasources[sensor],
+ legend_label=f"{sensor}",
+ )
+ if sensor_names:
+ figure.legend.location = 'top_left'
+ pane = panel.Column(
+ panel.pane.Markdown(f"## Total power usage [{quantity}]"),
+ panel.pane.Bokeh(figure)
+ )
+
+ return pane
+
+ def update_sensor(self, sensor, pair_id=None):
+ state_key = sensor
+
+ if sensor.startswith('powersensor3') and pair_id is not None:
+ state_key = f'{sensor}-{pair_id}'
+
+ try:
+ if self.state[state_key] is None:
+ # first read is garbage
+ if pair_id is not None:
+ self.state[state_key] = self.sensors[sensor].read(pair_id)
+ self.state[state_key] = self.sensors[sensor].read(pair_id)
+ else:
+ self.state[state_key] = self.sensors[sensor].read()
+ self.state[state_key] = self.sensors[sensor].read()
+
+ time.sleep(1)
+ if pair_id is not None:
+ n_state = self.sensors[sensor].read(pair_id)
+ else:
+ n_state = self.sensors[sensor].read()
+
+ datasource = dict(self.datasources[state_key].data)
+ self.cur_second += pypmt.PMT.seconds(
+ self.state[state_key], n_state)
+ row = {
+ "Joules": [
+ pypmt.PMT.joules(
+ self.state[state_key], n_state) / pypmt.PMT.seconds(self.state[state_key], n_state),
+ ],
+ "Watts": [pypmt.PMT.joules(self.state[state_key], n_state) / pypmt.PMT.seconds(self.state[state_key], n_state)],
+ "Seconds": [self.cur_second],
+ }
+
+ for value_name, value in row.items():
+ if value_name not in datasource:
+ datasource[value_name] = value
+ elif 'Seconds' in datasource and (datasource['Seconds'][-1] - datasource['Seconds'][0] > self.window_in_seconds):
+ datasource[value_name].pop(0)
+
+ datasource[value_name].append(value[0])
+
+ self.datasources[state_key].data = datasource
+ # self.datasources[state_key].stream(row)
+ self.state[state_key] = n_state
+ except Exception as e:
+ logging.exception("Error in upgrading values: %s", e)
def callback(self):
- if self.state is None:
- #first read is garbage
- self.state = self.sensor.read()
- self.state = self.sensor.read()
- time.sleep(1)
- n_state = self.sensor.read()
- self.cur_second += pypmt.PMT.seconds(self.state, n_state)
- row = {
- "Joules": [
- pypmt.PMT.joules(self.state, n_state),
- ],
- "Watts": [pypmt.PMT.joules(self.state, n_state)],
- "Average watts": [
- pypmt.PMT.joules(self.state, n_state) / pypmt.PMT.seconds(self.state, n_state)
- ],
- "Average joules": [
- pypmt.PMT.watts(self.state, n_state) / pypmt.PMT.seconds(self.state, n_state)
- ],
- "Seconds": [self.cur_second],
- }
-
- self.datasource.stream(row)
- self.state = n_state
+ for sensor in AVAILABLE_SENSORS:
+
+ if sensor == 'powersensor3':
+ for pair_id in self.power_sensor3_pairs:
+ self.update_sensor(sensor, pair_id)
+ else:
+ self.update_sensor(sensor)
+
+
+ def create_dashboard(self):
+ dash = panel.template.BootstrapTemplate(title='PMTView')
+ dash.sidebar.append(self.controls)
+ dash.main.append(self.scatter)
+
+ return dash
def loop(self):
- curdoc().template_variables["sensor"] = self.sensor_name
- curdoc().add_periodic_callback(lambda: self.callback(), 1000)
- curdoc().add_root(self.figure)
+ panel.state.add_periodic_callback(
+ lambda: self.callback(), self.update_interval)
+ return self.dashboard
+
+
+def main():
+ args = parse_args()
+ dash = PMTView(update_interval=args.update_interval,
+ window_in_seconds=args.window_in_seconds)
+
+ # ktdash.dashboard.servable()
+ # dash.dashboard.servable()
+ combined = panel.template.BootstrapTemplate(title='PMTView')
+ main = panel.Row()
+ sidebar = panel.Column()
+ if args.kt_cache:
+ ktdash = KTdashboard(args.kt_cache, demo=args.kt_test)
+ ktdash.plot_options['height'] = 500
+ ktdash.plot_options['width'] = 500
+
+ sidebar.extend([
+ panel.pane.Markdown("## KernelTuner parameters"),
+ ktdash.yvariable, ktdash.xvariable, ktdash.colorvariable])
+ main.append(ktdash.scatter)
+
+ sidebar.append(dash.controls)
+ main.append(dash.scatter)
+
+
+ combined.main.append(main)
+ combined.sidebar.append(sidebar)
+ combined.servable()
+
+ def dashboard():
+ if args.kt_cache:
+ panel.state.add_periodic_callback(ktdash.update_data, 1000)
+ panel.state.add_periodic_callback(dash.callback, 1000)
+ return combined
+
+ server = panel.serve(dashboard, show=args.show, port=args.port, address=args.host)
if __name__ == "__main__":
main()
-elif __name__.startswith("bokeh_app"):
- main(bokeh=True)
diff --git a/requirements.txt b/requirements.txt
index 470b510..b678f1e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1 +1,4 @@
-bokeh
\ No newline at end of file
+bokeh
+kernel_tuner[cuda]
+git+https://github.com/KernelTuner/dashboard
+panel
\ No newline at end of file
diff --git a/test/kt_cache.json b/test/kt_cache.json
new file mode 100644
index 0000000..4b1dd8b
--- /dev/null
+++ b/test/kt_cache.json
@@ -0,0 +1,176110 @@
+{
+ "device_name": "NVIDIA A100-PCIE-40GB",
+ "kernel_name": "Xgemm",
+ "tune_params_keys": [
+ "nvml_pwr_limit",
+ "nvml_gr_clock",
+ "MWG",
+ "NWG",
+ "KWG",
+ "MDIMC",
+ "NDIMC",
+ "MDIMA",
+ "NDIMB",
+ "KWI",
+ "VWM",
+ "VWN",
+ "STRM",
+ "STRN",
+ "SA",
+ "SB",
+ "PRECISION"
+ ],
+ "tune_params": {
+ "nvml_pwr_limit": [
+ 250,
+ 225,
+ 200,
+ 175,
+ 150
+ ],
+ "nvml_gr_clock": [
+ 1410
+ ],
+ "MWG": [
+ 16,
+ 32,
+ 64,
+ 128
+ ],
+ "NWG": [
+ 16,
+ 32,
+ 64,
+ 128
+ ],
+ "KWG": [
+ 32
+ ],
+ "MDIMC": [
+ 8,
+ 16,
+ 32
+ ],
+ "NDIMC": [
+ 8,
+ 16,
+ 32
+ ],
+ "MDIMA": [
+ 8,
+ 16,
+ 32
+ ],
+ "NDIMB": [
+ 8,
+ 16,
+ 32
+ ],
+ "KWI": [
+ 2
+ ],
+ "VWM": [
+ 1,
+ 2,
+ 4,
+ 8
+ ],
+ "VWN": [
+ 1,
+ 2,
+ 4,
+ 8
+ ],
+ "STRM": [
+ 0
+ ],
+ "STRN": [
+ 0
+ ],
+ "SA": [
+ 0,
+ 1
+ ],
+ "SB": [
+ 0,
+ 1
+ ],
+ "PRECISION": [
+ 32
+ ]
+ },
+ "cache": {
+ "250,1410,16,16,32,8,8,8,8,2,1,1,0,0,0,0,32": {
+ "nvml_pwr_limit": 250,
+ "nvml_gr_clock": 1410,
+ "MWG": 16,
+ "NWG": 16,
+ "KWG": 32,
+ "MDIMC": 8,
+ "NDIMC": 8,
+ "MDIMA": 8,
+ "NDIMB": 8,
+ "KWI": 2,
+ "VWM": 1,
+ "VWN": 1,
+ "STRM": 0,
+ "STRN": 0,
+ "SA": 0,
+ "SB": 0,
+ "PRECISION": 32,
+ "time": 34.469408,
+ "nvml_energys": [
+ 5.413259627938269,
+ 8.178231586933137,
+ 8.050311354875566,
+ 7.725465894699097,
+ 8.024782383441924,
+ 9.124794993638991,
+ 10.261546146869659,
+ 10.930669015645982,
+ 6.106207755208016,
+ 5.729768569469451,
+ 7.8791889013051986,
+ 9.518414793491363,
+ 10.039209164857866,
+ 7.1156847213506715,
+ 7.05137178325653,
+ 8.741471053123474,
+ 9.874504126548768,
+ 10.340653751850128,
+ 7.189362099289894,
+ 7.113114807128906,
+ 8.79900212609768,
+ 9.768010798931122,
+ 10.227754051208496,
+ 7.263797357082367,
+ 7.181563110351562,
+ 8.539362243413926,
+ 10.268449327707291,
+ 11.242832755804061,
+ 6.084804659128189,
+ 5.642959995269776,
+ 7.580417582273483,
+ 9.990105897903444
+ ],
+ "nvml_energy": 8.343658513627947,
+ "temperatures": [
+ 34,
+ 36,
+ 36,
+ 36,
+ 37,
+ 36,
+ 37,
+ 37,
+ 37,
+ 37,
+ 37,
+ 37,
+ 37,
+ 37,
+ 38,
+ 38,
+ 37,
+ 38,
+ 37,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38,
+ 38
+ ],
+ "temperature": 37.28125,
+ "core_freqs": [
+ 1410,
+ 1350,
+ 1335,
+ 1335,
+ 1335,
+ 1335,
+ 1335,
+ 1335,
+ 1350,
+ 1335,
+ 1335,
+ 1350,
+ 1335,
+ 1350,
+ 1335,
+ 1335,
+ 1350,
+ 1335,
+ 1350,
+ 1335,
+ 1335,
+ 1350,
+ 1335,
+ 1350,
+ 1335,
+ 1335,
+ 1335,
+ 1335,
+ 1350,
+ 1335,
+ 1335,
+ 1335
+ ],
+ "core_freq": 1341.5625,
+ "mem_freqs": [
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
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+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215,
+ 1215
+ ],
+ "mem_freq": 1215.0,
+ "times": [
+ 33.811456,
+ 33.910784,
+ 34.425855999999996,
+ 34.514944,
+ 34.503679999999996,
+ 34.54464,
+ 34.536448,
+ 34.516992,
+ 34.535424,
+ 34.448384,
+ 34.64704,
+ 34.576384,
+ 34.467839999999995,
+ 34.500608,
+ 34.40128,
+ 34.547712,
+ 34.535424,
+ 34.42176,
+ 34.543616,
+ 34.468863999999996,
+ 34.614272,
+ 34.535424,
+ 34.431999999999995,
+ 34.47296,
+ 34.410496,
+ 34.546687999999996,
+ 34.543616,
+ 34.497536,
+ 34.456576,
+ 34.417663999999995,
+ 34.658304,
+ 34.576384
+ ],
+ "GFLOP/s": 3988.24685077272,
+ "GFLOPS/W": 16.47628647306958
+ },
+ "250,1410,16,16,32,8,8,8,8,2,1,1,0,0,0,1,32": {
+ "nvml_pwr_limit": 250,
+ "nvml_gr_clock": 1410,
+ "MWG": 16,
+ "NWG": 16,
+ "KWG": 32,
+ "MDIMC": 8,
+ "NDIMC": 8,
+ "MDIMA": 8,
+ "NDIMB": 8,
+ "KWI": 2,
+ "VWM": 1,
+ "VWN": 1,
+ "STRM": 0,
+ "STRN": 0,
+ "SA": 0,
+ "SB": 1,
+ "PRECISION": 32,
+ "time": 29.01648,
+ "nvml_energys": [
+ 4.606566130757332,
+ 8.028576171875,
+ 8.040655273437501,
+ 9.843196075439453,
+ 8.44529780960083,
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+ 9.5080076546669,
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+ 7.741019731044771,
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+ 7.355748955488205,
+ 7.842795926332473,
+ 6.977309796094895,
+ 8.084054971694947,
+ 9.054225688934327,
+ 8.249393894910813,
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\ No newline at end of file
--
GitLab