tra-superscript/src/cli/superscript.py

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# Titan Robotics Team 2022: Superscript Script
# Written by Arthur Lu, Jacob Levine, and Dev Singh
# Notes:
# setup:
__version__ = "1.0.0"
# changelog should be viewed using print(analysis.__changelog__)
__changelog__ = """changelog:
1.0.0:
- superscript now runs in PEP 3143 compliant well behaved daemon on Linux systems
- linux superscript daemon has integrated websocket output to monitor progress/status remotely
- linux daemon now sends stderr to errorlog.log
- added verbose option to linux superscript to allow for interactive output
- moved pymongo import to superscript.py
- added profile option to linux superscript to profile runtime of script
- reduced memory usage slightly by consolidating the unwrapped input data
- added debug option, which performs one loop of analysis and dumps results to local files
- added event and time delay options to config
- event delay pauses loop until even listener recieves an update
- time delay pauses loop until the time specified has elapsed since the BEGINNING of previous loop
- added options to pull config information from database (reatins option to use local config file)
- config-preference option selects between prioritizing local config and prioritizing database config
- synchronize-config option selects whether to update the non prioritized config with the prioritized one
- divided config options between persistent ones (keys), and variable ones (everything else)
0.9.3:
- improved data loading performance by removing redundant PyMongo client creation (120s to 14s)
- passed singular instance of PyMongo client as standin for apikey parameter in all data.py functions
0.9.2:
- removed unessasary imports from data
- minor changes to interface
0.9.1:
- fixed bugs in configuration item loading exception handling
0.9.0:
- moved printing and logging related functions to interface.py (changelog will stay in this file)
- changed function return files for load_config and save_config to standard C values (0 for success, 1 for error)
- added local variables for config location
- moved dataset getting and setting functions to dataset.py (changelog will stay in this file)
- moved matchloop, metricloop, pitloop and helper functions (simplestats) to processing.py
0.8.6:
- added proper main function
0.8.5:
- added more gradeful KeyboardInterrupt exiting
- redirected stderr to errorlog.txt
0.8.4:
- added better error message for missing config.json
- added automatic config.json creation
- added splash text with version and system info
0.8.3:
- updated matchloop with new regression format (requires tra_analysis 3.x)
0.8.2:
- readded while true to main function
- added more thread config options
0.8.1:
- optimized matchloop further by bypassing GIL
0.8.0:
- added multithreading to matchloop
- tweaked user log
0.7.0:
- finished implementing main function
0.6.2:
- integrated get_team_rankings.py as get_team_metrics() function
- integrated visualize_pit.py as graph_pit_histogram() function
0.6.1:
- bug fixes with analysis.Metric() calls
- modified metric functions to use config.json defined default values
0.6.0:
- removed main function
- changed load_config function
- added save_config function
- added load_match function
- renamed simpleloop to matchloop
- moved simplestats function inside matchloop
- renamed load_metrics to load_metric
- renamed metricsloop to metricloop
- split push to database functions amon push_match, push_metric, push_pit
- moved
0.5.2:
- made changes due to refactoring of analysis
0.5.1:
- text fixes
- removed matplotlib requirement
0.5.0:
- improved user interface
0.4.2:
- removed unessasary code
0.4.1:
- fixed bug where X range for regression was determined before sanitization
- better sanitized data
0.4.0:
- fixed spelling issue in __changelog__
- addressed nan bug in regression
- fixed errors on line 335 with metrics calling incorrect key "glicko2"
- fixed errors in metrics computing
0.3.0:
- added analysis to pit data
0.2.1:
- minor stability patches
- implemented db syncing for timestamps
- fixed bugs
0.2.0:
- finalized testing and small fixes
0.1.4:
- finished metrics implement, trueskill is bugged
0.1.3:
- working
0.1.2:
- started implement of metrics
0.1.1:
- cleaned up imports
0.1.0:
- tested working, can push to database
0.0.9:
- tested working
- prints out stats for the time being, will push to database later
0.0.8:
- added data import
- removed tba import
- finished main method
0.0.7:
- added load_config
- optimized simpleloop for readibility
- added __all__ entries
- added simplestats engine
- pending testing
0.0.6:
- fixes
0.0.5:
- imported pickle
- created custom database object
0.0.4:
- fixed simpleloop to actually return a vector
0.0.3:
- added metricsloop which is unfinished
0.0.2:
- added simpleloop which is untested until data is provided
0.0.1:
- created script
- added analysis, numba, numpy imports
"""
__author__ = (
"Arthur Lu <learthurgo@gmail.com>",
"Jacob Levine <jlevine@imsa.edu>",
)
__all__ = [
"load_config",
"save_config",
]
# imports:
import asyncio
import json
import math
from multiprocessing import Pool, freeze_support
import os
import pymongo
import sys
import threading
import time
import traceback
import warnings
import websockets
from interface import splash, log, ERR, INF, stdout, stderr
from data import get_previous_time, pull_new_tba_matches, set_current_time, load_match, push_match, load_pit, push_pit, get_database_config, set_database_config, check_new_database_matches
from processing import matchloop, metricloop, pitloop
config_path = "config.json"
sample_json = """{
"persistent":{
"key":{
"database":"mongodb+srv://analysis:MU2gPeEjEurRt2n@2022-scouting-4vfuu.mongodb.net/<dbname>?retryWrites=true&w=majority",
"tba":"UDvKmPjPRfwwUdDX1JxbmkyecYBJhCtXeyVk9vmO2i7K0Zn4wqQPMfzuEINXJ7e5"
},
"config-preference":"local",
"synchronize-config":false
},
"variable":{
"max-threads":0.5,
"team":"",
"competition": "2020ilch",
"statistics":{
"match":{
"balls-blocked":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-collected":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-lower-teleop":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-lower-auto":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-started":["basic_stats","historical_analyss","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-upper-teleop":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"],
"balls-upper-auto":["basic_stats","historical_analysis","regression_linear","regression_logarithmic","regression_exponential","regression_polynomial","regression_sigmoidal"]
},
"metric":{
"elo":{
"score":1500,
"N":400,
"K":24
},
"gl2":{
"score":1500,
"rd":250,
"vol":0.06
},
"ts":{
"mu":25,
"sigma":8.33
}
},
"pit":{
"wheel-mechanism":true,
"low-balls":true,
"high-balls":true,
"wheel-success":true,
"strategic-focus":true,
"climb-mechanism":true,
"attitude":true
}
},
"event-delay":false,
"loop-delay":60
}
}"""
def main(send, verbose = False, profile = False, debug = False):
def close_all():
if "exec_threads" in locals():
exec_threads.terminate()
exec_threads.join()
exec_threads.close()
if "client" in locals():
client.close()
warnings.filterwarnings("ignore")
exit_code = 0
if verbose:
splash(__version__)
while True:
try:
loop_start = time.time()
send(stdout, INF, "current time: " + str(loop_start))
config = {}
if load_config(config_path, config):
send(stderr, ERR, "could not find config at <" + config_path + ">, generating blank config and exiting", code = 100)
close_all()
exit_code = 1
break
send(stdout, INF, "found and loaded config at <" + config_path + ">")
flag, apikey, tbakey, preference, sync = parse_config_persistent(send, config)
if flag:
exit_code = 1
close_all()
break
send(stdout, INF, "found and loaded database and tba keys")
client = pymongo.MongoClient(apikey)
send(stdout, INF, "established connection to database")
send(stdout, INF, "analysis backtimed to: " + str(get_previous_time(client)))
resolve_config_conflicts(send, client, config, preference, sync)
if config == 1:
exit_code = 1
close_all()
break
flag, exec_threads, competition, match_tests, metrics_tests, pit_tests = parse_config_variable(send, config)
if flag:
exit_code = 1
close_all()
break
start = time.time()
send(stdout, INF, "loading match, metric, pit data (this may take a few seconds)")
match_data = load_match(client, competition)
metrics_data = pull_new_tba_matches(tbakey, competition, loop_start)
pit_data = load_pit(client, competition)
send(stdout, INF, "finished loading match, metric, pit data in "+ str(time.time() - start) + " seconds")
start = time.time()
send(stdout, INF, "performing analysis on match, metrics, pit data")
match_results = matchloop(client, competition, match_data, match_tests, exec_threads)
metrics_results = metricloop(client, competition, metrics_data, metrics_tests)
pit_results = pitloop(client, competition, pit_data, pit_tests)
send(stdout, INF, "finished analysis in " + str(time.time() - start) + " seconds")
start = time.time()
send(stdout, INF, "uploading match, metrics, pit results to database")
push_match(client, competition, match_results)
push_pit(client, competition, pit_results)
send(stdout, INF, "finished uploading results in " + str(time.time() - start) + " seconds")
if debug:
f = open("matchloop.log", "w+")
json.dump(match_results, f, ensure_ascii=False, indent=4)
f.close()
f = open("pitloop.log", "w+")
json.dump(pit_results, f, ensure_ascii=False, indent=4)
f.close()
set_current_time(client, loop_start)
close_all()
send(stdout, INF, "closed threads and database client")
send(stdout, INF, "finished all tasks in " + str(time.time() - loop_start) + " seconds, looping")
if profile:
return 0 # return instead of break to avoid sys.exit
event_delay = config["variable"]["event-delay"]
if event_delay:
send(stdout, INF, "loop delayed until database returns new matches")
new_match = False
while not new_match:
time.sleep(1)
new_match = check_new_database_matches(client, competition)
send(stdout, INF, "database returned new matches")
else:
loop_delay = float(config["variable"]["loop-delay"])
remaining_time = loop_delay - (time.time() - loop_start)
if remaining_time > 0:
send(stdout, INF, "loop delayed by " + str(remaining_time) + " seconds")
time.sleep(remaining_time)
except KeyboardInterrupt:
send(stdout, INF, "detected KeyboardInterrupt, killing threads")
close_all()
send(stdout, INF, "terminated threads, exiting")
break
except Exception as e:
send(stderr, ERR, "encountered an exception while running", code = 1)
traceback.print_exc(file = stderr)
exit_code = 1
close_all()
break
return exit_code
def parse_config_persistent(send, config):
exit_flag = False
try:
apikey = config["persistent"]["key"]["database"]
except:
send(stderr, ERR, "database key field in config must be present", code = 111)
exit_flag = True
try:
tbakey = config["persistent"]["key"]["tba"]
except:
send(stderr, ERR, "tba key field in config must be present", code = 112)
exit_flag = True
try:
preference = config["persistent"]["config-preference"]
except:
send(stderr, ERR, "config-preference field in config must be present", code = 113)
exit_flag = True
try:
sync = config["persistent"]["synchronize-config"]
except:
send(stderr, ERR, "synchronize-config field in config must be present", code = 114)
exit_flag = True
if apikey == None or apikey == "":
send(stderr, ERR, "database key field in config must not be empty, please populate the database key", code = 115)
exit_flag = True
if tbakey == None or tbakey == "":
send(stderr, ERR, "tba key field in config must not be empty, please populate the tba key", code = 116)
exit_flag = True
if preference == None or preference == "":
send(stderr, ERR, "config-preference field in config must not be empty, please populate config-preference", code = 117)
exit_flag = True
if sync != True and sync != False:
send(stderr, ERR, "synchronize-config field in config must be a boolean, please populate synchronize-config", code = 118)
exit_flag = True
return exit_flag, apikey, tbakey, preference, sync
def parse_config_variable(send, config):
exit_flag = False
sys_max_threads = os.cpu_count()
try:
cfg_max_threads = config["variable"]["max-threads"]
except:
send(stderr, ERR, "max-threads field in config must not be empty, refer to documentation for configuration options", code = 109)
exit_flag = True
if cfg_max_threads > -sys_max_threads and cfg_max_threads < 0 :
alloc_processes = sys_max_threads + cfg_max_threads
elif cfg_max_threads > 0 and cfg_max_threads < 1:
alloc_processes = math.floor(cfg_max_threads * sys_max_threads)
elif cfg_max_threads > 1 and cfg_max_threads <= sys_max_threads:
alloc_processes = cfg_max_threads
elif cfg_max_threads == 0:
alloc_processes = sys_max_threads
else:
send(stderr, ERR, "max-threads must be between -" + str(sys_max_threads) + " and " + str(sys_max_threads) + ", but got " + cfg_max_threads, code = 110)
exit_flag = True
try:
exec_threads = Pool(processes = alloc_processes)
except Exception as e:
send(stderr, ERR, "unable to start threads", code = 200)
send(stderr, INF, e)
exit_flag = True
send(stdout, INF, "successfully initialized " + str(alloc_processes) + " threads")
try:
competition = config["variable"]["competition"]
except:
send(stderr, ERR, "could not find competition field in config", code = 101)
exit_flag = True
try:
match_tests = config["variable"]["statistics"]["match"]
except:
send(stderr, ERR, "could not find match field in config", code = 102)
exit_flag = True
try:
metrics_tests = config["variable"]["statistics"]["metric"]
except:
send(stderr, ERR, "could not find metrics field in config", code = 103)
exit_flag = True
try:
pit_tests = config["variable"]["statistics"]["pit"]
except:
send(stderr, ERR, "could not find pit field in config", code = 104)
exit_flag = True
if competition == None or competition == "":
send(stderr, ERR, "competition field in config must not be empty", code = 105)
exit_flag = True
if match_tests == None:
send(stderr, ERR, "matchfield in config must not be empty", code = 106)
exit_flag = True
if metrics_tests == None:
send(stderr, ERR, "metrics field in config must not be empty", code = 107)
exit_flag = True
if pit_tests == None:
send(stderr, ERR, "pit field in config must not be empty", code = 108)
exit_flag = True
send(stdout, INF, "found and loaded competition, match, metrics, pit from config")
return exit_flag, exec_threads, competition, match_tests, metrics_tests, pit_tests
def resolve_config_conflicts(send, client, config, preference, sync):
if sync:
if preference == "local" or preference == "client":
send(stdout, INF, "config-preference set to local/client, loading local config information")
remote_config = get_database_config(client)
if remote_config != config["variable"]:
set_database_config(client, config["variable"])
send(stdout, INF, "database config was different and was updated")
return
elif preference == "remote" or preference == "database":
send(stdout, INF, "config-preference set to remote/database, loading remote config information")
remote_config= get_database_config(client)
if remote_config != config["variable"]:
config["variable"] = remote_config
if save_config(config_path, config):
send(stderr, ERR, "local config was different but could not be updated")
config = 1
return
send(stdout, INF, "local config was different and was updated")
return
else:
send(stderr, ERR, "config-preference field in config must be \"local\"/\"client\" or \"remote\"/\"database\"")
config = 1
return
else:
if preference == "local" or preference == "client":
send(stdout, INF, "config-preference set to local/client, loading local config information")
return
elif preference == "remote" or preference == "database":
send(stdout, INF, "config-preference set to remote/database, loading database config information")
config["variable"] = get_database_config(client)
return
else:
send(stderr, ERR, "config-preference field in config must be \"local\"/\"client\" or \"remote\"/\"database\"")
config = 1
return
def load_config(path, config_vector):
try:
f = open(path, "r")
config_vector.update(json.load(f))
f.close()
return 0
except:
f = open(path, "w")
f.write(sample_json)
f.close()
return 1
def save_config(path, config_vector):
f = open(path, "w+")
json.dump(config_vector, f, ensure_ascii=False, indent=4)
f.close()
return 0
def start(pid_path, verbose = False, profile = False, debug = False):
if profile:
def send(target, level, message, code = 0):
pass
import cProfile, pstats, io
profile = cProfile.Profile()
profile.enable()
exit_code = main(send, profile = True)
profile.disable()
f = open("profile.txt", 'w+')
ps = pstats.Stats(profile, stream = f).sort_stats('cumtime')
ps.print_stats()
sys.exit(exit_code)
elif verbose:
exit_code = main(log, verbose = verbose)
sys.exit(exit_code)
elif debug:
exit_code = main(log, verbose = True, profile = True, debug = debug)
sys.exit(exit_code)
else:
f = open('errorlog.log', 'w+')
with daemon.DaemonContext(
working_directory=os.getcwd(),
pidfile=pidfile.TimeoutPIDLockFile(pid_path),
stderr=f
):
async def handler(client, path):
clients.append(client)
while True:
try:
pong_waiter = await client.ping()
await pong_waiter
time.sleep(3)
except Exception as e:
clients.remove(client)
break
async def send_one(client, data):
await client.send(data)
def send(target, level, message, code = 0):
message_clients = clients.copy()
for client in message_clients:
try:
asyncio.run(send_one(client, message))
except:
pass
clients = []
start_server = websockets.serve(handler, "0.0.0.0", 5678)
asyncio.get_event_loop().run_until_complete(start_server)
threading.Thread(target = asyncio.get_event_loop().run_forever).start()
exit_code = main(send)
sys.exit(exit_code)
def stop(pid_path):
try:
pf = open(pid_path, 'r')
pid = int(pf.read().strip())
pf.close()
except IOError:
sys.stderr.write("pidfile at <" + pid_path + "> does not exist. Daemon not running?\n")
return
try:
while True:
os.kill(pid, SIGTERM)
time.sleep(0.01)
except OSError as err:
err = str(err)
if err.find("No such process") > 0:
if os.path.exists(pid_path):
os.remove(pid_path)
else:
traceback.print_exc(file = stderr)
sys.exit(1)
def restart(pid_path):
stop(pid_path)
start(pid_path)
if __name__ == "__main__":
if sys.platform.startswith("win"):
freeze_support()
start(None, verbose = True)
else:
import daemon
from daemon import pidfile
from signal import SIGTERM
pid_path = "tra-daemon.pid"
if len(sys.argv) == 2:
if 'start' == sys.argv[1]:
start(pid_path)
elif 'stop' == sys.argv[1]:
stop(pid_path)
elif 'restart' == sys.argv[1]:
restart(pid_path)
elif 'verbose' == sys.argv[1]:
start(None, verbose = True)
elif 'profile' == sys.argv[1]:
start(None, profile=True)
elif 'debug' == sys.argv[1]:
start(None, debug = True)
else:
print("usage: %s start|stop|restart|verbose|profile|debug" % sys.argv[0])
sys.exit(2)
sys.exit(0)
else:
print("usage: %s start|stop|restart|verbose|profile|debug" % sys.argv[0])
sys.exit(2)