mirror of
https://github.com/titanscouting/tra-analysis.git
synced 2024-12-25 00:59:10 +00:00
superscript.py v 0.8.0
Signed-off-by: Arthur Lu <learthurgo@gmail.com>
This commit is contained in:
Arthur Lu
parent
99f48330df
commit
911423f879
@ -3,10 +3,13 @@
|
||||
# Notes:
|
||||
# setup:
|
||||
|
||||
__version__ = "0.7.0"
|
||||
__version__ = "0.8.0"
|
||||
|
||||
# changelog should be viewed using print(analysis.__changelog__)
|
||||
__changelog__ = """changelog:
|
||||
0.8.0:
|
||||
- added multithreading to matchloop
|
||||
- tweaked user log
|
||||
0.7.0:
|
||||
- finished implementing main function
|
||||
0.6.2:
|
||||
@ -114,62 +117,72 @@ __all__ = [
|
||||
|
||||
from tra_analysis import analysis as an
|
||||
import data as d
|
||||
from collections import defaultdict
|
||||
import json
|
||||
import numpy as np
|
||||
from os import system, name
|
||||
from pathlib import Path
|
||||
import matplotlib.pyplot as plt
|
||||
from concurrent.futures import ThreadPoolExecutor
|
||||
import time
|
||||
import warnings
|
||||
|
||||
global exec_threads
|
||||
|
||||
def main():
|
||||
|
||||
global exec_threads
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
|
||||
while (True):
|
||||
# while (True):
|
||||
|
||||
current_time = time.time()
|
||||
print("[OK] time: " + str(current_time))
|
||||
current_time = time.time()
|
||||
print("[OK] time: " + str(current_time))
|
||||
|
||||
config = load_config("config.json")
|
||||
competition = config["competition"]
|
||||
match_tests = config["statistics"]["match"]
|
||||
pit_tests = config["statistics"]["pit"]
|
||||
metrics_tests = config["statistics"]["metric"]
|
||||
print("[OK] configs loaded")
|
||||
config = load_config("config.json")
|
||||
competition = config["competition"]
|
||||
match_tests = config["statistics"]["match"]
|
||||
pit_tests = config["statistics"]["pit"]
|
||||
metrics_tests = config["statistics"]["metric"]
|
||||
print("[OK] configs loaded")
|
||||
|
||||
apikey = config["key"]["database"]
|
||||
tbakey = config["key"]["tba"]
|
||||
print("[OK] loaded keys")
|
||||
print("[OK] starting threads")
|
||||
exec_threads = ThreadPoolExecutor(max_workers = config["max-threads"])
|
||||
print("[OK] threads started")
|
||||
|
||||
previous_time = get_previous_time(apikey)
|
||||
print("[OK] analysis backtimed to: " + str(previous_time))
|
||||
apikey = config["key"]["database"]
|
||||
tbakey = config["key"]["tba"]
|
||||
print("[OK] loaded keys")
|
||||
|
||||
print("[OK] loading data")
|
||||
start = time.time()
|
||||
match_data = load_match(apikey, competition)
|
||||
pit_data = load_pit(apikey, competition)
|
||||
print("[OK] loaded data in " + str(time.time() - start) + " seconds")
|
||||
previous_time = get_previous_time(apikey)
|
||||
print("[OK] analysis backtimed to: " + str(previous_time))
|
||||
|
||||
print("[OK] running tests")
|
||||
start = time.time()
|
||||
matchloop(apikey, competition, match_data, match_tests)
|
||||
print("[OK] finished tests in " + str(time.time() - start) + " seconds")
|
||||
print("[OK] loading data")
|
||||
start = time.time()
|
||||
match_data = load_match(apikey, competition)
|
||||
pit_data = load_pit(apikey, competition)
|
||||
print("[OK] loaded data in " + str(time.time() - start) + " seconds")
|
||||
|
||||
print("[OK] running metrics")
|
||||
start = time.time()
|
||||
metricloop(tbakey, apikey, competition, previous_time, metrics_tests)
|
||||
print("[OK] finished metrics in " + str(time.time() - start) + " seconds")
|
||||
print("[OK] running match stats")
|
||||
start = time.time()
|
||||
matchloop(apikey, competition, match_data, match_tests)
|
||||
print("[OK] finished match stats in " + str(time.time() - start) + " seconds")
|
||||
|
||||
print("[OK] running pit analysis")
|
||||
start = time.time()
|
||||
pitloop(apikey, competition, pit_data, pit_tests)
|
||||
print("[OK] finished pit analysis in " + str(time.time() - start) + " seconds")
|
||||
|
||||
set_current_time(apikey, current_time)
|
||||
print("[OK] finished all tests, looping")
|
||||
print("[OK] running team metrics")
|
||||
start = time.time()
|
||||
metricloop(tbakey, apikey, competition, previous_time, metrics_tests)
|
||||
print("[OK] finished team metrics in " + str(time.time() - start) + " seconds")
|
||||
|
||||
clear()
|
||||
print("[OK] running pit analysis")
|
||||
start = time.time()
|
||||
pitloop(apikey, competition, pit_data, pit_tests)
|
||||
print("[OK] finished pit analysis in " + str(time.time() - start) + " seconds")
|
||||
|
||||
set_current_time(apikey, current_time)
|
||||
print("[OK] finished all tests, looping")
|
||||
|
||||
#clear()
|
||||
|
||||
def clear():
|
||||
|
||||
@ -219,12 +232,18 @@ def load_match(apikey, competition):
|
||||
|
||||
def matchloop(apikey, competition, data, tests): # expects 3D array with [Team][Variable][Match]
|
||||
|
||||
def simplestats(data, test):
|
||||
start = time.time()
|
||||
|
||||
data = np.array(data)
|
||||
global exec_threads
|
||||
|
||||
def simplestats(data_test):
|
||||
|
||||
data = np.array(data_test[0])
|
||||
data = data[np.isfinite(data)]
|
||||
ranges = list(range(len(data)))
|
||||
|
||||
test = data_test[1]
|
||||
|
||||
if test == "basic_stats":
|
||||
return an.basic_stats(data)
|
||||
|
||||
@ -246,19 +265,47 @@ def matchloop(apikey, competition, data, tests): # expects 3D array with [Team][
|
||||
if test == "regression_sigmoidal":
|
||||
return an.regression(ranges, data, ['sig'])
|
||||
|
||||
class AutoVivification(dict):
|
||||
def __getitem__(self, item):
|
||||
try:
|
||||
return dict.__getitem__(self, item)
|
||||
except KeyError:
|
||||
value = self[item] = type(self)()
|
||||
return value
|
||||
|
||||
return_vector = {}
|
||||
|
||||
team_filtered = []
|
||||
variable_filtered = []
|
||||
variable_data = []
|
||||
test_filtered = []
|
||||
result_filtered = []
|
||||
return_vector = AutoVivification()
|
||||
|
||||
for team in data:
|
||||
variable_vector = {}
|
||||
|
||||
for variable in data[team]:
|
||||
test_vector = {}
|
||||
variable_data = data[team][variable]
|
||||
|
||||
if variable in tests:
|
||||
|
||||
for test in tests[variable]:
|
||||
test_vector[test] = simplestats(variable_data, test)
|
||||
else:
|
||||
pass
|
||||
variable_vector[variable] = test_vector
|
||||
return_vector[team] = variable_vector
|
||||
|
||||
team_filtered.append(team)
|
||||
variable_filtered.append(variable)
|
||||
variable_data.append((data[team][variable], test))
|
||||
test_filtered.append(test)
|
||||
|
||||
result_filtered = exec_threads.map(simplestats, variable_data)
|
||||
i = 0
|
||||
|
||||
result_filtered = list(result_filtered)
|
||||
|
||||
for result in result_filtered:
|
||||
|
||||
return_vector[team_filtered[i]][variable_filtered[i]][test_filtered[i]] = result
|
||||
i += 1
|
||||
|
||||
print("metrics finished in " + str(time.time() - start))
|
||||
|
||||
push_match(apikey, competition, return_vector)
|
||||
|
||||
|
||||
Loading…
Reference in New Issue
Block a user