def get_max_datetime(self, table_name):
""" Calculates and returns the maximum date up to which data is already present in DB
Parameter: name of table
"""
db = get_db()
query = '''select {} from {}'''.format(self.column_check_date,
table_name)
cursor = db.cursor()
try:
cursor.execute(query)
result = cursor.fetchall()
dates = list()
for item in result:
dates.append(self.__get_datetime(item[0]))
db.close()
return max(dates)
except Exception as e:
try:
db.close()
except:
pass
print "Exception while generating max date :", e
Logger.log('error',
"Exception while generating max date : {}.".format(e))
return None
def __init__(self, queue, ip):
self.log = Logger(DATA_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiatie data_client')
self.transmit = queue
self.receiving = False
self.remote_ip = ip
self.my_ip = socket.gethostbyname(socket.gethostname())
def __init__(self, ip):
self.log = Logger(MAIN_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiated client')
self.receiving = False
self.define_headers()
self.targets = {}
self.transmit = Queue.Queue()
self.data_client = DataClient(self.transmit, ip)
self.data_processor = DataProcessor(self.transmit, self.headers,
self.targets)
self.connect(ip)
def main(gpu, args):
rank = args.nr * args.gpus + gpu
dist.init_process_group(backend='nccl',
init_method='env://',
world_size=args.world_size,
rank=rank)
with open(args.config) as config_file:
params = json.load(config_file)
params['nodes'] = args.nodes
params['gpus'] = args.gpus
params['nr'] = args.nr
params['world_size'] = args.world_size
params['rank'] = rank
random.seed(params['seed'])
np.random.seed(params['seed'])
torch.manual_seed(params['seed'])
preproc = Preprocessor(sp_model=params['sp_model'])
params['vocab_size'] = preproc.vocab_size
logger = Logger(params['logfile'])
logger.write('Loading data...')
train_dataloader, eval_dataloader = prepare_dataset(
dataset_dir=params['dataset_dir'],
train_sets=params['train_sets'],
eval_sets=params['eval_sets'],
batch_size=params['batch_size'],
preproc=preproc,
world_size=args.world_size,
rank=rank)
logger.write('Model initialization...')
model, num_params = make_model(params)
logger.write(f'Total number of parameters: {num_params}')
torch.cuda.set_device(gpu)
model.cuda()
optimizer = torch.optim.Adadelta(model.parameters(),
lr=params['lr'],
eps=1e-8,
rho=0.95,
weight_decay=params['weight_decay'])
model, optimizer = amp.initialize(min_loss_scale=1.0,
models=model,
optimizers=optimizer,
opt_level=params['opt_level'])
model = DDP(model)
train(data=[train_dataloader, eval_dataloader, preproc],
model=model,
optimizer=optimizer,
logger=logger,
params=params)
async def auth_check(service, websocket):
""" check rights for work with server """
# init error logger
error_logger = Logger('ws_server_errors')
cookies_string = websocket.request_headers.get("Cookie", None)
cookies = await cookies_to_dict(cookies_string)
if not cookies:
await error_logger.prepare_and_save_record(Logger.ERROR, 'Websocket without cookie', websocket)
return False, None
ci_session = cookies.get('ci_session', None)
if not ci_session:
await error_logger.prepare_and_save_record(Logger.ERROR, 'Websocket without ci_session cookie', websocket)
return False, None
service['url'] = 'http://127.0.0.1:8000/blog/123/vote/'
service['url'] = ''.join([service['url'], '?session_id', ci_session])
response = await http_async_get_json(service['url'])
response = True
if response:
id = randrange(1, 4)
if id == 1:
response = json.loads('{{"agency_id": {0}, "user_id": {1}}}'.format(1, 100))
elif id == 2:
response = json.loads('{{"agency_id": {0}, "user_id": {1}}}'.format(2, 200))
else:
response = json.loads('{{"agency_id": {0}, "user_id": {1}}}'.format(1, 101))
return True, response
else:
await error_logger.prepare_and_save_record(Logger.ERROR, 'Websocket with wrong ci_session cookie', websocket)
return False, None
def __alter_table_collumn_add(self, db, table_name, new_collumns):
""" Alters a table by adding new columns where data type will always be varchar(500)
Parameters: a database connection object
name of table
list of new columns to be added
"""
for item in new_collumns:
print "adding new column '{}' to '{}'".format(item, table_name)
Logger.log(
'info',
"adding new column '{}' to '{}'".format(item, table_name))
query = '''ALTER TABLE {} ADD {} varchar(500)'''.format(
table_name, item)
db.cursor().execute(query)
print "column added."
Logger.log('info', "column added.")
def __init__(self, headers, transmit, connection_table):
self.step = D_STEP
self.timeout = int(D_TIMEOUT / self.step)
self.log = Logger(DATA_SERVER_LOG_FILE, D_VERB)
self.run = True
self.receivers = []
self.transmit = transmit
self.connection_table = connection_table
self.sys_headers = headers['system']
self.proc_headers = headers['process']
self.data_thread = threading.Thread(target = self.process_loop, name = 'data managing', args = ())
self.log.info('Starting DATA THREAD')
self.data_thread.start()
self.log.debug('DATA THREAD Started')
def __init__(self, ip):
self.log = Logger(MAIN_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiated client')
self.receiving = False
self.define_headers()
self.targets = {}
self.transmit = Queue.Queue()
self.data_client = DataClient(self.transmit, ip)
self.data_processor = DataProcessor(self.transmit, self.headers, self.targets)
self.connect(ip)
def __init__(self, headers, data):
self.log = Logger(CPU_SERVER_LOG_FILE, D_VERB)
self.step = D_STEP
self.timeout = int(D_TIMEOUT / self.step)
# Sync variables
self.transmit = data
self.run = True
# Record var
self.sys_prev_cpu = {key:0 for key in SYS_CPU_DATA}
self.time = 0
self.load = 0
self.proc = dict()
self.thr_start = threading.Thread(target = self.record_process, name = 'cpu_thread', args=(), kwargs={})
self.log.info('[MAIN THREAD] starting CPU Thread')
self.thr_start.start()
self.log.debug('[MAIN THREAD] CPU Thread started')
def __init__(self, queue, headers, targets):
self.log = Logger(PROC_CLIENT_LOG_FILE, level=D_VERB)
# Main thread communication
self.keep_running = True
self.transmit = queue
self.headers = headers
self.targets = targets
# print data
self.printing = False
self.base_data = None
self.fig = ()
self.ax = ()
# store data
self.local_store = False
self.files = {}
# Launching Thread
self.thr = threading.Thread(target=self.process,
args=(),
name='process_thread')
self.start()
def test_dev():
message_regex = "Error: Missing option '--rancher-url'."
logger = Logger(name='test_cli', log_level=LogLevel.DEBUG)
runner = CliRunner()
with EnvironContext(
CI_PROJECT_NAMESPACE='odin',
CI_PROJECT_NAME='odin-api',
LOG_LEVEL='TRACE',
RANCHER_ENV='ODIN_DEV',
RANCHER_STACK='odin-sandbox',
# RANCHER_SERVICE='odin-portal',
IMAGE='registry.gitlab.dev.cu.edu/odin/odin-api:22'):
result = runner.invoke(
cli.main, '--stack odin-sandbox '
'--create-stack '
'--create-service '
'--image registry.gitlab.dev.cu.edu/odin/odin-api:22 '
'--service-links "es-client=elasticsearch/es-client,kafka=kafka/kafka" '
'--variables "SPRING_PROFILES_ACTIVE=dev|jasypt.encryptor.password=${KEY}" '
'--labels "io.rancher.container.hostname_override=container_name,app=odin-api,[email protected],commit=b6ee1ef2,traefik.enable=true,traefik.http.routers.feature--2-row-level-security.rule=Host(`https://feature--2-row-level-security.sbx.odin.dev.cu.edu`),traefik.http.routers.feature--2-row-level-security.service=feature--2-row-level-security,traefik.http.services.feature--2-row-level-security.loadbalancer.server.port=8081,traefik.domain=odin.dev.cu.edu,io.rancher.container.pull_image=always"'
)
logger.info('OUTPUT:\r\n\r\n%s' % result.output)
async def _update_model():
from helpers import Logger
from vendor.make_data import main as make_data_main
from train import train
logger = Logger()
logger.info('dump_from_db_to_json')
await dump_from_db_to_json('science3', './temp/')
logger.info('making data')
make_data_main('./temp/news.json', './News_Demo/data/')
logger.info('training')
train('HAN_0.json')
def __init__(self):
self.logger = logger.Logger()
self.indicators = dict()
for i, d in enumerate(self.datas):
if (i + 1) == len(self.datas): continue
next_data = self.datas[i + 1]
if not d._name + '_long' == next_data._name: continue
self.indicators[d] = dict()
inds = self.indicators[d]
inds['close'] = d.close
inds['fast_moving_average'] = bt.indicators.SMA(
d.close, period=self.p.fast, plotname=str(self.p.fast) + '-Period SMA')
inds['slow_moving_average'] = bt.indicators.SMA(
d.close, period=self.p.slow, plotname=str(self.p.slow) + '-Period SMA')
inds['crossover'] = bt.indicators.CrossOver(
inds['fast_moving_average'], inds['slow_moving_average'])
async def incoming_call_answered(data, answered_user_websocket):
""" incoming call was answered by user. Send others about it and synchronize answered user interfaces """
if 'call_uid' not in data or not data['call_uid']:
return
# if call not exists
if not data['call_uid'] in Telephony.incoming_callings:
return
# get answered user info
answered_agency_id, answered_user_id = await Connection.user_info_get_by_ws(
answered_user_websocket)
# send info to user who answered
ws_list = await Connection.user_ws_get(answered_agency_id,
answered_user_id)
if ws_list:
await asyncio.wait([
ws.send(
json.dumps({
"type": "incoming_call_answered",
"data": json.dumps('you answered')
})) for ws in ws_list
])
# send to others that call answered
recipients = await Telephony.recipients_about_answer_get(
call_uid=data['call_uid'], answered_user_id=answered_user_id)
ws_list = await Connection.particular_users_in_agency_ws_get(
answered_agency_id, recipients)
if ws_list:
await asyncio.wait([
ws.send(
json.dumps({
"type": "incoming_call_answered",
"data": "already answered by other user"
})) for ws in ws_list
])
from helpers import Logger
listeners_error_logger = Logger('ws_server_errors')
# unregister
await Telephony.incoming_call_unregister(data['call_uid'])
def __init__(self, queue, headers, targets):
self.log = Logger(PROC_CLIENT_LOG_FILE, level = D_VERB)
# Main thread communication
self.keep_running = True
self.transmit = queue
self.headers = headers
self.targets = targets
# print data
self.printing = False
self.base_data = None
self.fig = ()
self.ax = ()
# store data
self.local_store = False
self.files = {}
# Launching Thread
self.thr = threading.Thread(target = self.process, args = (), name = 'process_thread')
self.start()
async def ws_router(request, ws):
""" router for websocket responses """
action = request.get('action', None)
data = request.get('data', None)
if not action:
return
# init router logger
requests_ws_logger = Logger('requests_ws')
await requests_ws_logger.prepare_and_save_record(
level=Logger.INFO,
message='action: "{}", data: "{}"'.format(action,
data if data else '-'),
ws=ws)
if action == 'incoming_call_answered':
await incoming_call_answered(data, ws)
elif action == 'destroy_session':
await ws.close()
def insert_db(self, data, table_name, data_updated_till, id_prefix):
""" Inserts data to a given table
Parameters: data from the API
name of table
maximum datetime up to which data is already update in the table
prefix of id of table
"""
print "inside insert_db method"
db = get_db()
# Fetching columns in API
fieldnames_api = data.next()
fieldnames_api = [
item.lower().replace(" : ", "_").replace(" ",
"_").replace("-", "_")
for item in fieldnames_api
]
try:
column_check_date_index = fieldnames_api.index(
self.column_check_date)
except:
print "WARNING !! {} not found in API response, GOING TO INSERT ALL DATA TO DATABASE.".format(
' '.join(self.column_check_date.split('_')))
Logger.log(
'warning',
"{} not found in API response, GOING TO INSERT ALL DATA TO DATABASE."
.format(' '.join(self.column_check_date.split('_'))))
column_check_date_index = None
# Fetching columns already present in out DB table
query = "show columns from {}".format(table_name)
cursor = db.cursor()
cursor.execute(query)
result = cursor.fetchall()
fieldnames_db = list()
for item in result[1:]:
fieldnames_db.append(item[0])
difference = list(set(fieldnames_api) - set(fieldnames_db))
if len(difference) > 0:
print "found new column(s)."
Logger.log('info', "found new column(s).")
try:
self.__alter_table_collumn_add(db, table_name, difference)
except Exception as e:
print "Exception during alter table :", e
Logger.log('error',
"Exception during alter table : {}".format(e))
return None
# fields structure to build the insert query
if table_name == "inventory_master_db":
fields = "%s, " * (len(fieldnames_api) + 2)
else:
fields = "%s, " * (len(fieldnames_api) + 1)
fields = fields[:-2]
max_id = self.__get_current_max_id(db, id_prefix, table_name)
max_id = int(max_id)
# fields to build the query string for building the insert query
query_str = ''
for item in fieldnames_api:
query_str += item + ", "
query_str = query_str + self.nmk_id_field
if table_name == "inventory_master_db":
query_str = query_str + ", last_modified"
# building the final insert query
query = '''insert into {} ({}) values ({})'''.format(
table_name, query_str, fields)
cursor = db.cursor()
# Append id in each row of data to be inserted in DB table
final_data = list()
for row in data:
row = [str(item) for item in row]
if (column_check_date_index is not None) and (data_updated_till
is not None):
try:
current_row_date_value = row[column_check_date_index]
date = self.__get_datetime(current_row_date_value)
except Exception as e:
continue
if data_updated_till < date:
max_id += 1
final_data.append(
self.__append_id(id_prefix, row, max_id, table_name))
else:
max_id += 1
final_data.append(
self.__append_id(id_prefix, row, max_id, table_name))
if (column_check_date_index is not None) and (data_updated_till
is not None):
print "Number of new row(s) found : {}".format(len(final_data))
Logger.log(
'info',
"Number of new row(s) found : {}".format(len(final_data)))
# If we have values to be inserted in table then we insert all data at once
if len(final_data):
try:
print "inserting data into table '{}'".format(table_name)
Logger.log('info',
"inserting data into table '{}'".format(table_name))
row_count = cursor.executemany(query, final_data)
db.commit()
print "Number of row(s) inserted : {}".format(row_count)
Logger.log('info',
"Number of row(s) inserted : {}".format(row_count))
except Exception as e:
print "Database insertion exception :", e
Logger.log('error',
"Database insertion exception : {}".format(e))
db.close()
class CPUWatcher(object):
# Could easily add irq, frag, pgfault, and vmem from bench/cpuload.
# Which are worth watching?
def __init__(self, headers, data):
self.log = Logger(CPU_SERVER_LOG_FILE, D_VERB)
self.step = D_STEP
self.timeout = int(D_TIMEOUT / self.step)
# Sync variables
self.transmit = data
self.run = True
# Record var
self.sys_prev_cpu = {key:0 for key in SYS_CPU_DATA}
self.time = 0
self.load = 0
self.proc = dict()
self.thr_start = threading.Thread(target = self.record_process, name = 'cpu_thread', args=(), kwargs={})
self.log.info('[MAIN THREAD] starting CPU Thread')
self.thr_start.start()
self.log.debug('[MAIN THREAD] CPU Thread started')
def quit(self):
#self.stop()
self.run = False
def start(self, target):
"""
Starts recording process async.
"""
## self.directory = os.path.join(NAO_DATA_DIR, time.ctime())
## os.makedirs(self.directory)
if target == 'system':
self.proc['system'] = None
self.log.info('[MAIN THREAD] Start watching system')
return True
else:
pid = self._get_pid(target)
if pid:
self.proc[target] = {
'pid':pid,
'prev_cpu':{key:0 for key in PROC_CPU_DATA},
}
return True
else:
self.log.error("Non valid process {}. Skipping this process".format(target))
return False
def stop(self, target):
"""
Stops the recording process
"""
if target in self.proc:
del self.proc[target]
self.log.info('[MAIN THREAD] Has stopped {}'.format(target))
return_val = True
else:
self.log.error('[MAIN THREAD] Has been asked to stop {} while not recording'.format(target))
reurn_val = False
time.sleep(self.step)
return return_val
# init helpers
def _get_pid(self, process):
print 'ps aux | grep {}'.format(process)
ps_result = os.popen('ps aux | grep {}'.format(process)).readlines()
print ps_result
tmp = []
for res in ps_result:
if '--proc' in res:
tmp.append(res)
if 'grep' in res:
tmp.append(res)
for proc in tmp:
ps_result.remove(proc)
if len(ps_result) != 1:
pid = 0
else:
pid = ps_result[0].split()[1]
return pid
# record methods
# refactor files should be handled by server data thread
# only use transmission queue here
def _record(self, tmp):
self.transmit.put(tmp)
self.log.debug('[CPU Thread] Has put to queue {}'.format(tmp))
def record_process(self):
self.log.debug('[CPU THREAD] In thread')
count = 0 # record loop var init
while self.run: # Timeout + stop() message
if count < self.timeout:
self.log.debug('[CPU THREAD] Processing')
tmp = {}
tme = self._get_time() # sys time is used for several measures
keys = self.proc.keys()
for key in keys:
if key == 'system':
tmp[key] = self.get_sys_data(tme)
else:
tmp[key] = self.get_proc_data(tme, key)
if tmp:
self._record(tmp)
count += self.step
time.sleep(self.step)
else:
self.log.warn('[CPU THREAD] Timeout happened, should we change code to stop process?')
time.sleep(1)
print '[CPU THREAD] End of thread record'
# record helpers
def get_sys_data(self, tme):
tmp_sys = self.get_sys_cpu_stat(tme) # SYS_MEM_DATA
tmp_sys.update(self.get_sys_mem_stat()) # SYS_CPU_DATA
tmp_sys.update(self.get_load_avg()) # LOAD_AVG
tmp_sys['time'] = tme # SYS_CPU_OTHER
tmp_sys['load'] = 100 * (1 - tmp_sys['idle_time']) # add frag, pgfault, any other?
tmp_sys['timestamp'] = time.time()
return tmp_sys
def get_proc_data(self,tme, key):
tmp_proc = self.get_proc_cpu_stat(key, tme) # PROC_CPU_DATA
tmp_proc.update(self.get_proc_mem_stat(key)) # PROC_MEM_DATA
tmp_proc['timestamp'] = time.time()
return tmp_proc
def _get_time(self):
with open('/proc/stat') as cpu_stat:
cpu_line = cpu_stat.readline()
tmp = cpu_line.split()
tmp = tmp[1:]
tmp = map(float, tmp)
now_time = sum(tmp)
res = now_time - self.time
self.time = now_time
return res
def get_load_avg(self):
with open('/proc/loadavg', 'r') as load_file:
line = load_file.readline()
res = line.split()
return {LOAD_AVG[i]:float(res[i]) for i in range(3)}
def get_sys_cpu_stat(self, tme):
res = dict()
with open('/proc/stat') as cpu_stat:
cpu_line = cpu_stat.readline()
tmp = cpu_line.split()
tmp = tmp[1:]
tmp = map(float, tmp)
tmp_sys_cpu = {
'usr_time':tmp[0],
'nice_time':tmp[1],
'sys_time':tmp[2],
'idle_time':tmp[3],
'io_time':tmp[4],
'irq_time':tmp[5],
'softirq_time':tmp[6]
}
try:
for key in SYS_CPU_DATA:
res[key] = (tmp_sys_cpu[key] - self.sys_prev_cpu[key]) / tme
self.sys_prev_cpu[key] = tmp_sys_cpu[key]
except KeyError as e:
print "key error {}".format(e.message)
return res
def get_proc_cpu_stat(self, process, sys_time):
pid = self.proc[process]['pid']
res = dict()
with open("/proc/"+str(pid)+"/stat") as cpuinfo:
line = cpuinfo.read()
tmp = line.split()
tmp = tmp[11:17]
tmp = map(int, tmp)
tmp_proc_cpu = {
"utime":tmp[2],
"cutime":tmp[4],
"stime":tmp[3],
"cstime":tmp[5],
"majflt":tmp[0],
"majcfault":tmp[1],
#"time": sum(tmp[2:])
}
try:
for key in PROC_CPU_DATA:
if key != 'time':
res[key] = tmp_proc_cpu[key] - self.proc[process]['prev_cpu'][key] # divide by proc time?
self.proc[process]['prev_cpu'][key] = tmp_proc_cpu[key]
res['time'] = (res['utime'] + res['stime']) / sys_time
except KeyError as e:
print "key error {}".format(e.message)
return res
def get_sys_mem_stat(self):
"""
Returns a dict containing infos from /proc/meminfo
- MemAvailable
- MemFree
- Buffers
- Cached
"""
res = dict()
with open('/proc/meminfo') as meminfo:
mem_list = meminfo.readlines()
# Optimize if it takes too long
for line in mem_list:
tmp = line.split()
tmp[0] = tmp[0].replace(':', '')
if tmp[0] in SYS_MEM_DATA:
res[tmp[0]] = int(tmp[1])
if len(res) != len(SYS_MEM_DATA):
raise Exception("Error: wrong parsing of /proc/meminfo")
return res
def get_proc_mem_stat(self, process):
pid = self.proc[process]['pid']
# Optimize if it takes too long
res = dict()
with open("/proc/"+str(pid)+"/status") as meminfo:
mem_list = meminfo.readlines()
for line in mem_list:
tmp = line.split()
tmp[0] = tmp[0].replace(':', '')
if tmp[0] in PROC_MEM_DATA:
res[tmp[0]] = tmp[1]
return res
from pathlib import Path
from helpers import pickle_object, unpickle_object, ABSTRACT_DIR, TSV_DIR, PICKLE_DIR, Logger
from preprocessors import LSAPreprocessor
import pandas as pd
import numpy as np
from sklearn.model_selection import RepeatedStratifiedKFold, RepeatedKFold, StratifiedKFold, GridSearchCV, train_test_split
from sklearn.decomposition import TruncatedSVD
N_SPLITS = 2
logger = Logger()
def test_svd_components():
logger.plog('Started Initial Feature Selection.')
# preproc = LSAPreprocessor(ABSTRACT_DIR / 'abstracts.tsv', label_col='source', max_tfidf_features=10000)
preproc = LSAPreprocessor(ABSTRACT_DIR / 'abstracts.tsv',
label_col='source',
max_tfidf_features=10000)
logger.plog("Corpus Loaded")
X = preproc.training_corpus['abstract']
y = preproc.training_corpus['label']
preproc.get_lsa_pipeline()
# component_set = (10, 75, 100, 500, 1000, 2500, 5000)
# component_set = (50, 100, 250, 500, 1000, 2500, 5000)
component_set = (7500, 9000)
from collections import defaultdict
from typing import List, Optional
from fastapi import APIRouter, File, UploadFile, Form
from pydantic import BaseModel
import sqlalchemy
from analyze.strategy import StrategyPredictor
from database import database
from declaration import strategies, topics
from helpers import Logger
logger = Logger('predict')
class Counter:
def __init__(self):
self.dict = defaultdict(int)
def __call__(self, item):
self.dict[item] += 1
def __getitem__(self, index):
return self.dict[index]
def get_max_items(self, n=5):
return sorted([(key, value) for key, value in self.dict.items()],
key=lambda item: item[1],
reverse=True)[:n]
class PredictInput(BaseModel):
class DataProcessor(object):
def __init__(self, queue, headers, targets):
self.log = Logger(PROC_CLIENT_LOG_FILE, level = D_VERB)
# Main thread communication
self.keep_running = True
self.transmit = queue
self.headers = headers
self.targets = targets
# print data
self.printing = False
self.base_data = None
self.fig = ()
self.ax = ()
# store data
self.local_store = False
self.files = {}
# Launching Thread
self.thr = threading.Thread(target = self.process, args = (), name = 'process_thread')
self.start()
###
### Process Thread
###
def start(self):
self.log.info('[MAIN THREAD] Starting process thread')
self.thr.start()
self.log.debug('[MAIN THREAD] Process thread started')
def stop(self):
self.keep_running = False
self.log.info('[MAIN THREAD] Asked processing thread end')
def process(self):
while self.keep_running:
self.log.debug('[PROCESS THREAD] Getting data')
try:
data = self.transmit.get(timeout = 1)
data = json.loads(data)
self.log.debug('[PROCESS THREAD] Got data {}'.format(data))
if self.printing:
to_print = self.build_print_data(data)
self.log.debug('[PROCESS THREAD] Printing')
multi_print_dic(self.base_data, self.print_data)
self.log.debug('[PROCESS THREAD] Printed')
if self.local_store:
# self.build_store_data?
self.process_store(data)
#### To write: self.process_local
except Empty:
self.log.debug('[PROCESS THREAD] No data')
self.log.info('[PROCESS THREAD] End of thread')
###
### Print utilities
###
def start_print(self):
self.log.info('[MAIN THREAD] Start printing')
self.build_print_headers()
self.log.debug('[MAIN THREAD] Built headers')
self.print_data = multi_init_print(self.base_data)
self.log.debug('[MAIN THREAD] Graphics initiated')
self.printing = True
def stop_print(self):
self.log.info('[MAIN THREAD] Stop printing')
self.printing = False
clear_print()
def build_print_headers(self):
ret = {}
for types in self.targets:
for instance in self.targets[types]:
ret[instance]={}
for data_field in self.headers[types]:
ret[instance][data_field] = []
self.base_data = ret
self.log.debug('[DATA THREAD] Header: {}'.format(self.base_data))
def build_print_data(self, dico):
for target in dico:
for data_field in dico[target]:
self.base_data[target][data_field].append(dico[target][data_field])
####
#### Storage utilities
####
def process_store(self, dico):
for target in self.files:
try:
if target == 'system':
res = [dico[target][data_field] for data_field in self.headers['system']]
else:
res = [dico[target][data_field] for data_field in self.headers['process']]
except AttributeError:
res = range(len(dico))
print >> self.files[target], list_to_csv(res)
self.log.debug('[PROCESS THREAD] Stored {}'.format(list_to_csv(res)))
def start_store(self, dirname = None):
# Make record dir
if not dirname:
dirname = time.time()
directory = os.path.join(DATA_DIR, dirname)
self.log.info('[MAIN THREAD] Starting local storage in {}'.format(directory))
if os.path.isdir(directory):
shutil.rmtree(directory)
os.makedirs(directory)
self.log.debug('[MAIN THREAD] Made local record dir')
# Open files
for types in self.targets:
for instance in self.targets[types]:
filename = os.path.join(directory, instance)
self.files[instance] = open(filename, 'w')
self.log.debug('[MAIN THREAD] Opened {}'.format(filename))
# Write headers
for key in self.files:
if key == 'system':
print >> self.files[key], list_to_csv(self.headers['system'])
self.log.debug('[MAIN THREAD] wrote {} in file {}'.format(list_to_csv(self.headers['system']), key))
else:
print >> self.files[key], list_to_csv(self.headers['process'])
self.log.debug('[MAIN THREAD] wrote {} in file {}'.format(list_to_csv(self.headers['process']), key))
# Ask start storing and return store file paths
self.local_store = True
self.log.debug('[MAIN THREAD] End start local')
return [os.path.join(directory, instance) for instance in self.files]
def stop_store(self):
self.log.info('[MAIN THREAD] Stopping storage')
self.local_store = False
for key in self.files:
self.files[key].close()
self.log.debug('closed {}'.format(key))
def reset_processor(self):
self.files = {}
import numpy as np
import time, csv
import matplotlib
from matplotlib import pyplot as plt
from helpers import Logger
from conf import *
N_COL = 2
PRINT_AXIS = range(15)
log = Logger(PRINT_CLIENT_LOG_FILE, D_VERB)
###
### Non Dynamic prints
###
def print_file(file_path):
with open(file_path) as csvfile:
reader = csv.DictReader(csvfile)
if os.path.basename(file_path) == 'system':
headers = SYS_CPU_OTHER + LOAD_AVG + SYS_CPU_DATA + SYS_MEM_DATA
else:
headers =PROC_CPU_DATA + PROC_MEM_DATA
print_data = {}
for elem in headers:
print_data[elem] = []
print headers
for row in reader:
for elem in headers:
print_data[elem].append(row[elem])
for elem in headers:
print 'print_data[{}]={}'.format(elem,print_data[elem])
def main():
logger = Logger.Logger()
logger.Warning("Starting PSRTrade")
Backtest().test()
owlnet.cuda()
# print(owlnet)
# In[5]:
owlnet.ladder.suggested_in_size(20)
# In[6]:
owlnet_trainer = Trainer()
owlnet_logger = Logger({'loss':(list(),list())})
# LadderNet training parameters
owlnet_train_args = dict()
owlnet_train_args['lr'] = .01
owlnet_train_args['batch_size'] = 99
owlnet_train_args['epochs'] = 1
owlnet_train_args['report'] = 5
owlnet_train_args['crop'] = 81
owlnet_train_args['clip'] = 1
owlnet_train_args['decay'] = 0
# LadderNet loss parameters
owlnet_loss_args = {}
train_ds.set_crop(owlnet_train_args['crop'])
async def http_router(path, request_headers):
""" router for http responses """
# if it is ws request
if path == '/':
return
# init error logger
error_logger = Logger('ws_server_errors')
# init router logger
requests_http_logger = Logger('requests_http')
await requests_http_logger.prepare_and_save_record(
level=Logger.INFO, message='path: "{}"'.format(path))
if path.startswith('/health'):
"""
get status of ws server
sample http://127.0.0.1:6789/health
"""
return HTTPStatus.OK, [], b'{"status": "ok"}\n'
elif path.startswith('/telephony_incoming'):
"""
when incoming call are
sample http://127.0.0.1:6789/telephony_incoming?token=74a17b7f-7e19-41f4-aee4-95b52d899c0d&method=begin&call_uid=123-123-123&recipients={"agency_id":1,"users_ids":[101,102,100]}
sample http://127.0.0.1:6789/telephony_incoming?token=74a17b7f-7e19-41f4-aee4-95b52d899c0d&method=cancel&call_uid=123-123-123&recipients={"agency_id":1}
"""
parsed = urlparse(path)
if parsed.query and \
'recipients' in parse_qs(parsed.query) and \
'token' in parse_qs(parsed.query) and \
'method' in parse_qs(parsed.query) and \
'call_uid' in parse_qs(parsed.query) and \
await http_request_token_check(parse_qs(parsed.query)['token'][0]) and \
await telephony_router(method=parse_qs(parsed.query)['method'][0],
call_uid=parse_qs(parsed.query)['call_uid'][0],
recipients=json.loads(parse_qs(parsed.query)['recipients'][0])):
return HTTPStatus.OK, [], b'{"status": "success"}\n'
else:
await error_logger.prepare_and_save_record(
level=Logger.ERROR,
message='HTTP router error "{}"'.format(path))
return HTTPStatus.OK, [], b'{"status": "error"}\n'
elif path.startswith('/active_connections_get'):
"""
get active connections from ws server memory
sample http://127.0.0.1:6789/active_connections_get?token=74a17b7f-7e19-41f4-aee4-95b52d899c0d
"""
parsed = urlparse(path)
if parsed.query and \
'token' in parse_qs(parsed.query) and \
await http_request_token_check(parse_qs(parsed.query)['token'][0]):
return HTTPStatus.OK, [], bytes(
'{{"status": "success", "result": {0}}}\n'.format(
await Connection.connections_to_string()), 'utf-8')
else:
await error_logger.prepare_and_save_record(
level=Logger.ERROR,
message='HTTP router error "{}"'.format(path))
return HTTPStatus.OK, [], b'{"status": "error"}\n'
elif path.startswith('/incoming_callings_get'):
"""
get active incoming callings from ws server memory
sample http://127.0.0.1:6789/incoming_callings_get?token=74a17b7f-7e19-41f4-aee4-95b52d899c0d
"""
parsed = urlparse(path)
if parsed.query and \
'token' in parse_qs(parsed.query) and \
await http_request_token_check(parse_qs(parsed.query)['token'][0]):
return HTTPStatus.OK, [], bytes(
'{{"status": "success", "result": {0}}}\n'.format(
await Telephony.incoming_callings_to_string()), 'utf-8')
return HTTPStatus.OK, [], bytes(
'{}\n'.format(await Telephony.incoming_callings_to_string()),
'utf-8')
else:
await error_logger.prepare_and_save_record(
level=Logger.ERROR,
message='HTTP router error "{}"'.format(path))
return HTTPStatus.OK, [], b'{"status": "error"}\n'
def __init__(self):
self.logger = Logger.Logger()
# self.dataModel = Data.SecuritiesData(TDAmeritrade)
self.dataModel = Data.SecuritiesData(AlphaVantage)
process_request=routers.http_router)
ioloop = asyncio.get_event_loop()
# create tasks for async running
ioloop.create_task(
online_users_get(configs.HOMECRM_SERVICES['online_users_get']))
ioloop.create_task(selections_get(configs.HOMECRM_SERVICES['selections_get']))
ioloop.create_task(
notifications_get(configs.HOMECRM_SERVICES['notifications_get']))
ioloop.create_task(balance_check(configs.HOMECRM_SERVICES['balance_check']))
# inner tasks
ioloop.create_task(old_incoming_calls_remove())
ioloop.run_until_complete(Logger.loggers_init())
ioloop.run_until_complete(start_server)
ioloop.run_forever()
# server side
# todo limitation for ome user connections
# todo wss https://websockets.readthedocs.io/en/stable/intro.html#secure-server-example
# install pip install aiohttp[speedups] and add it to requirements.txt
# deploy side
# todo proxy ws requests via nginx
# crm side
# todo make methods for listeners
# todo make methods for auth
# todo install supervisord
def my_main():
# if __name__ == '__main__':
Logger()
# Loop through all tables provided in config
for item in get_tables():
try:
time.sleep(5)
print "Search id :", item['search_id']
Logger.log('info', "Search id : {}".format(item['search_id']))
searchId = item['search_id']
table_name = item['table']
obj = Data(searchId, table_name)
print "fetching data from API."
Logger.log('info', "fetching data from API.")
data = obj.read_data()
print data
if data == None:
print "No response from API"
Logger.log('warning', "No response from API.")
else:
print "data fetched from API."
Logger.log('info', "data fetched from API.")
if item.get('truncate'):
obj.truncate_table(table_name)
print "table '{}' truncated.".format(table_name)
Logger.log('info', "table '{}' truncated.".format(table_name))
print "Calculating date till which data is updated."
Logger.log('info', "Calculating date till which data is updated.")
data_updated_till = obj.get_max_datetime(table_name)
if data_updated_till:
print "data updated till : {}".format(data_updated_till)
Logger.log('info',
"data updated till : {}".format(data_updated_till))
else:
print "WARNING !! Unable to find max date, GOING TO INSERT ALL DATA TO DATABASE."
Logger.log(
'warning',
"Unable to find max date, GOING TO INSERT ALL DATA TO DATABASE."
)
obj.insert_db(data, table_name, data_updated_till,
item['id_prefix'])
print "Done ...!!"
except Exception as e:
print "Exception :", e
Logger.log('error', "Exception : {}".format(e))
traceback.print_exc()
print "\n\n"
return 'Success'
def __init__(self):
self.logger = Logger.Logger()
class DataClient(object):
def __init__(self, queue, ip):
self.log = Logger(DATA_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiatie data_client')
self.transmit = queue
self.receiving = False
self.remote_ip = ip
self.my_ip = socket.gethostbyname(socket.gethostname())
def start(self):
self.soc_data = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
self.soc_data.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
self.log.debug('[MAIN THREAD] Connecting to server data channel')
self.soc_data.connect((self.remote_ip,SOC_PORT_DATA))
self.log.info('[MAIN THREAD] Data Channel Connected')
self.data_receive = threading.Thread(target = self.receive, args = ())
self.log.info('[MAIN THREAD] Starting DATA THREAD')
self.receiving = True
self.data_receive.start()
self.log.debug('[MAIN THREAD] DATA THREAD started')
def stop(self):
self.log.debug("[MAIN THREAD] Stop command sent")
self.receiving = False
self.log.info("[MAIN THREAD] Asked DATA THREAD to stop receiving")
def receive(self):
#FIXME_1 : recv_data is blocking. If nothing is sent and asked to stop, it will block program exit
while self.receiving:
self.log.debug('[DATA THREAD] waiting for data from server')
data = recv_data(self.soc_data)
self.log.debug('[DATA THREAD] Received data {}\n'.format(data))
if data:
self.transmit.put(data)
self.log.debug('[DATA THREAD] Transmitted data ')
else: # Not sure this should exist
self.log.info('[DATA THREAD] Empty data received. Closing socket ')
self.soc_data.close()
break
if not self.receiving:
self.log.info('[DATA THREAD] self.receiving is False. Closing socket ')
self.soc_data.close()
self.log.info('[DATA THREAD] Exiting thread \n')
class DataProcessor(object):
def __init__(self, queue, headers, targets):
self.log = Logger(PROC_CLIENT_LOG_FILE, level=D_VERB)
# Main thread communication
self.keep_running = True
self.transmit = queue
self.headers = headers
self.targets = targets
# print data
self.printing = False
self.base_data = None
self.fig = ()
self.ax = ()
# store data
self.local_store = False
self.files = {}
# Launching Thread
self.thr = threading.Thread(target=self.process,
args=(),
name='process_thread')
self.start()
###
### Process Thread
###
def start(self):
self.log.info('[MAIN THREAD] Starting process thread')
self.thr.start()
self.log.debug('[MAIN THREAD] Process thread started')
def stop(self):
self.keep_running = False
self.log.info('[MAIN THREAD] Asked processing thread end')
def process(self):
while self.keep_running:
self.log.debug('[PROCESS THREAD] Getting data')
try:
data = self.transmit.get(timeout=1)
data = json.loads(data)
self.log.debug('[PROCESS THREAD] Got data {}'.format(data))
if self.printing:
to_print = self.build_print_data(data)
self.log.debug('[PROCESS THREAD] Printing')
multi_print_dic(self.base_data, self.print_data)
self.log.debug('[PROCESS THREAD] Printed')
if self.local_store:
# self.build_store_data?
self.process_store(data)
#### To write: self.process_local
except Empty:
self.log.debug('[PROCESS THREAD] No data')
self.log.info('[PROCESS THREAD] End of thread')
###
### Print utilities
###
def start_print(self):
self.log.info('[MAIN THREAD] Start printing')
self.build_print_headers()
self.log.debug('[MAIN THREAD] Built headers')
self.print_data = multi_init_print(self.base_data)
self.log.debug('[MAIN THREAD] Graphics initiated')
self.printing = True
def stop_print(self):
self.log.info('[MAIN THREAD] Stop printing')
self.printing = False
clear_print()
def build_print_headers(self):
ret = {}
for types in self.targets:
for instance in self.targets[types]:
ret[instance] = {}
for data_field in self.headers[types]:
ret[instance][data_field] = []
self.base_data = ret
self.log.debug('[DATA THREAD] Header: {}'.format(self.base_data))
def build_print_data(self, dico):
for target in dico:
for data_field in dico[target]:
self.base_data[target][data_field].append(
dico[target][data_field])
####
#### Storage utilities
####
def process_store(self, dico):
for target in self.files:
try:
if target == 'system':
res = [
dico[target][data_field]
for data_field in self.headers['system']
]
else:
res = [
dico[target][data_field]
for data_field in self.headers['process']
]
except AttributeError:
res = range(len(dico))
print >> self.files[target], list_to_csv(res)
self.log.debug('[PROCESS THREAD] Stored {}'.format(
list_to_csv(res)))
def start_store(self, dirname=None):
# Make record dir
if not dirname:
dirname = time.time()
directory = os.path.join(DATA_DIR, dirname)
self.log.info(
'[MAIN THREAD] Starting local storage in {}'.format(directory))
if os.path.isdir(directory):
shutil.rmtree(directory)
os.makedirs(directory)
self.log.debug('[MAIN THREAD] Made local record dir')
# Open files
for types in self.targets:
for instance in self.targets[types]:
filename = os.path.join(directory, instance)
self.files[instance] = open(filename, 'w')
self.log.debug('[MAIN THREAD] Opened {}'.format(filename))
# Write headers
for key in self.files:
if key == 'system':
print >> self.files[key], list_to_csv(self.headers['system'])
self.log.debug('[MAIN THREAD] wrote {} in file {}'.format(
list_to_csv(self.headers['system']), key))
else:
print >> self.files[key], list_to_csv(self.headers['process'])
self.log.debug('[MAIN THREAD] wrote {} in file {}'.format(
list_to_csv(self.headers['process']), key))
# Ask start storing and return store file paths
self.local_store = True
self.log.debug('[MAIN THREAD] End start local')
return [os.path.join(directory, instance) for instance in self.files]
def stop_store(self):
self.log.info('[MAIN THREAD] Stopping storage')
self.local_store = False
for key in self.files:
self.files[key].close()
self.log.debug('closed {}'.format(key))
def reset_processor(self):
self.files = {}
class LightClient(object):
def __init__(self, ip):
self.log = Logger(MAIN_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiated client')
self.receiving = False
self.define_headers()
self.targets = {}
self.transmit = Queue.Queue()
self.data_client = DataClient(self.transmit, ip)
self.data_processor = DataProcessor(self.transmit, self.headers,
self.targets)
self.connect(ip)
def connect(self, ip):
self.soc_ctrl = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
self.soc_ctrl.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
my_ip = socket.gethostbyname('')
self.log.debug('[MAIN THREAD] connecting...')
self.soc_ctrl.connect((ip, SOC_PORT_CTRL))
self.log.info('[MAIN THREAD] Client connected to server')
def disconnect(self):
### data processor should not be here
self.data_processor.stop()
self.soc_ctrl.close()
def define_headers(self):
head = {}
head['process'] = PROC_CPU_DATA + PROC_MEM_DATA + TIMESTAMPS
head[
'system'] = SYS_CPU_OTHER + LOAD_AVG + SYS_CPU_DATA + SYS_MEM_DATA + TIMESTAMPS
self.headers = head
def add_target(self, target, name):
if target in self.targets:
self.targets[target].append(name)
else:
self.targets[target] = [name]
def remove_target(self, target, name):
if target in self.targets:
if name in self.targets[target]:
self.targets[target].remove(name)
self.log.info('[MAIN THREAD] Removed {} named {}'.format(
target, name))
else:
self.log.error(
'[MAIN THREAD] Asked to remove {} named {} while not recorded'
.format(target, name))
else:
self.log.error(
'[MAIN THREAD] Asked to remove {} named {} while not recorded'.
format(target, name))
def start_record(self, target, name):
self.log.debug('[MAIN THREAD] Asking server to start recording')
msg = MSG_SEP.join([START_RECORD, target, name])
answer = send_data(self.soc_ctrl, msg)
self.log.info('[MAIN THREAD] Server asked to start recording')
if answer == SYNC:
self.add_target(target, name)
self.log.info('[MAIN THREAD] Added {} named {}'.format(
target, name))
else:
self.log.warn(
'[MAIN THREAD] Could not add {} named {} because of server answer'
.format(target, name))
def stop_record(self, target, name):
self.log.debug('[MAIN THREAD] Asking server to stop recording')
msg = MSG_SEP.join([STOP_RECORD, target, name])
answer = send_data(self.soc_ctrl, msg)
self.log.info(
'[MAIN THREAD] Server asked to stop recording {}'.format(name))
if answer == SYNC:
self.remove_target(target, name)
else:
self.log.warn(
'[MAIN THREAD] Could not remove {} named {} because of server answer'
.format(target, name))
def start_receive(self):
if not self.receiving:
self.receiving = True
self.log.debug('[MAIN THREAD] Asking server to start sending')
status = send_data(self.soc_ctrl, START_SEND)
self.log.info('[MAIN THREAD] Server asked to start sending')
if status == FAIL:
self.log.error(
'[MAIN THREAD] Client tried to receive but server denied it'
)
else:
print status
self.data_client.start()
self.log.info('[MAIN THREAD] Client is receiving')
self.log.debug("[MAIN THREAD] DATA THREAD started")
else:
self.log.warn(
"[MAIN THREAD] Asked to start receiving while already receiving"
)
def stop_receive(self):
if self.receiving:
self.log.debug(
'[MAIN THREAD] Closing data channel. Exiting data client thread'
)
self.data_client.stop()
self.log.info("[MAIN THREAD] Asked server to stop receiving")
self.receiving = False
send_data(self.soc_ctrl, STOP_SEND)
else:
self.log.warn(
"[MAIN THREAD] Asked to stop receiving while already receiving"
)
def start_store(self, dirname='easy_client'):
return self.data_processor.start_store(dirname)
def stop_store(self):
self.data_processor.stop_store()
def start_print(self):
self.data_processor.start_print()
def stop_print(self):
self.printing = self.data_processor.stop_print()
def stop_process(self):
self.stop_print()
self.stop_store()
self.data_processor.stop()
self.stop_receive()
self.soc_ctrl.close()
def stop_all(self):
self.stop_process()
send_data(self.soc_ctrl, STOP_ALL)
class LightClient(object):
def __init__(self, ip):
self.log = Logger(MAIN_CLIENT_LOG_FILE, D_VERB)
self.log.info('[MAIN THREAD] Instantiated client')
self.receiving = False
self.define_headers()
self.targets = {}
self.transmit = Queue.Queue()
self.data_client = DataClient(self.transmit, ip)
self.data_processor = DataProcessor(self.transmit, self.headers, self.targets)
self.connect(ip)
def connect(self, ip):
self.soc_ctrl = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
self.soc_ctrl.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
my_ip = socket.gethostbyname('')
self.log.debug('[MAIN THREAD] connecting...')
self.soc_ctrl.connect((ip,SOC_PORT_CTRL))
self.log.info('[MAIN THREAD] Client connected to server')
def disconnect(self):
### data processor should not be here
self.data_processor.stop()
self.soc_ctrl.close()
def define_headers(self):
head = {}
head['process'] = PROC_CPU_DATA + PROC_MEM_DATA + TIMESTAMPS
head['system'] = SYS_CPU_OTHER + LOAD_AVG + SYS_CPU_DATA + SYS_MEM_DATA + TIMESTAMPS
self.headers = head
def add_target(self, target, name):
if target in self.targets:
self.targets[target].append(name)
else:
self.targets[target]=[name]
def remove_target(self, target, name):
if target in self.targets:
if name in self.targets[target]:
self.targets[target].remove(name)
self.log.info('[MAIN THREAD] Removed {} named {}'.format(target, name))
else:
self.log.error('[MAIN THREAD] Asked to remove {} named {} while not recorded'.format(target, name))
else:
self.log.error('[MAIN THREAD] Asked to remove {} named {} while not recorded'.format(target, name))
def start_record(self, target, name):
self.log.debug('[MAIN THREAD] Asking server to start recording')
msg = MSG_SEP.join([START_RECORD, target, name])
answer = send_data(self.soc_ctrl,msg)
self.log.info('[MAIN THREAD] Server asked to start recording')
if answer == SYNC:
self.add_target(target, name)
self.log.info('[MAIN THREAD] Added {} named {}'.format(target, name))
else:
self.log.warn('[MAIN THREAD] Could not add {} named {} because of server answer'.format(target, name))
def stop_record(self, target, name):
self.log.debug('[MAIN THREAD] Asking server to stop recording')
msg = MSG_SEP.join([STOP_RECORD, target, name])
answer = send_data(self.soc_ctrl,msg)
self.log.info('[MAIN THREAD] Server asked to stop recording {}'.format(name))
if answer == SYNC:
self.remove_target(target, name)
else:
self.log.warn('[MAIN THREAD] Could not remove {} named {} because of server answer'.format(target, name))
def start_receive(self):
if not self.receiving:
self.receiving = True
self.log.debug('[MAIN THREAD] Asking server to start sending')
status = send_data(self.soc_ctrl,START_SEND)
self.log.info('[MAIN THREAD] Server asked to start sending')
if status == FAIL:
self.log.error('[MAIN THREAD] Client tried to receive but server denied it')
else:
print status
self.data_client.start()
self.log.info('[MAIN THREAD] Client is receiving')
self.log.debug("[MAIN THREAD] DATA THREAD started")
else:
self.log.warn("[MAIN THREAD] Asked to start receiving while already receiving")
def stop_receive(self):
if self.receiving:
self.log.debug('[MAIN THREAD] Closing data channel. Exiting data client thread')
self.data_client.stop()
self.log.info("[MAIN THREAD] Asked server to stop receiving")
self.receiving = False
send_data(self.soc_ctrl,STOP_SEND)
else:
self.log.warn("[MAIN THREAD] Asked to stop receiving while already receiving")
def start_store(self, dirname = 'easy_client'):
return self.data_processor.start_store(dirname)
def stop_store(self):
self.data_processor.stop_store()
def start_print(self):
self.data_processor.start_print()
def stop_print(self):
self.printing = self.data_processor.stop_print()
def stop_process(self):
self.stop_print()
self.stop_store()
self.data_processor.stop()
self.stop_receive()
self.soc_ctrl.close()
def stop_all(self):
self.stop_process()
send_data(self.soc_ctrl, STOP_ALL)
# Make a new dict with GPIs as Keys and GpiStreams as values
gpi_stream_dict = {}
def create_gpi_table(gpi_stream_dict):
num = 1
for gpi, id in cf.gpi2stream.items():
gpi_stream_dict[gpi] = GpiStream(num, id, gpi)
num += 1
create_gpi_table(gpi_stream_dict)
# Test the logger
logger = Logger(socketio)
#logger.start()
def test_message():
while (1):
logger.log_message('Yo mama so fat')
time.sleep(20)
t = th.Thread(target=test_message)
t.start()
@app.route('/')
@app.route('/command_center')
class DataManager(object):
def __init__(self, headers, transmit, connection_table):
self.step = D_STEP
self.timeout = int(D_TIMEOUT / self.step)
self.log = Logger(DATA_SERVER_LOG_FILE, D_VERB)
self.run = True
self.receivers = []
self.transmit = transmit
self.connection_table = connection_table
self.sys_headers = headers['system']
self.proc_headers = headers['process']
self.data_thread = threading.Thread(target = self.process_loop, name = 'data managing', args = ())
self.log.info('Starting DATA THREAD')
self.data_thread.start()
self.log.debug('DATA THREAD Started')
def process_loop(self):
###
### Add timeout so that we keep control when waiting for data
###
while self.run:
self.log.debug('[DATA THREAD] Waiting for queue')
data = self.transmit.get()
self.log.debug('[DATA THREAD] Got {}'.format(data))
for socket in self.receivers:
self.process_send(socket, data)
def quit(self):
self.run = False
def start_send(self):
self.init_thread = threading.Thread(target = self.init_connection, name = 'init_send_connection', args = ())
self.log.info('[MAIN THREAD] Starting INIT THREAD')
self.init_thread.start()
self.log.debug('[MAIN THREAD] INIT THREAD Started')
def init_connection(self):
soc_data = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
soc_data.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
soc_data.bind(('', SOC_PORT_DATA))
soc_data.listen(1)
self.log.info('[INIT THREAD] Waiting for a connection')
connection, client_address = soc_data.accept()
self.log.info('[INIT THREAD] Connection accepted from {}'.format(client_address))
self.receivers.append(connection)
def process_send(self, connection, data):
targets = self.get_client_targets(connection)
self.log.debug('[DATA THREAD] targets are {}'.format(targets))
sub_data = self.get_sub_dict(data, targets)
self.log.debug('[DATA THREAD] sub_data is {}'.format(sub_data))
mess = json.dumps(sub_data)
self.log.debug('[DATA THREAD] Sending data {}'.format(mess))
status = send_data(connection, mess)
if status == '':
self.receivers.remove(connection)
self.log.info('[DATA THREAD] connection removed')
self.log.debug('[DATA THREAD] Data sent')
def get_sub_dict(self, data, targets):
return dict([(key, data[key]) for key in targets if key in data])
def get_client_targets(self, connection):
client_address = connection.getpeername()[0]
targets = None
for client in self.connection_table:
self.log.debug('[DATA THREAD] Checking with potential address {} '.format(client.getpeername()))
if client.getpeername()[0] == client_address:
targets = self.connection_table[client]
if targets is not None:
return targets
else:
self.log.error('[DATA THREAD] Could not find client {} in connection table'.format(client_address))
return []
def stop_send(self):
self.log.info('[MAIN THREAD] Stopping DATA THREAD')
tmp = self.receivers
self.receivers = []
for elem in tmp:
elem.close()
self.log.debug('[MAIN THREAD] Closed data socket')
def is_sending(self):
if len(self.receivers) > 0:
return True
else:
return False
import os
import cv2
import numpy as np
import time
from neigh_search import LSHIndex as LSH, L2ExactIndex as L2
from feat_extract import FeatureExtractor
from helpers import Logger
labels = []
vectors = []
imgPath = "./data_gen/output/"
l = Logger()
images = [f for f in os.listdir(imgPath) if os.path.isfile(os.path.join(imgPath, f))]
total = len(images)
time_taken = 0
for i, image_name in enumerate(images):
l.log("\033[2J\033[0;0H")
l.log(f"Image {i+1} of {total}")
filename = os.path.join(imgPath, image_name)
l.log(f"reading {filename}")
img = cv2.imread(filename, 0)
img = np.reshape(img, (*img.shape, 1))
def __init__(self, provider):
self.logger = Logger.Logger()
self.provider = provider.Provider()