From 7c001dbd6da138e23a5a2e09a020e4cc777b47a4 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 19 Feb 2019 13:42:37 -0800 Subject: [PATCH 01/13] initial commit --- python/wordCounter.py | 96 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 96 insertions(+) create mode 100644 python/wordCounter.py diff --git a/python/wordCounter.py b/python/wordCounter.py new file mode 100644 index 00000000..9cfd58d1 --- /dev/null +++ b/python/wordCounter.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Sat Jan 26 10:43:27 2019 + +@author: prithadawn +""" + +from rtypes import pcc_set, primarykey, dimension, merge +from spacetime import Application +import random, re, argparse +import time + + +@pcc_set +class word_class(object): + # word_id= primarykey(int) + word_desc = primarykey(str) + word_count = dimension(int) + + def __init__(self, word_desc, word_count): + + # self.word_id=random.randint(0,100000) + self.word_desc = word_desc + self.word_count = word_count + + def __str__(self): + return (self.word_desc + ' count: ' + str(self.word_count)) + + @merge + def merge_func(original, mine, theirs): + + if original is None: + theirs.word_count = mine.word_count + theirs.word_count + + else: + + theirs.word_count = mine.word_count + theirs.word_count - original.word_count + + return theirs + + +def divide_chunks(l, n): + # looping till length of l + for i in range(0, len(l), n): + yield l[i:i + n] + + +def get_word_desc(word_obj): + return word_obj.word_desc + + +def mapper(df, word_list): + current_word = 0 + current_count = 0 + print(word_list) + for w in word_list: + word = df.read_one(word_class, w) + if word is None: + df.add_one(word_class, word_class(w, 1)) + else: + word.word_count += 1 + df.commit() + df.push() + + +def reducer(df): + with open('testFile.txt') as f: + word_list = re.sub(r'[^\w\s]', '', f.read()).split() + # x = list(divide_chunks(word_list, n)) + word_list1 = word_list[:len(word_list) // 2] + word_list2 = word_list[len(word_list) // 2:] + + mapper_app1 = Application(mapper, Types=[word_class], dataframe=df) + mapper_app2 = Application(mapper, Types=[word_class], dataframe=df) + mapper_app1.start_async(word_list1) + mapper_app2.start_async(word_list2) + mapper_app1.join() + mapper_app2.join() + time.sleep(1) + + df.checkout() + for word_obj in df.read_all(word_class): + print(word_obj) + + +def main(): + # parser = argparse.ArgumentParser() + # parser.add_argument("filename") + # args = parser.parse_args() + app = Application(reducer, Types=[word_class]) + app.start() + app.start() + + +main() From d3d617766220a68be4521df1b6a4878afdd0ae86 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 19 Feb 2019 13:45:27 -0800 Subject: [PATCH 02/13] initial commit --- python/spacetime/managers/version_graph.py | 58 ++++++++++++++++++-- python/spacetime/managers/version_manager.py | 39 +++++++++---- 2 files changed, 83 insertions(+), 14 deletions(-) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index 4ea059af..d61e1c4c 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -1,4 +1,6 @@ -from multiprocessing import RLock +from multiprocessing import Process, RLock +from threading import Thread +from queue import Queue, Empty class Node(object): @@ -105,7 +107,6 @@ def maintain_edges(self): self.nodes[start].all_next.remove(end) self.nodes[end].all_prev.remove(start) - def merge_node(self, node, merger_function): del self.nodes[node.current] old_change = self.edges[(node.prev_master, node.current)].payload @@ -121,7 +122,8 @@ def merge_node(self, node, merger_function): node.prev_master, node.next_master, new_payload) else: # Figure out how to avoid this computation. - assert self.edges[(node.prev_master, node.next_master)].payload == new_payload, (self.edges[(node.prev_master, node.next_master)].payload, new_payload) + assert self.edges[(node.prev_master, node.next_master)].payload == new_payload, ( + self.edges[(node.prev_master, node.next_master)].payload, new_payload) if self.nodes[node.prev_master].next_master == node.current: self.nodes[node.prev_master].next_master = node.next_master self.nodes[node.prev_master].all_next.add(node.next_master) @@ -154,4 +156,52 @@ def maintain(self, state_to_ref, merger_function): # First divergent. self.maintain_nodes(state_to_ref, merger_function, False) # The master line. - self.maintain_nodes(state_to_ref, merger_function, True) \ No newline at end of file + self.maintain_nodes(state_to_ref, merger_function, True) + + +class GraphActor(Thread): + + def __init__(self): + self.graph = Graph() + super().__init__() + self.read_write_queue = Queue(maxsize=0) + self.daemon = True + self.output = None + + def process_continue_chain(self, from_version, to_version, package): + self.graph.continue_chain(from_version, to_version, package) + + def process_maintain(self, state_to_ref, merger_function): + self.graph.maintain(state_to_ref, merger_function) + + def process_get_item(self, key): + self.output = None + self.output = self.graph.__getitem__(key) + + def run(self): + while True: + try: + req = self.read_write_queue.get() + if req[0] == 'continue_chain': + from_version, to_version, package = req[1:] + self.process_continue_chain(from_version, to_version, package) + elif req[0] == 'maintain': + state_to_ref, merger_function = req[1:] + self.process_maintain(state_to_ref, merger_function) + elif req[0] == 'get_item': + key = req[1] + self.process_get_item(key) + except Empty: + pass + + def continue_chain(self, from_version, to_version, package): + self.read_write_queue.put(('continue_chain', from_version, to_version, package)) + + def maintain(self, state_to_ref, merger_function): + self.read_write_queue.put(('maintain', state_to_ref, merger_function)) + + def __getitem__(self, key): + self.read_write_queue.put(('get_item', key)) + while self.output is None: + continue + return self.output diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index 58f0a463..784baba0 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -4,11 +4,13 @@ from uuid import uuid4 from abc import ABCMeta, abstractmethod from multiprocessing import Process, Queue -from spacetime.managers.version_graph import Graph +from spacetime.managers.version_graph import GraphActor import spacetime.utils.utils as utils from spacetime.utils.enums import Event, VersionBy import time + + class VersionManagerProcess(Process): def __init__(self, appname, types, version_by): @@ -389,12 +391,15 @@ class FullStateVersionManager(VersionManager): def __init__(self, appname, types, dump_graph, instrument_record): self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} - self.version_graph = Graph() + self.version_graph = GraphActor() self.state_to_app = dict() self.app_to_state = dict() self.logger = utils.get_logger("%s_FullStateVersionManager" % appname) self.dump_graphs = dump_graph self.instrument_record = instrument_record + self.version_graph_head= 'ROOT' + self.version_graph.start() + def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) @@ -404,36 +409,50 @@ def receive_data(self, appname, versions, package, from_external=True): if start_v == end_v: # The versions are the same, lets ignore. return True - if start_v != self.version_graph.head.current: + if start_v!= self.version_graph_head: + #if start_v != self.version_graph.head.current: self.resolve_conflict(start_v, end_v, package, from_external) else: self.version_graph.continue_chain(start_v, end_v, package) + self.version_graph_head=end_v self.maintain(appname, end_v) return True def retrieve_data(self, appname, version): + data, version_change = self.retrieve_data_nomaintain(version) self.set_app_marker(appname, version_change[1]) return data, version_change + #def retrieve_data_nomaintain(self, version): + #merged = dict() + #if version not in self.version_graph.nodes: + #return merged, [version, version] + #for delta in self.version_graph[version:]: + #merged = utils.merge_state_delta(merged, delta) + #return merged, [version, self.version_graph.head.current] + def retrieve_data_nomaintain(self, version): merged = dict() - if version not in self.version_graph.nodes: - return merged, [version, version] + for delta in self.version_graph[version:]: merged = utils.merge_state_delta(merged, delta) - return merged, [version, self.version_graph.head.current] + if not merged: + return merged, [version, version] + return merged, [version, self.version_graph_head] def data_sent_confirmed(self, app, version): if version[0] != version[1]: self.maintain(app, version[1]) def resolve_conflict(self, start_v, end_v, package, from_external): - new_v = self.version_graph.head.current + #new_v = self.version_graph.head.current + new_v= self.version_graph_head change, _ = self.retrieve_data_nomaintain(start_v) t_new_merge, t_conflict_merge = self.operational_transform( start_v, change, package, from_external) merge_v = str(uuid4()) + self.version_graph_head=merge_v self.version_graph.continue_chain(start_v, end_v, package) self.version_graph.continue_chain(new_v, merge_v, t_new_merge) self.version_graph.continue_chain(end_v, merge_v, t_conflict_merge) @@ -457,9 +476,9 @@ def maintain(self, appname, end_v): super().maintain( self.state_to_app, self.app_to_state, self.version_graph, appname, end_v, utils.merge_state_delta) - if self.instrument_record: - self.instrument_record.put( - ("MEMORY", "{0}\t{1}\t{2}\n".format(time.time(), len(self.version_graph.nodes), len(self.version_graph.edges)))) + #if self.instrument_record: + #self.instrument_record.put( + #("MEMORY", "{0}\t{1}\t{2}\n".format(time.time(), len(self.version_graph.nodes), len(self.version_graph.edges)))) class TypeVersionManager(VersionManager): def __init__(self, appname, types, dump_graph): From 5b85b5e9643927cddecae94bf5280ca1225d77f1 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Wed, 20 Feb 2019 14:29:47 -0800 Subject: [PATCH 03/13] Changed Graph Actor to a process --- python/spacetime/managers/version_graph.py | 38 +++++++++----------- python/spacetime/managers/version_manager.py | 24 ++++--------- 2 files changed, 23 insertions(+), 39 deletions(-) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index d61e1c4c..16d96c77 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -1,6 +1,5 @@ -from multiprocessing import Process, RLock +from multiprocessing import Process, RLock,Manager from threading import Thread -from queue import Queue, Empty class Node(object): @@ -159,14 +158,14 @@ def maintain(self, state_to_ref, merger_function): self.maintain_nodes(state_to_ref, merger_function, True) -class GraphActor(Thread): +class VersionGraphProcess(Process): def __init__(self): self.graph = Graph() super().__init__() - self.read_write_queue = Queue(maxsize=0) + self.read_write_queue = Manager().Queue() self.daemon = True - self.output = None + self.start() def process_continue_chain(self, from_version, to_version, package): self.graph.continue_chain(from_version, to_version, package) @@ -174,34 +173,29 @@ def process_continue_chain(self, from_version, to_version, package): def process_maintain(self, state_to_ref, merger_function): self.graph.maintain(state_to_ref, merger_function) - def process_get_item(self, key): - self.output = None - self.output = self.graph.__getitem__(key) + def process_get_item(self, key,result_queue): + result_queue.put(list(self.graph.__getitem__(key))) def run(self): while True: - try: req = self.read_write_queue.get() - if req[0] == 'continue_chain': + if req[0] == "continue_chain": from_version, to_version, package = req[1:] self.process_continue_chain(from_version, to_version, package) - elif req[0] == 'maintain': + elif req[0] == "maintain": state_to_ref, merger_function = req[1:] self.process_maintain(state_to_ref, merger_function) - elif req[0] == 'get_item': - key = req[1] - self.process_get_item(key) - except Empty: - pass + elif req[0] == "get_item": + key, result_queue = req[1],req[2] + self.process_get_item(key, result_queue) def continue_chain(self, from_version, to_version, package): - self.read_write_queue.put(('continue_chain', from_version, to_version, package)) + self.read_write_queue.put(("continue_chain", from_version, to_version, package)) def maintain(self, state_to_ref, merger_function): - self.read_write_queue.put(('maintain', state_to_ref, merger_function)) + self.read_write_queue.put(("maintain", state_to_ref, merger_function)) def __getitem__(self, key): - self.read_write_queue.put(('get_item', key)) - while self.output is None: - continue - return self.output + result_queue = Manager().Queue() + self.read_write_queue.put(("get_item", key,result_queue)) + return result_queue.get() diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index 784baba0..e39db50b 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -4,7 +4,7 @@ from uuid import uuid4 from abc import ABCMeta, abstractmethod from multiprocessing import Process, Queue -from spacetime.managers.version_graph import GraphActor +from spacetime.managers.version_graph import VersionGraphProcess import spacetime.utils.utils as utils from spacetime.utils.enums import Event, VersionBy import time @@ -387,19 +387,19 @@ def dump(self, folder, graph): count = len(os.listdir(folder)) open(os.path.join(folder, "heap{}.dot".format(count)), "w").write(gstr) + class FullStateVersionManager(VersionManager): + def __init__(self, appname, types, dump_graph, instrument_record): self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} - self.version_graph = GraphActor() + self.version_graph = VersionGraphProcess() self.state_to_app = dict() self.app_to_state = dict() self.logger = utils.get_logger("%s_FullStateVersionManager" % appname) self.dump_graphs = dump_graph self.instrument_record = instrument_record - self.version_graph_head= 'ROOT' - self.version_graph.start() - + self.version_graph_head = "ROOT" def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) @@ -409,8 +409,7 @@ def receive_data(self, appname, versions, package, from_external=True): if start_v == end_v: # The versions are the same, lets ignore. return True - if start_v!= self.version_graph_head: - #if start_v != self.version_graph.head.current: + if start_v != self.version_graph_head: self.resolve_conflict(start_v, end_v, package, from_external) else: self.version_graph.continue_chain(start_v, end_v, package) @@ -419,19 +418,10 @@ def receive_data(self, appname, versions, package, from_external=True): return True def retrieve_data(self, appname, version): - data, version_change = self.retrieve_data_nomaintain(version) self.set_app_marker(appname, version_change[1]) return data, version_change - #def retrieve_data_nomaintain(self, version): - #merged = dict() - #if version not in self.version_graph.nodes: - #return merged, [version, version] - #for delta in self.version_graph[version:]: - #merged = utils.merge_state_delta(merged, delta) - #return merged, [version, self.version_graph.head.current] - def retrieve_data_nomaintain(self, version): merged = dict() @@ -446,7 +436,6 @@ def data_sent_confirmed(self, app, version): self.maintain(app, version[1]) def resolve_conflict(self, start_v, end_v, package, from_external): - #new_v = self.version_graph.head.current new_v= self.version_graph_head change, _ = self.retrieve_data_nomaintain(start_v) t_new_merge, t_conflict_merge = self.operational_transform( @@ -480,6 +469,7 @@ def maintain(self, appname, end_v): #self.instrument_record.put( #("MEMORY", "{0}\t{1}\t{2}\n".format(time.time(), len(self.version_graph.nodes), len(self.version_graph.edges)))) + class TypeVersionManager(VersionManager): def __init__(self, appname, types, dump_graph): self.types = types From 3952d4118447eff42b01e4edda77745177ac750c Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Mon, 25 Feb 2019 17:01:31 -0800 Subject: [PATCH 04/13] webservice created --- python/rtypes/table.py | 8 +++--- python/spacetime/managers/version_graph.py | 27 ++++++++++++++++---- python/spacetime/managers/version_manager.py | 24 ++++++++++++----- python/spacetime/utils/utils.py | 4 ++- 4 files changed, 48 insertions(+), 15 deletions(-) diff --git a/python/rtypes/table.py b/python/rtypes/table.py index dca709bf..21b93056 100755 --- a/python/rtypes/table.py +++ b/python/rtypes/table.py @@ -27,9 +27,9 @@ def set(self, oid, dimname, dim_obj, value): converted = convert(dim_obj.dim_type, value) if oid in self.store_as_temp: self.store_as_temp[oid][dimname] = converted - - # Write to local state map. - self.object_table[oid][dimname] = convert(dim_obj.dim_type, value) + else: + # Write to local state map. + self.object_table[oid][dimname] = convert(dim_obj.dim_type, value) return oid def set_primarykey(self, oid, dimname, dim_obj, value): @@ -55,6 +55,8 @@ def set_primarykey(self, oid, dimname, dim_obj, value): def get(self, oid, dimname, dim_obj): + if oid in self.store_as_temp and dimname in self.store_as_temp[oid]: + return unconvert(self.store_as_temp[oid][dimname], dim_obj.dim_type) if oid not in self.object_table and dimname not in self.object_table[oid]: # Value has not been assigned. raise AttributeError("{0} has not been assigned a value.".format(dimname)) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index 16d96c77..d4e30fe5 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -1,5 +1,6 @@ from multiprocessing import Process, RLock,Manager from threading import Thread +import json class Node(object): @@ -46,7 +47,10 @@ def __getitem__(self, key): if isinstance(key, slice): step_reverse = ((key.step is not None) and (key.step < 0)) if key.start: - start = self.nodes[key.start] + try: + start = self.nodes[key.start] + except KeyError: + return list() elif step_reverse: start = self.head else: @@ -163,7 +167,8 @@ class VersionGraphProcess(Process): def __init__(self): self.graph = Graph() super().__init__() - self.read_write_queue = Manager().Queue() + self.manager=Manager() + self.read_write_queue = self.manager.Queue() self.daemon = True self.start() @@ -173,9 +178,12 @@ def process_continue_chain(self, from_version, to_version, package): def process_maintain(self, state_to_ref, merger_function): self.graph.maintain(state_to_ref, merger_function) - def process_get_item(self, key,result_queue): + def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) + def process_display_graph(self, display_queue): + display_queue.put(json.dumps(self.graph)) + def run(self): while True: req = self.read_write_queue.get() @@ -188,6 +196,9 @@ def run(self): elif req[0] == "get_item": key, result_queue = req[1],req[2] self.process_get_item(key, result_queue) + elif req[0] == "display": + display_queue = req[1] + self.process_display_graph(display_queue) def continue_chain(self, from_version, to_version, package): self.read_write_queue.put(("continue_chain", from_version, to_version, package)) @@ -196,6 +207,12 @@ def maintain(self, state_to_ref, merger_function): self.read_write_queue.put(("maintain", state_to_ref, merger_function)) def __getitem__(self, key): - result_queue = Manager().Queue() + result_queue = self.manager.Queue() self.read_write_queue.put(("get_item", key,result_queue)) - return result_queue.get() + return result_queue.get() + + def display_graph(self): + display_queue = self.manager.Queue() + self.read_write_queue.put(("display",display_queue)) + return display_queue.get() + diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index e39db50b..94a1bf84 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -4,11 +4,14 @@ from uuid import uuid4 from abc import ABCMeta, abstractmethod from multiprocessing import Process, Queue -from spacetime.managers.version_graph import VersionGraphProcess +from spacetime.managers.version_graph import VersionGraphProcess,Graph import spacetime.utils.utils as utils from spacetime.utils.enums import Event, VersionBy import time +from flask import Flask +app = Flask(__name__) +app.config["DEBUG"] = True class VersionManagerProcess(Process): @@ -390,10 +393,15 @@ def dump(self, folder, graph): class FullStateVersionManager(VersionManager): - def __init__(self, appname, types, dump_graph, instrument_record): + def __init__(self, appname, types, dump_graph, instrument_record, debug=False): self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} - self.version_graph = VersionGraphProcess() + self.debug = debug + if self.debug: + self.version_graph = VersionGraphProcess() + app.run() + else: + self.version_graph = Graph() self.state_to_app = dict() self.app_to_state = dict() self.logger = utils.get_logger("%s_FullStateVersionManager" % appname) @@ -401,6 +409,10 @@ def __init__(self, appname, types, dump_graph, instrument_record): self.instrument_record = instrument_record self.version_graph_head = "ROOT" + @app.route('/', methods=['GET']) + def home(self): + return self.version_graph.display_graph() + def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) @@ -413,7 +425,7 @@ def receive_data(self, appname, versions, package, from_external=True): self.resolve_conflict(start_v, end_v, package, from_external) else: self.version_graph.continue_chain(start_v, end_v, package) - self.version_graph_head=end_v + self.version_graph_head = end_v self.maintain(appname, end_v) return True @@ -436,12 +448,12 @@ def data_sent_confirmed(self, app, version): self.maintain(app, version[1]) def resolve_conflict(self, start_v, end_v, package, from_external): - new_v= self.version_graph_head + new_v = self.version_graph_head change, _ = self.retrieve_data_nomaintain(start_v) t_new_merge, t_conflict_merge = self.operational_transform( start_v, change, package, from_external) merge_v = str(uuid4()) - self.version_graph_head=merge_v + self.version_graph_head = merge_v self.version_graph.continue_chain(start_v, end_v, package) self.version_graph.continue_chain(new_v, merge_v, t_new_merge) self.version_graph.continue_chain(end_v, merge_v, t_conflict_merge) diff --git a/python/spacetime/utils/utils.py b/python/spacetime/utils/utils.py index fdfd81b8..34cdb80b 100755 --- a/python/spacetime/utils/utils.py +++ b/python/spacetime/utils/utils.py @@ -92,7 +92,9 @@ def merge_object_delta(dtpname, old_change, new_change): if (old_change["types"][dtpname] is Event.Delete and new_change["types"][dtpname] is Event.New): return deepcopy(new_change) - if new_change["types"][dtpname] is not Event.Modification: + if not ( + new_change["types"][dtpname] is Event.Modification or ( + new_change["types"][dtpname] is Event.New and old_change["types"][dtpname] is Event.New)): raise RuntimeError( "Not sure why the new change does not have modification.") if old_change["types"][dtpname] is Event.Delete: From 4b86341988c168d4b4e3f70ec139ef9f1557e897 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 26 Feb 2019 09:59:33 -0800 Subject: [PATCH 05/13] further changes --- python/spacetime/application.py | 11 +++++++---- python/spacetime/dataframe.py | 5 +++-- python/spacetime/managers/version_graph.py | 6 +++--- python/spacetime/managers/version_manager.py | 15 ++++++++++++--- python/wordCounter.py | 11 +++-------- 5 files changed, 28 insertions(+), 20 deletions(-) diff --git a/python/spacetime/application.py b/python/spacetime/application.py index 1d6450d1..70dbda61 100755 --- a/python/spacetime/application.py +++ b/python/spacetime/application.py @@ -37,7 +37,7 @@ def all_types(self): def __init__( self, dataframe=None, server_port=0, version_by=VersionBy.FULLSTATE, instrument=None, dump_graph=None, - connection_as=ConnectionStyle.TSocket): + connection_as=ConnectionStyle.TSocket, debug=False): self.appname = "{0}_{1}".format(func.__name__, str(uuid4())) self.producer = producer self.getter_setter = getter_setter @@ -59,6 +59,7 @@ def __init__( self.connection_as = connection_as super().__init__() self.daemon = False + self.debug = debug def run(self): # Create the dataframe. @@ -91,7 +92,8 @@ def _create_dataframe(self): version_by=self.version_by, connection_as=self.connection_as, instrument=self.instrument, - dump_graph=self.dump_graph) + dump_graph=self.dump_graph, + debug=self.debug) #print(self.appname, self.all_types, details, df.details) return df return App @@ -117,10 +119,11 @@ def Application( target, dataframe=None, server_port=0, Types=list(), Producer=list(), GetterSetter=list(), Getter=list(), Setter=list(), Deleter=list(), - version_by=VersionBy.FULLSTATE, instrument=None, dump_graph=None, connection_as=ConnectionStyle.TSocket): + version_by=VersionBy.FULLSTATE, instrument=None, dump_graph=None, connection_as=ConnectionStyle.TSocket + , debug=False): app_cls = get_app( target, set(Types), set(Producer), set(GetterSetter), set(Getter), set(Setter), set(Deleter)) return app_cls( dataframe=dataframe, server_port=server_port, version_by=version_by, - instrument=instrument, dump_graph=dump_graph, connection_as=connection_as) + instrument=instrument, dump_graph=dump_graph, connection_as=connection_as, debug=debug) diff --git a/python/spacetime/dataframe.py b/python/spacetime/dataframe.py index c552114d..18f2efd2 100755 --- a/python/spacetime/dataframe.py +++ b/python/spacetime/dataframe.py @@ -32,11 +32,12 @@ def __init__( self, appname, types, details=None, server_port=0, version_by=enums.VersionBy.FULLSTATE, separate_dag=False, connection_as=enums.ConnectionStyle.TSocket, - instrument=None, dump_graph=None): + instrument=None, dump_graph=None, debug=False): self.appname = appname self.logger = utils.get_logger("%s_Dataframe" % appname) self.version_by = version_by self.instrument = instrument + self.debug = debug if self.instrument: self.instrument_done = False self.instrument_record = Queue() @@ -76,7 +77,7 @@ def __init__( self.appname, types, version_by) self.versioned_heap.start() elif version_by == enums.VersionBy.FULLSTATE: - self.versioned_heap = FullStateVersionManager(self.appname, types, dump_graph, self.instrument_record) + self.versioned_heap = FullStateVersionManager(self.appname, types, dump_graph, self.instrument_record,debug=self.debug) elif version_by == enums.VersionBy.TYPE: self.versioned_heap = TypeVersionManager(self.appname, types, dump_graph) elif version_by == enums.VersionBy.OBJECT_NOSTORE: diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index d4e30fe5..278f9ae4 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -182,7 +182,7 @@ def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) def process_display_graph(self, display_queue): - display_queue.put(json.dumps(self.graph)) + display_queue.put(json.dumps([self.graph.head.current:self.graph.tail.current])) def run(self): while True: @@ -207,12 +207,12 @@ def maintain(self, state_to_ref, merger_function): self.read_write_queue.put(("maintain", state_to_ref, merger_function)) def __getitem__(self, key): - result_queue = self.manager.Queue() + result_queue = Manager().Queue() self.read_write_queue.put(("get_item", key,result_queue)) return result_queue.get() def display_graph(self): - display_queue = self.manager.Queue() + display_queue = Manager().Queue() self.read_write_queue.put(("display",display_queue)) return display_queue.get() diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index 94a1bf84..a090f656 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -394,11 +394,22 @@ def dump(self, folder, graph): class FullStateVersionManager(VersionManager): def __init__(self, appname, types, dump_graph, instrument_record, debug=False): + + def create_flask_app(self): + app = Flask(__name__) + app.config["DEBUG"] = True + + @app.route('/graph', methods=['GET']) + def graph(): + return self.version_graph.display_graph() + + return app self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} self.debug = debug if self.debug: self.version_graph = VersionGraphProcess() + app = create_flask_app(self) app.run() else: self.version_graph = Graph() @@ -409,9 +420,7 @@ def __init__(self, appname, types, dump_graph, instrument_record, debug=False): self.instrument_record = instrument_record self.version_graph_head = "ROOT" - @app.route('/', methods=['GET']) - def home(self): - return self.version_graph.display_graph() + def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) diff --git a/python/wordCounter.py b/python/wordCounter.py index 9cfd58d1..07acfbc7 100644 --- a/python/wordCounter.py +++ b/python/wordCounter.py @@ -14,29 +14,25 @@ @pcc_set class word_class(object): - # word_id= primarykey(int) + word_desc = primarykey(str) word_count = dimension(int) def __init__(self, word_desc, word_count): - # self.word_id=random.randint(0,100000) self.word_desc = word_desc self.word_count = word_count def __str__(self): - return (self.word_desc + ' count: ' + str(self.word_count)) + return self.word_desc + ' count: ' + str(self.word_count) @merge def merge_func(original, mine, theirs): if original is None: theirs.word_count = mine.word_count + theirs.word_count - else: - theirs.word_count = mine.word_count + theirs.word_count - original.word_count - return theirs @@ -88,8 +84,7 @@ def main(): # parser = argparse.ArgumentParser() # parser.add_argument("filename") # args = parser.parse_args() - app = Application(reducer, Types=[word_class]) - app.start() + app = Application(reducer, Types=[word_class], debug=True) app.start() From d61cfd88c5d03bc624adb7bf38c3a89e3456b14a Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 26 Feb 2019 10:04:01 -0800 Subject: [PATCH 06/13] Further changes --- python/spacetime/managers/version_graph.py | 2 +- python/spacetime/managers/version_manager.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index 278f9ae4..f47f6220 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -182,7 +182,7 @@ def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) def process_display_graph(self, display_queue): - display_queue.put(json.dumps([self.graph.head.current:self.graph.tail.current])) + display_queue.put(json.dumps(self.graph.edges)) def run(self): while True: diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index a090f656..93ee5265 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -397,7 +397,7 @@ def __init__(self, appname, types, dump_graph, instrument_record, debug=False): def create_flask_app(self): app = Flask(__name__) - app.config["DEBUG"] = True + #app.config["DEBUG"] = True @app.route('/graph', methods=['GET']) def graph(): From f325cd7d6ac8dc5328d7eeda7cc949464c1f2602 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 26 Feb 2019 15:41:57 -0800 Subject: [PATCH 07/13] creating and starting a flask server on version manager init --- python/spacetime/managers/version_graph.py | 9 ++++++++- python/spacetime/managers/version_manager.py | 16 ++++++++-------- 2 files changed, 16 insertions(+), 9 deletions(-) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index f47f6220..5ef70e4a 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -43,6 +43,13 @@ def __init__(self): self.nodes = {"ROOT": self.tail} self.edges = dict() + def convert_to_json(self): + graph_jsonified = {'nodes': [node.current for node in self.nodes.values()], + 'head': self.head.current, + 'tail': self.tail.current, + 'edges': self.edges} + return json.dumps(graph_jsonified) + def __getitem__(self, key): if isinstance(key, slice): step_reverse = ((key.step is not None) and (key.step < 0)) @@ -182,7 +189,7 @@ def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) def process_display_graph(self, display_queue): - display_queue.put(json.dumps(self.graph.edges)) + display_queue.put(self.graph.convert_to_json()) def run(self): while True: diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index 93ee5265..c32fac2f 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -9,9 +9,7 @@ from spacetime.utils.enums import Event, VersionBy import time from flask import Flask - -app = Flask(__name__) -app.config["DEBUG"] = True +from threading import Thread class VersionManagerProcess(Process): @@ -398,19 +396,20 @@ def __init__(self, appname, types, dump_graph, instrument_record, debug=False): def create_flask_app(self): app = Flask(__name__) #app.config["DEBUG"] = True - + @app.route('/graph', methods=['GET']) def graph(): return self.version_graph.display_graph() - return app + + self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} self.debug = debug if self.debug: self.version_graph = VersionGraphProcess() - app = create_flask_app(self) - app.run() + self.app = create_flask_app(self) + #app.run() else: self.version_graph = Graph() self.state_to_app = dict() @@ -419,7 +418,8 @@ def graph(): self.dump_graphs = dump_graph self.instrument_record = instrument_record self.version_graph_head = "ROOT" - + self.flask_app_thread = Thread(target=self.app.run()) + self.flask_app_thread.start() def set_app_marker(self, appname, end_v): From 241fecae5f47173cadc702734a1535111bd8b38a Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Tue, 26 Feb 2019 22:41:23 -0800 Subject: [PATCH 08/13] minor changes --- python/spacetime/managers/version_manager.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index c32fac2f..b30c3c1d 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -409,6 +409,9 @@ def graph(): if self.debug: self.version_graph = VersionGraphProcess() self.app = create_flask_app(self) + self.app.run(threaded=True) + #self.flask_app_thread = Thread(target=self.app.run(port=5050),daemon=True) + #self.flask_app_thread.start() #app.run() else: self.version_graph = Graph() @@ -418,9 +421,6 @@ def graph(): self.dump_graphs = dump_graph self.instrument_record = instrument_record self.version_graph_head = "ROOT" - self.flask_app_thread = Thread(target=self.app.run()) - self.flask_app_thread.start() - def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) From b47bbe01c6dadc11b5fa1a85e4240c9c3c8e33c6 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Fri, 1 Mar 2019 08:56:53 -0800 Subject: [PATCH 09/13] added flask to version graph --- python/spacetime/managers/version_graph.py | 77 ++++++++++++-------- python/spacetime/managers/version_manager.py | 24 +----- 2 files changed, 51 insertions(+), 50 deletions(-) diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index 5ef70e4a..7b07b9c5 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -1,6 +1,7 @@ -from multiprocessing import Process, RLock,Manager +from multiprocessing import Process, RLock, Manager, Event from threading import Thread import json +from flask import Flask class Node(object): @@ -48,7 +49,8 @@ def convert_to_json(self): 'head': self.head.current, 'tail': self.tail.current, 'edges': self.edges} - return json.dumps(graph_jsonified) + return json.dumps({'nodes': [node.current for node in self.nodes.values()],'head': self.head.current, + 'tail': self.tail.current}) def __getitem__(self, key): if isinstance(key, slice): @@ -174,52 +176,67 @@ class VersionGraphProcess(Process): def __init__(self): self.graph = Graph() super().__init__() - self.manager=Manager() + self.manager = Manager() + self.result_manager = Manager() + self.event_manager = Manager() self.read_write_queue = self.manager.Queue() - self.daemon = True + self.request_list = [] + + def create_flask_app(self): + app = Flask(__name__) + #app.config["DEBUG"] = True + + @app.route('/next', methods=['GET']) + def graph(): + req = self.read_write_queue.get() + self.request_list.append(req[0]) + if req[0] == "continue_chain": + from_version, to_version, package, e1 = req[1:] + self.process_continue_chain(from_version, to_version, package, e1) + elif req[0] == "maintain": + state_to_ref, merger_function, e2 = req[1:] + self.process_maintain(state_to_ref, merger_function, e2) + elif req[0] == "get_item": + key, result_queue = req[1], req[2] + self.process_get_item(key, result_queue) + return self.graph.convert_to_json() + + @app.route('/displayQueue', methods=['GET']) + def display_request_queue(): + request_string = str(self.request_list) + return request_string + + return app + self.app = create_flask_app(self) self.start() - def process_continue_chain(self, from_version, to_version, package): + def process_continue_chain(self, from_version, to_version, package, e1): self.graph.continue_chain(from_version, to_version, package) + e1.set() - def process_maintain(self, state_to_ref, merger_function): + def process_maintain(self, state_to_ref, merger_function, e2): self.graph.maintain(state_to_ref, merger_function) + e2.set() def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) - def process_display_graph(self, display_queue): - display_queue.put(self.graph.convert_to_json()) - def run(self): - while True: - req = self.read_write_queue.get() - if req[0] == "continue_chain": - from_version, to_version, package = req[1:] - self.process_continue_chain(from_version, to_version, package) - elif req[0] == "maintain": - state_to_ref, merger_function = req[1:] - self.process_maintain(state_to_ref, merger_function) - elif req[0] == "get_item": - key, result_queue = req[1],req[2] - self.process_get_item(key, result_queue) - elif req[0] == "display": - display_queue = req[1] - self.process_display_graph(display_queue) + self.app.run() def continue_chain(self, from_version, to_version, package): - self.read_write_queue.put(("continue_chain", from_version, to_version, package)) + e1 = self.event_manager.Event() + self.read_write_queue.put(("continue_chain", from_version, to_version, package, e1)) + e1.wait() def maintain(self, state_to_ref, merger_function): - self.read_write_queue.put(("maintain", state_to_ref, merger_function)) + e2 = self.event_manager.Event() + self.read_write_queue.put(("maintain", state_to_ref, merger_function, e2)) + e2.wait() def __getitem__(self, key): - result_queue = Manager().Queue() + result_queue = self.result_manager.Queue() self.read_write_queue.put(("get_item", key,result_queue)) return result_queue.get() - def display_graph(self): - display_queue = Manager().Queue() - self.read_write_queue.put(("display",display_queue)) - return display_queue.get() diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index b30c3c1d..d3bfd79b 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -8,7 +8,6 @@ import spacetime.utils.utils as utils from spacetime.utils.enums import Event, VersionBy import time -from flask import Flask from threading import Thread @@ -393,34 +392,19 @@ class FullStateVersionManager(VersionManager): def __init__(self, appname, types, dump_graph, instrument_record, debug=False): - def create_flask_app(self): - app = Flask(__name__) - #app.config["DEBUG"] = True - - @app.route('/graph', methods=['GET']) - def graph(): - return self.version_graph.display_graph() - return app - - self.types = types self.type_map = {tp.__r_meta__.name: tp for tp in types} self.debug = debug - if self.debug: - self.version_graph = VersionGraphProcess() - self.app = create_flask_app(self) - self.app.run(threaded=True) - #self.flask_app_thread = Thread(target=self.app.run(port=5050),daemon=True) - #self.flask_app_thread.start() - #app.run() - else: - self.version_graph = Graph() self.state_to_app = dict() self.app_to_state = dict() self.logger = utils.get_logger("%s_FullStateVersionManager" % appname) self.dump_graphs = dump_graph self.instrument_record = instrument_record self.version_graph_head = "ROOT" + if self.debug: + self.version_graph = VersionGraphProcess() + else: + self.version_graph = Graph() def set_app_marker(self, appname, end_v): self.state_to_app.setdefault(end_v, set()).add(appname) From 17870cfab33f05e1da6cf81d2df882208112a654 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Wed, 6 Mar 2019 13:02:57 -0800 Subject: [PATCH 10/13] added basic frontend functionality for the debugger --- .../managers/static/bootstrap.min.css | 7 + .../spacetime/managers/static/jquery.tipsy.js | 288 ++++++++++++++++++ python/spacetime/managers/static/tipsy.css | 25 ++ python/spacetime/managers/templates/DAG.html | 157 ++++++++++ python/spacetime/managers/templates/data.json | 0 python/spacetime/managers/version_graph.py | 172 ++++++++--- python/spacetime/managers/version_manager.py | 2 +- 7 files changed, 602 insertions(+), 49 deletions(-) create mode 100644 python/spacetime/managers/static/bootstrap.min.css create mode 100644 python/spacetime/managers/static/jquery.tipsy.js create mode 100644 python/spacetime/managers/static/tipsy.css create mode 100644 python/spacetime/managers/templates/DAG.html create mode 100644 python/spacetime/managers/templates/data.json diff --git a/python/spacetime/managers/static/bootstrap.min.css b/python/spacetime/managers/static/bootstrap.min.css new file mode 100644 index 00000000..92e3fe87 --- /dev/null +++ b/python/spacetime/managers/static/bootstrap.min.css @@ -0,0 +1,7 @@ +/*! + * Bootstrap v4.3.1 (https://getbootstrap.com/) + * Copyright 2011-2019 The Bootstrap Authors + * Copyright 2011-2019 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) + */:root{--blue:#007bff;--indigo:#6610f2;--purple:#6f42c1;--pink:#e83e8c;--red:#dc3545;--orange:#fd7e14;--yellow:#ffc107;--green:#28a745;--teal:#20c997;--cyan:#17a2b8;--white:#fff;--gray:#6c757d;--gray-dark:#343a40;--primary:#007bff;--secondary:#6c757d;--success:#28a745;--info:#17a2b8;--warning:#ffc107;--danger:#dc3545;--light:#f8f9fa;--dark:#343a40;--breakpoint-xs:0;--breakpoint-sm:576px;--breakpoint-md:768px;--breakpoint-lg:992px;--breakpoint-xl:1200px;--font-family-sans-serif:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color 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(thing.call(ctx)) : thing; + } + + function Tipsy(element, options) { + this.$element = $(element); + this.options = options; + this.enabled = true; + this.fixTitle(); + } + + Tipsy.prototype = { + show: function() { + var title = this.getTitle(); + if (title && this.enabled) { + var $tip = this.tip(); + + $tip.find('.tipsy-inner')[this.options.html ? 'html' : 'text'](title); + $tip[0].className = 'tipsy'; // reset classname in case of dynamic gravity + $tip.remove().css({top: 0, left: 0, visibility: 'hidden', display: 'block'}).prependTo(document.body); + + var pos = $.extend({}, this.$element.offset(), { + width: this.$element[0].offsetWidth || 0, + height: this.$element[0].offsetHeight || 0 + }); + + if (typeof this.$element[0].nearestViewportElement == 'object') { + // SVG + var el = this.$element[0]; + var rect = el.getBoundingClientRect(); + pos.width = rect.width; + pos.height = rect.height; + } + + + var actualWidth = $tip[0].offsetWidth, + actualHeight = $tip[0].offsetHeight, + gravity = maybeCall(this.options.gravity, this.$element[0]); + + var tp; + switch (gravity.charAt(0)) { + case 'n': + tp = {top: pos.top + pos.height + this.options.offset, left: pos.left + pos.width / 2 - actualWidth / 2}; + break; + case 's': + tp = {top: pos.top - actualHeight - this.options.offset, left: pos.left + pos.width / 2 - actualWidth / 2}; + break; + case 'e': + tp = {top: pos.top + pos.height / 2 - actualHeight / 2, left: pos.left - actualWidth - this.options.offset}; + break; + case 'w': + tp = {top: pos.top + pos.height / 2 - actualHeight / 2, left: pos.left + pos.width + this.options.offset}; + break; + } + + if (gravity.length == 2) { + if (gravity.charAt(1) == 'w') { + tp.left = pos.left + pos.width / 2 - 15; + } else { + tp.left = pos.left + pos.width / 2 - actualWidth + 15; + } + } + + $tip.css(tp).addClass('tipsy-' + gravity); + $tip.find('.tipsy-arrow')[0].className = 'tipsy-arrow tipsy-arrow-' + gravity.charAt(0); + if (this.options.className) { + $tip.addClass(maybeCall(this.options.className, this.$element[0])); + } + + if (this.options.fade) { + $tip.stop().css({opacity: 0, display: 'block', visibility: 'visible'}).animate({opacity: this.options.opacity}); + } else { + $tip.css({visibility: 'visible', opacity: this.options.opacity}); + } + + var t = this; + var set_hovered = function(set_hover){ + return function(){ + t.$tip.stop(); + t.tipHovered = set_hover; + if (!set_hover){ + if (t.options.delayOut === 0) { + t.hide(); + } else { + setTimeout(function() { + if (t.hoverState == 'out') t.hide(); }, t.options.delayOut); + } + } + }; + }; + $tip.hover(set_hovered(true), set_hovered(false)); + } + }, + + hide: function() { + if (this.options.fade) { + this.tip().stop().fadeOut(function() { $(this).remove(); }); + } else { + this.tip().remove(); + } + }, + + fixTitle: function() { + var $e = this.$element; + + if ($e.attr('title') || typeof($e.attr('original-title')) != 'string') { + $e.attr('original-title', $e.attr('title') || '').removeAttr('title'); + } + if (typeof $e.context.nearestViewportElement == 'object'){ + if ($e.children('title').length){ + $e.append('' + ($e.children('title').text() || '') + '') + .children('title').remove(); + } + } + }, + + getTitle: function() { + + var title, $e = this.$element, o = this.options; + this.fixTitle(); + + if (typeof o.title == 'string') { + var title_name = o.title == 'title' ? 'original-title' : o.title; + if ($e.children(title_name).length){ + title = $e.children(title_name).html(); + } else{ + title = $e.attr(title_name); + } + + } else if (typeof o.title == 'function') { + title = o.title.call($e[0]); + } + title = ('' + title).replace(/(^\s*|\s*$)/, ""); + return title || o.fallback; + }, + + tip: function() { + if (!this.$tip) { + this.$tip = $('
').html('
'); + } + return this.$tip; + }, + + validate: function() { + if (!this.$element[0].parentNode) { + this.hide(); + this.$element = null; + this.options = null; + } + }, + + enable: function() { this.enabled = true; }, + disable: function() { this.enabled = false; }, + toggleEnabled: function() { this.enabled = !this.enabled; } + }; + + $.fn.tipsy = function(options) { + + if (options === true) { + return this.data('tipsy'); + } else if (typeof options == 'string') { + var tipsy = this.data('tipsy'); + if (tipsy) tipsy[options](); + return this; + } + + options = $.extend({}, $.fn.tipsy.defaults, options); + + if (options.hoverlock && options.delayOut === 0) { + options.delayOut = 100; + } + + function get(ele) { + var tipsy = $.data(ele, 'tipsy'); + if (!tipsy) { + tipsy = new Tipsy(ele, $.fn.tipsy.elementOptions(ele, options)); + $.data(ele, 'tipsy', tipsy); + } + return tipsy; + } + + function enter() { + var tipsy = get(this); + tipsy.hoverState = 'in'; + if (options.delayIn === 0) { + tipsy.show(); + } else { + tipsy.fixTitle(); + setTimeout(function() { if (tipsy.hoverState == 'in') tipsy.show(); }, options.delayIn); + } + } + + function leave() { + var tipsy = get(this); + tipsy.hoverState = 'out'; + if (options.delayOut === 0) { + tipsy.hide(); + } else { + var to = function() { + if (!tipsy.tipHovered || !options.hoverlock){ + if (tipsy.hoverState == 'out') tipsy.hide(); + } + }; + setTimeout(to, options.delayOut); + } + } + + if (options.trigger != 'manual') { + var binder = options.live ? 'live' : 'bind', + eventIn = options.trigger == 'hover' ? 'mouseenter' : 'focus', + eventOut = options.trigger == 'hover' ? 'mouseleave' : 'blur'; + this[binder](eventIn, enter)[binder](eventOut, leave); + } + + return this; + + }; + + $.fn.tipsy.defaults = { + className: null, + delayIn: 0, + delayOut: 0, + fade: false, + fallback: '', + gravity: 'n', + html: false, + live: false, + offset: 0, + opacity: 0.8, + title: 'title', + trigger: 'hover', + hoverlock: false + }; + + // Overwrite this method to provide options on a per-element basis. + // For example, you could store the gravity in a 'tipsy-gravity' attribute: + // return $.extend({}, options, {gravity: $(ele).attr('tipsy-gravity') || 'n' }); + // (remember - do not modify 'options' in place!) + $.fn.tipsy.elementOptions = function(ele, options) { + return $.metadata ? $.extend({}, options, $(ele).metadata()) : options; + }; + + $.fn.tipsy.autoNS = function() { + return $(this).offset().top > ($(document).scrollTop() + $(window).height() / 2) ? 's' : 'n'; + }; + + $.fn.tipsy.autoWE = function() { + return $(this).offset().left > ($(document).scrollLeft() + $(window).width() / 2) ? 'e' : 'w'; + }; + + /** + * yields a closure of the supplied parameters, producing a function that takes + * no arguments and is suitable for use as an autogravity function like so: + * + * @param margin (int) - distance from the viewable region edge that an + * element should be before setting its tooltip's gravity to be away + * from that edge. + * @param prefer (string, e.g. 'n', 'sw', 'w') - the direction to prefer + * if there are no viewable region edges effecting the tooltip's + * gravity. It will try to vary from this minimally, for example, + * if 'sw' is preferred and an element is near the right viewable + * region edge, but not the top edge, it will set the gravity for + * that element's tooltip to be 'se', preserving the southern + * component. + */ + $.fn.tipsy.autoBounds = function(margin, prefer) { + return function() { + var dir = {ns: prefer[0], ew: (prefer.length > 1 ? prefer[1] : false)}, + boundTop = $(document).scrollTop() + margin, + boundLeft = $(document).scrollLeft() + margin, + $this = $(this); + + if ($this.offset().top < boundTop) dir.ns = 'n'; + if ($this.offset().left < boundLeft) dir.ew = 'w'; + if ($(window).width() + $(document).scrollLeft() - $this.offset().left < margin) dir.ew = 'e'; + if ($(window).height() + $(document).scrollTop() - $this.offset().top < margin) dir.ns = 's'; + + return dir.ns + (dir.ew ? dir.ew : ''); + }; + }; +})(jQuery); \ No newline at end of file diff --git a/python/spacetime/managers/static/tipsy.css b/python/spacetime/managers/static/tipsy.css new file mode 100644 index 00000000..1536e5bb --- /dev/null +++ b/python/spacetime/managers/static/tipsy.css @@ -0,0 +1,25 @@ +.tipsy { font-size: 10px; position: absolute; padding: 5px; z-index: 100000; } + .tipsy-inner { background-color: #D3D3D3; color: #FFF; max-width: 200px; padding: 5px 8px 4px 8px; text-align: center; } + + /* Rounded corners */ + .tipsy-inner { border-radius: 3px; -moz-border-radius: 3px; -webkit-border-radius: 3px; } + + /* Uncomment for shadow */ + /*.tipsy-inner { box-shadow: 0 0 5px #000000; -webkit-box-shadow: 0 0 5px #000000; -moz-box-shadow: 0 0 5px #000000; }*/ + + .tipsy-arrow { position: absolute; width: 0; height: 0; line-height: 0; border: 5px dashed #000; } + + /* Rules to colour arrows */ + .tipsy-arrow-n { border-bottom-color: #000; } + .tipsy-arrow-s { border-top-color: #000; } + .tipsy-arrow-e { border-left-color: #000; } + .tipsy-arrow-w { border-right-color: #000; } + + .tipsy-n .tipsy-arrow { top: 0px; left: 50%; margin-left: -5px; border-bottom-style: solid; border-top: none; border-left-color: transparent; border-right-color: transparent; } + .tipsy-nw .tipsy-arrow { top: 0; left: 10px; border-bottom-style: solid; border-top: none; border-left-color: transparent; border-right-color: transparent;} + .tipsy-ne .tipsy-arrow { top: 0; right: 10px; border-bottom-style: solid; border-top: none; border-left-color: transparent; border-right-color: transparent;} + .tipsy-s .tipsy-arrow { bottom: 0; left: 50%; margin-left: -5px; border-top-style: solid; border-bottom: none; border-left-color: transparent; border-right-color: transparent; } + .tipsy-sw .tipsy-arrow { bottom: 0; left: 10px; border-top-style: solid; border-bottom: none; border-left-color: transparent; border-right-color: transparent; } + .tipsy-se .tipsy-arrow { bottom: 0; right: 10px; border-top-style: solid; border-bottom: none; border-left-color: transparent; border-right-color: transparent; } + .tipsy-e .tipsy-arrow { right: 0; top: 50%; margin-top: -5px; border-left-style: solid; border-right: none; border-top-color: transparent; border-bottom-color: transparent; } + .tipsy-w .tipsy-arrow { left: 0; top: 50%; margin-top: -5px; border-right-style: solid; border-left: none; border-top-color: transparent; border-bottom-color: transparent; } diff --git a/python/spacetime/managers/templates/DAG.html b/python/spacetime/managers/templates/DAG.html new file mode 100644 index 00000000..815f3398 --- /dev/null +++ b/python/spacetime/managers/templates/DAG.html @@ -0,0 +1,157 @@ + + + + + + + + + + + + + + + +
+

Version Graph Debugger

+ +
+
+

Graph

+ + + +
+
+ + +

Pending Requests

+

+ + +
+
+ +
+ +
+ +
+   +   +   + +
+ +
+ +
+
+ + + + \ No newline at end of file diff --git a/python/spacetime/managers/templates/data.json b/python/spacetime/managers/templates/data.json new file mode 100644 index 00000000..e69de29b diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index 7b07b9c5..da073d5e 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -1,7 +1,8 @@ from multiprocessing import Process, RLock, Manager, Event from threading import Thread import json -from flask import Flask +from flask import Flask, request, render_template +import requests class Node(object): @@ -45,12 +46,61 @@ def __init__(self): self.edges = dict() def convert_to_json(self): - graph_jsonified = {'nodes': [node.current for node in self.nodes.values()], - 'head': self.head.current, - 'tail': self.tail.current, - 'edges': self.edges} - return json.dumps({'nodes': [node.current for node in self.nodes.values()],'head': self.head.current, - 'tail': self.tail.current}) + node_list=[] + edge_list=[] + alist=[] + for i, node in enumerate(self.nodes.values()): + if node == self.head: + node_list.append({'id': i, 'name': node.current[:4], 'type': 'head'}) + else: + node_list.append({'id': i, 'name': node.current[:4], 'type': 'not_head'}) + alist.append(node.current) + for edge in self.edges.values(): + source_node = edge.from_node + source_id = alist.index(source_node) + target_node = edge.to_node + target_id = alist.index(target_node) + edge_list.append({'source_id': source_id,'target_id': target_id, 'label': str(edge.payload)}) + + graph_jsonified = {'nodes': node_list, + 'links': edge_list } + #graph_hier = self.create_hierarchy('ROOT', '', True) + print(json.dumps(graph_jsonified)) + return json.dumps(graph_jsonified) + + def create_hierarchy(self, node, graph_hier, first_sibling): + + if first_sibling: + graph_hier = graph_hier + '{\n"name": "' + node + '"\n' + else: + graph_hier = graph_hier + ',{\n"name": "' + node + '"\n' + + i = 0 + already_has_a_child = False + first_sibling = False + is_not_leaf = False + edge_list = list(self.edges.values()) + + while i < len(edge_list): + if first_sibling: + first_sibling = False + if edge_list[i].from_node == node: + is_not_leaf = True + if not already_has_a_child: + already_has_a_child = True + first_sibling = True + graph_hier = graph_hier + ',"children":[' + child = edge_list[i].to_node + graph_hier = self.create_hierarchy(child, graph_hier, first_sibling) + i += 1 + + if i == len(self.edges): + if is_not_leaf: + graph_hier = graph_hier + ']}' + else: + graph_hier = graph_hier + '}' + return graph_hier + def __getitem__(self, key): if isinstance(key, slice): @@ -173,70 +223,96 @@ def maintain(self, state_to_ref, merger_function): class VersionGraphProcess(Process): - def __init__(self): + def __init__(self, appname): + self.appname = appname self.graph = Graph() super().__init__() self.manager = Manager() self.result_manager = Manager() - self.event_manager = Manager() self.read_write_queue = self.manager.Queue() self.request_list = [] + self.app = self.create_flask_app() + self.start() - def create_flask_app(self): - app = Flask(__name__) - #app.config["DEBUG"] = True - - @app.route('/next', methods=['GET']) - def graph(): - req = self.read_write_queue.get() - self.request_list.append(req[0]) - if req[0] == "continue_chain": - from_version, to_version, package, e1 = req[1:] - self.process_continue_chain(from_version, to_version, package, e1) - elif req[0] == "maintain": - state_to_ref, merger_function, e2 = req[1:] - self.process_maintain(state_to_ref, merger_function, e2) - elif req[0] == "get_item": - key, result_queue = req[1], req[2] - self.process_get_item(key, result_queue) - return self.graph.convert_to_json() + def __del__(self): + res = requests.get('http://127.0.0.1:5000/shutdown').content + print(res) - @app.route('/displayQueue', methods=['GET']) - def display_request_queue(): - request_string = str(self.request_list) - return request_string + def create_flask_app(self): + app = Flask(__name__) - return app - self.app = create_flask_app(self) - self.start() + # app.config["DEBUG"] = True + + def shutdown_server(): + func = request.environ.get('werkzeug.server.shutdown') + if func is None: + raise RuntimeError('Not running with the Werkzeug Server') + func() - def process_continue_chain(self, from_version, to_version, package, e1): + @app.route('/next', methods=['GET']) + def graph(): + if not self.request_list: + return self.graph.convert_to_json() + req = self.request_list.pop(0) + if req[0] == "Continue chain": + from_version, to_version, package, continue_chain_event = req[1:] + self.process_continue_chain(from_version, to_version, package, continue_chain_event) + elif req[0] == "Maintain": + state_to_ref, merger_function, maintain_event = req[1:] + self.process_maintain(state_to_ref, merger_function, maintain_event) + elif req[0] == "Get item": + key, result_queue = req[1], req[2] + self.process_get_item(key, result_queue) + #return self.graph.convert_to_json() + # return render_template('test.html') + #return render_template('tree_test.html',value=self.graph.convert_to_json()) + return render_template('DAG.html',graph_view=self.graph.convert_to_json(),request_view=[req[0] for req in self.request_list]) + + @app.route('/data.json', methods=['GET']) + def return_json(): + return self.graph.convert_to_json() + + @app.route('/displayQueue', methods=['GET']) + def display_request_queue(): + return render_template('DAG.html',graph_view=self.graph.convert_to_json(),request_view=[req[0] for req in self.request_list]) + + @app.route('/shutdown', methods=['GET']) + def shutdown(): + shutdown_server() + return 'Server shutting down...' + + + return app + + def process_continue_chain(self, from_version, to_version, package, continue_chain_event): self.graph.continue_chain(from_version, to_version, package) - e1.set() + continue_chain_event.set() - def process_maintain(self, state_to_ref, merger_function, e2): + def process_maintain(self, state_to_ref, merger_function, maintain_event): self.graph.maintain(state_to_ref, merger_function) - e2.set() + maintain_event.set() def process_get_item(self, key, result_queue): result_queue.put(list(self.graph.__getitem__(key))) def run(self): - self.app.run() + flask_thread = Thread(target=self.app.run, daemon=True) + flask_thread.start() + while True: + req = self.read_write_queue.get() + self.request_list.append(req) def continue_chain(self, from_version, to_version, package): - e1 = self.event_manager.Event() - self.read_write_queue.put(("continue_chain", from_version, to_version, package, e1)) - e1.wait() + continue_chain_event = self.manager.Event() + self.read_write_queue.put(("Continue chain", from_version, to_version, package, continue_chain_event)) + continue_chain_event.wait() def maintain(self, state_to_ref, merger_function): - e2 = self.event_manager.Event() - self.read_write_queue.put(("maintain", state_to_ref, merger_function, e2)) - e2.wait() + maintain_event = self.manager.Event() + self.read_write_queue.put(("Maintain", state_to_ref, merger_function, maintain_event)) + maintain_event.wait() def __getitem__(self, key): result_queue = self.result_manager.Queue() - self.read_write_queue.put(("get_item", key,result_queue)) + self.read_write_queue.put(("Get item", key, result_queue)) return result_queue.get() - - diff --git a/python/spacetime/managers/version_manager.py b/python/spacetime/managers/version_manager.py index d3bfd79b..90842ed4 100755 --- a/python/spacetime/managers/version_manager.py +++ b/python/spacetime/managers/version_manager.py @@ -402,7 +402,7 @@ def __init__(self, appname, types, dump_graph, instrument_record, debug=False): self.instrument_record = instrument_record self.version_graph_head = "ROOT" if self.debug: - self.version_graph = VersionGraphProcess() + self.version_graph = VersionGraphProcess(appname) else: self.version_graph = Graph() From 310e5ce1d6b5cea312a26103ce87017c8711e08c Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Thu, 7 Mar 2019 11:32:19 -0800 Subject: [PATCH 11/13] more changes to graph layout and added debug to threaded socket server --- python/spacetime/dataframe.py | 4 ++-- .../managers/connectors/thread_socket_manager.py | 13 +++++++++---- python/spacetime/managers/templates/DAG.html | 11 ++++++----- python/spacetime/managers/version_graph.py | 6 ++++-- python/wordCounter.py | 2 +- 5 files changed, 22 insertions(+), 14 deletions(-) diff --git a/python/spacetime/dataframe.py b/python/spacetime/dataframe.py index 18f2efd2..77deab46 100755 --- a/python/spacetime/dataframe.py +++ b/python/spacetime/dataframe.py @@ -60,7 +60,7 @@ def __init__( self.socket_server = SocketServer( self.appname, server_port, self.pull_call_back, self.push_call_back, self.confirm_pull_req, - self.instrument_record) + self.instrument_record, debug=self.debug) self.socket_connector = SocketConnector( self.appname, details, self.details, types, version_by, @@ -77,7 +77,7 @@ def __init__( self.appname, types, version_by) self.versioned_heap.start() elif version_by == enums.VersionBy.FULLSTATE: - self.versioned_heap = FullStateVersionManager(self.appname, types, dump_graph, self.instrument_record,debug=self.debug) + self.versioned_heap = FullStateVersionManager(self.appname, types, dump_graph, self.instrument_record, debug=self.debug) elif version_by == enums.VersionBy.TYPE: self.versioned_heap = TypeVersionManager(self.appname, types, dump_graph) elif version_by == enums.VersionBy.OBJECT_NOSTORE: diff --git a/python/spacetime/managers/connectors/thread_socket_manager.py b/python/spacetime/managers/connectors/thread_socket_manager.py index 8128f6ca..1fe394f8 100755 --- a/python/spacetime/managers/connectors/thread_socket_manager.py +++ b/python/spacetime/managers/connectors/thread_socket_manager.py @@ -44,7 +44,7 @@ def guarded_func(self, *args): class ServingClient(Thread): def __init__( self, appname, server_port, address, client_sock, - pull_call_back, push_call_back, confirm_pull_req, delete_client, instrument_q): + pull_call_back, push_call_back, confirm_pull_req, delete_client, instrument_q, debug=False): self.logger = utils.get_logger("%s_SocketManager" % appname) # Call back function to process incoming pull requests. @@ -71,6 +71,7 @@ def __init__( super().__init__() self.daemon = True + self.debug = debug def run(self): done = False @@ -106,8 +107,11 @@ def incoming_connection(self, con, address, content_length): # Actual payload package = data[enums.TransferFields.Data] # Send bool status back. - con.send(pack("!?", True)) + if not self.debug: + con.send(pack("!?", True)) self.push_call_back(req_app, versions, package) + if self.debug: + con.send(pack("!?", True)) self.logger.debug("Push complete. sent back ack.") # Received pull request. elif data[enums.TransferFields.RequestType] is enums.RequestType.Pull: @@ -132,7 +136,7 @@ def incoming_connection(self, con, address, content_length): class TSocketServer(Thread): - def __init__(self, appname, server_port, pull_call_back, push_call_back, confirm_pull_req, instrument_q): + def __init__(self, appname, server_port, pull_call_back, push_call_back, confirm_pull_req, instrument_q, debug=False): self.appname = appname # Logger for SocketManager self.logger = utils.get_logger("%s_SocketManager" % appname) @@ -159,6 +163,7 @@ def __init__(self, appname, server_port, pull_call_back, push_call_back, confirm self.clients = set() super().__init__() self.daemon = True + self.debug = debug def setup_socket(self, server_port): sync_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) @@ -185,7 +190,7 @@ def run(self): self.appname, self.port, addr, con, self.pull_call_back, self.push_call_back, self.confirm_pull_req, self.delete_client, - self.instrument_record) + self.instrument_record, self.debug) self.clients.add(client_thread) client_thread.start() diff --git a/python/spacetime/managers/templates/DAG.html b/python/spacetime/managers/templates/DAG.html index 815f3398..b61a5a06 100644 --- a/python/spacetime/managers/templates/DAG.html +++ b/python/spacetime/managers/templates/DAG.html @@ -3,9 +3,10 @@ @@ -71,7 +72,7 @@

Graph

var graph ={{graph_view|safe}} graph.nodes.forEach(function(d){ - g.setNode(d.id, { label: d.name, class: d.type}); + g.setNode(d.id, { label: d.name, class: d.type , style: d.style}); }); console.log(g); diff --git a/python/spacetime/managers/version_graph.py b/python/spacetime/managers/version_graph.py index da073d5e..c645d694 100755 --- a/python/spacetime/managers/version_graph.py +++ b/python/spacetime/managers/version_graph.py @@ -51,9 +51,11 @@ def convert_to_json(self): alist=[] for i, node in enumerate(self.nodes.values()): if node == self.head: - node_list.append({'id': i, 'name': node.current[:4], 'type': 'head'}) + node_list.append({'id': i, 'name': node.current[:4], 'type': 'head', + 'style': "stroke:#006400" if node.is_master else "stroke:#8B0000"}) else: - node_list.append({'id': i, 'name': node.current[:4], 'type': 'not_head'}) + node_list.append({'id': i, 'name': node.current[:4], 'type': 'not_head', + 'style': "stroke:#006400" if node.is_master else "stroke:#8B0000"}) alist.append(node.current) for edge in self.edges.values(): source_node = edge.from_node diff --git a/python/wordCounter.py b/python/wordCounter.py index 07acfbc7..f2a08c21 100644 --- a/python/wordCounter.py +++ b/python/wordCounter.py @@ -73,7 +73,6 @@ def reducer(df): mapper_app2.start_async(word_list2) mapper_app1.join() mapper_app2.join() - time.sleep(1) df.checkout() for word_obj in df.read_all(word_class): @@ -88,4 +87,5 @@ def main(): app.start() + main() From c8e42c482c92bcbac8f5049c0dbf0039e0e79602 Mon Sep 17 00:00:00 2001 From: Pritha Dawn Date: Thu, 7 Mar 2019 20:51:12 -0800 Subject: [PATCH 12/13] Added state of other app to the graph --- python/sample_apps/__init__.py | 0 python/spacetime/managers/templates/DAG.html | 19 ++-- python/spacetime/managers/templates/data.json | 93 +++++++++++++++++++ python/spacetime/managers/version_graph.py | 47 +++++++--- python/spacetime/managers/version_manager.py | 2 +- python/wordCounter.py | 15 ++- 6 files changed, 153 insertions(+), 23 deletions(-) mode change 100755 => 100644 python/sample_apps/__init__.py diff --git a/python/sample_apps/__init__.py b/python/sample_apps/__init__.py old mode 100755 new mode 100644 diff --git a/python/spacetime/managers/templates/DAG.html b/python/spacetime/managers/templates/DAG.html index b61a5a06..c4de4213 100644 --- a/python/spacetime/managers/templates/DAG.html +++ b/python/spacetime/managers/templates/DAG.html @@ -20,9 +20,14 @@ stroke-width: 2.5px; } -.edgePath path { - stroke:#000000; //#333; - stroke-width: 2px; +//.edgePath path { + //stroke:#000000; //#333; + //stroke-width: 2px; +//} +.edgePath path.path { + stroke: #333; + fill: none; + stroke-width: 1.5px; } .node text { @@ -57,12 +62,12 @@
-

Version Graph Debugger

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    + +  +  + + \ No newline at end of file diff --git a/python/spacetime/managers/templates/table.html b/python/spacetime/managers/templates/table.html new file mode 100644 index 00000000..e69de29b diff --git a/python/spacetime/utils/debugger_classes b/python/spacetime/utils/debugger_classes new file mode 100644 index 00000000..e69de29b diff --git a/python/test_architecture b/python/test_architecture new file mode 100644 index 00000000..e69de29b diff --git a/python/test_debugger.py b/python/test_debugger.py new file mode 100644 index 00000000..6b2d5697 --- /dev/null +++ b/python/test_debugger.py @@ -0,0 +1,25 @@ +from spacetime import Node, Dataframe +from rtypes import pcc_set, primarykey, dimension, merge +from spacetime.debug_node import Register, server_func + + +@pcc_set +class Foo: + y = primarykey(int) + + def __init__(self, i): + self.i = i + + +def client_func(df, i): + df.add_one(Foo, Foo(i)) + df.commit() + print(df.read_one(Foo, Foo(i)).i) + + +def main(): + debugger_server = Node(server_func, Types=[Register], server_port=30000) + debugger_server.start_async() + client = Node(client_func, Types=[Foo], debug=True) + client.start_async(1) + client.join() \ No newline at end of file diff --git a/python/wordCounter2.py b/python/wordCounter2.py new file mode 100644 index 00000000..4198e47a --- /dev/null +++ b/python/wordCounter2.py @@ -0,0 +1,102 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Sat Jan 26 10:43:27 2019 + +@author: prithadawn +""" + +from rtypes import pcc_set, primarykey, dimension, merge +from spacetime import Node +import random, re, argparse +import time + + +@pcc_set +class word_class(object): + + word_desc = primarykey(str) + word_count = dimension(int) + + def __init__(self, word_desc, word_count): + + self.word_desc = word_desc + self.word_count = word_count + + def __str__(self): + return self.word_desc + ' count: ' + str(self.word_count) + + @merge + def merge_func(original, mine, theirs): + + if original is None: + theirs.word_count = mine.word_count + theirs.word_count + else: + theirs.word_count = mine.word_count + theirs.word_count - original.word_count + return theirs + + +def divide_chunks(l, n): + # looping till length of l + for i in range(0, len(l), n): + yield l[i:i + n] + + +def get_word_desc(word_obj): + return word_obj.word_desc + + +def wordCounter(df, word_list): + current_word = 0 + current_count = 0 + print(word_list) + for w in word_list: + word = df.read_one(word_class, w) + if word is None: + df.add_one(word_class, word_class(w, 1)) + else: + word.word_count += 1 + df.commit() + df.push() + + +def grouper(df): + n = 4 + mapper_app = [] + word_lists = [] + with open('testFile.txt') as f: + word_list = re.sub(r'[^\w\s]', '', f.read()).split() + # x = list(divide_chunks(word_list, n)) + word_list1 = word_list[:len(word_list) // 2] + word_list2 = word_list[len(word_list) // 2:] + + '''mapper_app1 = Application(mapper, Types=[word_class], dataframe=df) + mapper_app2 = Node(mapper, Types=[word_class], dataframe=df) + mapper_app1.start_async(word_list1) + mapper_app2.start_async(word_list2) + mapper_app1.join() + mapper_app2.join()''' + word_lists = list(divide_chunks(word_list, 10)) + print(len(word_lists)) + for i in range(len(word_lists)) : + mapper_app.append(Node(wordCounter, Types=[word_class], dataframe=df)) + for i in range(len(word_lists)): + mapper_app[i].start_async(word_lists[i]) + for i in range(n): + mapper_app[i].join() + time.sleep(5) + df.checkout() + for word_obj in df.read_all(word_class): + print(word_obj) + + +def main(): + # parser = argparse.ArgumentParser() + # parser.add_argument("filename") + # args = parser.parse_args() + app = Node(grouper, Types=[word_class], debug=True) + app.start() + + + +main()