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mirror of https://github.com/gsi-upm/soil synced 2024-11-25 04:12:29 +00:00

WIP: exporters

This commit is contained in:
J. Fernando Sánchez 2019-04-26 19:22:45 +02:00
parent a3ea434f23
commit 9bc036d185
16 changed files with 484 additions and 282 deletions

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@ -3,6 +3,19 @@ All notable changes to this project will be documented in this file.
The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
## [0.14.0]
### Added
* Loading configuration from template definitions in the yaml, in preparation for SALib support.
The definition of the variables and their possible values (i.e., a problem in SALib terms), as well as a sampler function, can be provided.
Soil uses this definition and the template to generate a set of configurations.
* Simulation group names, to link related simulations. For now, they are only used to group all simulations in the same group under the same folder.
### Changed
* `dir_path` is now the directory for resources (modules, files), and the output dir has been renamed to `outdir`
## Fixed
* Modules with custom agents/environments failed to load when they were run from outside the directory of the definition file. Modules are now loaded from the directory of the simulation file in addition to the working directory
## [0.13.8] ## [0.13.8]
### Changed ### Changed
* Moved TerroristNetworkModel to examples * Moved TerroristNetworkModel to examples

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@ -1,5 +1,6 @@
--- ---
name: simple name: simple
group: tests
dir_path: "/tmp/" dir_path: "/tmp/"
num_trials: 3 num_trials: 3
dry_run: True dry_run: True

29
examples/template.yml Normal file
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@ -0,0 +1,29 @@
---
vars:
bounds:
x1: [0, 1]
x2: [1, 2]
fixed:
x3: ["a", "b", "c"]
sampler: "SALib.sample.morris.sample"
samples: 10
template: |
group: simple
num_trials: 1
interval: 1
max_time: 2
seed: "CompleteSeed!"
dump: false
network_params:
generator: complete_graph
n: 10
network_agents:
- agent_type: CounterModel
weight: {{ x1 }}
state:
id: 0
- agent_type: AggregatedCounter
weight: {{ 1 - x1 }}
environment_params:
name: {{ x3 }}
skip_test: true

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@ -1,8 +1,10 @@
nxsim nxsim>=0.1.2
simpy simpy
networkx>=2.0 networkx>=2.0
numpy numpy
matplotlib matplotlib
pyyaml pyyaml
pandas pandas>=0.23
scipy scipy>=1.2
SALib>=1.3
Jinja2

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@ -15,7 +15,7 @@ from . import agents
from .simulation import * from .simulation import *
from .environment import Environment from .environment import Environment
from .history import History from .history import History
from . import utils from . import serialization
from . import analysis from . import analysis
def main(): def main():
@ -44,6 +44,8 @@ def main():
help='folder to write results to. It defaults to the current directory.') help='folder to write results to. It defaults to the current directory.')
parser.add_argument('--synchronous', action='store_true', parser.add_argument('--synchronous', action='store_true',
help='Run trials serially and synchronously instead of in parallel. Defaults to false.') help='Run trials serially and synchronously instead of in parallel. Defaults to false.')
parser.add_argument('-e', '--exporter', action='append',
help='Export environment and/or simulations using this exporter')
args = parser.parse_args() args = parser.parse_args()
@ -64,8 +66,9 @@ def main():
simulation.run_from_config(args.file, simulation.run_from_config(args.file,
dry_run=args.dry_run, dry_run=args.dry_run,
dump=dump, dump=dump,
exporters=args.exporter,
parallel=(not args.synchronous), parallel=(not args.synchronous),
results_dir=args.output) outdir=args.output)
except Exception: except Exception:
if args.pdb: if args.pdb:
pdb.post_mortem() pdb.post_mortem()

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@ -15,7 +15,7 @@ import json
from functools import wraps from functools import wraps
from .. import utils, history from .. import serialization, history
def as_node(agent): def as_node(agent):
@ -388,7 +388,7 @@ def serialize_type(agent_type, known_modules=[], **kwargs):
if isinstance(agent_type, str): if isinstance(agent_type, str):
return agent_type return agent_type
known_modules += ['soil.agents'] known_modules += ['soil.agents']
return utils.serialize(agent_type, known_modules=known_modules, **kwargs)[1] # Get the name of the class return serialization.serialize(agent_type, known_modules=known_modules, **kwargs)[1] # Get the name of the class
def serialize_distribution(network_agents, known_modules=[]): def serialize_distribution(network_agents, known_modules=[]):
@ -409,7 +409,7 @@ def deserialize_type(agent_type, known_modules=[]):
if not isinstance(agent_type, str): if not isinstance(agent_type, str):
return agent_type return agent_type
known = known_modules + ['soil.agents', 'soil.agents.custom' ] known = known_modules + ['soil.agents', 'soil.agents.custom' ]
agent_type = utils.deserializer(agent_type, known_modules=known) agent_type = serialization.deserializer(agent_type, known_modules=known)
return agent_type return agent_type

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@ -4,7 +4,7 @@ import glob
import yaml import yaml
from os.path import join from os.path import join
from . import utils, history from . import serialization, history
def read_data(*args, group=False, **kwargs): def read_data(*args, group=False, **kwargs):
@ -56,7 +56,7 @@ def read_csv(filename, keys=None, convert_types=False, **kwargs):
def convert_row(row): def convert_row(row):
row['value'] = utils.deserialize(row['value_type'], row['value']) row['value'] = serialization.deserialize(row['value_type'], row['value'])
return row return row

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@ -14,7 +14,7 @@ from networkx.readwrite import json_graph
import networkx as nx import networkx as nx
import nxsim import nxsim
from . import utils, agents, analysis, history from . import serialization, agents, analysis, history
# These properties will be copied when pickling/unpickling the environment # These properties will be copied when pickling/unpickling the environment
_CONFIG_PROPS = [ 'name', _CONFIG_PROPS = [ 'name',
@ -22,7 +22,7 @@ _CONFIG_PROPS = [ 'name',
'default_state', 'default_state',
'interval', 'interval',
'dry_run', 'dry_run',
'dir_path', 'outdir',
] ]
class Environment(nxsim.NetworkEnvironment): class Environment(nxsim.NetworkEnvironment):
@ -44,7 +44,7 @@ class Environment(nxsim.NetworkEnvironment):
interval=1, interval=1,
seed=None, seed=None,
dry_run=False, dry_run=False,
dir_path=None, outdir=None,
topology=None, topology=None,
*args, **kwargs): *args, **kwargs):
self.name = name or 'UnnamedEnvironment' self.name = name or 'UnnamedEnvironment'
@ -58,11 +58,11 @@ class Environment(nxsim.NetworkEnvironment):
self._env_agents = {} self._env_agents = {}
self.dry_run = dry_run self.dry_run = dry_run
self.interval = interval self.interval = interval
self.dir_path = dir_path or tempfile.mkdtemp('soil-env') self.outdir = outdir or tempfile.mkdtemp('soil-env')
if not dry_run: if not dry_run:
self.get_path() self.get_path()
self._history = history.History(name=self.name if not dry_run else None, self._history = history.History(name=self.name if not dry_run else None,
dir_path=self.dir_path, outdir=self.outdir,
backup=True) backup=True)
# Add environment agents first, so their events get # Add environment agents first, so their events get
# executed before network agents # executed before network agents
@ -124,7 +124,7 @@ class Environment(nxsim.NetworkEnvironment):
elif agent_distribution: elif agent_distribution:
agent_type, state = agents._agent_from_distribution(agent_distribution, agent_id=agent_id) agent_type, state = agents._agent_from_distribution(agent_distribution, agent_id=agent_id)
else: else:
utils.logger.debug('Skipping node {}'.format(agent_id)) serialization.logger.debug('Skipping node {}'.format(agent_id))
return return
return self.set_agent(agent_id, agent_type, state) return self.set_agent(agent_id, agent_type, state)
@ -169,7 +169,7 @@ class Environment(nxsim.NetworkEnvironment):
def _save_state(self, now=None): def _save_state(self, now=None):
# for agent in self.agents: # for agent in self.agents:
# agent.save_state() # agent.save_state()
utils.logger.debug('Saving state @{}'.format(self.now)) serialization.logger.debug('Saving state @{}'.format(self.now))
self._history.save_records(self.state_to_tuples(now=now)) self._history.save_records(self.state_to_tuples(now=now))
def save_state(self): def save_state(self):
@ -180,7 +180,7 @@ class Environment(nxsim.NetworkEnvironment):
self._save_state() self._save_state()
while self.peek() != simpy.core.Infinity: while self.peek() != simpy.core.Infinity:
delay = max(self.peek() - self.now, self.interval) delay = max(self.peek() - self.now, self.interval)
utils.logger.debug('Step: {}'.format(self.now)) serialization.logger.debug('Step: {}'.format(self.now))
ev = self.event() ev = self.event()
ev._ok = True ev._ok = True
# Schedule the event with minimum priority so # Schedule the event with minimum priority so
@ -222,14 +222,14 @@ class Environment(nxsim.NetworkEnvironment):
''' '''
return self[key] if key in self else default return self[key] if key in self else default
def get_path(self, dir_path=None): def get_path(self, outdir=None):
dir_path = dir_path or self.dir_path outdir = outdir or self.outdir
if not os.path.exists(dir_path): if not os.path.exists(outdir):
try: try:
os.makedirs(dir_path) os.makedirs(outdir)
except FileExistsError: except FileExistsError:
pass pass
return dir_path return outdir
def get_agent(self, agent_id): def get_agent(self, agent_id):
return self.G.node[agent_id]['agent'] return self.G.node[agent_id]['agent']
@ -239,8 +239,8 @@ class Environment(nxsim.NetworkEnvironment):
return list(self.agents) return list(self.agents)
return [self.G.node[i]['agent'] for i in nodes] return [self.G.node[i]['agent'] for i in nodes]
def dump_csv(self, dir_path=None): def dump_csv(self, outdir=None):
csv_name = os.path.join(self.get_path(dir_path), csv_name = os.path.join(self.get_path(outdir),
'{}.environment.csv'.format(self.name)) '{}.environment.csv'.format(self.name))
with open(csv_name, 'w') as f: with open(csv_name, 'w') as f:
@ -249,9 +249,9 @@ class Environment(nxsim.NetworkEnvironment):
for i in self.history_to_tuples(): for i in self.history_to_tuples():
cr.writerow(i) cr.writerow(i)
def dump_gexf(self, dir_path=None): def dump_gexf(self, outdir=None):
G = self.history_to_graph() G = self.history_to_graph()
graph_path = os.path.join(self.get_path(dir_path), graph_path = os.path.join(self.get_path(outdir),
self.name+".gexf") self.name+".gexf")
# Workaround for geometric models # Workaround for geometric models
# See soil/soil#4 # See soil/soil#4
@ -262,7 +262,7 @@ class Environment(nxsim.NetworkEnvironment):
nx.write_gexf(G, graph_path, version="1.2draft") nx.write_gexf(G, graph_path, version="1.2draft")
def dump(self, dir_path=None, formats=None): def dump(self, outdir=None, formats=None):
if not formats: if not formats:
return return
functions = { functions = {
@ -271,7 +271,7 @@ class Environment(nxsim.NetworkEnvironment):
} }
for f in formats: for f in formats:
if f in functions: if f in functions:
functions[f](dir_path) functions[f](outdir)
else: else:
raise ValueError('Unknown format: {}'.format(f)) raise ValueError('Unknown format: {}'.format(f))
@ -356,7 +356,7 @@ class Environment(nxsim.NetworkEnvironment):
def log_stats(self): def log_stats(self):
stats = self.stats() stats = self.stats()
utils.logger.info('Environment stats: \n{}'.format(yaml.dump(stats, default_flow_style=False))) serialization.logger.info('Environment stats: \n{}'.format(yaml.dump(stats, default_flow_style=False)))
def __getstate__(self): def __getstate__(self):
state = {} state = {}

43
soil/exporters.py Normal file
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@ -0,0 +1,43 @@
from .serialization import deserialize
import os
import time
def for_sim(simulation, names, dir_path=None):
exporters = []
for name in names:
mod = deserialize(name, known_modules=['soil.exporters'])
exporters.append(mod(simulation))
return exporters
class Base:
def __init__(self, simulation):
self.sim = simulation
def start(self):
pass
def end(self):
pass
def env(self):
pass
class Dummy(Base):
def start(self):
with open(os.path.join(self.sim.outdir, 'dummy')) as f:
f.write('simulation started @ {}'.format(time.time()))
def env(self, env):
with open(os.path.join(self.sim.outdir, 'dummy-trial-{}'.format(env.name))) as f:
for i in env.history_to_tuples():
f.write(','.join(i))
def end(self):
with open(os.path.join(self.sim.outdir, 'dummy')) as f:
f.write('simulation ended @ {}'.format(time.time()))

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@ -9,7 +9,7 @@ logger = logging.getLogger(__name__)
from collections import UserDict, namedtuple from collections import UserDict, namedtuple
from . import utils from . import serialization
class History: class History:
@ -17,9 +17,9 @@ class History:
Store and retrieve values from a sqlite database. Store and retrieve values from a sqlite database.
""" """
def __init__(self, db_path=None, name=None, dir_path=None, backup=False): def __init__(self, db_path=None, name=None, outdir=None, backup=False):
if db_path is None and name: if db_path is None and name:
db_path = os.path.join(dir_path or os.getcwd(), db_path = os.path.join(outdir or os.getcwd(),
'{}.db.sqlite'.format(name)) '{}.db.sqlite'.format(name))
if db_path: if db_path:
if backup and os.path.exists(db_path): if backup and os.path.exists(db_path):
@ -94,9 +94,9 @@ class History:
if key not in self._dtypes: if key not in self._dtypes:
self.read_types() self.read_types()
if key not in self._dtypes: if key not in self._dtypes:
name = utils.name(value) name = serialization.name(value)
serializer = utils.serializer(name) serializer = serialization.serializer(name)
deserializer = utils.deserializer(name) deserializer = serialization.deserializer(name)
self._dtypes[key] = (name, serializer, deserializer) self._dtypes[key] = (name, serializer, deserializer)
with self.db: with self.db:
self.db.execute("replace into value_types (key, value_type) values (?, ?)", (key, name)) self.db.execute("replace into value_types (key, value_type) values (?, ?)", (key, name))
@ -135,8 +135,8 @@ class History:
with self.db: with self.db:
res = self.db.execute("select key, value_type from value_types ").fetchall() res = self.db.execute("select key, value_type from value_types ").fetchall()
for k, v in res: for k, v in res:
serializer = utils.serializer(v) serializer = serialization.serializer(v)
deserializer = utils.deserializer(v) deserializer = serialization.deserializer(v)
self._dtypes[k] = (v, serializer, deserializer) self._dtypes[k] = (v, serializer, deserializer)
def __getitem__(self, key): def __getitem__(self, key):

199
soil/serialization.py Normal file
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@ -0,0 +1,199 @@
import os
import logging
import ast
import sys
import yaml
import importlib
from glob import glob
from random import random
from copy import deepcopy
from itertools import product, chain
from jinja2 import Template
import networkx as nx
logger = logging.getLogger('soil')
logger.setLevel(logging.INFO)
def load_network(network_params, dir_path=None):
if network_params is None:
return nx.Graph()
path = network_params.get('path', None)
if path:
if dir_path and not os.path.isabs(path):
path = os.path.join(dir_path, path)
extension = os.path.splitext(path)[1][1:]
kwargs = {}
if extension == 'gexf':
kwargs['version'] = '1.2draft'
kwargs['node_type'] = int
try:
method = getattr(nx.readwrite, 'read_' + extension)
except AttributeError:
raise AttributeError('Unknown format')
return method(path, **kwargs)
net_args = network_params.copy()
net_gen = net_args.pop('generator')
if dir_path not in sys.path:
sys.path.append(dir_path)
method = deserializer(net_gen,
known_modules=['networkx.generators',])
return method(**net_args)
def load_file(infile):
with open(infile, 'r') as f:
return list(chain.from_iterable(map(expand_template, load_string(f))))
def load_string(string):
yield from yaml.load_all(string)
def expand_template(config):
if 'template' not in config:
yield config
return
if 'vars' not in config:
raise ValueError(('You must provide a definition of variables'
' for the template.'))
template = Template(config['template'])
sampler_name = config.get('sampler', 'SALib.sample.morris.sample')
n_samples = int(config.get('samples', 100))
sampler = deserializer(sampler_name)
bounds = config['vars']['bounds']
problem = {
'num_vars': len(bounds),
'names': list(bounds.keys()),
'bounds': list(v for v in bounds.values())
}
samples = sampler(problem, n_samples)
lists = config['vars'].get('lists', {})
names = list(lists.keys())
values = list(lists.values())
combs = list(product(*values))
allnames = names + problem['names']
allvalues = [(list(i[0])+list(i[1])) for i in product(combs, samples)]
params = list(map(lambda x: dict(zip(allnames, x)), allvalues))
blank_str = template.render({k: 0 for k in allnames})
blank = list(load_string(blank_str))
if len(blank) > 1:
raise ValueError('Templates must not return more than one configuration')
if 'name' in blank[0]:
raise ValueError('Templates cannot be named, use group instead')
confs = []
for ps in params:
string = template.render(ps)
for c in load_string(string):
yield c
def load_files(*patterns, **kwargs):
for pattern in patterns:
for i in glob(pattern, **kwargs):
for config in load_file(i):
path = os.path.abspath(i)
if 'dir_path' not in config:
config['dir_path'] = os.path.dirname(path)
yield config, path
def load_config(config):
if isinstance(config, dict):
yield config, None
else:
yield from load_files(config)
builtins = importlib.import_module('builtins')
def name(value, known_modules=[]):
'''Return a name that can be imported, to serialize/deserialize an object'''
if value is None:
return 'None'
if not isinstance(value, type): # Get the class name first
value = type(value)
tname = value.__name__
if hasattr(builtins, tname):
return tname
modname = value.__module__
if modname == '__main__':
return tname
if known_modules and modname in known_modules:
return tname
for kmod in known_modules:
if not kmod:
continue
module = importlib.import_module(kmod)
if hasattr(module, tname):
return tname
return '{}.{}'.format(modname, tname)
def serializer(type_):
if type_ != 'str' and hasattr(builtins, type_):
return repr
return lambda x: x
def serialize(v, known_modules=[]):
'''Get a text representation of an object.'''
tname = name(v, known_modules=known_modules)
func = serializer(tname)
return func(v), tname
def deserializer(type_, known_modules=[]):
if type(type_) != str: # Already deserialized
return type_
if type_ == 'str':
return lambda x='': x
if type_ == 'None':
return lambda x=None: None
if hasattr(builtins, type_): # Check if it's a builtin type
cls = getattr(builtins, type_)
return lambda x=None: ast.literal_eval(x) if x is not None else cls()
# Otherwise, see if we can find the module and the class
modules = known_modules or []
options = []
for mod in modules:
if mod:
options.append((mod, type_))
if '.' in type_: # Fully qualified module
module, type_ = type_.rsplit(".", 1)
options.append ((module, type_))
errors = []
for modname, tname in options:
try:
module = importlib.import_module(modname)
cls = getattr(module, tname)
return getattr(cls, 'deserialize', cls)
except (ModuleNotFoundError, AttributeError) as ex:
errors.append((modname, tname, ex))
raise Exception('Could not find type {}. Tried: {}'.format(type_, errors))
def deserialize(type_, value=None, **kwargs):
'''Get an object from a text representation'''
if not isinstance(type_, str):
return type_
des = deserializer(type_, **kwargs)
if value is None:
return des
return des(value)

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@ -13,9 +13,10 @@ import pickle
from nxsim import NetworkSimulation from nxsim import NetworkSimulation
from . import utils, basestring, agents from . import serialization, utils, basestring, agents
from .environment import Environment from .environment import Environment
from .utils import logger from .serialization import logger
from .exporters import for_sim as exporters_for_sim
class Simulation(NetworkSimulation): class Simulation(NetworkSimulation):
@ -50,6 +51,8 @@ class Simulation(NetworkSimulation):
--------- ---------
name : str, optional name : str, optional
name of the Simulation name of the Simulation
group : str, optional
a group name can be used to link simulations
topology : networkx.Graph instance, optional topology : networkx.Graph instance, optional
network_params : dict network_params : dict
parameters used to create a topology with networkx, if no topology is given parameters used to create a topology with networkx, if no topology is given
@ -61,7 +64,9 @@ class Simulation(NetworkSimulation):
List of initial states corresponding to the nodes in the topology. Basic form is a list of integers List of initial states corresponding to the nodes in the topology. Basic form is a list of integers
whose value indicates the state whose value indicates the state
dir_path: str, optional dir_path: str, optional
Directory path where to save pickled objects Directory path to load simulation assets (files, modules...)
outdir : str, optional
Directory path to save simulation results
seed : str, optional seed : str, optional
Seed to use for the random generator Seed to use for the random generator
num_trials : int, optional num_trials : int, optional
@ -80,30 +85,37 @@ class Simulation(NetworkSimulation):
""" """
def __init__(self, name=None, topology=None, network_params=None, def __init__(self, name=None, group=None, topology=None, network_params=None,
network_agents=None, agent_type=None, states=None, network_agents=None, agent_type=None, states=None,
default_state=None, interval=1, dump=None, dry_run=False, default_state=None, interval=1, dump=None, dry_run=False,
dir_path=None, num_trials=1, max_time=100, outdir=None, num_trials=1, max_time=100,
load_module=None, seed=None, load_module=None, seed=None, dir_path=None,
environment_agents=None, environment_params=None, environment_agents=None, environment_params=None,
environment_class=None, **kwargs): environment_class=None, **kwargs):
self.seed = str(seed) or str(time.time()) self.seed = str(seed) or str(time.time())
self.load_module = load_module self.load_module = load_module
self.network_params = network_params self.network_params = network_params
self.name = name or 'UnnamedSimulation' self.name = name or 'Unnamed_' + time.strftime("%Y-%m-%d_%H:%M:%S")
self.group = group or None
self.num_trials = num_trials self.num_trials = num_trials
self.max_time = max_time self.max_time = max_time
self.default_state = default_state or {} self.default_state = default_state or {}
if not outdir:
outdir = os.path.join(os.getcwd(),
'soil_output')
self.outdir = os.path.join(outdir,
self.group or '',
self.name)
self.dir_path = dir_path or os.getcwd() self.dir_path = dir_path or os.getcwd()
self.interval = interval self.interval = interval
self.dump = dump self.dump = dump
self.dry_run = dry_run self.dry_run = dry_run
sys.path += [self.dir_path, os.getcwd()] sys.path += list(x for x in [self.outdir, os.getcwd(), self.dir_path] if x not in sys.path)
if topology is None: if topology is None:
topology = utils.load_network(network_params, topology = serialization.load_network(network_params,
dir_path=self.dir_path) dir_path=self.dir_path)
elif isinstance(topology, basestring) or isinstance(topology, dict): elif isinstance(topology, basestring) or isinstance(topology, dict):
topology = json_graph.node_link_graph(topology) topology = json_graph.node_link_graph(topology)
@ -111,7 +123,7 @@ class Simulation(NetworkSimulation):
self.environment_params = environment_params or {} self.environment_params = environment_params or {}
self.environment_class = utils.deserialize(environment_class, self.environment_class = serialization.deserialize(environment_class,
known_modules=['soil.environment', ]) or Environment known_modules=['soil.environment', ]) or Environment
environment_agents = environment_agents or [] environment_agents = environment_agents or []
@ -130,15 +142,13 @@ class Simulation(NetworkSimulation):
return self.run(*args, **kwargs) return self.run(*args, **kwargs)
def run(self, *args, **kwargs): def run(self, *args, **kwargs):
return list(self.run_simulation_gen(*args, **kwargs)) return list(self._run_simulation_gen(*args, **kwargs))
def run_simulation_gen(self, *args, parallel=False, dry_run=False, def _run_sync_or_async(self, parallel=False, *args, **kwargs):
**kwargs):
p = Pool()
with utils.timer('simulation {}'.format(self.name)):
if parallel: if parallel:
func = partial(self.run_trial_exceptions, dry_run=dry_run or self.dry_run, p = Pool()
return_env=True, func = partial(self.run_trial_exceptions,
*args,
**kwargs) **kwargs)
for i in p.imap_unordered(func, range(self.num_trials)): for i in p.imap_unordered(func, range(self.num_trials)):
if isinstance(i, Exception): if isinstance(i, Exception):
@ -147,13 +157,32 @@ class Simulation(NetworkSimulation):
yield i yield i
else: else:
for i in range(self.num_trials): for i in range(self.num_trials):
yield self.run_trial(i, dry_run = dry_run or self.dry_run, **kwargs) yield self.run_trial(i,
*args,
**kwargs)
def _run_simulation_gen(self, *args, parallel=False, dry_run=False,
exporters=None, **kwargs):
exporters = exporters_for_sim(self,
exporters or [])
with utils.timer('simulation {}'.format(self.name)):
if not (dry_run or self.dry_run): if not (dry_run or self.dry_run):
logger.info('Dumping results to {}'.format(self.dir_path)) logger.info('Dumping results to {}'.format(self.outdir))
self.dump_pickle(self.dir_path) self.dump_pickle(self.outdir)
self.dump_yaml(self.dir_path) self.dump_yaml(self.outdir)
else: else:
logger.info('NOT dumping results') logger.info('NOT dumping results')
for exporter in exporters:
exporter.start()
for env in self._run_sync_or_async(*args, parallel=parallel,
dry_run=dry_run, **kwargs):
for exporter in exporters:
exporter.env(env)
yield env
for exporter in exporters:
exporter.end()
def get_env(self, trial_id = 0, **kwargs): def get_env(self, trial_id = 0, **kwargs):
opts = self.environment_params.copy() opts = self.environment_params.copy()
@ -169,13 +198,13 @@ class Simulation(NetworkSimulation):
'states': self.states, 'states': self.states,
'default_state': self.default_state, 'default_state': self.default_state,
'environment_agents': self.environment_agents, 'environment_agents': self.environment_agents,
'dir_path': self.dir_path, 'outdir': self.outdir,
}) })
opts.update(kwargs) opts.update(kwargs)
env = self.environment_class(**opts) env = self.environment_class(**opts)
return env return env
def run_trial(self, trial_id = 0, until = None, return_env = True, **opts): def run_trial(self, trial_id=0, until=None, dry_run=False, **opts):
"""Run a single trial of the simulation """Run a single trial of the simulation
Parameters Parameters
@ -185,13 +214,13 @@ class Simulation(NetworkSimulation):
# Set-up trial environment and graph # Set-up trial environment and graph
until = until or self.max_time until = until or self.max_time
env = self.get_env(trial_id = trial_id, **opts) env = self.get_env(trial_id = trial_id, **opts)
dry_run = self.dry_run or dry_run
# Set up agents on nodes # Set up agents on nodes
with utils.timer('Simulation {} trial {}'.format(self.name, trial_id)): with utils.timer('Simulation {} trial {}'.format(self.name, trial_id)):
env.run(until) env.run(until)
if self.dump and not self.dry_run: if self.dump and not dry_run:
with utils.timer('Dumping simulation {} trial {}'.format(self.name, trial_id)): with utils.timer('Dumping simulation {} trial {}'.format(self.name, trial_id)):
env.dump(formats = self.dump) env.dump(formats = self.dump)
if return_env:
return env return env
def run_trial_exceptions(self, *args, **kwargs): def run_trial_exceptions(self, *args, **kwargs):
''' '''
@ -211,22 +240,22 @@ class Simulation(NetworkSimulation):
def to_yaml(self): def to_yaml(self):
return yaml.dump(self.to_dict()) return yaml.dump(self.to_dict())
def dump_yaml(self, dir_path = None, file_name = None): def dump_yaml(self, outdir = None, file_name = None):
dir_path=dir_path or self.dir_path outdir = outdir or self.outdir
if not os.path.exists(dir_path): if not os.path.exists(outdir):
os.makedirs(dir_path) os.makedirs(outdir)
if not file_name: if not file_name:
file_name=os.path.join(dir_path, file_name=os.path.join(outdir,
'{}.dumped.yml'.format(self.name)) '{}.dumped.yml'.format(self.name))
with open(file_name, 'w') as f: with open(file_name, 'w') as f:
f.write(self.to_yaml()) f.write(self.to_yaml())
def dump_pickle(self, dir_path = None, pickle_name = None): def dump_pickle(self, outdir = None, pickle_name = None):
dir_path=dir_path or self.dir_path outdir = outdir or self.outdir
if not os.path.exists(dir_path): if not os.path.exists(outdir):
os.makedirs(dir_path) os.makedirs(outdir)
if not pickle_name: if not pickle_name:
pickle_name=os.path.join(dir_path, pickle_name=os.path.join(outdir,
'{}.simulation.pickle'.format(self.name)) '{}.simulation.pickle'.format(self.name))
with open(pickle_name, 'wb') as f: with open(pickle_name, 'wb') as f:
pickle.dump(self, f) pickle.dump(self, f)
@ -241,7 +270,7 @@ class Simulation(NetworkSimulation):
known_modules = []) known_modules = [])
state['environment_agents'] = agents.serialize_distribution(self.environment_agents, state['environment_agents'] = agents.serialize_distribution(self.environment_agents,
known_modules = []) known_modules = [])
state['environment_class']=utils.serialize(self.environment_class, state['environment_class'] = serialization.serialize(self.environment_class,
known_modules=['soil.environment'])[1] # func, name known_modules=['soil.environment'])[1] # func, name
if state['load_module'] is None: if state['load_module'] is None:
del state['load_module'] del state['load_module']
@ -250,19 +279,28 @@ class Simulation(NetworkSimulation):
def __setstate__(self, state): def __setstate__(self, state):
self.__dict__ = state self.__dict__ = state
self.load_module = getattr(self, 'load_module', None) self.load_module = getattr(self, 'load_module', None)
if self.outdir not in sys.path:
sys.path += [self.outdir, os.getcwd()]
if self.dir_path not in sys.path: if self.dir_path not in sys.path:
sys.path += [self.dir_path, os.getcwd()] sys.path += [self.dir_path, os.getcwd()]
self.topology = json_graph.node_link_graph(state['topology']) self.topology = json_graph.node_link_graph(state['topology'])
self.network_agents = agents.calculate_distribution(agents._convert_agent_types(self.network_agents)) self.network_agents = agents.calculate_distribution(agents._convert_agent_types(self.network_agents))
self.environment_agents = agents._convert_agent_types(self.environment_agents, self.environment_agents = agents._convert_agent_types(self.environment_agents,
known_modules=[self.load_module]) known_modules=[self.load_module])
self.environment_class = utils.deserialize(self.environment_class, self.environment_class = serialization.deserialize(self.environment_class,
known_modules=[self.load_module, 'soil.environment', ]) # func, name known_modules=[self.load_module, 'soil.environment', ]) # func, name
return state return state
def from_config(config): def all_from_config(config):
config = list(utils.load_config(config)) configs = list(serialization.load_config(config))
for config, _ in configs:
sim = Simulation(**config)
yield sim
def from_config(conf_or_path):
config = list(serialization.load_config(conf_or_path))
if len(config) > 1: if len(config) > 1:
raise AttributeError('Provide only one configuration') raise AttributeError('Provide only one configuration')
config = config[0][0] config = config[0][0]
@ -270,10 +308,10 @@ def from_config(config):
return sim return sim
def run_from_config(*configs, results_dir='soil_output', dump=None, timestamp=False, **kwargs): def run_from_config(*configs, outdir=None, dump=None, timestamp=False, **kwargs):
for config_def in configs: for config_def in configs:
# logger.info("Found {} config(s)".format(len(ls))) # logger.info("Found {} config(s)".format(len(ls)))
for config, _ in utils.load_config(config_def): for config, path in serialization.load_config(config_def):
name = config.get('name', 'unnamed') name = config.get('name', 'unnamed')
logger.info("Using config(s): {name}".format(name=name)) logger.info("Using config(s): {name}".format(name=name))
@ -282,9 +320,12 @@ def run_from_config(*configs, results_dir='soil_output', dump=None, timestamp=Fa
time.strftime("%Y-%m-%d_%H:%M:%S")) time.strftime("%Y-%m-%d_%H:%M:%S"))
else: else:
sim_folder = name sim_folder = name
dir_path = os.path.join(results_dir, sim_folder)
if dump is not None: if dump is not None:
config['dump'] = dump config['dump'] = dump
sim = Simulation(dir_path=dir_path, **config) dir_path = config.pop('dir_path', os.path.dirname(path))
logger.info('Dumping results to {} : {}'.format(sim.dir_path, sim.dump)) outdir = config.pop('outdir', outdir)
sim = Simulation(dir_path=dir_path,
outdir=outdir,
**config)
logger.info('Dumping results to {} : {}'.format(sim.outdir, sim.dump))
sim.run_simulation(**kwargs) sim.run_simulation(**kwargs)

View File

@ -1,72 +1,12 @@
import os
import ast
import sys
import yaml
import logging import logging
import importlib
import time import time
from glob import glob
from random import random
from copy import deepcopy
import networkx as nx
from contextlib import contextmanager from contextlib import contextmanager
logger = logging.getLogger('soil') logger = logging.getLogger('soil')
logger.setLevel(logging.INFO) logger.setLevel(logging.INFO)
def load_network(network_params, dir_path=None):
if network_params is None:
return nx.Graph()
path = network_params.get('path', None)
if path:
if dir_path and not os.path.isabs(path):
path = os.path.join(dir_path, path)
extension = os.path.splitext(path)[1][1:]
kwargs = {}
if extension == 'gexf':
kwargs['version'] = '1.2draft'
kwargs['node_type'] = int
try:
method = getattr(nx.readwrite, 'read_' + extension)
except AttributeError:
raise AttributeError('Unknown format')
return method(path, **kwargs)
net_args = network_params.copy()
net_gen = net_args.pop('generator')
if dir_path not in sys.path:
sys.path.append(dir_path)
method = deserializer(net_gen,
known_modules=['networkx.generators',])
return method(**net_args)
def load_file(infile):
with open(infile, 'r') as f:
return list(yaml.load_all(f))
def load_files(*patterns):
for pattern in patterns:
for i in glob(pattern):
for config in load_file(i):
yield config, os.path.abspath(i)
def load_config(config):
if isinstance(config, dict):
yield config, None
else:
yield from load_files(config)
@contextmanager @contextmanager
def timer(name='task', pre="", function=logger.info, to_object=None): def timer(name='task', pre="", function=logger.info, to_object=None):
start = time.time() start = time.time()
@ -80,83 +20,3 @@ def timer(name='task', pre="", function=logger.info, to_object=None):
if to_object: if to_object:
to_object.start = start to_object.start = start
to_object.end = end to_object.end = end
builtins = importlib.import_module('builtins')
def name(value, known_modules=[]):
'''Return a name that can be imported, to serialize/deserialize an object'''
if value is None:
return 'None'
if not isinstance(value, type): # Get the class name first
value = type(value)
tname = value.__name__
if hasattr(builtins, tname):
return tname
modname = value.__module__
if modname == '__main__':
return tname
if known_modules and modname in known_modules:
return tname
for kmod in known_modules:
if not kmod:
continue
module = importlib.import_module(kmod)
if hasattr(module, tname):
return tname
return '{}.{}'.format(modname, tname)
def serializer(type_):
if type_ != 'str' and hasattr(builtins, type_):
return repr
return lambda x: x
def serialize(v, known_modules=[]):
'''Get a text representation of an object.'''
tname = name(v, known_modules=known_modules)
func = serializer(tname)
return func(v), tname
def deserializer(type_, known_modules=[]):
if type(type_) != str: # Already deserialized
return type_
if type_ == 'str':
return lambda x='': x
if type_ == 'None':
return lambda x=None: None
if hasattr(builtins, type_): # Check if it's a builtin type
cls = getattr(builtins, type_)
return lambda x=None: ast.literal_eval(x) if x is not None else cls()
# Otherwise, see if we can find the module and the class
modules = known_modules or []
options = []
for mod in modules:
if mod:
options.append((mod, type_))
if '.' in type_: # Fully qualified module
module, type_ = type_.rsplit(".", 1)
options.append ((module, type_))
errors = []
for modname, tname in options:
try:
module = importlib.import_module(modname)
cls = getattr(module, tname)
return getattr(cls, 'deserialize', cls)
except (ModuleNotFoundError, AttributeError) as ex:
errors.append((modname, tname, ex))
raise Exception('Could not find type {}. Tried: {}'.format(type_, errors))
def deserialize(type_, value=None, **kwargs):
'''Get an object from a text representation'''
if not isinstance(type_, str):
return type_
des = deserializer(type_, **kwargs)
if value is None:
return des
return des(value)

View File

@ -180,7 +180,7 @@ class SocketHandler(tornado.websocket.WebSocketHandler):
with self.logging(self.simulation_name): with self.logging(self.simulation_name):
try: try:
config = dict(**self.config) config = dict(**self.config)
config['dir_path'] = os.path.join(self.application.dir_path, config['name']) config['outdir'] = os.path.join(self.application.outdir, config['name'])
config['dump'] = self.application.dump config['dump'] = self.application.dump
self.trials = yield self.nonblocking(config) self.trials = yield self.nonblocking(config)
@ -232,12 +232,12 @@ class ModularServer(tornado.web.Application):
settings = {'debug': True, settings = {'debug': True,
'template_path': ROOT + '/templates'} 'template_path': ROOT + '/templates'}
def __init__(self, dump=False, dir_path='output', name='SOIL', verbose=True, *args, **kwargs): def __init__(self, dump=False, outdir='output', name='SOIL', verbose=True, *args, **kwargs):
self.verbose = verbose self.verbose = verbose
self.name = name self.name = name
self.dump = dump self.dump = dump
self.dir_path = dir_path self.outdir = outdir
# Initializing the application itself: # Initializing the application itself:
super().__init__(self.handlers, **self.settings) super().__init__(self.handlers, **self.settings)

View File

@ -2,7 +2,7 @@ from unittest import TestCase
import os import os
from os.path import join from os.path import join
from soil import utils, simulation from soil import serialization, simulation
ROOT = os.path.abspath(os.path.dirname(__file__)) ROOT = os.path.abspath(os.path.dirname(__file__))
EXAMPLES = join(ROOT, '..', 'examples') EXAMPLES = join(ROOT, '..', 'examples')
@ -17,8 +17,7 @@ class TestExamples(TestCase):
def make_example_test(path, config): def make_example_test(path, config):
def wrapped(self): def wrapped(self):
root = os.getcwd() root = os.getcwd()
os.chdir(os.path.dirname(path)) for s in simulation.all_from_config(path):
s = simulation.from_config(config)
iterations = s.max_time * s.num_trials iterations = s.max_time * s.num_trials
if iterations > 1000: if iterations > 1000:
s.max_time = 100 s.max_time = 100
@ -36,12 +35,14 @@ def make_example_test(path, config):
assert env.now <= config['max_time'] # But not further than allowed assert env.now <= config['max_time'] # But not further than allowed
except KeyError: except KeyError:
pass pass
os.chdir(root)
return wrapped return wrapped
def add_example_tests(): def add_example_tests():
for config, path in utils.load_config(join(EXAMPLES, '**', '*.yml')): for config, path in serialization.load_files(
join(EXAMPLES, '*', '*.yml'),
join(EXAMPLES, '*.yml'),
):
p = make_example_test(path=path, config=config) p = make_example_test(path=path, config=config)
fname = os.path.basename(path) fname = os.path.basename(path)
p.__name__ = 'test_example_file_%s' % fname p.__name__ = 'test_example_file_%s' % fname

View File

@ -7,7 +7,8 @@ import networkx as nx
from functools import partial from functools import partial
from os.path import join from os.path import join
from soil import simulation, Environment, agents, utils, history from soil import (simulation, Environment, agents, serialization,
history, utils)
ROOT = os.path.abspath(os.path.dirname(__file__)) ROOT = os.path.abspath(os.path.dirname(__file__))
@ -32,7 +33,7 @@ class TestMain(TestCase):
'path': join(ROOT, 'test.gexf') 'path': join(ROOT, 'test.gexf')
} }
} }
G = utils.load_network(config['network_params']) G = serialization.load_network(config['network_params'])
assert G assert G
assert len(G) == 2 assert len(G) == 2
with self.assertRaises(AttributeError): with self.assertRaises(AttributeError):
@ -42,7 +43,7 @@ class TestMain(TestCase):
'path': join(ROOT, 'unknown.extension') 'path': join(ROOT, 'unknown.extension')
} }
} }
G = utils.load_network(config['network_params']) G = serialization.load_network(config['network_params'])
print(G) print(G)
def test_generate_barabasi(self): def test_generate_barabasi(self):
@ -57,10 +58,10 @@ class TestMain(TestCase):
} }
} }
with self.assertRaises(TypeError): with self.assertRaises(TypeError):
G = utils.load_network(config['network_params']) G = serialization.load_network(config['network_params'])
config['network_params']['n'] = 100 config['network_params']['n'] = 100
config['network_params']['m'] = 10 config['network_params']['m'] = 10
G = utils.load_network(config['network_params']) G = serialization.load_network(config['network_params'])
assert len(G) == 100 assert len(G) == 100
def test_empty_simulation(self): def test_empty_simulation(self):
@ -153,7 +154,7 @@ class TestMain(TestCase):
def test_torvalds_example(self): def test_torvalds_example(self):
"""A complete example from a documentation should work.""" """A complete example from a documentation should work."""
config = utils.load_file(join(EXAMPLES, 'torvalds.yml'))[0] config = serialization.load_file(join(EXAMPLES, 'torvalds.yml'))[0]
config['network_params']['path'] = join(EXAMPLES, config['network_params']['path'] = join(EXAMPLES,
config['network_params']['path']) config['network_params']['path'])
s = simulation.from_config(config) s = simulation.from_config(config)
@ -180,7 +181,7 @@ class TestMain(TestCase):
should be equivalent to the configuration file used should be equivalent to the configuration file used
""" """
with utils.timer('loading'): with utils.timer('loading'):
config = utils.load_file(join(EXAMPLES, 'complete.yml'))[0] config = serialization.load_file(join(EXAMPLES, 'complete.yml'))[0]
s = simulation.from_config(config) s = simulation.from_config(config)
s.dry_run = True s.dry_run = True
with utils.timer('serializing'): with utils.timer('serializing'):
@ -189,6 +190,7 @@ class TestMain(TestCase):
recovered = yaml.load(serial) recovered = yaml.load(serial)
with utils.timer('deleting'): with utils.timer('deleting'):
del recovered['topology'] del recovered['topology']
del recovered['outdir']
assert config == recovered assert config == recovered
def test_configuration_changes(self): def test_configuration_changes(self):
@ -196,13 +198,14 @@ class TestMain(TestCase):
The configuration should not change after running The configuration should not change after running
the simulation. the simulation.
""" """
config = utils.load_file(join(EXAMPLES, 'complete.yml'))[0] config = serialization.load_file(join(EXAMPLES, 'complete.yml'))[0]
s = simulation.from_config(config) s = simulation.from_config(config)
s.dry_run = True s.dry_run = True
for i in range(5): for i in range(5):
s.run_simulation(dry_run=True) s.run_simulation(dry_run=True)
nconfig = s.to_dict() nconfig = s.to_dict()
del nconfig['topology'] del nconfig['topology']
del nconfig['outdir']
assert config == nconfig assert config == nconfig
def test_row_conversion(self): def test_row_conversion(self):
@ -245,11 +248,11 @@ class TestMain(TestCase):
assert ('finish', 10, None) in values assert ('finish', 10, None) in values
def test_serialize_class(self): def test_serialize_class(self):
ser, name = utils.serialize(agents.BaseAgent) ser, name = serialization.serialize(agents.BaseAgent)
assert name == 'soil.agents.BaseAgent' assert name == 'soil.agents.BaseAgent'
assert ser == agents.BaseAgent assert ser == agents.BaseAgent
ser, name = utils.serialize(CustomAgent) ser, name = serialization.serialize(CustomAgent)
assert name == 'test_main.CustomAgent' assert name == 'test_main.CustomAgent'
assert ser == CustomAgent assert ser == CustomAgent
pickle.dumps(ser) pickle.dumps(ser)
@ -257,9 +260,9 @@ class TestMain(TestCase):
def test_serialize_builtin_types(self): def test_serialize_builtin_types(self):
for i in [1, None, True, False, {}, [], list(), dict()]: for i in [1, None, True, False, {}, [], list(), dict()]:
ser, name = utils.serialize(i) ser, name = serialization.serialize(i)
assert type(ser) == str assert type(ser) == str
des = utils.deserialize(name, ser) des = serialization.deserialize(name, ser)
assert i == des assert i == des
def test_serialize_agent_type(self): def test_serialize_agent_type(self):
@ -336,3 +339,10 @@ class TestMain(TestCase):
assert len(a3.subgraph(limit_neighbors=True)) == 1 assert len(a3.subgraph(limit_neighbors=True)) == 1
assert len(a3.subgraph(limit_neighbors=True, center=False)) == 0 assert len(a3.subgraph(limit_neighbors=True, center=False)) == 0
assert len(a3.subgraph(agent_type=agents.NetworkAgent)) == 3 assert len(a3.subgraph(agent_type=agents.NetworkAgent)) == 3
def test_templates(self):
'''Loading a template should result in several configs'''
configs = serialization.load_file(join(EXAMPLES, 'template.yml'))
assert len(configs) > 0