Progress on block test gen

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Alex Stokes 2021-08-20 13:57:26 -06:00
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@ -1,34 +1,240 @@
import itertools
from random import Random
from typing import Callable
from tests.core.pyspec.eth2spec.test.context import default_activation_threshold
from eth2spec.test.helpers.multi_operations import (
build_random_block_from_state,
)
from eth2spec.test.helpers.state import (
next_epoch,
next_slot,
ensure_state_has_validators_across_lifecycle,
state_transition_and_sign_block,
)
from eth2spec.test.helpers.random import (
randomize_state,
)
from eth2spec.test.context import (
with_all_phases,
spec_state_test,
always_bls,
spec_test,
with_custom_state,
default_activation_threshold,
single_phase,
misc_balances,
)
# primitives
## epochs
def _epochs_until_leak(spec):
return spec.MIN_EPOCHS_TO_INACTIVITY_PENALTY
def _epochs_for_shard_committee_period(spec):
return spec.config.SHARD_COMMITTEE_PERIOD
## slots
def _last_slot_in_epoch(spec):
return spec.SLOTS_PER_EPOCH - 1
def _random_slot_in_epoch(rng):
def f(spec):
return rng.randrange(1, spec.SLOTS_PER_EPOCH - 2)
return f
def _penultimate_slot_in_epoch(spec):
return spec.SLOTS_PER_EPOCH - 2
## blocks
def _no_block(_spec, _pre_state, _signed_blocks):
return None
def _random_block_for_next_slot(spec, pre_state, _signed_blocks):
return build_random_block_from_state(spec, pre_state)
## validations
def _no_op_validation(spec, state):
return True
def _validate_is_leaking(spec, state):
return spec.is_in_inactivity_leak(state)
# transitions
def _no_op_transition():
return {}
def _epoch_transition(n=0):
return {
"epochs_to_skip": n,
}
def _slot_transition(n=0):
return {
"slots_to_skip": n,
}
def _transition_to_leaking():
return {
"epochs_to_skip": _epochs_until_leak,
"validation": _validate_is_leaking,
}
## block transitions
def _transition_with_random_block(epochs=None, slots=None):
"""
Build a block transition with randomized data.
Provide optional sub-transitions to advance some
number of epochs or slots before applying the random block.
"""
transition = {
"block_producer": _random_block_for_next_slot,
}
if epochs:
transition.update(epochs)
if slots:
transition.update(slots)
return transition
# setup and test gen
def _randomized_scenario_setup():
"""
Return a sequence of pairs of ("mutator", "validator"),
a function that accepts (spec, state) arguments and performs some change
and a function that accepts (spec, state) arguments and validates some change was made.
"""
def _skip_epochs(epoch_producer):
def f(spec, state):
"""
The unoptimized spec implementation is too slow to advance via ``next_epoch``.
Instead, just overwrite the ``state.slot`` and continue...
"""
epochs_to_skip = epoch_producer(spec)
slots_to_skip = epochs_to_skip * spec.SLOTS_PER_EPOCH
state.slot += slots_to_skip
return f
return (
# NOTE: the block randomization function assumes at least 1 shard committee period
# so advance the state before doing anything else.
(_skip_epochs(_epochs_for_shard_committee_period), _no_op_validation),
(randomize_state, ensure_state_has_validators_across_lifecycle),
)
def generate_randomized_scenarios():
# TODO: WIP schema
return {
# ("randomize_state", "ensure all validator states present: pending/deposited, activated, exited, slashed"),
# ("randomized balances", "ensure distribution of bals"),
# ("transition to leak if not already, maybe", "assert is or is not leaking"),
"setup": [],
"epochs_to_skip": 0, # 0, 1, 2, N, EPOCHS_TO_INACTIVITY_LEAK,
"slots_to_skip": 0, # 0, 1, 2, N, SLOTS_PER_EPOCH - 1,
"transitions": [ # TODO: consider large numbers of blocks, load on generated data
{
"block_producer": lambda spec, state: spec.SignedBeaconBlock(),
"epochs_to_skip": 0, # 0, 1, 2, N, EPOCHS_TO_INACTIVITY_LEAK,
"slots_to_skip": 0, # 0, 1, 2, N, SLOTS_PER_EPOCH - 1,
}
],
}
def _normalize_transition(transition):
"""
Provide "empty" or "no op" sub-transitions
to a given transition.
"""
if isinstance(transition, Callable):
transition = transition()
if "epochs_to_skip" not in transition:
transition["epochs_to_skip"] = 0
if "slots_to_skip" not in transition:
transition["slots_to_skip"] = 0
if "block_producer" not in transition:
transition["block_producer"] = _no_block
if "validation" not in transition:
transition["validation"] = _no_op_validation
return transition
def id_from_scenario(test_description):
return '-'.join(':'.join((str(k),str(v))) for k,v in test_description.items())
def _normalize_scenarios(scenarios):
"""
"Normalize" a "scenario" so that a producer of a test case
does not need to provide every expected key/value.
"""
for scenario in scenarios:
if "setup" not in scenario:
scenario["setup"] = _randomized_scenario_setup()
transitions = scenario["transitions"]
for i, transition in enumerate(transitions):
transitions[i] = _normalize_transition(transition)
def _generate_randomized_scenarios():
"""
Generates a set of randomized testing scenarios.
Return a sequence of "scenarios" where each scenario:
1. Provides some setup
2. Provides a sequence of transitions that mutate the state in some way,
possibly yielding blocks along the way
NOTE: scenarios are "normalized" with empty/no-op elements before returning
to the test generation to facilitate brevity when writing scenarios by hand.
NOTE: the main block driver builds a block for the **next** slot, so
the slot transitions are offset by -1 to target certain boundaries.
"""
rng = Random(1336)
leak_transitions = (_no_op_transition, _transition_to_leaking)
# go forward 0 or 1 epochs
epochs_set = (_epoch_transition(n=0), _epoch_transition(n=1))
# within those epochs, go forward to:
slots_set = (
# the first slot in an epoch (see note in docstring about offsets...)
_slot_transition(_last_slot_in_epoch),
# the second slot in an epoch
_slot_transition(n=0),
# some random number of slots, but not at epoch boundaries
_slot_transition(_random_slot_in_epoch(rng)),
# the last slot in an epoch (see note in docstring about offsets...)
_slot_transition(_penultimate_slot_in_epoch),
)
# build a set of block transitions from combinations of sub-transitions
block_transitions = list(
_transition_with_random_block(epochs=epochs, slots=slots)
for epochs, slots in itertools.product(epochs_set, slots_set)
)
# and preface each block transition with the possible leak transitions
# (... either no leak or transition to a leak before applying the block transition)
scenarios = [
{"transitions": list(t)}
for t in itertools.product(leak_transitions, block_transitions)
]
_normalize_scenarios(scenarios)
return scenarios
def _id_from_scenario(test_description):
"""
Construct a test name for ``pytest`` infra.
"""
def _to_id_part(prefix, x):
suffix = str(x)
if isinstance(x, Callable):
suffix = x.__name__
return f"{prefix}{suffix}"
def _id_from_transition(transition):
return ",".join((
_to_id_part("epochs:", transition["epochs_to_skip"]),
_to_id_part("slots:", transition["slots_to_skip"]),
_to_id_part("with-block:", transition["block_producer"])
))
return "|".join(map(_id_from_transition, test_description["transitions"]))
def pytest_generate_tests(metafunc):
@ -36,8 +242,8 @@ def pytest_generate_tests(metafunc):
Pytest hook to generate test cases from dynamically computed data
"""
generated_name = "test_description"
generated_values = generate_randomized_scenarios()
metafunc.parametrize(generated_name, generated_values, ids=id_from_scenario, scope="module")
generated_values = _generate_randomized_scenarios()
metafunc.parametrize(generated_name, generated_values, ids=_id_from_scenario, scope="module")
def pytest_generate_tests_adapter(f):
@ -51,17 +257,47 @@ def pytest_generate_tests_adapter(f):
return wrapper
def _iter_temporal(spec, callable_or_int):
"""
Intended to advance some number of {epochs, slots}.
Caller can provide a constant integer or a callable deriving a number from
the ``spec`` under consideration.
"""
numeric = callable_or_int
if isinstance(callable_or_int, Callable):
numeric = callable_or_int(spec)
for i in range(numeric):
yield i
@pytest_generate_tests_adapter
@with_all_phases
@spec_state_test
@with_custom_state(balances_fn=misc_balances, threshold_fn=default_activation_threshold)
@spec_test
@single_phase
@always_bls
def test_harness_for_randomized_blocks(spec, state, test_description):
for mutation, validation in test_description["setup"]:
mutation(spec, state)
validation(spec, state)
for _ in range(len(test_description["epochs_to_skip"])):
next_epoch(spec, state)
for _ in range(len(test_description["slots_to_skip"])):
next_slot(spec, state)
yield "pre", state
blocks = []
for transition in test_description["transitions"]:
# TODO apply transition
pass
epochs_to_skip = _iter_temporal(spec, transition["epochs_to_skip"])
for _ in epochs_to_skip:
next_epoch(spec, state)
slots_to_skip = _iter_temporal(spec, transition["slots_to_skip"])
for _ in slots_to_skip:
next_slot(spec, state)
block = transition["block_producer"](spec, state, blocks)
if block:
signed_block = state_transition_and_sign_block(spec, state, block)
blocks.append(signed_block)
assert transition["validation"](spec, state)
yield "blocks", blocks
yield "post", state