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Stateful tests for array/group manipulation (#2189)
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* Stateful tests for array/group manipulation

Port over some stateful tests from [Arraylake](https://docs.earthmover.io/).

Co-authored-by: Sebastián Galkin <[email protected]>

* add TODOs

---------

Co-authored-by: Sebastián Galkin <[email protected]>
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dcherian and paraseba authored Nov 11, 2024
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223 changes: 223 additions & 0 deletions tests/test_store/test_stateful_hierarchy.py
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import hypothesis.extra.numpy as npst
import hypothesis.strategies as st
import pytest
from hypothesis import assume, note
from hypothesis.stateful import (
RuleBasedStateMachine,
Settings,
initialize,
invariant,
precondition,
rule,
run_state_machine_as_test,
)

import zarr
from zarr import Array
from zarr.abc.store import Store
from zarr.core.sync import SyncMixin
from zarr.storage import MemoryStore, ZipStore
from zarr.testing.strategies import node_names, np_array_and_chunks, numpy_arrays


def split_prefix_name(path):
split = path.rsplit("/", maxsplit=1)
if len(split) > 1:
prefix, name = split
else:
prefix = ""
(name,) = split
return prefix, name


class ZarrHierarchyStateMachine(SyncMixin, RuleBasedStateMachine):
"""
This state machine models operations that modify a zarr store's
hierarchy. That is, user actions that modify arrays/groups as well
as list operations. It is intended to be used by external stores, and
compares their results to a MemoryStore that is assumed to be perfect.
"""

def __init__(self, store) -> None:
super().__init__()

self.store = store

self.model = MemoryStore(mode="w")
zarr.group(store=self.model)

# Track state of the hierarchy, these should contain fully qualified paths
self.all_groups = set()
self.all_arrays = set()

@initialize()
def init_store(self):
# This lets us reuse the fixture provided store.
self._sync(self.store.clear())
zarr.group(store=self.store)

def can_add(self, path):
return path not in self.all_groups and path not in self.all_arrays

# -------------------- store operations -----------------------
@rule(name=node_names, data=st.data())
def add_group(self, name, data):
if self.all_groups:
parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")
else:
parent = ""
path = f"{parent}/{name}".lstrip("/")
assume(self.can_add(path))
note(f"Adding group: path='{path}'")
self.all_groups.add(path)
zarr.group(store=self.store, path=path)
zarr.group(store=self.model, path=path)

@rule(
data=st.data(),
name=node_names,
array_and_chunks=np_array_and_chunks(arrays=numpy_arrays(zarr_formats=st.just(3))),
)
def add_array(self, data, name, array_and_chunks):
array, chunks = array_and_chunks
fill_value = data.draw(npst.from_dtype(array.dtype))
if self.all_groups:
parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Array parent")
else:
parent = ""
# TODO: support creating deeper paths
# TODO: support overwriting potentially by just skipping `self.can_add`
path = f"{parent}/{name}".lstrip("/")
assume(self.can_add(path))
note(f"Adding array: path='{path}' shape={array.shape} chunks={chunks}")
for store in [self.store, self.model]:
zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)
self.all_arrays.add(path)

# @precondition(lambda self: bool(self.all_groups))
# @precondition(lambda self: bool(self.all_arrays))
# @rule(data=st.data())
# def move_array(self, data):
# array_path = data.draw(st.sampled_from(self.all_arrays), label="Array move source")
# to_group = data.draw(st.sampled_from(self.all_groups), label="Array move destination")

# # fixme renaiming to self?
# array_name = os.path.basename(array_path)
# assume(self.model.can_add(to_group, array_name))
# new_path = f"{to_group}/{array_name}".lstrip("/")
# note(f"moving array '{array_path}' -> '{new_path}'")
# self.model.rename(array_path, new_path)
# self.repo.store.rename(array_path, new_path)

# @precondition(lambda self: len(self.all_groups) >= 2)
# @rule(data=st.data())
# def move_group(self, data):
# from_group = data.draw(st.sampled_from(self.all_groups), label="Group move source")
# to_group = data.draw(st.sampled_from(self.all_groups), label="Group move destination")
# assume(not to_group.startswith(from_group))

# from_group_name = os.path.basename(from_group)
# assume(self.model.can_add(to_group, from_group_name))
# # fixme renaiming to self?
# new_path = f"{to_group}/{from_group_name}".lstrip("/")
# note(f"moving group '{from_group}' -> '{new_path}'")
# self.model.rename(from_group, new_path)
# self.repo.store.rename(from_group, new_path)

@precondition(lambda self: len(self.all_arrays) >= 1)
@rule(data=st.data())
def delete_array_using_del(self, data):
array_path = data.draw(
st.sampled_from(sorted(self.all_arrays)), label="Array deletion target"
)
prefix, array_name = split_prefix_name(array_path)
note(f"Deleting array '{array_path}' ({prefix=!r}, {array_name=!r}) using del")
for store in [self.model, self.store]:
group = zarr.open_group(path=prefix, store=store)
group[array_name] # check that it exists
del group[array_name]
self.all_arrays.remove(array_path)

@precondition(lambda self: len(self.all_groups) >= 2) # fixme don't delete root
@rule(data=st.data())
def delete_group_using_del(self, data):
group_path = data.draw(
st.sampled_from(sorted(self.all_groups)), label="Group deletion target"
)
prefix, group_name = split_prefix_name(group_path)
note(f"Deleting group '{group_path=!r}', {prefix=!r}, {group_name=!r} using delete")
members = zarr.open_group(store=self.model, path=group_path).members(max_depth=None)
for _, obj in members:
if isinstance(obj, Array):
self.all_arrays.remove(obj.path)
else:
self.all_groups.remove(obj.path)
for store in [self.store, self.model]:
group = zarr.open_group(store=store, path=prefix)
group[group_name] # check that it exists
del group[group_name]
if group_path != "/":
# The root group is always present
self.all_groups.remove(group_path)

# # --------------- assertions -----------------
# def check_group_arrays(self, group):
# # note(f"Checking arrays of '{group}'")
# g1 = self.model.get_group(group)
# g2 = zarr.open_group(path=group, mode="r", store=self.repo.store)
# model_arrays = sorted(g1.arrays(), key=itemgetter(0))
# our_arrays = sorted(g2.arrays(), key=itemgetter(0))
# for (n1, a1), (n2, a2) in zip_longest(model_arrays, our_arrays):
# assert n1 == n2
# assert_array_equal(a1, a2)

# def check_subgroups(self, group_path):
# g1 = self.model.get_group(group_path)
# g2 = zarr.open_group(path=group_path, mode="r", store=self.repo.store)
# g1_children = [name for (name, _) in g1.groups()]
# g2_children = [name for (name, _) in g2.groups()]
# # note(f"Checking {len(g1_children)} subgroups of group '{group_path}'")
# assert g1_children == g2_children

# def check_list_prefix_from_group(self, group):
# prefix = f"meta/root/{group}"
# model_list = sorted(self.model.list_prefix(prefix))
# al_list = sorted(self.repo.store.list_prefix(prefix))
# # note(f"Checking {len(model_list)} keys under '{prefix}'")
# assert model_list == al_list

# prefix = f"data/root/{group}"
# model_list = sorted(self.model.list_prefix(prefix))
# al_list = sorted(self.repo.store.list_prefix(prefix))
# # note(f"Checking {len(model_list)} keys under '{prefix}'")
# assert model_list == al_list

# @precondition(lambda self: self.model.is_persistent_session())
# @rule(data=st.data())
# def check_group_path(self, data):
# t0 = time.time()
# group = data.draw(st.sampled_from(self.all_groups))
# self.check_list_prefix_from_group(group)
# self.check_subgroups(group)
# self.check_group_arrays(group)
# t1 = time.time()
# note(f"Checks took {t1 - t0} sec.")

@invariant()
def check_list_prefix_from_root(self):
model_list = self._sync_iter(self.model.list_prefix(""))
store_list = self._sync_iter(self.store.list_prefix(""))
note(f"Checking {len(model_list)} keys")
assert sorted(model_list) == sorted(store_list)


def test_zarr_hierarchy(sync_store: Store):
def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
return ZarrHierarchyStateMachine(sync_store)

if isinstance(sync_store, ZipStore):
pytest.skip(reason="ZipStore does not support delete")
if isinstance(sync_store, MemoryStore):
run_state_machine_as_test(
mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)
)

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