| 
 | 1 | +import hypothesis.extra.numpy as npst  | 
 | 2 | +import hypothesis.strategies as st  | 
 | 3 | +import pytest  | 
 | 4 | +from hypothesis import assume, note  | 
 | 5 | +from hypothesis.stateful import (  | 
 | 6 | +    RuleBasedStateMachine,  | 
 | 7 | +    Settings,  | 
 | 8 | +    initialize,  | 
 | 9 | +    invariant,  | 
 | 10 | +    precondition,  | 
 | 11 | +    rule,  | 
 | 12 | +    run_state_machine_as_test,  | 
 | 13 | +)  | 
 | 14 | + | 
 | 15 | +import zarr  | 
 | 16 | +from zarr import Array  | 
 | 17 | +from zarr.abc.store import Store  | 
 | 18 | +from zarr.core.sync import SyncMixin  | 
 | 19 | +from zarr.store import MemoryStore, ZipStore  | 
 | 20 | +from zarr.testing.strategies import node_names, np_array_and_chunks, numpy_arrays  | 
 | 21 | + | 
 | 22 | + | 
 | 23 | +def split_prefix_name(path):  | 
 | 24 | +    split = path.rsplit("/", maxsplit=1)  | 
 | 25 | +    if len(split) > 1:  | 
 | 26 | +        prefix, name = split  | 
 | 27 | +    else:  | 
 | 28 | +        prefix = ""  | 
 | 29 | +        (name,) = split  | 
 | 30 | +    return prefix, name  | 
 | 31 | + | 
 | 32 | + | 
 | 33 | +class ZarrHierarchyStateMachine(SyncMixin, RuleBasedStateMachine):  | 
 | 34 | +    """  | 
 | 35 | +    This state machine models operations that modify a zarr store's  | 
 | 36 | +    hierarchy. That is, user actions that modify arrays/groups as well  | 
 | 37 | +    as list operations. It is intended to be used by external stores, and  | 
 | 38 | +    compares their results to a MemoryStore that is assumed to be perfect.  | 
 | 39 | +    """  | 
 | 40 | + | 
 | 41 | +    def __init__(self, store) -> None:  | 
 | 42 | +        super().__init__()  | 
 | 43 | + | 
 | 44 | +        self.store = store  | 
 | 45 | + | 
 | 46 | +        self.model = MemoryStore(mode="w")  | 
 | 47 | +        zarr.group(store=self.model)  | 
 | 48 | + | 
 | 49 | +        # Track state of the hierarchy, these should contain fully qualified paths  | 
 | 50 | +        self.all_groups = set()  | 
 | 51 | +        self.all_arrays = set()  | 
 | 52 | + | 
 | 53 | +    @initialize()  | 
 | 54 | +    def init_store(self):  | 
 | 55 | +        # This lets us reuse the fixture provided store.  | 
 | 56 | +        self._sync(self.store.clear())  | 
 | 57 | +        zarr.group(store=self.store)  | 
 | 58 | + | 
 | 59 | +    def can_add(self, path):  | 
 | 60 | +        return path not in self.all_groups and path not in self.all_arrays  | 
 | 61 | + | 
 | 62 | +    # -------------------- store operations -----------------------  | 
 | 63 | +    @rule(name=node_names, data=st.data())  | 
 | 64 | +    def add_group(self, name, data):  | 
 | 65 | +        if self.all_groups:  | 
 | 66 | +            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")  | 
 | 67 | +        else:  | 
 | 68 | +            parent = ""  | 
 | 69 | +        path = f"{parent}/{name}".lstrip("/")  | 
 | 70 | +        assume(self.can_add(path))  | 
 | 71 | +        note(f"Adding group: path='{path}'")  | 
 | 72 | +        self.all_groups.add(path)  | 
 | 73 | +        zarr.group(store=self.store, path=path)  | 
 | 74 | +        zarr.group(store=self.model, path=path)  | 
 | 75 | + | 
 | 76 | +    @rule(  | 
 | 77 | +        data=st.data(),  | 
 | 78 | +        name=node_names,  | 
 | 79 | +        array_and_chunks=np_array_and_chunks(arrays=numpy_arrays(zarr_formats=st.just(3))),  | 
 | 80 | +    )  | 
 | 81 | +    def add_array(self, data, name, array_and_chunks):  | 
 | 82 | +        array, chunks = array_and_chunks  | 
 | 83 | +        fill_value = data.draw(npst.from_dtype(array.dtype))  | 
 | 84 | +        if self.all_groups:  | 
 | 85 | +            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Array parent")  | 
 | 86 | +        else:  | 
 | 87 | +            parent = ""  | 
 | 88 | +        path = f"{parent}/{name}".lstrip("/")  | 
 | 89 | +        assume(self.can_add(path))  | 
 | 90 | +        note(f"Adding array:  path='{path}'  shape={array.shape}  chunks={chunks}")  | 
 | 91 | +        for store in [self.store, self.model]:  | 
 | 92 | +            zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)  | 
 | 93 | +        self.all_arrays.add(path)  | 
 | 94 | + | 
 | 95 | +    # @precondition(lambda self: bool(self.all_groups))  | 
 | 96 | +    # @precondition(lambda self: bool(self.all_arrays))  | 
 | 97 | +    # @rule(data=st.data())  | 
 | 98 | +    # def move_array(self, data):  | 
 | 99 | +    #     array_path = data.draw(st.sampled_from(self.all_arrays), label="Array move source")  | 
 | 100 | +    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Array move destination")  | 
 | 101 | + | 
 | 102 | +    #     # fixme renaiming to self?  | 
 | 103 | +    #     array_name = os.path.basename(array_path)  | 
 | 104 | +    #     assume(self.model.can_add(to_group, array_name))  | 
 | 105 | +    #     new_path = f"{to_group}/{array_name}".lstrip("/")  | 
 | 106 | +    #     note(f"moving array '{array_path}' -> '{new_path}'")  | 
 | 107 | +    #     self.model.rename(array_path, new_path)  | 
 | 108 | +    #     self.repo.store.rename(array_path, new_path)  | 
 | 109 | + | 
 | 110 | +    # @precondition(lambda self: len(self.all_groups) >= 2)  | 
 | 111 | +    # @rule(data=st.data())  | 
 | 112 | +    # def move_group(self, data):  | 
 | 113 | +    #     from_group = data.draw(st.sampled_from(self.all_groups), label="Group move source")  | 
 | 114 | +    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Group move destination")  | 
 | 115 | +    #     assume(not to_group.startswith(from_group))  | 
 | 116 | + | 
 | 117 | +    #     from_group_name = os.path.basename(from_group)  | 
 | 118 | +    #     assume(self.model.can_add(to_group, from_group_name))  | 
 | 119 | +    #     # fixme renaiming to self?  | 
 | 120 | +    #     new_path = f"{to_group}/{from_group_name}".lstrip("/")  | 
 | 121 | +    #     note(f"moving group '{from_group}' -> '{new_path}'")  | 
 | 122 | +    #     self.model.rename(from_group, new_path)  | 
 | 123 | +    #     self.repo.store.rename(from_group, new_path)  | 
 | 124 | + | 
 | 125 | +    @precondition(lambda self: len(self.all_arrays) >= 1)  | 
 | 126 | +    @rule(data=st.data())  | 
 | 127 | +    def delete_array_using_del(self, data):  | 
 | 128 | +        array_path = data.draw(  | 
 | 129 | +            st.sampled_from(sorted(self.all_arrays)), label="Array deletion target"  | 
 | 130 | +        )  | 
 | 131 | +        prefix, array_name = split_prefix_name(array_path)  | 
 | 132 | +        note(f"Deleting array '{array_path}' ({prefix=!r}, {array_name=!r}) using del")  | 
 | 133 | +        for store in [self.model, self.store]:  | 
 | 134 | +            group = zarr.open_group(path=prefix, store=store)  | 
 | 135 | +            group[array_name]  # check that it exists  | 
 | 136 | +            del group[array_name]  | 
 | 137 | +        self.all_arrays.remove(array_path)  | 
 | 138 | + | 
 | 139 | +    @precondition(lambda self: len(self.all_groups) >= 2)  # fixme don't delete root  | 
 | 140 | +    @rule(data=st.data())  | 
 | 141 | +    def delete_group_using_del(self, data):  | 
 | 142 | +        group_path = data.draw(  | 
 | 143 | +            st.sampled_from(sorted(self.all_groups)), label="Group deletion target"  | 
 | 144 | +        )  | 
 | 145 | +        prefix, group_name = split_prefix_name(group_path)  | 
 | 146 | +        note(f"Deleting group '{group_path}', {prefix=!r}, {group_name=!r} using delete")  | 
 | 147 | +        for _, obj in zarr.open_group(store=self.model, path=group_path).members():  | 
 | 148 | +            if isinstance(obj, Array):  | 
 | 149 | +                self.all_arrays.remove(obj.path)  | 
 | 150 | +            else:  | 
 | 151 | +                self.all_groups.remove(obj.path)  | 
 | 152 | +        for store in [self.store, self.model]:  | 
 | 153 | +            group = zarr.open_group(store=store, path=prefix)  | 
 | 154 | +            group[group_name]  # check that it exists  | 
 | 155 | +            del group[group_name]  | 
 | 156 | +        if group_path != "/":  | 
 | 157 | +            # The root group is always present  | 
 | 158 | +            self.all_groups.remove(group_path)  | 
 | 159 | + | 
 | 160 | +    # # --------------- assertions -----------------  | 
 | 161 | +    # def check_group_arrays(self, group):  | 
 | 162 | +    #     # note(f"Checking arrays of '{group}'")  | 
 | 163 | +    #     g1 = self.model.get_group(group)  | 
 | 164 | +    #     g2 = zarr.open_group(path=group, mode="r", store=self.repo.store)  | 
 | 165 | +    #     model_arrays = sorted(g1.arrays(), key=itemgetter(0))  | 
 | 166 | +    #     our_arrays = sorted(g2.arrays(), key=itemgetter(0))  | 
 | 167 | +    #     for (n1, a1), (n2, a2) in zip_longest(model_arrays, our_arrays):  | 
 | 168 | +    #         assert n1 == n2  | 
 | 169 | +    #         assert_array_equal(a1, a2)  | 
 | 170 | + | 
 | 171 | +    # def check_subgroups(self, group_path):  | 
 | 172 | +    #     g1 = self.model.get_group(group_path)  | 
 | 173 | +    #     g2 = zarr.open_group(path=group_path, mode="r", store=self.repo.store)  | 
 | 174 | +    #     g1_children = [name for (name, _) in g1.groups()]  | 
 | 175 | +    #     g2_children = [name for (name, _) in g2.groups()]  | 
 | 176 | +    #     # note(f"Checking {len(g1_children)} subgroups of group '{group_path}'")  | 
 | 177 | +    #     assert g1_children == g2_children  | 
 | 178 | + | 
 | 179 | +    # def check_list_prefix_from_group(self, group):  | 
 | 180 | +    #     prefix = f"meta/root/{group}"  | 
 | 181 | +    #     model_list = sorted(self.model.list_prefix(prefix))  | 
 | 182 | +    #     al_list = sorted(self.repo.store.list_prefix(prefix))  | 
 | 183 | +    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")  | 
 | 184 | +    #     assert model_list == al_list  | 
 | 185 | + | 
 | 186 | +    #     prefix = f"data/root/{group}"  | 
 | 187 | +    #     model_list = sorted(self.model.list_prefix(prefix))  | 
 | 188 | +    #     al_list = sorted(self.repo.store.list_prefix(prefix))  | 
 | 189 | +    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")  | 
 | 190 | +    #     assert model_list == al_list  | 
 | 191 | + | 
 | 192 | +    # @precondition(lambda self: self.model.is_persistent_session())  | 
 | 193 | +    # @rule(data=st.data())  | 
 | 194 | +    # def check_group_path(self, data):  | 
 | 195 | +    #     t0 = time.time()  | 
 | 196 | +    #     group = data.draw(st.sampled_from(self.all_groups))  | 
 | 197 | +    #     self.check_list_prefix_from_group(group)  | 
 | 198 | +    #     self.check_subgroups(group)  | 
 | 199 | +    #     self.check_group_arrays(group)  | 
 | 200 | +    #     t1 = time.time()  | 
 | 201 | +    #     note(f"Checks took {t1 - t0} sec.")  | 
 | 202 | + | 
 | 203 | +    @invariant()  | 
 | 204 | +    def check_list_prefix_from_root(self):  | 
 | 205 | +        model_list = self._sync_iter(self.model.list_prefix(""))  | 
 | 206 | +        store_list = self._sync_iter(self.store.list_prefix(""))  | 
 | 207 | +        note(f"Checking {len(model_list)} keys")  | 
 | 208 | +        assert sorted(model_list) == sorted(store_list)  | 
 | 209 | + | 
 | 210 | + | 
 | 211 | +def test_zarr_hierarchy(sync_store: Store):  | 
 | 212 | +    def mk_test_instance_sync() -> ZarrHierarchyStateMachine:  | 
 | 213 | +        return ZarrHierarchyStateMachine(sync_store)  | 
 | 214 | + | 
 | 215 | +    if isinstance(sync_store, ZipStore):  | 
 | 216 | +        pytest.skip(reason="ZipStore does not support delete")  | 
 | 217 | +    if isinstance(sync_store, MemoryStore):  | 
 | 218 | +        run_state_machine_as_test(  | 
 | 219 | +            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)  | 
 | 220 | +        )  | 
0 commit comments