| # Licensed to the Apache Software Foundation (ASF) under one | |
| # or more contributor license agreements. See the NOTICE file | |
| # distributed with this work for additional information | |
| # regarding copyright ownership. The ASF licenses this file | |
| # to you under the Apache License, Version 2.0 (the | |
| # "License"); you may not use this file except in compliance | |
| # with the License. You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, | |
| # software distributed under the License is distributed on an | |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
| # KIND, either express or implied. See the License for the | |
| # specific language governing permissions and limitations | |
| # under the License. | |
| import inspect | |
| import pathlib | |
| import pytest | |
| from hamilton import ad_hoc_utils, driver, graph_types, node | |
| from hamilton.plugins import h_diskcache | |
| def _callable_to_node(callable) -> node.Node: | |
| return node.Node( | |
| name=callable.__name__, | |
| typ=inspect.signature(callable).return_annotation, | |
| callabl=callable, | |
| ) | |
| @pytest.fixture() | |
| def hook(tmp_path: pathlib.Path): | |
| return h_diskcache.DiskCacheAdapter(cache_path=str(tmp_path.resolve())) | |
| @pytest.fixture() | |
| def node_a(): | |
| """Default function implementation""" | |
| def A(external_input: int) -> int: | |
| return external_input % 7 | |
| return _callable_to_node(A) | |
| @pytest.fixture() | |
| def node_a_body(): | |
| """The function A() has modulo 5 instead of 7""" | |
| def A(external_input: int) -> int: | |
| return external_input % 5 | |
| return _callable_to_node(A) | |
| @pytest.fixture() | |
| def node_a_docstring(): | |
| """The function A() has a docstring""" | |
| def A(external_input: int) -> int: | |
| """This one has a docstring""" | |
| return external_input % 7 | |
| return _callable_to_node(A) | |
| def test_set_result(hook: h_diskcache.DiskCacheAdapter, node_a: node.Node): | |
| """Hook sets value and assert value in cache""" | |
| node_hash = graph_types.hash_source_code(node_a.callable, strip=True) | |
| node_kwargs = dict(external_input=7) | |
| cache_key = (node_hash, *node_kwargs.values()) | |
| result = 2 | |
| hook.cache_vars = [node_a.name] | |
| # used_nodes_hash would be set by run_to_execute() hook | |
| hook.used_nodes_hash[node_a.name] = node_hash | |
| hook.run_after_node_execution( | |
| node_name=node_a.name, | |
| node_kwargs=node_kwargs, | |
| result=result, | |
| ) | |
| # run_to_execute_node() hook would get cache | |
| assert hook.cache.get(key=cache_key) == result | |
| def test_get_result(hook: h_diskcache.DiskCacheAdapter, node_a: node.Node): | |
| """Hooks get value and assert cache hit""" | |
| node_hash = graph_types.hash_source_code(node_a.callable, strip=True) | |
| node_kwargs = dict(external_input=7) | |
| result = 2 | |
| cache_key = (node_hash, *node_kwargs.values()) | |
| hook.cache_vars = [node_a.name] | |
| # run_after_node_execution() would set cache | |
| hook.cache.set(key=cache_key, value=result) | |
| hook.cache.stats(enable=True, reset=True) | |
| hook.run_to_execute_node( | |
| node_name=node_a.name, | |
| node_kwargs=node_kwargs, | |
| node_callable=node_a.callable, | |
| ) | |
| # 1 hit, 0 miss | |
| assert hook.cache.stats() == (1, 0) | |
| def test_append_nodes_history( | |
| hook: h_diskcache.DiskCacheAdapter, | |
| node_a: node.Node, | |
| node_a_body: node.Node, | |
| ): | |
| """Assert the CacheHook.nodes_history is growing; | |
| doesn't check for commit to cache | |
| """ | |
| node_name = "A" | |
| node_kwargs = dict(external_input=7) | |
| hook.cache_vars = [node_a.name] | |
| # node version 1 | |
| hook.used_nodes_hash[node_name] = graph_types.hash_source_code(node_a.callable, strip=True) | |
| hook.run_to_execute_node( | |
| node_name=node_name, | |
| node_kwargs=node_kwargs, | |
| node_callable=node_a.callable, | |
| ) | |
| # check history | |
| assert len(hook.nodes_history.get(node_name, [])) == 1 | |
| # node version 2 | |
| hook.used_nodes_hash[node_name] = graph_types.hash_source_code(node_a_body.callable, strip=True) | |
| hook.run_to_execute_node( | |
| node_name=node_name, | |
| node_kwargs=node_kwargs, | |
| node_callable=node_a_body.callable, | |
| ) | |
| assert len(hook.nodes_history.get(node_name, [])) == 2 | |
| def test_commit_nodes_history(hook: h_diskcache.DiskCacheAdapter): | |
| """Commit node history to cache""" | |
| hook.nodes_history = dict(A=["hash_1", "hash_2"]) | |
| hook.run_after_graph_execution() | |
| assert hook.cache.get(h_diskcache.DiskCacheAdapter.nodes_history_key) == hook.nodes_history | |
| def test_evict_all_except( | |
| hook: h_diskcache.DiskCacheAdapter, | |
| node_a: node.Node, | |
| node_a_body: node.Node, | |
| ): | |
| """Check utility function to evict all except passed nodes""" | |
| node_a_hash = graph_types.hash_source_code(node_a.callable, strip=True) | |
| node_a_body_hash = graph_types.hash_source_code(node_a_body.callable, strip=True) | |
| hook.cache[h_diskcache.DiskCacheAdapter.nodes_history_key] = dict( | |
| A=[node_a_hash, node_a_body_hash] | |
| ) | |
| eviction_counter = h_diskcache.evict_all_except(nodes_to_keep=dict(A=node_a), cache=hook.cache) | |
| assert eviction_counter == 1 | |
| assert hook.cache[h_diskcache.DiskCacheAdapter.nodes_history_key] == dict(A=[node_a_hash]) | |
| def test_evict_from_driver( | |
| hook: h_diskcache.DiskCacheAdapter, | |
| node_a: node.Node, | |
| node_a_body: node.Node, | |
| ): | |
| """Check utility function to evict all except driver""" | |
| node_a_hash = graph_types.hash_source_code(node_a.callable, strip=True) | |
| node_a_body_hash = graph_types.hash_source_code(node_a_body.callable, strip=True) | |
| hook.cache[h_diskcache.DiskCacheAdapter.nodes_history_key] = dict( | |
| A=[node_a_hash, node_a_body_hash] | |
| ) | |
| module = ad_hoc_utils.create_temporary_module(node_a.callable) | |
| dr = driver.Builder().with_modules(module).with_adapters(hook).build() | |
| output = h_diskcache.evict_all_except_driver(dr) | |
| assert output["eviction_counter"] == 1 | |
| assert hook.cache[h_diskcache.DiskCacheAdapter.nodes_history_key] == dict(A=[node_a_hash]) |