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| 1 | +# Copyright 2024 Marimo. All rights reserved. |
| 2 | +from __future__ import annotations |
| 3 | + |
| 4 | +from dataclasses import dataclass |
| 5 | +from functools import partial |
| 6 | +from typing import TYPE_CHECKING, Optional, Union |
| 7 | + |
| 8 | +import pytest |
| 9 | + |
| 10 | +from marimo._ast import compiler |
| 11 | +from marimo._dependencies.dependencies import DependencyManager |
| 12 | +from marimo._runtime import dataflow |
| 13 | +from marimo._types.ids import CellId_t |
| 14 | + |
| 15 | +parse_cell = partial(compiler.compile_cell, cell_id=CellId_t("0")) |
| 16 | + |
| 17 | +HAS_DUCKDB = DependencyManager.duckdb.has() |
| 18 | + |
| 19 | +if TYPE_CHECKING: |
| 20 | + from collections.abc import Iterable |
| 21 | + |
| 22 | + |
| 23 | +@dataclass |
| 24 | +class GraphTestCase: |
| 25 | + """A test case for dataflow graph operations.""" |
| 26 | + |
| 27 | + # Test description |
| 28 | + name: str |
| 29 | + |
| 30 | + # If enabled |
| 31 | + |
| 32 | + # Code to create and register |
| 33 | + code: dict[str, str] |
| 34 | + |
| 35 | + # Expected graph structure |
| 36 | + expected_parents: Optional[dict[str, Iterable[str]]] = None |
| 37 | + expected_children: Optional[dict[str, Iterable[str]]] = None |
| 38 | + expected_stale: Optional[Iterable[str]] = None |
| 39 | + |
| 40 | + # Expected refs/defs |
| 41 | + expected_refs: Optional[dict[str, Iterable[str]]] = None |
| 42 | + expected_defs: Optional[dict[str, Iterable[str]]] = None |
| 43 | + |
| 44 | + enabled: bool = True |
| 45 | + xfail: Union[bool, str] = False |
| 46 | + |
| 47 | + def __post_init__(self) -> None: |
| 48 | + # Convert all to a [] |
| 49 | + if self.expected_parents is not None: |
| 50 | + self.expected_parents = { |
| 51 | + cell_id: set(parents) |
| 52 | + for cell_id, parents in self.expected_parents.items() |
| 53 | + } |
| 54 | + if self.expected_children is not None: |
| 55 | + self.expected_children = { |
| 56 | + cell_id: set(children) |
| 57 | + for cell_id, children in self.expected_children.items() |
| 58 | + } |
| 59 | + if self.expected_stale is not None: |
| 60 | + self.expected_stale = set(self.expected_stale) |
| 61 | + if self.expected_refs is not None: |
| 62 | + self.expected_refs = { |
| 63 | + cell_id: set(refs) |
| 64 | + for cell_id, refs in self.expected_refs.items() |
| 65 | + } |
| 66 | + if self.expected_defs is not None: |
| 67 | + self.expected_defs = { |
| 68 | + cell_id: set(defs) |
| 69 | + for cell_id, defs in self.expected_defs.items() |
| 70 | + } |
| 71 | + |
| 72 | + |
| 73 | +CASES = [ |
| 74 | + # Basic Python Cases |
| 75 | + GraphTestCase( |
| 76 | + name="single node", |
| 77 | + code={"0": "x = 0"}, |
| 78 | + expected_parents={"0": []}, |
| 79 | + expected_children={"0": []}, |
| 80 | + expected_refs={"0": []}, |
| 81 | + expected_defs={"0": ["x"]}, |
| 82 | + ), |
| 83 | + GraphTestCase( |
| 84 | + name="chain", |
| 85 | + code={"0": "x = 0", "1": "y = x", "2": "z = y\nzz = x"}, |
| 86 | + expected_parents={"0": [], "1": ["0"], "2": ["0", "1"]}, |
| 87 | + expected_children={"0": ["1", "2"], "1": ["2"], "2": []}, |
| 88 | + expected_refs={"0": [], "1": ["x"], "2": ["x", "y"]}, |
| 89 | + expected_defs={ |
| 90 | + "0": ["x"], |
| 91 | + "1": ["y"], |
| 92 | + "2": ["z", "zz"], |
| 93 | + }, |
| 94 | + ), |
| 95 | + GraphTestCase( |
| 96 | + name="cycle", |
| 97 | + code={"0": "x = y", "1": "y = x"}, |
| 98 | + expected_parents={"0": ["1"], "1": ["0"]}, |
| 99 | + expected_children={"0": ["1"], "1": ["0"]}, |
| 100 | + expected_refs={"0": ["y"], "1": ["x"]}, |
| 101 | + expected_defs={"0": ["x"], "1": ["y"]}, |
| 102 | + ), |
| 103 | + GraphTestCase( |
| 104 | + name="diamond", |
| 105 | + code={ |
| 106 | + "0": "x = 0", |
| 107 | + "1": "y = x", |
| 108 | + "2": "z = y\nzz = x", |
| 109 | + "3": "a = z", |
| 110 | + }, |
| 111 | + expected_parents={ |
| 112 | + "0": [], |
| 113 | + "1": ["0"], |
| 114 | + "2": ["0", "1"], |
| 115 | + "3": ["2"], |
| 116 | + }, |
| 117 | + expected_children={ |
| 118 | + "0": ["1", "2"], |
| 119 | + "1": ["2"], |
| 120 | + "2": ["3"], |
| 121 | + "3": [], |
| 122 | + }, |
| 123 | + expected_refs={ |
| 124 | + "0": [], |
| 125 | + "1": ["x"], |
| 126 | + "2": ["x", "y"], |
| 127 | + "3": ["z"], |
| 128 | + }, |
| 129 | + expected_defs={ |
| 130 | + "0": ["x"], |
| 131 | + "1": ["y"], |
| 132 | + "2": ["z", "zz"], |
| 133 | + "3": ["a"], |
| 134 | + }, |
| 135 | + ), |
| 136 | + GraphTestCase( |
| 137 | + name="variable del", |
| 138 | + code={"0": "x = 0", "1": "y = x", "2": "del x"}, |
| 139 | + expected_parents={"0": [], "1": ["0"], "2": ["0", "1"]}, |
| 140 | + expected_children={"0": ["1", "2"], "1": ["2"], "2": []}, |
| 141 | + expected_refs={"0": [], "1": ["x"], "2": ["x"]}, |
| 142 | + expected_defs={ |
| 143 | + "0": ["x"], |
| 144 | + "1": ["y"], |
| 145 | + "2": [], |
| 146 | + }, |
| 147 | + ), |
| 148 | + # SQL Cases |
| 149 | + GraphTestCase( |
| 150 | + name="python -> sql", |
| 151 | + code={ |
| 152 | + "0": "df = pd.read_csv('data.csv')", |
| 153 | + "1": "result = mo.sql(f'FROM df WHERE name = {name}')", |
| 154 | + }, |
| 155 | + expected_parents={"0": [], "1": ["0"]}, |
| 156 | + expected_children={"0": ["1"], "1": []}, |
| 157 | + expected_refs={"0": ["pd"], "1": ["df", "mo", "name"]}, |
| 158 | + expected_defs={"0": ["df"], "1": ["result"]}, |
| 159 | + ), |
| 160 | + GraphTestCase( |
| 161 | + name="sql -> python via output", |
| 162 | + code={ |
| 163 | + "0": "result = mo.sql(f'FROM my_table WHERE name = {name}')", |
| 164 | + "1": "df = result.head()", |
| 165 | + }, |
| 166 | + expected_parents={"0": [], "1": ["0"]}, |
| 167 | + expected_children={"0": ["1"], "1": []}, |
| 168 | + expected_refs={"0": ["mo", "name", "my_table"], "1": ["result"]}, |
| 169 | + expected_defs={"0": ["result"], "1": ["df"]}, |
| 170 | + ), |
| 171 | + GraphTestCase( |
| 172 | + name="sql -/> python when creating a table", |
| 173 | + code={ |
| 174 | + "0": "_ = mo.sql(f'CREATE TABLE my_table (name STRING)')", |
| 175 | + "1": "my_table = df.head()", |
| 176 | + }, |
| 177 | + expected_parents={"0": [], "1": []}, |
| 178 | + expected_children={"0": [], "1": []}, |
| 179 | + expected_refs={"0": ["mo"], "1": ["df"]}, |
| 180 | + expected_defs={"0": ["my_table"], "1": ["my_table"]}, |
| 181 | + ), |
| 182 | + GraphTestCase( |
| 183 | + name="sql redefinition", |
| 184 | + code={ |
| 185 | + "0": "df = pd.read_csv('data.csv')", |
| 186 | + "1": "df = mo.sql(f'FROM df')", |
| 187 | + }, |
| 188 | + expected_parents={"0": [], "1": ["0"]}, |
| 189 | + expected_children={"0": ["1"], "1": []}, |
| 190 | + expected_refs={"0": ["pd"], "1": ["df", "mo"]}, |
| 191 | + expected_defs={"0": ["df"], "1": ["df"]}, |
| 192 | + ), |
| 193 | + GraphTestCase( |
| 194 | + name="python and sql not related because has schema", |
| 195 | + enabled=HAS_DUCKDB, |
| 196 | + code={ |
| 197 | + "0": "df = pd.read_csv('data.csv')", |
| 198 | + "1": "result = mo.sql(f'FROM my_schema.df')", |
| 199 | + }, |
| 200 | + expected_parents={"0": [], "1": []}, |
| 201 | + expected_children={"0": [], "1": []}, |
| 202 | + expected_refs={"0": ["pd"], "1": ["df", "mo", "my_schema"]}, |
| 203 | + # This is correct |
| 204 | + # expected_refs={"0": ["pd"], "1": ["df.my_schema", "mo"]}, |
| 205 | + expected_defs={"0": ["df"], "1": ["result"]}, |
| 206 | + xfail=True, |
| 207 | + ), |
| 208 | + GraphTestCase( |
| 209 | + name="sql should not reference python variables when schema", |
| 210 | + enabled=HAS_DUCKDB, |
| 211 | + code={ |
| 212 | + "0": "my_schema = 100", |
| 213 | + "1": "_ = mo.sql(f'FROM my_schema.df')", |
| 214 | + }, |
| 215 | + expected_parents={"0": [], "1": []}, |
| 216 | + expected_children={"0": [], "1": []}, |
| 217 | + expected_refs={"0": [], "1": ["mo", "my_schema", "df"]}, |
| 218 | + # This is correct |
| 219 | + # expected_refs={"0": ["pd"], "1": ["my_schema.df", "mo"]}, |
| 220 | + expected_defs={"0": ["my_schema"], "1": []}, |
| 221 | + xfail=True, |
| 222 | + ), |
| 223 | + GraphTestCase( |
| 224 | + name="sql should not reference python variables when catalog", |
| 225 | + enabled=HAS_DUCKDB, |
| 226 | + code={ |
| 227 | + "0": "my_catalog = 100", |
| 228 | + "1": "_ = mo.sql(f'FROM my_catalog.my_schema.df')", |
| 229 | + }, |
| 230 | + expected_parents={"0": [], "1": []}, |
| 231 | + expected_children={"0": [], "1": []}, |
| 232 | + expected_refs={"0": [], "1": ["mo", "my_catalog", "my_schema", "df"]}, |
| 233 | + # This is correct |
| 234 | + # expected_refs={"0": ["pd"], "1": ["my_catalog.my_schema.df", "mo"]}, |
| 235 | + expected_defs={"0": ["my_catalog"], "1": []}, |
| 236 | + xfail=True, |
| 237 | + ), |
| 238 | +] |
| 239 | + |
| 240 | + |
| 241 | +@pytest.mark.parametrize("case", CASES) |
| 242 | +def test_cases(case: GraphTestCase) -> None: |
| 243 | + print(f"Running {case.name}") |
| 244 | + graph = dataflow.DirectedGraph() |
| 245 | + |
| 246 | + if not case.enabled: |
| 247 | + pytest.skip(f"Skipping {case.name} because it's not enabled") |
| 248 | + |
| 249 | + for cell_id, code in case.code.items(): |
| 250 | + cell = parse_cell(code) |
| 251 | + graph.register_cell(CellId_t(cell_id), cell) |
| 252 | + |
| 253 | + def make_assertions(): |
| 254 | + if case.expected_refs: |
| 255 | + for cell_id, refs in case.expected_refs.items(): |
| 256 | + assert graph.cells[CellId_t(cell_id)].refs == refs, ( |
| 257 | + f"Cell {cell_id} has refs {graph.cells[CellId_t(cell_id)].refs}, expected {refs}" |
| 258 | + ) |
| 259 | + if case.expected_defs: |
| 260 | + for cell_id, defs in case.expected_defs.items(): |
| 261 | + assert graph.cells[CellId_t(cell_id)].defs == defs, ( |
| 262 | + f"Cell {cell_id} has defs {graph.cells[CellId_t(cell_id)].defs}, expected {defs}" |
| 263 | + ) |
| 264 | + assert graph.parents == case.expected_parents, ( |
| 265 | + f"Graph parents {graph.parents} do not match expected {case.expected_parents}" |
| 266 | + ) |
| 267 | + assert graph.children == case.expected_children, ( |
| 268 | + f"Graph children {graph.children} do not match expected {case.expected_children}" |
| 269 | + ) |
| 270 | + |
| 271 | + if case.xfail: |
| 272 | + if isinstance(case.xfail, str): |
| 273 | + print(case.xfail) |
| 274 | + with pytest.raises(AssertionError): |
| 275 | + make_assertions() |
| 276 | + else: |
| 277 | + make_assertions() |
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