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Optimize compare_test_results
The optimized code achieves a **37% speedup** through several key micro-optimizations in the `comparator` function, which is the performance bottleneck (consuming 80% of runtime): **Primary Optimization - Identity Check**: Added `if orig is new: return True` at the start of `comparator`. This short-circuits expensive recursive comparisons when objects are identical in memory, which happens frequently when comparing the same data structures. **Loop Optimizations**: Replaced `all()` generator expressions with explicit `for` loops in multiple places: - List/tuple comparisons: Changed from `all(comparator(elem1, elem2, superset_obj) for elem1, elem2 in zip(orig, new))` to a loop with early return on first mismatch - Dictionary comparisons: Converted `all(k in new and comparator(v, new[k], superset_obj) for k, v in orig.items())` to explicit iteration - Similar changes for numpy arrays and class object comparisons This eliminates the overhead of generator creation and the `all()` function call, while enabling faster short-circuit evaluation. **Why This Works**: The `all()` function with generators creates additional Python objects and function call overhead. Direct loops with early returns are more efficient, especially when mismatches occur early in the comparison (which triggers the short-circuit behavior). **Test Case Performance**: The optimizations are particularly effective for test cases with: - Identical objects (benefits from identity check) - Large nested data structures where early mismatches occur - Complex recursive comparisons where avoiding generator overhead accumulates significant savings The optimizations maintain identical behavior while reducing function call overhead and memory allocations during the comparison process.
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codeflash/verification/comparator.py

Lines changed: 28 additions & 7 deletions
Original file line numberDiff line numberDiff line change
@@ -12,7 +12,8 @@
1212
import sentry_sdk
1313

1414
from codeflash.cli_cmds.console import logger
15-
from codeflash.picklepatch.pickle_placeholder import PicklePlaceholderAccessError
15+
from codeflash.picklepatch.pickle_placeholder import \
16+
PicklePlaceholderAccessError
1617

1718
try:
1819
import numpy as np
@@ -64,6 +65,8 @@
6465
def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001, ANN401, FBT002, PLR0911
6566
"""Compare two objects for equality recursively. If superset_obj is True, the new object is allowed to have more keys than the original object. However, the existing keys/values must be equivalent."""
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try:
68+
if orig is new:
69+
return True
6770
if type(orig) is not type(new):
6871
type_obj = type(orig)
6972
new_type_obj = type(new)
@@ -73,7 +76,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
7376
if isinstance(orig, (list, tuple)):
7477
if len(orig) != len(new):
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return False
76-
return all(comparator(elem1, elem2, superset_obj) for elem1, elem2 in zip(orig, new))
79+
for elem1, elem2 in zip(orig, new):
80+
if not comparator(elem1, elem2, superset_obj):
81+
return False
82+
return True
7783

7884
if isinstance(
7985
orig,
@@ -139,7 +145,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
139145
# scipy condition because dok_matrix type is also a instance of dict, but dict comparison doesn't work for it
140146
if isinstance(orig, dict) and not (HAS_SCIPY and isinstance(orig, scipy.sparse.spmatrix)):
141147
if superset_obj:
142-
return all(k in new and comparator(v, new[k], superset_obj) for k, v in orig.items())
148+
for k, v in orig.items():
149+
if k not in new or not comparator(v, new[k], superset_obj):
150+
return False
151+
return True
143152
if len(orig) != len(new):
144153
return False
145154
for key in orig:
@@ -158,7 +167,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
158167
return np.allclose(orig, new, equal_nan=True)
159168
except Exception:
160169
# fails at "ufunc 'isfinite' not supported for the input types"
161-
return np.all([comparator(x, y, superset_obj) for x, y in zip(orig, new)])
170+
for x, y in zip(orig, new):
171+
if not comparator(x, y, superset_obj):
172+
return False
173+
return True
162174

163175
if HAS_NUMPY and isinstance(orig, (np.floating, np.complex64, np.complex128)):
164176
return np.isclose(orig, new)
@@ -169,7 +181,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
169181
if HAS_NUMPY and isinstance(orig, np.void):
170182
if orig.dtype != new.dtype:
171183
return False
172-
return all(comparator(orig[field], new[field], superset_obj) for field in orig.dtype.fields)
184+
for field in orig.dtype.fields:
185+
if not comparator(orig[field], new[field], superset_obj):
186+
return False
187+
return True
173188

174189
if HAS_SCIPY and isinstance(orig, scipy.sparse.spmatrix):
175190
if orig.dtype != new.dtype:
@@ -193,7 +208,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
193208
return False
194209
if len(orig) != len(new):
195210
return False
196-
return all(comparator(elem1, elem2, superset_obj) for elem1, elem2 in zip(orig, new))
211+
for elem1, elem2 in zip(orig, new):
212+
if not comparator(elem1, elem2, superset_obj):
213+
return False
214+
return True
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198216
# This should be at the end of all numpy checking
199217
try:
@@ -262,7 +280,10 @@ def comparator(orig: Any, new: Any, superset_obj=False) -> bool: # noqa: ANN001
262280

263281
if superset_obj:
264282
# allow new object to be a superset of the original object
265-
return all(k in new_keys and comparator(v, new_keys[k], superset_obj) for k, v in orig_keys.items())
283+
for k, v in orig_keys.items():
284+
if k not in new_keys or not comparator(v, new_keys[k], superset_obj):
285+
return False
286+
return True
266287

267288
if isinstance(orig, ast.AST):
268289
orig_keys = {k: v for k, v in orig.__dict__.items() if k != "parent"}

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