File size: 6,563 Bytes
a15535e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
"""Tests for breakage primitives, repair primitives, and task sampler."""
import pytest

from forgeenv.primitives.breakage_primitives import (
    ChangeArgumentSignature,
    ChangeReturnType,
    ChangeTokenizerBehavior,
    DeprecateImport,
    ModifyConfigField,
    PRIMITIVE_REGISTRY,
    RemoveDeprecatedMethod,
    RenameApiCall,
    RestructureDatasetSchema,
    parse_breakage_spec,
)
from forgeenv.primitives.repair_primitives import (
    BREAKAGE_TO_REPAIR,
    REPAIR_REGISTRY,
    RestoreApiCall,
    RestoreColumn,
    RestoreImport,
    RestoreMethod,
)
from forgeenv.tasks.task_sampler import TaskSampler

SAMPLE_SCRIPT = """
from transformers import Trainer, TrainingArguments
from datasets import load_dataset

dataset = load_dataset("glue", "sst2")
dataset = dataset.rename_column("label", "labels")

args = TrainingArguments(num_train_epochs=3, report_to="none")
trainer = Trainer(model=model, args=args, train_dataset=dataset)
trainer.train()
result = trainer.evaluate()
"""


def test_rename_api_call_word_boundary():
    """Renaming should not break out-of-context substrings."""
    b = RenameApiCall(old_name="evaluate", new_name="eval_model")
    broken = b.apply(SAMPLE_SCRIPT)
    assert "eval_model" in broken
    assert "trainer.evaluate" not in broken
    # Inverse should restore
    r = RestoreApiCall(new_name="eval_model", old_name="evaluate")
    restored = r.apply(broken)
    assert restored.strip() == SAMPLE_SCRIPT.strip()


def test_deprecate_import():
    b = DeprecateImport(
        old_module="from transformers import",
        new_module="from transformers.legacy import",
    )
    broken = b.apply(SAMPLE_SCRIPT)
    assert "transformers.legacy" in broken
    r = RestoreImport(
        new_module="from transformers.legacy import",
        old_module="from transformers import",
    )
    restored = r.apply(broken)
    assert restored == SAMPLE_SCRIPT


def test_restructure_dataset_string_replacement():
    b = RestructureDatasetSchema(old_column="label", new_column="sentiment_label")
    broken = b.apply(SAMPLE_SCRIPT)
    assert '"sentiment_label"' in broken
    assert '"label"' not in broken
    r = RestoreColumn(new_column="sentiment_label", old_column="label")
    restored = r.apply(broken)
    assert restored == SAMPLE_SCRIPT


def test_modify_config_field_changes_value():
    b = ModifyConfigField(
        config_class="TrainingArguments",
        field_name="num_train_epochs",
        new_value="999",
    )
    broken = b.apply(SAMPLE_SCRIPT)
    assert "num_train_epochs=999" in broken


def test_change_tokenizer_behavior_replaces_kwarg():
    script = "tok = tokenizer(text, padding=True, truncation=True)"
    b = ChangeTokenizerBehavior(
        old_kwarg="padding",
        old_value="True",
        new_kwarg="padding",
        new_value='"max_length"',
    )
    broken = b.apply(script)
    assert 'padding="max_length"' in broken


def test_remove_deprecated_method_marks_call():
    b = RemoveDeprecatedMethod(
        class_name="Trainer", method_name="evaluate", replacement="evaluate_legacy"
    )
    broken = b.apply(SAMPLE_SCRIPT)
    assert ".evaluate_DEPRECATED(" in broken
    r = RestoreMethod(method_name="evaluate")
    restored = r.apply(broken)
    assert restored == SAMPLE_SCRIPT


def test_change_argument_signature_removes_kwarg():
    b = ChangeArgumentSignature(
        function_name="TrainingArguments",
        removed_arg="report_to",
        added_arg="report_to",
        added_value='"none"',
    )
    broken = b.apply(SAMPLE_SCRIPT)
    assert 'report_to="none"' not in broken


def test_change_return_type_swaps_access():
    b = ChangeReturnType(
        function_name="evaluate",
        old_access="trainer.evaluate()",
        new_access="trainer.evaluate().metrics",
    )
    broken = b.apply(SAMPLE_SCRIPT)
    assert "trainer.evaluate().metrics" in broken


def test_parse_spec_round_trip():
    spec = {
        "primitive_type": "RenameApiCall",
        "params": {"old_name": "evaluate", "new_name": "eval_model"},
    }
    primitive = parse_breakage_spec(spec)
    assert isinstance(primitive, RenameApiCall)
    assert primitive.old_name == "evaluate"
    assert primitive.to_spec()["primitive_type"] == "RenameApiCall"


def test_parse_spec_unknown_raises():
    with pytest.raises(ValueError):
        parse_breakage_spec({"primitive_type": "Bogus"})


def test_parse_spec_ignores_extra_kwargs():
    """LLMs hallucinate kwargs; we should silently filter them."""
    spec = {
        "primitive_type": "RenameApiCall",
        "params": {
            "old_name": "evaluate",
            "new_name": "eval_model",
            "hallucinated_kwarg": "ignore_me",
        },
    }
    primitive = parse_breakage_spec(spec)
    assert isinstance(primitive, RenameApiCall)


def test_breakage_creates_actual_difference():
    b = RenameApiCall(old_name="trainer.train", new_name="trainer.start_training")
    broken = b.apply(SAMPLE_SCRIPT)
    assert broken != SAMPLE_SCRIPT


def test_all_8_primitives_registered():
    expected = {
        "RenameApiCall",
        "DeprecateImport",
        "ChangeArgumentSignature",
        "ModifyConfigField",
        "RestructureDatasetSchema",
        "ChangeTokenizerBehavior",
        "RemoveDeprecatedMethod",
        "ChangeReturnType",
    }
    assert set(PRIMITIVE_REGISTRY) == expected


def test_breakage_repair_registry_alignment():
    """Every breakage class should have a registered inverse."""
    for breakage_name, repair_name in BREAKAGE_TO_REPAIR.items():
        assert breakage_name in PRIMITIVE_REGISTRY
        assert repair_name in REPAIR_REGISTRY


def test_seed_corpus_has_at_least_10_scripts():
    sampler = TaskSampler()
    assert len(sampler.tasks) >= 10
    assert all(t.script_content for t in sampler.tasks)
    assert all(t.task_id for t in sampler.tasks)


def test_task_sampler_categories_are_diverse():
    sampler = TaskSampler()
    categories = sampler.get_all_categories()
    assert len(categories) >= 3, f"Expected at least 3 distinct categories, got {categories}"


def test_task_sampler_difficulty_filter():
    sampler = TaskSampler()
    # Should not crash even when an unknown difficulty is requested.
    task = sampler.sample(difficulty="easy")
    if task is not None:
        assert task.difficulty == "easy"


def test_task_sampler_get_by_id():
    sampler = TaskSampler()
    if not sampler.tasks:
        pytest.skip("No tasks loaded")
    first = sampler.tasks[0]
    fetched = sampler.get_by_id(first.task_id)
    assert fetched is first