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iov_data_analysis_agent/tests/test_unit.py

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# -*- coding: utf-8 -*-
"""
Unit and integration tests for agent-robustness-optimization features.
Run: python -m pytest tests/test_unit.py -v
"""
import os
import sys
sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
import re
import pytest
from utils.data_privacy import (
_extract_column_from_error,
_lookup_column_in_profile,
generate_enriched_hint,
)
from utils.analysis_templates import get_template, list_templates, TEMPLATE_REGISTRY
from config.app_config import AppConfig
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
DATA_CONTEXT_PATTERNS = [
r"KeyError:\s*['\"](.+?)['\"]",
r"ValueError.*(?:column|col|field)",
r"NameError.*(?:df|data|frame)",
r"(?:empty|no\s+data|0\s+rows)",
r"IndexError.*(?:out of range|out of bounds)",
]
def classify_error(error_message: str) -> str:
for pattern in DATA_CONTEXT_PATTERNS:
if re.search(pattern, error_message, re.IGNORECASE):
return "data_context"
return "other"
SAMPLE_PROFILE = """| 列名 | 数据类型 | 空值率 | 唯一值数 | 特征描述 |
|------|---------|--------|---------|----------|
| 车型 | object | 0.0% | 5 | 低基数分类5 |
| 模块 | object | 2.0% | 12 | 中基数分类12 |
"""
# ===========================================================================
# Task 12.1: Unit tests for error classifier
# ===========================================================================
class TestErrorClassifier:
def test_keyerror_single_quotes(self):
assert classify_error("KeyError: '车型'") == "data_context"
def test_keyerror_double_quotes(self):
assert classify_error('KeyError: "model_name"') == "data_context"
def test_valueerror_column(self):
assert classify_error("ValueError: column 'x' not in DataFrame") == "data_context"
def test_nameerror_df(self):
assert classify_error("NameError: name 'df' is not defined") == "data_context"
def test_empty_dataframe(self):
assert classify_error("empty DataFrame after filtering") == "data_context"
def test_zero_rows(self):
assert classify_error("0 rows returned from query") == "data_context"
def test_index_out_of_range(self):
assert classify_error("IndexError: index 10 is out of range") == "data_context"
def test_syntax_error_is_other(self):
assert classify_error("SyntaxError: invalid syntax") == "other"
def test_type_error_is_other(self):
assert classify_error("TypeError: unsupported operand") == "other"
def test_generic_text_is_other(self):
assert classify_error("Something went wrong") == "other"
def test_empty_string_is_other(self):
assert classify_error("") == "other"
# ===========================================================================
# Task 12.1 continued: Unit tests for column extraction and lookup
# ===========================================================================
class TestColumnExtraction:
def test_extract_from_keyerror(self):
assert _extract_column_from_error("KeyError: '车型'") == "车型"
def test_extract_from_column_phrase(self):
assert _extract_column_from_error("column '模块' not found") == "模块"
def test_extract_none_for_generic(self):
assert _extract_column_from_error("SyntaxError: bad") is None
def test_lookup_existing_column(self):
result = _lookup_column_in_profile("车型", SAMPLE_PROFILE)
assert result is not None
assert result["dtype"] == "object"
assert result["unique_count"] == "5"
def test_lookup_missing_column(self):
assert _lookup_column_in_profile("不存在", SAMPLE_PROFILE) is None
def test_lookup_none_column(self):
assert _lookup_column_in_profile(None, SAMPLE_PROFILE) is None
# ===========================================================================
# Task 12.2: Unit tests for conversation trimming at boundary conditions
# ===========================================================================
class TestConversationTrimming:
def _make_history(self, n_pairs):
history = [{"role": "user", "content": "ORIGINAL"}]
for i in range(n_pairs):
history.append({"role": "assistant", "content": f"response {i}"})
history.append({"role": "user", "content": f"feedback {i}"})
return history
def test_no_trimming_when_under_limit(self):
"""History with 3 pairs and window=5 should not be trimmed."""
history = self._make_history(3) # 1 + 6 = 7 messages
window = 5
max_messages = window * 2 # 10
assert len(history) <= max_messages # no trimming
def test_trimming_at_exact_boundary(self):
"""History exactly at 2*window should not be trimmed."""
window = 3
history = self._make_history(3) # 1 + 6 = 7 messages
max_messages = window * 2 # 6
# 7 > 6, so trimming should happen
assert len(history) > max_messages
def test_first_message_always_preserved(self):
"""After trimming, first message must be preserved."""
history = self._make_history(10)
window = 2
max_messages = window * 2
first = history[0]
to_consider = history[1:]
to_keep = to_consider[-max_messages:]
new_history = [first, {"role": "user", "content": "[分析摘要] ..."}]
new_history.extend(to_keep)
assert new_history[0]["content"] == "ORIGINAL"
def test_summary_replaces_old_summary(self):
"""If a summary already exists at index 1, it should be replaced."""
history = [
{"role": "user", "content": "ORIGINAL"},
{"role": "user", "content": "[分析摘要] old summary"},
]
for i in range(8):
history.append({"role": "assistant", "content": f"resp {i}"})
history.append({"role": "user", "content": f"fb {i}"})
# Simulate trimming with existing summary
has_summary = history[1]["content"].startswith("[分析摘要]")
assert has_summary
start_idx = 2 if has_summary else 1
assert start_idx == 2
# ===========================================================================
# Task 12.3: Tests for template API
# ===========================================================================
class TestTemplateSystem:
def test_list_templates_returns_all(self):
templates = list_templates()
assert len(templates) == len(TEMPLATE_REGISTRY)
names = {t["name"] for t in templates}
assert names == set(TEMPLATE_REGISTRY.keys())
def test_get_valid_template(self):
for name in TEMPLATE_REGISTRY:
t = get_template(name)
assert t.name # has a display name
steps = t.build_steps()
assert len(steps) > 0
def test_get_invalid_template_raises(self):
with pytest.raises(ValueError):
get_template("nonexistent_template_xyz")
def test_template_prompt_not_empty(self):
for name in TEMPLATE_REGISTRY:
t = get_template(name)
prompt = t.get_full_prompt()
assert len(prompt) > 50 # should be substantial
# ===========================================================================
# Task 12.4: Tests for config
# ===========================================================================
class TestAppConfig:
def test_defaults(self):
config = AppConfig()
assert config.max_data_context_retries == 2
assert config.conversation_window_size == 10
assert config.max_parallel_profiles == 4
def test_env_override(self):
os.environ["APP_MAX_DATA_CONTEXT_RETRIES"] = "5"
os.environ["APP_CONVERSATION_WINDOW_SIZE"] = "20"
os.environ["APP_MAX_PARALLEL_PROFILES"] = "8"
try:
config = AppConfig.from_env()
assert config.max_data_context_retries == 5
assert config.conversation_window_size == 20
assert config.max_parallel_profiles == 8
finally:
del os.environ["APP_MAX_DATA_CONTEXT_RETRIES"]
del os.environ["APP_CONVERSATION_WINDOW_SIZE"]
del os.environ["APP_MAX_PARALLEL_PROFILES"]