Files
CaptchBreaker/tests/test_generators.py
Hua 788ddcae1a Add tests, server, resume training, and project cleanup
- Add 57 unit tests covering generators, models, and pipeline components
- Implement FastAPI HTTP service (server.py) with POST /solve and GET /health
- Add checkpoint resume (断点续训) to both CTC and regression training utils
- Fix device mismatch bug in CTC training (targets/input_lengths on GPU)
- Add pytest dev dependency to pyproject.toml
- Update .gitignore with data/solver/, data/real/, *.log
- Remove PyCharm template main.py
- Update training/__init__.py docs for solver training scripts

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-11 19:05:47 +08:00

174 lines
5.0 KiB
Python

"""
测试所有验证码生成器。
每种生成器 generate() 1 张 → 验证返回类型、图片尺寸、标签格式。
"""
import re
import pytest
from PIL import Image
from config import GENERATE_CONFIG, NORMAL_CHARS, MATH_CHARS, THREED_CHARS, SOLVER_CONFIG
from generators import (
NormalCaptchaGenerator,
MathCaptchaGenerator,
ThreeDCaptchaGenerator,
ThreeDRotateGenerator,
ThreeDSliderGenerator,
SlideDataGenerator,
RotateSolverDataGenerator,
)
class TestNormalCaptchaGenerator:
def setup_method(self):
self.gen = NormalCaptchaGenerator(seed=0)
self.cfg = GENERATE_CONFIG["normal"]
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
w, h = self.cfg["image_size"]
assert img.size == (w, h)
def test_label_chars_in_charset(self):
img, label = self.gen.generate()
assert len(label) >= 4
for ch in label:
assert ch in NORMAL_CHARS, f"char {ch!r} not in NORMAL_CHARS"
def test_generate_with_text(self):
img, label = self.gen.generate(text="AB12")
assert label == "AB12"
class TestMathCaptchaGenerator:
def setup_method(self):
self.gen = MathCaptchaGenerator(seed=0)
self.cfg = GENERATE_CONFIG["math"]
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
w, h = self.cfg["image_size"]
assert img.size == (w, h)
def test_label_is_expression(self):
"""Label should be like '3+8' (expression without =? and without result)."""
img, label = self.gen.generate()
assert re.match(r"^\d+[+\-×÷]\d+$", label), f"unexpected label format: {label!r}"
class TestThreeDCaptchaGenerator:
def setup_method(self):
self.gen = ThreeDCaptchaGenerator(seed=0)
self.cfg = GENERATE_CONFIG["3d_text"]
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
w, h = self.cfg["image_size"]
assert img.size == (w, h)
def test_label_chars_in_charset(self):
img, label = self.gen.generate()
assert len(label) >= 4
for ch in label:
assert ch in THREED_CHARS, f"char {ch!r} not in THREED_CHARS"
class TestThreeDRotateGenerator:
def setup_method(self):
self.gen = ThreeDRotateGenerator(seed=0)
self.cfg = GENERATE_CONFIG["3d_rotate"]
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
w, h = self.cfg["image_size"]
assert img.size == (w, h)
def test_label_is_angle(self):
img, label = self.gen.generate()
angle = int(label)
assert 0 <= angle <= 359
class TestThreeDSliderGenerator:
def setup_method(self):
self.gen = ThreeDSliderGenerator(seed=0)
self.cfg = GENERATE_CONFIG["3d_slider"]
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
w, h = self.cfg["image_size"]
assert img.size == (w, h)
def test_label_is_offset(self):
img, label = self.gen.generate()
offset = int(label)
lo, hi = self.cfg["gap_x_range"]
assert lo <= offset <= hi
class TestSlideDataGenerator:
def setup_method(self):
self.gen = SlideDataGenerator(seed=0)
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
h, w = SOLVER_CONFIG["slide"]["cnn_input_size"]
assert img.size == (w, h)
def test_label_is_numeric(self):
img, label = self.gen.generate()
val = int(label)
assert val >= 0
class TestRotateSolverDataGenerator:
def setup_method(self):
self.gen = RotateSolverDataGenerator(seed=0)
def test_generate_returns_image_and_label(self):
img, label = self.gen.generate()
assert isinstance(img, Image.Image)
assert isinstance(label, str)
def test_image_size(self):
img, _ = self.gen.generate()
h, w = SOLVER_CONFIG["rotate"]["input_size"]
assert img.size == (w, h)
def test_label_is_angle(self):
img, label = self.gen.generate()
angle = int(label)
assert 0 <= angle <= 359