test_json.py 3.5 KB

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  1. import hashlib
  2. import pytest
  3. from llama_index.readers.schema.base import Document
  4. from embedchain.loaders.json import JSONLoader
  5. def test_load_data(mocker):
  6. content = "temp.json"
  7. mock_document = {
  8. "doc_id": hashlib.sha256((content + ", ".join(["content1", "content2"])).encode()).hexdigest(),
  9. "data": [
  10. {"content": "content1", "meta_data": {"url": content}},
  11. {"content": "content2", "meta_data": {"url": content}},
  12. ],
  13. }
  14. mocker.patch("embedchain.loaders.json.JSONLoader.load_data", return_value=mock_document)
  15. json_loader = JSONLoader()
  16. result = json_loader.load_data(content)
  17. assert "doc_id" in result
  18. assert "data" in result
  19. expected_data = [
  20. {"content": "content1", "meta_data": {"url": content}},
  21. {"content": "content2", "meta_data": {"url": content}},
  22. ]
  23. assert result["data"] == expected_data
  24. expected_doc_id = hashlib.sha256((content + ", ".join(["content1", "content2"])).encode()).hexdigest()
  25. assert result["doc_id"] == expected_doc_id
  26. def test_load_data_url(mocker):
  27. content = "https://example.com/posts.json"
  28. mocker.patch("os.path.isfile", return_value=False)
  29. mocker.patch(
  30. "llama_hub.jsondata.base.JSONDataReader.load_data",
  31. return_value=[Document(text="content1"), Document(text="content2")],
  32. )
  33. mock_response = mocker.Mock()
  34. mock_response.status_code = 200
  35. mock_response.json.return_value = {"document1": "content1", "document2": "content2"}
  36. mocker.patch("requests.get", return_value=mock_response)
  37. result = JSONLoader.load_data(content)
  38. assert "doc_id" in result
  39. assert "data" in result
  40. expected_data = [
  41. {"content": "content1", "meta_data": {"url": content}},
  42. {"content": "content2", "meta_data": {"url": content}},
  43. ]
  44. assert result["data"] == expected_data
  45. expected_doc_id = hashlib.sha256((content + ", ".join(["content1", "content2"])).encode()).hexdigest()
  46. assert result["doc_id"] == expected_doc_id
  47. def test_load_data_invalid_string_content(mocker):
  48. mocker.patch("os.path.isfile", return_value=False)
  49. mocker.patch("requests.get")
  50. content = "123: 345}"
  51. with pytest.raises(ValueError, match="Invalid content to load json data from"):
  52. JSONLoader.load_data(content)
  53. def test_load_data_invalid_url(mocker):
  54. mocker.patch("os.path.isfile", return_value=False)
  55. mock_response = mocker.Mock()
  56. mock_response.status_code = 404
  57. mocker.patch("requests.get", return_value=mock_response)
  58. content = "http://invalid-url.com/"
  59. with pytest.raises(ValueError, match=f"Invalid content to load json data from: {content}"):
  60. JSONLoader.load_data(content)
  61. def test_load_data_from_json_string(mocker):
  62. content = '{"foo": "bar"}'
  63. content_url_str = hashlib.sha256((content).encode("utf-8")).hexdigest()
  64. mocker.patch("os.path.isfile", return_value=False)
  65. mocker.patch(
  66. "llama_hub.jsondata.base.JSONDataReader.load_data",
  67. return_value=[Document(text="content1"), Document(text="content2")],
  68. )
  69. result = JSONLoader.load_data(content)
  70. assert "doc_id" in result
  71. assert "data" in result
  72. expected_data = [
  73. {"content": "content1", "meta_data": {"url": content_url_str}},
  74. {"content": "content2", "meta_data": {"url": content_url_str}},
  75. ]
  76. assert result["data"] == expected_data
  77. expected_doc_id = hashlib.sha256((content_url_str + ", ".join(["content1", "content2"])).encode()).hexdigest()
  78. assert result["doc_id"] == expected_doc_id