Mercurial > repos > shellac > sam_consensus_v3
annotate env/lib/python3.9/site-packages/schema_salad/validate.py @ 0:4f3585e2f14b draft default tip
"planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
author | shellac |
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date | Mon, 22 Mar 2021 18:12:50 +0000 |
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1 import logging |
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2 import pprint |
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3 from typing import Any, List, MutableMapping, MutableSequence, Optional, Set |
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4 from urllib.parse import urlsplit |
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5 |
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6 from . import avro |
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7 from .avro.schema import Schema # pylint: disable=no-name-in-module, import-error |
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8 from .exceptions import ( |
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9 ClassValidationException, |
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10 SchemaSaladException, |
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11 ValidationException, |
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12 ) |
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13 from .sourceline import SourceLine |
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14 |
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15 _logger = logging.getLogger("salad") |
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16 |
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17 |
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18 def validate( |
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19 expected_schema: Schema, |
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20 datum: Any, |
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21 identifiers: Optional[List[str]] = None, |
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22 strict: bool = False, |
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23 foreign_properties: Optional[Set[str]] = None, |
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24 ) -> bool: |
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25 if not identifiers: |
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26 identifiers = [] |
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27 if not foreign_properties: |
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28 foreign_properties = set() |
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29 return validate_ex( |
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30 expected_schema, |
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31 datum, |
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32 identifiers, |
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33 strict=strict, |
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34 foreign_properties=foreign_properties, |
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35 raise_ex=False, |
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36 ) |
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37 |
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38 |
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39 INT_MIN_VALUE = -(1 << 31) |
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40 INT_MAX_VALUE = (1 << 31) - 1 |
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41 LONG_MIN_VALUE = -(1 << 63) |
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42 LONG_MAX_VALUE = (1 << 63) - 1 |
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43 |
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44 |
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45 def friendly(v): # type: (Any) -> Any |
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46 if isinstance(v, avro.schema.NamedSchema): |
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47 return v.name |
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48 if isinstance(v, avro.schema.ArraySchema): |
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49 return "array of <{}>".format(friendly(v.items)) |
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50 elif isinstance(v, avro.schema.PrimitiveSchema): |
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51 return v.type |
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52 elif isinstance(v, avro.schema.UnionSchema): |
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53 return " or ".join([friendly(s) for s in v.schemas]) |
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54 else: |
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55 return v |
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56 |
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57 |
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58 def vpformat(datum): # type: (Any) -> str |
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59 a = pprint.pformat(datum) |
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60 if len(a) > 160: |
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61 a = a[0:160] + "[...]" |
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62 return a |
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63 |
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64 |
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65 def validate_ex( |
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66 expected_schema: Schema, |
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67 datum, # type: Any |
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68 identifiers=None, # type: Optional[List[str]] |
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69 strict=False, # type: bool |
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70 foreign_properties=None, # type: Optional[Set[str]] |
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71 raise_ex=True, # type: bool |
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72 strict_foreign_properties=False, # type: bool |
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73 logger=_logger, # type: logging.Logger |
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74 skip_foreign_properties=False, # type: bool |
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75 ): |
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76 # type: (...) -> bool |
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77 """Determine if a python datum is an instance of a schema.""" |
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78 |
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79 if not identifiers: |
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80 identifiers = [] |
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81 |
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82 if not foreign_properties: |
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83 foreign_properties = set() |
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84 |
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85 schema_type = expected_schema.type |
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86 |
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87 if schema_type == "null": |
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88 if datum is None: |
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89 return True |
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90 if raise_ex: |
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91 raise ValidationException("the value is not null") |
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92 return False |
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93 elif schema_type == "boolean": |
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94 if isinstance(datum, bool): |
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95 return True |
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96 if raise_ex: |
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97 raise ValidationException("the value is not boolean") |
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98 return False |
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99 elif schema_type == "string": |
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100 if isinstance(datum, str): |
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101 return True |
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102 if isinstance(datum, bytes): |
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103 return True |
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104 if raise_ex: |
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105 raise ValidationException("the value is not string") |
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106 return False |
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107 elif schema_type == "int": |
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108 if isinstance(datum, int) and INT_MIN_VALUE <= datum <= INT_MAX_VALUE: |
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109 return True |
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110 if raise_ex: |
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111 raise ValidationException("`{}` is not int".format(vpformat(datum))) |
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112 return False |
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113 elif schema_type == "long": |
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114 if (isinstance(datum, int)) and LONG_MIN_VALUE <= datum <= LONG_MAX_VALUE: |
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115 return True |
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116 if raise_ex: |
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117 raise ValidationException( |
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118 "the value `{}` is not long".format(vpformat(datum)) |
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119 ) |
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120 return False |
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121 elif schema_type in ["float", "double"]: |
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122 if isinstance(datum, int) or isinstance(datum, float): |
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123 return True |
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124 if raise_ex: |
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125 raise ValidationException( |
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126 "the value `{}` is not float or double".format(vpformat(datum)) |
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127 ) |
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128 return False |
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129 elif isinstance(expected_schema, avro.schema.EnumSchema): |
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130 if expected_schema.name == "Any": |
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131 if datum is not None: |
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132 return True |
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133 if raise_ex: |
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134 raise ValidationException("'Any' type must be non-null") |
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135 return False |
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136 if not isinstance(datum, str): |
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137 if raise_ex: |
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138 raise ValidationException( |
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139 "value is a {} but expected a string".format(type(datum).__name__) |
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140 ) |
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141 return False |
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142 if expected_schema.name == "Expression": |
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143 if "$(" in datum or "${" in datum: |
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144 return True |
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145 if raise_ex: |
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146 raise ValidationException( |
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147 "value `{}` does not contain an expression in the form $() or ${{}}".format( |
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148 datum |
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149 ) |
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150 ) |
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151 return False |
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152 if datum in expected_schema.symbols: |
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153 return True |
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154 else: |
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155 if raise_ex: |
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156 raise ValidationException( |
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157 "the value {} is not a valid {}, expected {}{}".format( |
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158 vpformat(datum), |
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159 expected_schema.name, |
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160 "one of " if len(expected_schema.symbols) > 1 else "", |
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161 "'" + "', '".join(expected_schema.symbols) + "'", |
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162 ) |
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163 ) |
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164 return False |
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165 elif isinstance(expected_schema, avro.schema.ArraySchema): |
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166 if isinstance(datum, MutableSequence): |
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167 for i, d in enumerate(datum): |
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168 try: |
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169 sl = SourceLine(datum, i, ValidationException) |
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170 if not validate_ex( |
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171 expected_schema.items, |
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172 d, |
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173 identifiers, |
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174 strict=strict, |
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175 foreign_properties=foreign_properties, |
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176 raise_ex=raise_ex, |
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177 strict_foreign_properties=strict_foreign_properties, |
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178 logger=logger, |
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179 skip_foreign_properties=skip_foreign_properties, |
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180 ): |
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181 return False |
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182 except ValidationException as v: |
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183 if raise_ex: |
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184 raise ValidationException("item is invalid because", sl, [v]) |
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185 return False |
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186 return True |
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187 else: |
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188 if raise_ex: |
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189 raise ValidationException( |
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190 "the value {} is not a list, expected list of {}".format( |
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191 vpformat(datum), friendly(expected_schema.items) |
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192 ) |
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193 ) |
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194 return False |
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195 elif isinstance(expected_schema, avro.schema.UnionSchema): |
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196 for s in expected_schema.schemas: |
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197 if validate_ex( |
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198 s, |
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199 datum, |
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200 identifiers, |
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201 strict=strict, |
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202 raise_ex=False, |
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203 strict_foreign_properties=strict_foreign_properties, |
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204 logger=logger, |
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205 skip_foreign_properties=skip_foreign_properties, |
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206 ): |
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207 return True |
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208 |
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209 if not raise_ex: |
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210 return False |
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211 |
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212 errors = [] # type: List[SchemaSaladException] |
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213 checked = [] |
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214 for s in expected_schema.schemas: |
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215 if isinstance(datum, MutableSequence) and not isinstance( |
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216 s, avro.schema.ArraySchema |
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217 ): |
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218 continue |
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219 elif isinstance(datum, MutableMapping) and not isinstance( |
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220 s, avro.schema.RecordSchema |
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221 ): |
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222 continue |
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223 elif isinstance(datum, (bool, int, float, str)) and isinstance( |
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224 s, (avro.schema.ArraySchema, avro.schema.RecordSchema) |
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225 ): |
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226 continue |
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227 elif datum is not None and s.type == "null": |
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228 continue |
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229 |
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230 checked.append(s) |
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231 try: |
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232 validate_ex( |
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233 s, |
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234 datum, |
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235 identifiers, |
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236 strict=strict, |
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237 foreign_properties=foreign_properties, |
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238 raise_ex=True, |
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239 strict_foreign_properties=strict_foreign_properties, |
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240 logger=logger, |
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241 skip_foreign_properties=skip_foreign_properties, |
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242 ) |
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243 except ClassValidationException: |
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244 raise |
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245 except ValidationException as e: |
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246 errors.append(e) |
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247 if bool(errors): |
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248 raise ValidationException( |
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249 "", |
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250 None, |
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251 [ |
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252 ValidationException( |
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253 "tried {} but".format(friendly(check)), None, [err] |
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254 ) |
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255 for (check, err) in zip(checked, errors) |
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256 ], |
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257 "-", |
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258 ) |
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259 else: |
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260 raise ValidationException( |
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261 "value is a {}, expected {}".format( |
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262 type(datum).__name__, friendly(expected_schema) |
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263 ) |
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264 ) |
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265 |
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266 elif isinstance(expected_schema, avro.schema.RecordSchema): |
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267 if not isinstance(datum, MutableMapping): |
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268 if raise_ex: |
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269 raise ValidationException("is not a dict") |
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270 else: |
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271 return False |
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272 |
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273 classmatch = None |
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274 for f in expected_schema.fields: |
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275 if f.name in ("class",): |
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276 d = datum.get(f.name) |
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277 if not d: |
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278 if raise_ex: |
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279 raise ValidationException(f"Missing '{f.name}' field") |
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280 else: |
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281 return False |
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282 if expected_schema.name != d: |
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283 if raise_ex: |
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284 raise ValidationException( |
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285 "Expected class '{}' but this is '{}'".format( |
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286 expected_schema.name, d |
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287 ) |
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288 ) |
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289 else: |
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290 return False |
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291 classmatch = d |
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292 break |
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293 |
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294 errors = [] |
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295 for f in expected_schema.fields: |
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296 if f.name in ("class",): |
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297 continue |
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298 |
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299 if f.name in datum: |
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300 fieldval = datum[f.name] |
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301 else: |
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302 try: |
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303 fieldval = f.default |
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304 except KeyError: |
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305 fieldval = None |
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306 |
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307 try: |
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308 sl = SourceLine(datum, f.name, str) |
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309 if not validate_ex( |
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310 f.type, |
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311 fieldval, |
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312 identifiers, |
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313 strict=strict, |
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314 foreign_properties=foreign_properties, |
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315 raise_ex=raise_ex, |
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316 strict_foreign_properties=strict_foreign_properties, |
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317 logger=logger, |
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318 skip_foreign_properties=skip_foreign_properties, |
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319 ): |
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320 return False |
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321 except ValidationException as v: |
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322 if f.name not in datum: |
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323 errors.append( |
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324 ValidationException(f"missing required field `{f.name}`") |
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325 ) |
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326 else: |
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327 errors.append( |
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328 ValidationException( |
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329 f"the `{f.name}` field is not valid because", |
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330 sl, |
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331 [v], |
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332 ) |
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333 ) |
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334 |
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335 for d in datum: |
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336 found = False |
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337 for f in expected_schema.fields: |
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338 if d == f.name: |
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339 found = True |
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340 if not found: |
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341 sl = SourceLine(datum, d, str) |
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342 if d is None: |
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343 err = ValidationException("mapping with implicit null key", sl) |
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344 if strict: |
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345 errors.append(err) |
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346 else: |
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347 logger.warning(err.as_warning()) |
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348 continue |
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349 if ( |
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350 d not in identifiers |
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351 and d not in foreign_properties |
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352 and d[0] not in ("@", "$") |
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353 ): |
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354 if ( |
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355 (d not in identifiers and strict) |
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356 and ( |
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357 d not in foreign_properties |
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358 and strict_foreign_properties |
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359 and not skip_foreign_properties |
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360 ) |
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361 and not raise_ex |
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362 ): |
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363 return False |
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364 split = urlsplit(d) |
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365 if split.scheme: |
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366 if not skip_foreign_properties: |
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367 err = ValidationException( |
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368 "unrecognized extension field `{}`{}.{}".format( |
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369 d, |
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370 " and strict_foreign_properties checking is enabled" |
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371 if strict_foreign_properties |
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372 else "", |
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373 "\nForeign properties from $schemas:\n {}".format( |
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374 "\n ".join(sorted(foreign_properties)) |
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375 ) |
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376 if len(foreign_properties) > 0 |
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377 else "", |
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378 ), |
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379 sl, |
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380 ) |
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381 if strict_foreign_properties: |
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382 errors.append(err) |
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383 elif len(foreign_properties) > 0: |
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384 logger.warning(err.as_warning()) |
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385 else: |
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386 err = ValidationException( |
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387 "invalid field `{}`, expected one of: {}".format( |
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388 d, |
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389 ", ".join( |
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390 f"'{fn.name}'" for fn in expected_schema.fields |
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391 ), |
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392 ), |
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393 sl, |
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394 ) |
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395 if strict: |
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396 errors.append(err) |
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397 else: |
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398 logger.warning(err.as_warning()) |
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399 |
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400 if bool(errors): |
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401 if raise_ex: |
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402 if classmatch: |
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403 raise ClassValidationException("", None, errors, "*") |
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404 else: |
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405 raise ValidationException("", None, errors, "*") |
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406 else: |
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407 return False |
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408 else: |
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409 return True |
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410 if raise_ex: |
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411 raise ValidationException(f"Unrecognized schema_type {schema_type}") |
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412 else: |
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413 return False |