|
1 |
| -import warnings |
2 | 1 | from dataclasses import dataclass, field
|
3 | 2 | from enum import Enum
|
4 |
| -from typing import Any, Dict, List, Optional |
5 | 3 |
|
6 |
| -from labelbox.schema.tool_building.tool_type import ToolType |
7 |
| -from labelbox.schema.tool_building.variant import ( |
8 |
| - VariantWithActions, |
| 4 | +from labelbox.schema.tool_building.base_step_reasoning_tool import ( |
| 5 | + _BaseStepReasoningTool, |
| 6 | + _Definition, |
| 7 | + _Variant, |
9 | 8 | )
|
| 9 | +from labelbox.schema.tool_building.tool_type import ToolType |
10 | 10 |
|
11 | 11 |
|
12 | 12 | class FactCheckingActions(Enum):
|
13 | 13 | WRITE_JUSTIFICATION = "justification"
|
14 | 14 |
|
15 | 15 |
|
16 |
| -class UnsupportedStepActions(Enum): |
17 |
| - WRITE_JUSTIFICATION = "justification" |
18 |
| - |
19 |
| - |
20 |
| -class CanConfidentlyAssessStepActions(Enum): |
21 |
| - WRITE_JUSTIFICATION = "justification" |
22 |
| - |
23 |
| - |
24 |
| -class NoFactualInformationStepActions(Enum): |
25 |
| - WRITE_JUSTIFICATION = "justification" |
26 |
| - |
27 |
| - |
28 |
| -@dataclass |
29 |
| -class FactCheckingVariants: |
30 |
| - """ |
31 |
| - This class is used to define the possible options for fact-checking a step |
32 |
| - NOTE do not change the variants directly |
33 |
| - """ |
34 |
| - |
35 |
| - accurate_step: VariantWithActions = field( |
36 |
| - default_factory=lambda: VariantWithActions( |
37 |
| - id=0, |
38 |
| - name="Accurate", |
39 |
| - _available_actions={action.value for action in FactCheckingActions}, |
40 |
| - actions=[action.value for action in FactCheckingActions], |
41 |
| - ) |
| 16 | +def build_fact_checking_definition(): |
| 17 | + accurate_step = _Variant( |
| 18 | + id=0, |
| 19 | + name="Accurate", |
| 20 | + _available_actions={action.value for action in FactCheckingActions}, |
| 21 | + actions=[action.value for action in FactCheckingActions], |
42 | 22 | )
|
43 |
| - |
44 |
| - inaccurate_step: VariantWithActions = field( |
45 |
| - default_factory=lambda: VariantWithActions( |
46 |
| - id=1, |
47 |
| - name="Inaccurate", |
48 |
| - _available_actions={action.value for action in FactCheckingActions}, |
49 |
| - actions=[action.value for action in FactCheckingActions], |
50 |
| - ) |
| 23 | + inaccurate_step = _Variant( |
| 24 | + id=1, |
| 25 | + name="Inaccurate", |
| 26 | + _available_actions={action.value for action in FactCheckingActions}, |
| 27 | + actions=[action.value for action in FactCheckingActions], |
51 | 28 | )
|
52 |
| - disputed_step: VariantWithActions = field( |
53 |
| - default_factory=lambda: VariantWithActions( |
54 |
| - id=2, |
55 |
| - name="Disputed", |
56 |
| - _available_actions={action.value for action in FactCheckingActions}, |
57 |
| - actions=[action.value for action in FactCheckingActions], |
58 |
| - ) |
| 29 | + disputed_step = _Variant( |
| 30 | + id=2, |
| 31 | + name="Disputed", |
| 32 | + _available_actions={action.value for action in FactCheckingActions}, |
| 33 | + actions=[action.value for action in FactCheckingActions], |
59 | 34 | )
|
60 |
| - unsupported_step: VariantWithActions = field( |
61 |
| - default_factory=lambda: VariantWithActions( |
62 |
| - id=3, |
63 |
| - name="Unsupported", |
64 |
| - _available_actions=set(), |
65 |
| - actions=[], |
66 |
| - ) |
| 35 | + unsupported_step = _Variant( |
| 36 | + id=3, |
| 37 | + name="Unsupported", |
| 38 | + _available_actions=set(), |
| 39 | + actions=[], |
67 | 40 | )
|
68 |
| - cant_confidently_assess_step: VariantWithActions = field( |
69 |
| - default_factory=lambda: VariantWithActions( |
70 |
| - id=4, |
71 |
| - name="Can't confidently assess", |
72 |
| - _available_actions=set(), |
73 |
| - actions=[], |
74 |
| - ) |
| 41 | + cant_confidently_assess_step = _Variant( |
| 42 | + id=4, |
| 43 | + name="Can't confidently assess", |
| 44 | + _available_actions=set(), |
| 45 | + actions=[], |
75 | 46 | )
|
76 |
| - no_factual_information_step: VariantWithActions = field( |
77 |
| - default_factory=lambda: VariantWithActions( |
78 |
| - id=5, |
79 |
| - name="No factual information", |
80 |
| - _available_actions=set(), |
81 |
| - actions=[], |
82 |
| - ) |
| 47 | + no_factual_information_step = _Variant( |
| 48 | + id=5, |
| 49 | + name="No factual information", |
| 50 | + _available_actions=set(), |
| 51 | + actions=[], |
83 | 52 | )
|
84 |
| - |
85 |
| - def asdict(self): |
86 |
| - return [ |
87 |
| - self.accurate_step.asdict(), |
88 |
| - self.inaccurate_step.asdict(), |
89 |
| - self.disputed_step.asdict(), |
90 |
| - self.unsupported_step.asdict(), |
91 |
| - self.cant_confidently_assess_step.asdict(), |
92 |
| - self.no_factual_information_step.asdict(), |
93 |
| - ] |
94 |
| - |
95 |
| - @classmethod |
96 |
| - def from_dict(cls, dictionary: List[Dict[str, Any]]): |
97 |
| - accurate_step = None |
98 |
| - inaccurate_step = None |
99 |
| - disputed_step = None |
100 |
| - unsupported_step = None |
101 |
| - cant_confidently_assess_step = None |
102 |
| - no_factual_information_step = None |
103 |
| - |
104 |
| - for variant in dictionary: |
105 |
| - if variant["id"] == 0: |
106 |
| - accurate_step = VariantWithActions(**variant) |
107 |
| - elif variant["id"] == 1: |
108 |
| - inaccurate_step = VariantWithActions(**variant) |
109 |
| - elif variant["id"] == 2: |
110 |
| - disputed_step = VariantWithActions(**variant) |
111 |
| - elif variant["id"] == 3: |
112 |
| - unsupported_step = VariantWithActions(**variant) |
113 |
| - elif variant["id"] == 4: |
114 |
| - cant_confidently_assess_step = VariantWithActions(**variant) |
115 |
| - elif variant["id"] == 5: |
116 |
| - no_factual_information_step = VariantWithActions(**variant) |
117 |
| - |
118 |
| - if not all( |
119 |
| - [ |
120 |
| - accurate_step, |
121 |
| - inaccurate_step, |
122 |
| - disputed_step, |
123 |
| - unsupported_step, |
124 |
| - cant_confidently_assess_step, |
125 |
| - no_factual_information_step, |
126 |
| - ] |
127 |
| - ): |
128 |
| - raise ValueError("Missing variant") |
129 |
| - |
130 |
| - return cls( |
131 |
| - accurate_step=accurate_step, # type: ignore |
132 |
| - inaccurate_step=inaccurate_step, # type: ignore |
133 |
| - disputed_step=disputed_step, # type: ignore |
134 |
| - unsupported_step=unsupported_step, # type: ignore |
135 |
| - cant_confidently_assess_step=cant_confidently_assess_step, # type: ignore |
136 |
| - no_factual_information_step=no_factual_information_step, # type: ignore |
137 |
| - ) |
| 53 | + variants = [ |
| 54 | + accurate_step, |
| 55 | + inaccurate_step, |
| 56 | + disputed_step, |
| 57 | + unsupported_step, |
| 58 | + cant_confidently_assess_step, |
| 59 | + no_factual_information_step, |
| 60 | + ] |
| 61 | + return _Definition(variants=variants) |
138 | 62 |
|
139 | 63 |
|
140 | 64 | @dataclass
|
141 |
| -class FactCheckingDefinition: |
142 |
| - variants: FactCheckingVariants = field(default_factory=FactCheckingVariants) |
143 |
| - version: int = field(default=1) |
144 |
| - title: Optional[str] = None |
145 |
| - value: Optional[str] = None |
146 |
| - |
147 |
| - def __post_init__(self): |
148 |
| - if self.version != 1: |
149 |
| - raise ValueError("Invalid version") |
150 |
| - |
151 |
| - def asdict(self) -> Dict[str, Any]: |
152 |
| - result = {"variants": self.variants.asdict(), "version": self.version} |
153 |
| - if self.title is not None: |
154 |
| - result["title"] = self.title |
155 |
| - if self.value is not None: |
156 |
| - result["value"] = self.value |
157 |
| - return result |
158 |
| - |
159 |
| - @classmethod |
160 |
| - def from_dict(cls, dictionary: Dict[str, Any]) -> "FactCheckingDefinition": |
161 |
| - variants = FactCheckingVariants.from_dict(dictionary["variants"]) |
162 |
| - title = dictionary.get("title", None) |
163 |
| - value = dictionary.get("value", None) |
164 |
| - return cls(variants=variants, title=title, value=value) |
165 |
| - |
166 |
| - |
167 |
| -@dataclass |
168 |
| -class FactCheckingTool: |
| 65 | +class FactCheckingTool(_BaseStepReasoningTool): |
169 | 66 | """
|
170 | 67 | Use this class in OntologyBuilder to create a tool for fact checking
|
171 | 68 | """
|
172 | 69 |
|
173 |
| - name: str |
174 | 70 | type: ToolType = field(default=ToolType.FACT_CHECKING, init=False)
|
175 |
| - required: bool = False |
176 |
| - schema_id: Optional[str] = None |
177 |
| - feature_schema_id: Optional[str] = None |
178 |
| - color: Optional[str] = None |
179 |
| - definition: FactCheckingDefinition = field( |
180 |
| - default_factory=FactCheckingDefinition |
| 71 | + definition: _Definition = field( |
| 72 | + default_factory=build_fact_checking_definition |
181 | 73 | )
|
182 |
| - |
183 |
| - def __post_init__(self): |
184 |
| - warnings.warn( |
185 |
| - "This feature is experimental and subject to change.", |
186 |
| - ) |
187 |
| - |
188 |
| - if self.name.strip() == "": |
189 |
| - raise ValueError("Name cannot be empty") |
190 |
| - |
191 |
| - def set_unsupported_step_actions( |
192 |
| - self, actions: List[UnsupportedStepActions] |
193 |
| - ) -> None: |
194 |
| - actions_values = [action.value for action in actions] |
195 |
| - self.definition.variants.unsupported_step.set_actions(actions_values) |
196 |
| - |
197 |
| - def set_cant_confidently_assess_step_actions( |
198 |
| - self, actions: List[CanConfidentlyAssessStepActions] |
199 |
| - ) -> None: |
200 |
| - actions_values = [action.value for action in actions] |
201 |
| - self.definition.variants.cant_confidently_assess_step.set_actions( |
202 |
| - actions_values |
203 |
| - ) |
204 |
| - |
205 |
| - def set_no_factual_information_step_actions( |
206 |
| - self, actions: List[NoFactualInformationStepActions] |
207 |
| - ) -> None: |
208 |
| - actions_values = [action.value for action in actions] |
209 |
| - self.definition.variants.no_factual_information_step.set_actions( |
210 |
| - actions_values |
211 |
| - ) |
212 |
| - |
213 |
| - def asdict(self) -> Dict[str, Any]: |
214 |
| - return { |
215 |
| - "tool": self.type.value, |
216 |
| - "name": self.name, |
217 |
| - "required": self.required, |
218 |
| - "schemaNodeId": self.schema_id, |
219 |
| - "featureSchemaId": self.feature_schema_id, |
220 |
| - "definition": self.definition.asdict(), |
221 |
| - } |
222 |
| - |
223 |
| - @classmethod |
224 |
| - def from_dict(cls, dictionary: Dict[str, Any]) -> "FactCheckingTool": |
225 |
| - return cls( |
226 |
| - name=dictionary["name"], |
227 |
| - schema_id=dictionary.get("schemaNodeId", None), |
228 |
| - feature_schema_id=dictionary.get("featureSchemaId", None), |
229 |
| - required=dictionary.get("required", False), |
230 |
| - definition=FactCheckingDefinition.from_dict( |
231 |
| - dictionary["definition"] |
232 |
| - ), |
233 |
| - ) |
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