-
Notifications
You must be signed in to change notification settings - Fork 8
/
Copy pathopenai_types.py
303 lines (223 loc) · 7.69 KB
/
openai_types.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
"""A module for type definitions for OpenAI API responses"""
from __future__ import annotations
from typing import (
Literal,
Protocol,
TYPE_CHECKING,
TypedDict,
Union,
overload,
runtime_checkable,
)
if TYPE_CHECKING:
from typing_extensions import TypeGuard
class FunctionCall(TypedDict):
"""A container for OpenAI function calls
Attributes:
name (str): The name of the function
arguments (str): The arguments of the function, in JSON format
"""
name: str
arguments: str
class FinalResponseMessageType(TypedDict):
"""A type for OpenAI messages that are final responses"""
role: Literal["assistant"]
content: str
class UserMessageType(TypedDict):
"""A type for OpenAI messages that are user messages"""
role: Literal[
"system",
"user",
]
content: str
ContentfulMessageType = Union[FinalResponseMessageType, UserMessageType]
class IntermediateResponseMessageType(TypedDict):
"""A type for OpenAI messages that are intermediate responses"""
role: Literal["assistant"]
content: None
function_call: FunctionCall
NonFunctionMessageType = Union[ContentfulMessageType, IntermediateResponseMessageType]
class FunctionMessageType(TypedDict):
"""A type for OpenAI messages"""
role: Literal["function"]
name: str
content: str | None
MessageType = Union[NonFunctionMessageType, FunctionMessageType]
class Message:
"""A container for OpenAI messages"""
@overload
def __init__(self, message: MessageType) -> None:
...
@overload
def __init__(self, message: str) -> None:
...
@overload
def __init__(
self, message: str, role: Literal["system", "user", "assistant"]
) -> None:
...
def __init__(
self,
message: MessageType | str,
role: Literal["system", "user", "assistant"] = "user",
):
if isinstance(message, str):
if role == "assistant": # We have to split this up because of mypy
self.message: MessageType = {"role": role, "content": message}
else:
self.message = {
"role": role,
"content": message,
}
else:
if "content" not in message:
message["content"] = None
self.message = message
@property
def content(self) -> str | None:
"""Get the content of the message
Returns:
str | None: The content of the message
"""
return self.message["content"]
@property
def role(self) -> Literal["system", "user", "assistant", "function"]:
"""Get the role of the message
Returns:
Literal["system", "user", "assistant", "function"]: The role of the message
"""
return self.message["role"]
@property
def is_function_call(self) -> bool:
"""Check if the message is a function call
Returns:
bool: Whether the message is a function call
"""
return self.role == "assistant" and "function_call" in self.message
@property
def function_call(self) -> FunctionCall | None:
"""Get the function call
Returns:
FunctionCall | None: The function call
"""
if self.message["role"] == "assistant":
if self.message.get("content") is not None:
return None
return self.message.get("function_call") # type: ignore
return None
@property
def is_final_response(self) -> bool:
"""Check if the message is a final response
Returns:
bool: Whether the message is a final response
"""
return self.role == "assistant" and self.content is not None
def as_dict(self) -> MessageType:
"""Get the message as a dictionary
Returns:
MessageType: The message
"""
return self.message
def __repr__(self) -> str:
if self.is_function_call:
return f"FunctionCall({self.function_call!r})"
return f"Message({self.message['content']!r}, {self.message['role']!r})"
def __eq__(self, other: object) -> bool:
return (
isinstance(other, Message)
and self.content == other.content
and self.role == other.role
and self.function_call == other.function_call
)
def __hash__(self) -> int:
return hash((self.content, self.role))
@runtime_checkable
class GenericMessage(Protocol):
"""A container protocol for OpenAI messages"""
message: MessageType
@overload
def __init__(self, message: MessageType) -> None:
...
@overload
def __init__(self, message: str) -> None:
...
@overload
def __init__(
self, message: str, role: Literal["system", "user", "assistant"]
) -> None:
...
def __init__(
self,
message: MessageType | str,
role: Literal["system", "user", "assistant"] = "user",
):
...
@property
def content(self) -> str | None:
"""Get the content of the message"""
@property
def role(self) -> Literal["system", "user", "assistant", "function"]:
"""Get the role of the message"""
... # pylint: disable=unnecessary-ellipsis
@property
def is_function_call(self) -> bool:
"""Check if the message is a function call"""
... # pylint: disable=unnecessary-ellipsis
@property
def function_call(self) -> FunctionCall | None:
"""Get the function call"""
@property
def is_final_response(self) -> bool:
"""Check if the message is a final response"""
... # pylint: disable=unnecessary-ellipsis
def as_dict(self) -> MessageType:
"""Get the message as a dictionary"""
... # pylint: disable=unnecessary-ellipsis
def __hash__(self) -> int:
...
class FinalResponseMessage(GenericMessage, Protocol):
"""A container for OpenAI final response messages
Inherited from GenericMessage, acts the same, just restricts
the message to have content and not be a function call
"""
message: FinalResponseMessageType # type: ignore
@property
def content(self) -> str:
"""Get the content of the message"""
# This ellipsis is for Pyright #2758
... # pylint: disable=unnecessary-ellipsis
@property
def function_call(self) -> None:
"""Get the function call"""
@property
def is_final_response(self) -> Literal[True]:
"""Check if the message is a final response"""
... # pylint: disable=unnecessary-ellipsis
class FunctionCallMessage(GenericMessage, Protocol):
"""A container for OpenAI function call messages"""
message: IntermediateResponseMessageType
@property
def content(self) -> None:
"""Get the content of the message"""
@property
def function_call(self) -> FunctionCall:
"""Get the function call"""
... # pylint: disable=unnecessary-ellipsis
@property
def is_final_response(self) -> Literal[False]:
"""Check if the message is a final response"""
... # pylint: disable=unnecessary-ellipsis
def is_final_response_message(
message: GenericMessage,
) -> TypeGuard[FinalResponseMessage]:
"""Check if a message is a final response message
Args:
message (GenericMessage): The message to check
Returns:
TypeGuard[FinalResponseMessage]: Whether the message is a final response message
"""
return message.is_final_response
class ForcedFunctionCall(TypedDict):
"""A type for forced function calls"""
name: str
OpenAiFunctionCallInput = Union[ForcedFunctionCall, Literal["auto", "none"]]