File size: 8,030 Bytes
f520676
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
import traceback
from functools import partial
from inspect import signature

import gradio as gr

import extensions
import modules.shared as shared
from modules.logging_colors import logger

state = {}
available_extensions = []
setup_called = set()


def apply_settings(extension, name):
    if not hasattr(extension, 'params'):
        return

    for param in extension.params:
        _id = f"{name}-{param}"
        if _id not in shared.settings:
            continue

        extension.params[param] = shared.settings[_id]


def load_extensions():
    global state, setup_called
    state = {}
    for i, name in enumerate(shared.args.extensions):
        if name in available_extensions:
            if name != 'api':
                logger.info(f'Loading the extension "{name}"')
            try:
                try:
                    exec(f"import extensions.{name}.script")
                except ModuleNotFoundError:
                    logger.error(f"Could not import the requirements for '{name}'. Make sure to install the requirements for the extension.\n\nLinux / Mac:\n\npip install -r extensions/{name}/requirements.txt --upgrade\n\nWindows:\n\npip install -r extensions\\{name}\\requirements.txt --upgrade\n\nIf you used the one-click installer, paste the command above in the terminal window opened after launching the cmd script for your OS.")
                    raise

                extension = getattr(extensions, name).script
                apply_settings(extension, name)
                if extension not in setup_called and hasattr(extension, "setup"):
                    setup_called.add(extension)
                    extension.setup()

                state[name] = [True, i]
            except:
                logger.error(f'Failed to load the extension "{name}".')
                traceback.print_exc()


# This iterator returns the extensions in the order specified in the command-line
def iterator():
    for name in sorted(state, key=lambda x: state[x][1]):
        if state[name][0]:
            yield getattr(extensions, name).script, name


# Extension functions that map string -> string
def _apply_string_extensions(function_name, text, state, is_chat=False):
    for extension, _ in iterator():
        if hasattr(extension, function_name):
            func = getattr(extension, function_name)

            # Handle old extensions without the 'state' arg or
            # the 'is_chat' kwarg
            count = 0
            has_chat = False
            for k in signature(func).parameters:
                if k == 'is_chat':
                    has_chat = True
                else:
                    count += 1

            if count == 2:
                args = [text, state]
            else:
                args = [text]

            if has_chat:
                kwargs = {'is_chat': is_chat}
            else:
                kwargs = {}

            text = func(*args, **kwargs)

    return text


# Extension functions that map string -> string
def _apply_chat_input_extensions(text, visible_text, state):
    for extension, _ in iterator():
        if hasattr(extension, 'chat_input_modifier'):
            text, visible_text = extension.chat_input_modifier(text, visible_text, state)

    return text, visible_text


# custom_generate_chat_prompt handling - currently only the first one will work
def _apply_custom_generate_chat_prompt(text, state, **kwargs):
    for extension, _ in iterator():
        if hasattr(extension, 'custom_generate_chat_prompt'):
            return extension.custom_generate_chat_prompt(text, state, **kwargs)

    return None


# Extension that modifies the input parameters before they are used
def _apply_state_modifier_extensions(state):
    for extension, _ in iterator():
        if hasattr(extension, "state_modifier"):
            state = getattr(extension, "state_modifier")(state)

    return state


# Extension that modifies the chat history before it is used
def _apply_history_modifier_extensions(history):
    for extension, _ in iterator():
        if hasattr(extension, "history_modifier"):
            history = getattr(extension, "history_modifier")(history)

    return history


# Extension functions that override the default tokenizer output - The order of execution is not defined
def _apply_tokenizer_extensions(function_name, state, prompt, input_ids, input_embeds):
    for extension, _ in iterator():
        if hasattr(extension, function_name):
            prompt, input_ids, input_embeds = getattr(extension, function_name)(state, prompt, input_ids, input_embeds)

    return prompt, input_ids, input_embeds


# Allow extensions to add their own logits processors to the stack being run.
# Each extension would call `processor_list.append({their LogitsProcessor}())`.
def _apply_logits_processor_extensions(function_name, processor_list, input_ids):
    for extension, _ in iterator():
        if hasattr(extension, function_name):
            result = getattr(extension, function_name)(processor_list, input_ids)
            if type(result) is list:
                processor_list = result

    return processor_list


# Get prompt length in tokens after applying extension functions which override the default tokenizer output
# currently only the first one will work
def _apply_custom_tokenized_length(prompt):
    for extension, _ in iterator():
        if hasattr(extension, 'custom_tokenized_length'):
            return getattr(extension, 'custom_tokenized_length')(prompt)

    return None


# Custom generate reply handling - currently only the first one will work
def _apply_custom_generate_reply():
    for extension, _ in iterator():
        if hasattr(extension, 'custom_generate_reply'):
            return getattr(extension, 'custom_generate_reply')

    return None


def _apply_custom_css():
    all_css = ''
    for extension, _ in iterator():
        if hasattr(extension, 'custom_css'):
            all_css += getattr(extension, 'custom_css')()

    return all_css


def _apply_custom_js():
    all_js = ''
    for extension, _ in iterator():
        if hasattr(extension, 'custom_js'):
            all_js += getattr(extension, 'custom_js')()

    return all_js


def create_extensions_block():
    to_display = []
    for extension, name in iterator():
        if hasattr(extension, "ui") and not (hasattr(extension, 'params') and extension.params.get('is_tab', False)):
            to_display.append((extension, name))

    # Creating the extension ui elements
    if len(to_display) > 0:
        with gr.Column(elem_id="extensions"):
            for row in to_display:
                extension, _ = row
                extension.ui()


def create_extensions_tabs():
    for extension, name in iterator():
        if hasattr(extension, "ui") and (hasattr(extension, 'params') and extension.params.get('is_tab', False)):
            display_name = getattr(extension, 'params', {}).get('display_name', name)
            with gr.Tab(display_name, elem_classes="extension-tab"):
                extension.ui()


EXTENSION_MAP = {
    "input": partial(_apply_string_extensions, "input_modifier"),
    "output": partial(_apply_string_extensions, "output_modifier"),
    "chat_input": _apply_chat_input_extensions,
    "state": _apply_state_modifier_extensions,
    "history": _apply_history_modifier_extensions,
    "bot_prefix": partial(_apply_string_extensions, "bot_prefix_modifier"),
    "tokenizer": partial(_apply_tokenizer_extensions, "tokenizer_modifier"),
    'logits_processor': partial(_apply_logits_processor_extensions, 'logits_processor_modifier'),
    "custom_generate_chat_prompt": _apply_custom_generate_chat_prompt,
    "custom_generate_reply": _apply_custom_generate_reply,
    "tokenized_length": _apply_custom_tokenized_length,
    "css": _apply_custom_css,
    "js": _apply_custom_js
}


def apply_extensions(typ, *args, **kwargs):
    if typ not in EXTENSION_MAP:
        raise ValueError(f"Invalid extension type {typ}")

    return EXTENSION_MAP[typ](*args, **kwargs)