text-generation-webui/modules/extensions.py

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import logging
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import traceback
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from functools import partial
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import gradio as gr
import extensions
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import modules.shared as shared
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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]
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def load_extensions():
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global state, setup_called
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for i, name in enumerate(shared.args.extensions):
if name in available_extensions:
if name != 'api':
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logging.info(f'Loading the extension "{name}"...')
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try:
exec(f"import extensions.{name}.script")
extension = getattr(extensions, name).script
apply_settings(extension, name)
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if extension not in setup_called and hasattr(extension, "setup"):
setup_called.add(extension)
extension.setup()
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state[name] = [True, i]
except:
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logging.error(f'Failed to load the extension "{name}".')
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traceback.print_exc()
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# This iterator returns the extensions in the order specified in the command-line
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def iterator():
for name in sorted(state, key=lambda x: state[x][1]):
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if state[name][0]:
yield getattr(extensions, name).script, name
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# Extension functions that map string -> string
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def _apply_string_extensions(function_name, text):
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for extension, _ in iterator():
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if hasattr(extension, function_name):
text = getattr(extension, function_name)(text)
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return text
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# Input hijack of extensions
def _apply_input_hijack(text, visible_text):
for extension, _ in iterator():
if hasattr(extension, 'input_hijack') and extension.input_hijack['state']:
extension.input_hijack['state'] = False
if callable(extension.input_hijack['value']):
text, visible_text = extension.input_hijack['value'](text, visible_text)
else:
text, visible_text = extension.input_hijack['value']
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return text, visible_text
# custom_generate_chat_prompt handling
def _apply_custom_generate_chat_prompt(text, state, **kwargs):
custom_generate_chat_prompt = None
for extension, _ in iterator():
if custom_generate_chat_prompt is None and hasattr(extension, 'custom_generate_chat_prompt'):
custom_generate_chat_prompt = extension.custom_generate_chat_prompt
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if custom_generate_chat_prompt is not None:
return custom_generate_chat_prompt(text, state, **kwargs)
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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
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# Extension functions that override the default tokenizer output
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)
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return prompt, input_ids, input_embeds
# Custom generate reply handling
def _apply_custom_generate_reply():
for extension, _ in iterator():
if hasattr(extension, 'custom_generate_reply'):
return getattr(extension, 'custom_generate_reply')
return None
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EXTENSION_MAP = {
"input": partial(_apply_string_extensions, "input_modifier"),
"output": partial(_apply_string_extensions, "output_modifier"),
"state": _apply_state_modifier_extensions,
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"bot_prefix": partial(_apply_string_extensions, "bot_prefix_modifier"),
"tokenizer": partial(_apply_tokenizer_extensions, "tokenizer_modifier"),
"input_hijack": _apply_input_hijack,
"custom_generate_chat_prompt": _apply_custom_generate_chat_prompt,
"custom_generate_reply": _apply_custom_generate_reply
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}
def apply_extensions(typ, *args, **kwargs):
if typ not in EXTENSION_MAP:
raise ValueError(f"Invalid extension type {typ}")
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return EXTENSION_MAP[typ](*args, **kwargs)
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def create_extensions_block():
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global setup_called
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should_display_ui = False
for extension, name in iterator():
if hasattr(extension, "ui"):
should_display_ui = True
break
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# Creating the extension ui elements
if should_display_ui:
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with gr.Column(elem_id="extensions"):
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for extension, name in iterator():
if hasattr(extension, "ui"):
gr.Markdown(f"\n### {name}")
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extension.ui()