Upload app (2).py
Browse files- app (2).py +279 -0
app (2).py
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1 |
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from typing import Iterator
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2 |
+
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3 |
+
import gradio as gr
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4 |
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import torch
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5 |
+
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6 |
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from model import get_input_token_length, run
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7 |
+
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DEFAULT_SYSTEM_PROMPT = """\
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9 |
+
You are a helpful, respectful and honest assistant with a deep knowledge of code and software design. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.\n\nIf a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information.\
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10 |
+
"""
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11 |
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MAX_MAX_NEW_TOKENS = 4096
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DEFAULT_MAX_NEW_TOKENS = 1024
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MAX_INPUT_TOKEN_LENGTH = 4000
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+
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DESCRIPTION = """
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16 |
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# Code Llama 13B Chat
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17 |
+
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+
This Space demonstrates model [CodeLlama-13b-Instruct](https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf) by Meta, a Code Llama model with 13B parameters fine-tuned for chat instructions and specialized on code tasks. Feel free to play with it, or duplicate to run generations without a queue! If you want to run your own service, you can also [deploy the model on Inference Endpoints](https://huggingface.co/inference-endpoints).
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+
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+
π For more details about the Code Llama family of models and how to use them with `transformers`, take a look [at our blog post](https://huggingface.co/blog/codellama) or [the paper](https://huggingface.co/papers/2308.12950).
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21 |
+
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22 |
+
ππ» Check out our [Playground](https://huggingface.co/spaces/codellama/codellama-playground) for a super-fast code completion demo that leverages a streaming [inference endpoint](https://huggingface.co/inference-endpoints).
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+
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πͺ For a chat demo of the largest Code Llama model (34B parameters), you can [select Code Llama in Hugging Chat!](https://huggingface.co/chat/)
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25 |
+
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26 |
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"""
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27 |
+
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28 |
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LICENSE = """
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29 |
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<p/>
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30 |
+
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31 |
+
---
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32 |
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As a derivate work of Code Llama by Meta,
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this demo is governed by the original [license](https://huggingface.co/spaces/huggingface-projects/codellama-2-13b-chat/blob/main/LICENSE.txt) and [acceptable use policy](https://huggingface.co/spaces/huggingface-projects/codellama-2-13b-chat/blob/main/USE_POLICY.md).
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"""
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+
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36 |
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if not torch.cuda.is_available():
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37 |
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DESCRIPTION += '\n<p>Running on CPU π₯Ά This demo does not work on CPU.</p>'
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38 |
+
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39 |
+
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40 |
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def clear_and_save_textbox(message: str) -> tuple[str, str]:
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41 |
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return '', message
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42 |
+
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43 |
+
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44 |
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def display_input(message: str,
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45 |
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history: list[tuple[str, str]]) -> list[tuple[str, str]]:
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46 |
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history.append((message, ''))
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return history
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48 |
+
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49 |
+
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50 |
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def delete_prev_fn(
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51 |
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history: list[tuple[str, str]]) -> tuple[list[tuple[str, str]], str]:
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52 |
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try:
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53 |
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message, _ = history.pop()
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54 |
+
except IndexError:
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55 |
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message = ''
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56 |
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return history, message or ''
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57 |
+
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58 |
+
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59 |
+
def generate(
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60 |
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message: str,
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61 |
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history_with_input: list[tuple[str, str]],
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62 |
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system_prompt: str,
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63 |
+
max_new_tokens: int,
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64 |
+
temperature: float,
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65 |
+
top_p: float,
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66 |
+
top_k: int,
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67 |
+
) -> Iterator[list[tuple[str, str]]]:
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68 |
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if max_new_tokens > MAX_MAX_NEW_TOKENS:
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69 |
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raise ValueError
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70 |
+
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71 |
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history = history_with_input[:-1]
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72 |
+
generator = run(message, history, system_prompt, max_new_tokens, temperature, top_p, top_k)
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73 |
+
try:
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74 |
+
first_response = next(generator)
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75 |
+
yield history + [(message, first_response)]
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76 |
+
except StopIteration:
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77 |
+
yield history + [(message, '')]
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78 |
+
for response in generator:
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79 |
+
yield history + [(message, response)]
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80 |
+
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81 |
+
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82 |
+
def process_example(message: str) -> tuple[str, list[tuple[str, str]]]:
|
83 |
+
generator = generate(message, [], DEFAULT_SYSTEM_PROMPT, 1024, 1, 0.95, 50)
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84 |
+
for x in generator:
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85 |
+
pass
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86 |
+
return '', x
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87 |
+
|
88 |
+
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89 |
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def check_input_token_length(message: str, chat_history: list[tuple[str, str]], system_prompt: str) -> None:
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90 |
+
input_token_length = get_input_token_length(message, chat_history, system_prompt)
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91 |
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if input_token_length > MAX_INPUT_TOKEN_LENGTH:
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92 |
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raise gr.Error(f'The accumulated input is too long ({input_token_length} > {MAX_INPUT_TOKEN_LENGTH}). Clear your chat history and try again.')
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93 |
+
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94 |
+
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95 |
+
with gr.Blocks(css='style.css') as demo:
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96 |
+
gr.Markdown(DESCRIPTION)
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97 |
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gr.DuplicateButton(value='Duplicate Space for private use',
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98 |
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elem_id='duplicate-button')
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99 |
+
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100 |
+
with gr.Group():
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101 |
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chatbot = gr.Chatbot(label='Chatbot')
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102 |
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with gr.Row():
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103 |
+
textbox = gr.Textbox(
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104 |
+
container=False,
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105 |
+
show_label=False,
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106 |
+
placeholder='Type a message...',
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107 |
+
scale=10,
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108 |
+
)
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109 |
+
submit_button = gr.Button('Submit',
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110 |
+
variant='primary',
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111 |
+
scale=1,
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112 |
+
min_width=0)
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113 |
+
with gr.Row():
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114 |
+
retry_button = gr.Button('π Retry', variant='secondary')
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115 |
+
undo_button = gr.Button('β©οΈ Undo', variant='secondary')
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116 |
+
clear_button = gr.Button('ποΈ Clear', variant='secondary')
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117 |
+
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118 |
+
saved_input = gr.State()
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119 |
+
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120 |
+
with gr.Accordion(label='Advanced options', open=False):
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121 |
+
system_prompt = gr.Textbox(label='System prompt',
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122 |
+
value=DEFAULT_SYSTEM_PROMPT,
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123 |
+
lines=6)
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124 |
+
max_new_tokens = gr.Slider(
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125 |
+
label='Max new tokens',
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126 |
+
minimum=1,
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127 |
+
maximum=MAX_MAX_NEW_TOKENS,
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128 |
+
step=1,
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129 |
+
value=DEFAULT_MAX_NEW_TOKENS,
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130 |
+
)
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131 |
+
temperature = gr.Slider(
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132 |
+
label='Temperature',
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133 |
+
minimum=0.1,
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134 |
+
maximum=4.0,
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135 |
+
step=0.1,
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136 |
+
value=0.1,
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137 |
+
)
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138 |
+
top_p = gr.Slider(
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139 |
+
label='Top-p (nucleus sampling)',
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140 |
+
minimum=0.05,
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141 |
+
maximum=1.0,
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142 |
+
step=0.05,
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143 |
+
value=0.9,
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144 |
+
)
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145 |
+
top_k = gr.Slider(
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146 |
+
label='Top-k',
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147 |
+
minimum=1,
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148 |
+
maximum=1000,
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149 |
+
step=1,
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150 |
+
value=10,
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151 |
+
)
|
152 |
+
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153 |
+
gr.Examples(
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154 |
+
examples=[
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155 |
+
'What is the Fibonacci sequence?',
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156 |
+
'Can you explain briefly what Python is good for?',
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157 |
+
'How can I display a grid of images in SwiftUI?',
|
158 |
+
],
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159 |
+
inputs=textbox,
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160 |
+
outputs=[textbox, chatbot],
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161 |
+
fn=process_example,
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162 |
+
cache_examples=True,
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163 |
+
)
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164 |
+
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165 |
+
gr.Markdown(LICENSE)
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166 |
+
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167 |
+
textbox.submit(
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168 |
+
fn=clear_and_save_textbox,
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169 |
+
inputs=textbox,
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170 |
+
outputs=[textbox, saved_input],
|
171 |
+
api_name=False,
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172 |
+
queue=False,
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173 |
+
).then(
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174 |
+
fn=display_input,
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175 |
+
inputs=[saved_input, chatbot],
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176 |
+
outputs=chatbot,
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177 |
+
api_name=False,
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178 |
+
queue=False,
|
179 |
+
).then(
|
180 |
+
fn=check_input_token_length,
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181 |
+
inputs=[saved_input, chatbot, system_prompt],
|
182 |
+
api_name=False,
|
183 |
+
queue=False,
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184 |
+
).success(
|
185 |
+
fn=generate,
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186 |
+
inputs=[
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187 |
+
saved_input,
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188 |
+
chatbot,
|
189 |
+
system_prompt,
|
190 |
+
max_new_tokens,
|
191 |
+
temperature,
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192 |
+
top_p,
|
193 |
+
top_k,
|
194 |
+
],
|
195 |
+
outputs=chatbot,
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196 |
+
api_name=False,
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197 |
+
)
|
198 |
+
|
199 |
+
button_event_preprocess = submit_button.click(
|
200 |
+
fn=clear_and_save_textbox,
|
201 |
+
inputs=textbox,
|
202 |
+
outputs=[textbox, saved_input],
|
203 |
+
api_name=False,
|
204 |
+
queue=False,
|
205 |
+
).then(
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206 |
+
fn=display_input,
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207 |
+
inputs=[saved_input, chatbot],
|
208 |
+
outputs=chatbot,
|
209 |
+
api_name=False,
|
210 |
+
queue=False,
|
211 |
+
).then(
|
212 |
+
fn=check_input_token_length,
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213 |
+
inputs=[saved_input, chatbot, system_prompt],
|
214 |
+
api_name=False,
|
215 |
+
queue=False,
|
216 |
+
).success(
|
217 |
+
fn=generate,
|
218 |
+
inputs=[
|
219 |
+
saved_input,
|
220 |
+
chatbot,
|
221 |
+
system_prompt,
|
222 |
+
max_new_tokens,
|
223 |
+
temperature,
|
224 |
+
top_p,
|
225 |
+
top_k,
|
226 |
+
],
|
227 |
+
outputs=chatbot,
|
228 |
+
api_name=False,
|
229 |
+
)
|
230 |
+
|
231 |
+
retry_button.click(
|
232 |
+
fn=delete_prev_fn,
|
233 |
+
inputs=chatbot,
|
234 |
+
outputs=[chatbot, saved_input],
|
235 |
+
api_name=False,
|
236 |
+
queue=False,
|
237 |
+
).then(
|
238 |
+
fn=display_input,
|
239 |
+
inputs=[saved_input, chatbot],
|
240 |
+
outputs=chatbot,
|
241 |
+
api_name=False,
|
242 |
+
queue=False,
|
243 |
+
).then(
|
244 |
+
fn=generate,
|
245 |
+
inputs=[
|
246 |
+
saved_input,
|
247 |
+
chatbot,
|
248 |
+
system_prompt,
|
249 |
+
max_new_tokens,
|
250 |
+
temperature,
|
251 |
+
top_p,
|
252 |
+
top_k,
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253 |
+
],
|
254 |
+
outputs=chatbot,
|
255 |
+
api_name=False,
|
256 |
+
)
|
257 |
+
|
258 |
+
undo_button.click(
|
259 |
+
fn=delete_prev_fn,
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260 |
+
inputs=chatbot,
|
261 |
+
outputs=[chatbot, saved_input],
|
262 |
+
api_name=False,
|
263 |
+
queue=False,
|
264 |
+
).then(
|
265 |
+
fn=lambda x: x,
|
266 |
+
inputs=[saved_input],
|
267 |
+
outputs=textbox,
|
268 |
+
api_name=False,
|
269 |
+
queue=False,
|
270 |
+
)
|
271 |
+
|
272 |
+
clear_button.click(
|
273 |
+
fn=lambda: ([], ''),
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274 |
+
outputs=[chatbot, saved_input],
|
275 |
+
queue=False,
|
276 |
+
api_name=False,
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277 |
+
)
|
278 |
+
|
279 |
+
demo.queue(max_size=20).launch()
|