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Create app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
import base64
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| 3 |
+
import os
|
| 4 |
+
from openai import OpenAI
|
| 5 |
+
import json
|
| 6 |
+
from settings_mgr import generate_download_settings_js, generate_upload_settings_js
|
| 7 |
+
|
| 8 |
+
from doc2json import process_docx
|
| 9 |
+
|
| 10 |
+
dump_controls = False
|
| 11 |
+
log_to_console = False
|
| 12 |
+
|
| 13 |
+
temp_files = []
|
| 14 |
+
|
| 15 |
+
# constants
|
| 16 |
+
image_embed_prefix = "🖼️🆙 "
|
| 17 |
+
audio_embed_prefix = "🎙️🆙 "
|
| 18 |
+
|
| 19 |
+
def encode_image(image_data):
|
| 20 |
+
"""Generates a prefix for image base64 data in the required format for the
|
| 21 |
+
four known image formats: png, jpeg, gif, and webp.
|
| 22 |
+
|
| 23 |
+
Args:
|
| 24 |
+
image_data: The image data, encoded in base64.
|
| 25 |
+
|
| 26 |
+
Returns:
|
| 27 |
+
A string containing the prefix.
|
| 28 |
+
"""
|
| 29 |
+
|
| 30 |
+
# Get the first few bytes of the image data.
|
| 31 |
+
magic_number = image_data[:4]
|
| 32 |
+
|
| 33 |
+
# Check the magic number to determine the image type.
|
| 34 |
+
if magic_number.startswith(b'\x89PNG'):
|
| 35 |
+
image_type = 'png'
|
| 36 |
+
elif magic_number.startswith(b'\xFF\xD8'):
|
| 37 |
+
image_type = 'jpeg'
|
| 38 |
+
elif magic_number.startswith(b'GIF89a'):
|
| 39 |
+
image_type = 'gif'
|
| 40 |
+
elif magic_number.startswith(b'RIFF'):
|
| 41 |
+
if image_data[8:12] == b'WEBP':
|
| 42 |
+
image_type = 'webp'
|
| 43 |
+
else:
|
| 44 |
+
# Unknown image type.
|
| 45 |
+
raise Exception("Unknown image type")
|
| 46 |
+
else:
|
| 47 |
+
# Unknown image type.
|
| 48 |
+
raise Exception("Unknown image type")
|
| 49 |
+
|
| 50 |
+
return f"data:image/{image_type};base64,{base64.b64encode(image_data).decode('utf-8')}"
|
| 51 |
+
|
| 52 |
+
def add_text(history, text):
|
| 53 |
+
history = history + [(text, None)]
|
| 54 |
+
return history, gr.Textbox(value="", interactive=False)
|
| 55 |
+
|
| 56 |
+
def add_file(history, files):
|
| 57 |
+
for file in files:
|
| 58 |
+
if file.name.endswith(".docx"):
|
| 59 |
+
content = process_docx(file.name)
|
| 60 |
+
else:
|
| 61 |
+
with open(file.name, mode="rb") as f:
|
| 62 |
+
content = f.read()
|
| 63 |
+
|
| 64 |
+
if isinstance(content, bytes):
|
| 65 |
+
content = content.decode('utf-8', 'replace')
|
| 66 |
+
else:
|
| 67 |
+
content = str(content)
|
| 68 |
+
|
| 69 |
+
fn = os.path.basename(file.name)
|
| 70 |
+
history = history + [(f'```{fn}\n{content}\n```', None)]
|
| 71 |
+
|
| 72 |
+
os.remove(file.name)
|
| 73 |
+
|
| 74 |
+
return history
|
| 75 |
+
|
| 76 |
+
def add_img(history, files):
|
| 77 |
+
for file in files:
|
| 78 |
+
temp_files.append(file.name)
|
| 79 |
+
|
| 80 |
+
if log_to_console:
|
| 81 |
+
print(f"add_img {file.name}")
|
| 82 |
+
|
| 83 |
+
if file.name.endswith((".mp3", ".mp4", ".mpeg", ".mpga", ".m4a", ".wav", ".webm")):
|
| 84 |
+
prefix = audio_embed_prefix
|
| 85 |
+
else:
|
| 86 |
+
prefix = image_embed_prefix
|
| 87 |
+
|
| 88 |
+
history = history + [(prefix + file.name, None)]
|
| 89 |
+
|
| 90 |
+
gr.Info(f"Media added as {file.name}")
|
| 91 |
+
|
| 92 |
+
return history
|
| 93 |
+
|
| 94 |
+
def submit_text(txt_value):
|
| 95 |
+
return add_text([chatbot, txt_value], [chatbot, txt_value])
|
| 96 |
+
|
| 97 |
+
def undo(history):
|
| 98 |
+
history.pop()
|
| 99 |
+
return history
|
| 100 |
+
|
| 101 |
+
def dump(history):
|
| 102 |
+
return str(history)
|
| 103 |
+
|
| 104 |
+
def load_settings():
|
| 105 |
+
# Dummy Python function, actual loading is done in JS
|
| 106 |
+
pass
|
| 107 |
+
|
| 108 |
+
def save_settings(acc, sec, prompt, temp, tokens, model):
|
| 109 |
+
# Dummy Python function, actual saving is done in JS
|
| 110 |
+
pass
|
| 111 |
+
|
| 112 |
+
def process_values_js():
|
| 113 |
+
return """
|
| 114 |
+
() => {
|
| 115 |
+
return ["oai_key", "system_prompt", "seed"];
|
| 116 |
+
}
|
| 117 |
+
"""
|
| 118 |
+
|
| 119 |
+
def bot(message, history, oai_key, system_prompt, seed, temperature, max_tokens, model):
|
| 120 |
+
try:
|
| 121 |
+
client = OpenAI(
|
| 122 |
+
api_key=oai_key
|
| 123 |
+
)
|
| 124 |
+
|
| 125 |
+
if model == "whisper":
|
| 126 |
+
result = ""
|
| 127 |
+
whisper_prompt = system_prompt
|
| 128 |
+
for human, assi in history:
|
| 129 |
+
if human is not None:
|
| 130 |
+
if human.startswith(audio_embed_prefix):
|
| 131 |
+
audio_fn = human.lstrip(audio_embed_prefix)
|
| 132 |
+
with open(audio_fn, "rb") as f:
|
| 133 |
+
transcription = client.audio.transcriptions.create(
|
| 134 |
+
model="whisper-1",
|
| 135 |
+
prompt=whisper_prompt,
|
| 136 |
+
file=f,
|
| 137 |
+
response_format="text"
|
| 138 |
+
)
|
| 139 |
+
whisper_prompt += f"\n{transcription}"
|
| 140 |
+
result += f"\n``` transcript {audio_fn}\n {transcription}\n```"
|
| 141 |
+
else:
|
| 142 |
+
whisper_prompt += f"\n{human}"
|
| 143 |
+
if assi is not None:
|
| 144 |
+
whisper_prompt += f"\n{assi}"
|
| 145 |
+
else:
|
| 146 |
+
seed_i = None
|
| 147 |
+
if seed:
|
| 148 |
+
seed_i = int(seed)
|
| 149 |
+
|
| 150 |
+
if log_to_console:
|
| 151 |
+
print(f"bot history: {str(history)}")
|
| 152 |
+
|
| 153 |
+
history_openai_format = []
|
| 154 |
+
user_msg_parts = []
|
| 155 |
+
if system_prompt:
|
| 156 |
+
history_openai_format.append({"role": "system", "content": system_prompt})
|
| 157 |
+
for human, assi in history:
|
| 158 |
+
if human is not None:
|
| 159 |
+
if human.startswith(image_embed_prefix):
|
| 160 |
+
with open(human.lstrip(image_embed_prefix), mode="rb") as f:
|
| 161 |
+
content = f.read()
|
| 162 |
+
user_msg_parts.append({"type": "image_url",
|
| 163 |
+
"image_url":{"url": encode_image(content)}})
|
| 164 |
+
else:
|
| 165 |
+
user_msg_parts.append({"type": "text", "text": human})
|
| 166 |
+
|
| 167 |
+
if assi is not None:
|
| 168 |
+
if user_msg_parts:
|
| 169 |
+
history_openai_format.append({"role": "user", "content": user_msg_parts})
|
| 170 |
+
user_msg_parts = []
|
| 171 |
+
|
| 172 |
+
history_openai_format.append({"role": "assistant", "content": assi})
|
| 173 |
+
|
| 174 |
+
if message:
|
| 175 |
+
user_msg_parts.append({"type": "text", "text": human})
|
| 176 |
+
|
| 177 |
+
if user_msg_parts:
|
| 178 |
+
history_openai_format.append({"role": "user", "content": user_msg_parts})
|
| 179 |
+
|
| 180 |
+
if log_to_console:
|
| 181 |
+
print(f"br_prompt: {str(history_openai_format)}")
|
| 182 |
+
|
| 183 |
+
response = client.chat.completions.create(
|
| 184 |
+
model=model,
|
| 185 |
+
messages= history_openai_format,
|
| 186 |
+
temperature=temperature,
|
| 187 |
+
seed=seed_i,
|
| 188 |
+
max_tokens=max_tokens
|
| 189 |
+
)
|
| 190 |
+
|
| 191 |
+
if log_to_console:
|
| 192 |
+
print(f"br_response: {str(response)}")
|
| 193 |
+
|
| 194 |
+
result = response.choices[0].message.content
|
| 195 |
+
|
| 196 |
+
history[-1][1] = result
|
| 197 |
+
if log_to_console:
|
| 198 |
+
print(f"br_result: {str(history)}")
|
| 199 |
+
|
| 200 |
+
except Exception as e:
|
| 201 |
+
raise gr.Error(f"Error: {str(e)}")
|
| 202 |
+
|
| 203 |
+
return "", history
|
| 204 |
+
|
| 205 |
+
def import_history(history, file):
|
| 206 |
+
with open(file.name, mode="rb") as f:
|
| 207 |
+
content = f.read()
|
| 208 |
+
|
| 209 |
+
if isinstance(content, bytes):
|
| 210 |
+
content = content.decode('utf-8', 'replace')
|
| 211 |
+
else:
|
| 212 |
+
content = str(content)
|
| 213 |
+
os.remove(file.name)
|
| 214 |
+
|
| 215 |
+
# Deserialize the JSON content
|
| 216 |
+
import_data = json.loads(content)
|
| 217 |
+
|
| 218 |
+
# Check if 'history' key exists for backward compatibility
|
| 219 |
+
if 'history' in import_data:
|
| 220 |
+
history = import_data['history']
|
| 221 |
+
system_prompt.value = import_data.get('system_prompt', '') # Set default if not present
|
| 222 |
+
else:
|
| 223 |
+
# Assume it's an old format with only history data
|
| 224 |
+
history = import_data
|
| 225 |
+
|
| 226 |
+
return history, system_prompt.value # Return system prompt value to be set in the UI
|
| 227 |
+
|
| 228 |
+
with gr.Blocks(delete_cache=(86400, 86400)) as demo:
|
| 229 |
+
gr.Markdown("# OAI Chat (Nils' Version™️)")
|
| 230 |
+
with gr.Accordion("Startup"):
|
| 231 |
+
gr.Markdown("""Use of this interface permitted under the terms and conditions of the
|
| 232 |
+
[MIT license](https://github.com/ndurner/oai_chat/blob/main/LICENSE).
|
| 233 |
+
Third party terms and conditions apply, particularly
|
| 234 |
+
those of the LLM vendor (OpenAI) and hosting provider (Hugging Face).""")
|
| 235 |
+
|
| 236 |
+
oai_key = gr.Textbox(label="OpenAI API Key", elem_id="oai_key")
|
| 237 |
+
model = gr.Dropdown(label="Model", value="gpt-4-turbo", allow_custom_value=True, elem_id="model",
|
| 238 |
+
choices=["gpt-4-turbo", "gpt-4-turbo-preview", "gpt-4-1106-preview", "gpt-4", "gpt-4-vision-preview", "gpt-3.5-turbo", "gpt-3.5-turbo-16k", "gpt-3.5-turbo-1106", "whisper"])
|
| 239 |
+
system_prompt = gr.TextArea("You are a helpful yet diligent AI assistant. Answer faithfully and factually correct. Respond with 'I do not know' if uncertain.", label="System Prompt", lines=3, max_lines=250, elem_id="system_prompt")
|
| 240 |
+
seed = gr.Textbox(label="Seed", elem_id="seed")
|
| 241 |
+
temp = gr.Slider(0, 1, label="Temperature", elem_id="temp", value=1)
|
| 242 |
+
max_tokens = gr.Slider(1, 4000, label="Max. Tokens", elem_id="max_tokens", value=800)
|
| 243 |
+
save_button = gr.Button("Save Settings")
|
| 244 |
+
load_button = gr.Button("Load Settings")
|
| 245 |
+
dl_settings_button = gr.Button("Download Settings")
|
| 246 |
+
ul_settings_button = gr.Button("Upload Settings")
|
| 247 |
+
|
| 248 |
+
load_button.click(load_settings, js="""
|
| 249 |
+
() => {
|
| 250 |
+
let elems = ['#oai_key textarea', '#system_prompt textarea', '#seed textarea', '#temp input', '#max_tokens input', '#model'];
|
| 251 |
+
elems.forEach(elem => {
|
| 252 |
+
let item = document.querySelector(elem);
|
| 253 |
+
let event = new InputEvent('input', { bubbles: true });
|
| 254 |
+
item.value = localStorage.getItem(elem.split(" ")[0].slice(1)) || '';
|
| 255 |
+
item.dispatchEvent(event);
|
| 256 |
+
});
|
| 257 |
+
}
|
| 258 |
+
""")
|
| 259 |
+
|
| 260 |
+
save_button.click(save_settings, [oai_key, system_prompt, seed, temp, max_tokens, model], js="""
|
| 261 |
+
(oai, sys, seed, temp, ntok, model) => {
|
| 262 |
+
localStorage.setItem('oai_key', oai);
|
| 263 |
+
localStorage.setItem('system_prompt', sys);
|
| 264 |
+
localStorage.setItem('seed', seed);
|
| 265 |
+
localStorage.setItem('temp', document.querySelector('#temp input').value);
|
| 266 |
+
localStorage.setItem('max_tokens', document.querySelector('#max_tokens input').value);
|
| 267 |
+
localStorage.setItem('model', model);
|
| 268 |
+
}
|
| 269 |
+
""")
|
| 270 |
+
|
| 271 |
+
control_ids = [('oai_key', '#oai_key textarea'),
|
| 272 |
+
('system_prompt', '#system_prompt textarea'),
|
| 273 |
+
('seed', '#seed textarea'),
|
| 274 |
+
('temp', '#temp input'),
|
| 275 |
+
('max_tokens', '#max_tokens input'),
|
| 276 |
+
('model', '#model')]
|
| 277 |
+
controls = [oai_key, system_prompt, seed, temp, max_tokens, model]
|
| 278 |
+
|
| 279 |
+
dl_settings_button.click(None, controls, js=generate_download_settings_js("oai_chat_settings.bin", control_ids))
|
| 280 |
+
ul_settings_button.click(None, None, None, js=generate_upload_settings_js(control_ids))
|
| 281 |
+
|
| 282 |
+
chatbot = gr.Chatbot(
|
| 283 |
+
[],
|
| 284 |
+
elem_id="chatbot",
|
| 285 |
+
show_copy_button=True,
|
| 286 |
+
height=350
|
| 287 |
+
)
|
| 288 |
+
|
| 289 |
+
with gr.Row():
|
| 290 |
+
btn = gr.UploadButton("📁 Upload", size="sm", file_count="multiple")
|
| 291 |
+
img_btn = gr.UploadButton("🖼️ Upload", size="sm", file_count="multiple", file_types=["image", "audio"])
|
| 292 |
+
undo_btn = gr.Button("↩️ Undo")
|
| 293 |
+
undo_btn.click(undo, inputs=[chatbot], outputs=[chatbot])
|
| 294 |
+
|
| 295 |
+
clear = gr.ClearButton(chatbot, value="🗑️ Clear")
|
| 296 |
+
|
| 297 |
+
with gr.Row():
|
| 298 |
+
txt = gr.TextArea(
|
| 299 |
+
scale=4,
|
| 300 |
+
show_label=False,
|
| 301 |
+
placeholder="Enter text and press enter, or upload a file",
|
| 302 |
+
container=False,
|
| 303 |
+
lines=3,
|
| 304 |
+
)
|
| 305 |
+
submit_btn = gr.Button("🚀 Send", scale=0)
|
| 306 |
+
submit_click = submit_btn.click(add_text, [chatbot, txt], [chatbot, txt], queue=False).then(
|
| 307 |
+
bot, [txt, chatbot, oai_key, system_prompt, seed, temp, max_tokens, model], [txt, chatbot],
|
| 308 |
+
)
|
| 309 |
+
submit_click.then(lambda: gr.Textbox(interactive=True), None, [txt], queue=False)
|
| 310 |
+
|
| 311 |
+
if dump_controls:
|
| 312 |
+
with gr.Row():
|
| 313 |
+
dmp_btn = gr.Button("Dump")
|
| 314 |
+
txt_dmp = gr.Textbox("Dump")
|
| 315 |
+
dmp_btn.click(dump, inputs=[chatbot], outputs=[txt_dmp])
|
| 316 |
+
|
| 317 |
+
txt_msg = txt.submit(add_text, [chatbot, txt], [chatbot, txt], queue=False).then(
|
| 318 |
+
bot, [txt, chatbot, oai_key, system_prompt, seed, temp, max_tokens, model], [txt, chatbot],
|
| 319 |
+
)
|
| 320 |
+
txt_msg.then(lambda: gr.Textbox(interactive=True), None, [txt], queue=False)
|
| 321 |
+
file_msg = btn.upload(add_file, [chatbot, btn], [chatbot], queue=False, postprocess=False)
|
| 322 |
+
img_msg = img_btn.upload(add_img, [chatbot, img_btn], [chatbot], queue=False, postprocess=False)
|
| 323 |
+
|
| 324 |
+
with gr.Accordion("Import/Export", open = False):
|
| 325 |
+
import_button = gr.UploadButton("History Import")
|
| 326 |
+
export_button = gr.Button("History Export")
|
| 327 |
+
export_button.click(lambda: None, [chatbot, system_prompt], js="""
|
| 328 |
+
(chat_history, system_prompt) => {
|
| 329 |
+
const export_data = {
|
| 330 |
+
history: chat_history,
|
| 331 |
+
system_prompt: system_prompt
|
| 332 |
+
};
|
| 333 |
+
const history_json = JSON.stringify(export_data);
|
| 334 |
+
const blob = new Blob([history_json], {type: 'application/json'});
|
| 335 |
+
const url = URL.createObjectURL(blob);
|
| 336 |
+
const a = document.createElement('a');
|
| 337 |
+
a.href = url;
|
| 338 |
+
a.download = 'chat_history.json';
|
| 339 |
+
document.body.appendChild(a);
|
| 340 |
+
a.click();
|
| 341 |
+
document.body.removeChild(a);
|
| 342 |
+
URL.revokeObjectURL(url);
|
| 343 |
+
}
|
| 344 |
+
""")
|
| 345 |
+
dl_button = gr.Button("File download")
|
| 346 |
+
dl_button.click(lambda: None, [chatbot], js="""
|
| 347 |
+
(chat_history) => {
|
| 348 |
+
// Attempt to extract content enclosed in backticks with an optional filename
|
| 349 |
+
const contentRegex = /```(\\S*\\.(\\S+))?\\n?([\\s\\S]*?)```/;
|
| 350 |
+
const match = contentRegex.exec(chat_history[chat_history.length - 1][1]);
|
| 351 |
+
if (match && match[3]) {
|
| 352 |
+
// Extract the content and the file extension
|
| 353 |
+
const content = match[3];
|
| 354 |
+
const fileExtension = match[2] || 'txt'; // Default to .txt if extension is not found
|
| 355 |
+
const filename = match[1] || `download.${fileExtension}`;
|
| 356 |
+
// Create a Blob from the content
|
| 357 |
+
const blob = new Blob([content], {type: `text/${fileExtension}`});
|
| 358 |
+
// Create a download link for the Blob
|
| 359 |
+
const url = URL.createObjectURL(blob);
|
| 360 |
+
const a = document.createElement('a');
|
| 361 |
+
a.href = url;
|
| 362 |
+
// If the filename from the chat history doesn't have an extension, append the default
|
| 363 |
+
a.download = filename.includes('.') ? filename : `${filename}.${fileExtension}`;
|
| 364 |
+
document.body.appendChild(a);
|
| 365 |
+
a.click();
|
| 366 |
+
document.body.removeChild(a);
|
| 367 |
+
URL.revokeObjectURL(url);
|
| 368 |
+
} else {
|
| 369 |
+
// Inform the user if the content is malformed or missing
|
| 370 |
+
alert('Sorry, the file content could not be found or is in an unrecognized format.');
|
| 371 |
+
}
|
| 372 |
+
}
|
| 373 |
+
""")
|
| 374 |
+
import_button.upload(import_history, inputs=[chatbot, import_button], outputs=[chatbot, system_prompt])
|
| 375 |
+
|
| 376 |
+
demo.unload(lambda: [os.remove(file) for file in temp_files])
|
| 377 |
+
demo.queue().launch()
|