File size: 30,992 Bytes
5fdb69e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c79dc33e-1a3b-4601-a8f2-219b7a9b6d88",
   "metadata": {},
   "source": [
    "# Company Brochure - Relevant Links and Custom Tone\n",
    "\n",
    "Using GPT to generate a company brochure with the relevant links functionality and the ability to choose the desired tone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e32f4aa7-6fc4-4dc9-8058-58e6a7f329c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "\n",
    "import os\n",
    "import requests\n",
    "import json\n",
    "from typing import List\n",
    "from dotenv import load_dotenv\n",
    "from bs4 import BeautifulSoup\n",
    "from IPython.display import Markdown, display, update_display\n",
    "from openai import OpenAI\n",
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d1d65a21-bbba-44ff-a2be-85bf2055a493",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OpenAI API Key set and good to go.\n"
     ]
    }
   ],
   "source": [
    "# Load environment variables in a file called .env\n",
    "\n",
    "load_dotenv(override=True)\n",
    "openai_api_key = os.getenv('OPENAI_API_KEY')\n",
    "anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
    "google_api_key = os.getenv('GOOGLE_API_KEY')\n",
    "\n",
    "if openai_api_key:\n",
    "    print(\"OpenAI API Key set and good to go.\")\n",
    "else:\n",
    "    print(\"OpenAI API Key not set. :(\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c5db63fe-5da8-496e-9b37-139598d600a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting up the OpenAI object\n",
    "\n",
    "openai = OpenAI()\n",
    "gpt_model = 'gpt-4o-mini'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "535da52f-b280-48ce-aa8b-f82f9f9805d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A class to represent a Webpage\n",
    "\n",
    "# Some websites need you to use proper headers when fetching them:\n",
    "headers = {\n",
    " \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/117.0.0.0 Safari/537.36\"\n",
    "}\n",
    "\n",
    "class Website:\n",
    "    \"\"\"\n",
    "    A utility class to represent a Website that we have scraped, now with links\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, url):\n",
    "        self.url = url\n",
    "        response = requests.get(url, headers=headers)\n",
    "        self.body = response.content\n",
    "        soup = BeautifulSoup(self.body, 'html.parser')\n",
    "        self.title = soup.title.string if soup.title else \"No title found\"\n",
    "        if soup.body:\n",
    "            for irrelevant in soup.body([\"script\", \"style\", \"img\", \"input\"]):\n",
    "                irrelevant.decompose()\n",
    "            self.text = soup.body.get_text(separator=\"\\n\", strip=True)\n",
    "        else:\n",
    "            self.text = \"\"\n",
    "        links = [link.get('href') for link in soup.find_all('a')]\n",
    "        self.links = [link for link in links if link]\n",
    "\n",
    "    def get_contents(self):\n",
    "        return f\"Webpage Title:\\n{self.title}\\nWebpage Contents:\\n{self.text}\\n\\n\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8d5757c4-95f4-4038-8ed4-8c81da5112b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "link_system_prompt = \"You are provided with a list of links found on a webpage. \\\n",
    "You are able to decide which of the links would be most relevant to include in a brochure about the company, \\\n",
    "such as links to an About page, or a Company page, or Careers/Jobs pages.\\n\"\n",
    "link_system_prompt += \"You should respond in JSON as in this example:\"\n",
    "link_system_prompt += \"\"\"\n",
    "{\n",
    "    \"links\": [\n",
    "        {\"type\": \"about page\", \"url\": \"https://full.url/goes/here/about\"},\n",
    "        {\"type\": \"careers page\": \"url\": \"https://another.full.url/careers\"}\n",
    "    ]\n",
    "}\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d5fd31ac-7c81-454a-a1dc-4c58bd3db246",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_links_user_prompt(website):\n",
    "    user_prompt = f\"Here is the list of links on the website of {website.url} - \"\n",
    "    user_prompt += \"please decide which of these are relevant web links for a brochure about the company, respond with the full https URL in JSON format. \\\n",
    "Do not include Terms of Service, Privacy, email links.\\n\"\n",
    "    user_prompt += \"Links (some might be relative links):\\n\"\n",
    "    user_prompt += \"\\n\".join(website.links)\n",
    "    return user_prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e8b67492-1ba4-4aad-a588-39116128fa18",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gpt_get_links(url):\n",
    "    website = Website(url)\n",
    "    response = openai.chat.completions.create(\n",
    "        model= gpt_model,\n",
    "        messages=[\n",
    "            {\"role\": \"system\", \"content\": link_system_prompt},\n",
    "            {\"role\": \"user\", \"content\": get_links_user_prompt(website)}\n",
    "      ],\n",
    "        response_format={\"type\": \"json_object\"}\n",
    "    )\n",
    "    result = response.choices[0].message.content\n",
    "    return json.loads(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e8846e7a-ace2-487e-a0a8-fccb389f2eb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function provides uses the get_contents method in the Website Class as well as GPT to find relevant links.\n",
    "\n",
    "def get_all_details(url):\n",
    "    result = \"Landing page:\\n\"\n",
    "    result += Website(url).get_contents()\n",
    "    links = gpt_get_links(url)\n",
    "    print(\"Found links:\", links)\n",
    "    for link in links[\"links\"]:\n",
    "        result += f\"\\n\\n{link['type']}\\n\"\n",
    "        result += Website(link[\"url\"]).get_contents()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "18b42319-8342-4b9c-bef6-8b72acf92ab3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_brochure_user_prompt(company_name, url):\n",
    "    user_prompt = f\"You are looking at a company called: {company_name}\\n\"\n",
    "    user_prompt += f\"Here are the contents of its landing page and other relevant pages; \\\n",
    "    use this information to build a short brochure of the company in markdown.\\n\"\n",
    "    \n",
    "    user_prompt += get_all_details(url)\n",
    "    user_prompt = user_prompt[:5_000] # Truncate if more than 5,000 characters\n",
    "    return user_prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d7748293-a616-41de-93cb-89f65cc5c73d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's create a call that streams back results\n",
    "# If you'd like a refresher on Generators (the \"yield\" keyword),\n",
    "# Please take a look at the Intermediate Python notebook in week1 folder.\n",
    "\n",
    "def stream_brochure(company_name, url, tone):\n",
    "\n",
    "    system_message = f\"You are an assistant that analyzes the content of several relevant pages from a company website \\\n",
    "    and creates a short brochure about the company for prospective customers, investors, and recruits. \\\n",
    "    Include details of company culture, customers and careers/jobs if you have the information. \\\n",
    "    Respond in markdown, and use a {tone.lower()} tone throughout the brochure.\"\n",
    "\n",
    "    \n",
    "    messages = [\n",
    "        {\"role\": \"system\", \"content\": system_message},\n",
    "        {\"role\": \"user\", \"content\": get_brochure_user_prompt(company_name, url)}\n",
    "      ]\n",
    "    stream = openai.chat.completions.create(\n",
    "        model=gpt_model,\n",
    "        messages=messages,\n",
    "        stream=True\n",
    "    )\n",
    "    result = \"\"\n",
    "    for chunk in stream:\n",
    "        result += chunk.choices[0].delta.content or \"\"\n",
    "        yield result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "15222832-06e0-4452-a8e1-59b9b1755488",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Running on local URL:  http://127.0.0.1:7860\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found links: {'links': [{'type': 'about page', 'url': 'https://www.snowflake.com/about/events/'}, {'type': 'company page', 'url': 'https://www.snowflake.com/en/company/overview/about-snowflake/'}, {'type': 'company leadership page', 'url': 'https://www.snowflake.com/en/company/overview/leadership-and-board/'}, {'type': 'careers page', 'url': 'https://careers.snowflake.com/us/en'}, {'type': 'company ESG page', 'url': 'https://www.snowflake.com/en/company/overview/esg/'}, {'type': 'company ventures page', 'url': 'https://www.snowflake.com/en/company/overview/snowflake-ventures/'}, {'type': 'end data disparity page', 'url': 'https://www.snowflake.com/en/company/overview/end-data-disparity/'}]}\n",
      "Found links: {'links': [{'type': 'about page', 'url': 'https://www.snowflake.com/about/events/'}, {'type': 'about page', 'url': 'https://www.snowflake.com/company/overview/about-snowflake/'}, {'type': 'leadership page', 'url': 'https://www.snowflake.com/company/overview/leadership-and-board/'}, {'type': 'careers page', 'url': 'https://careers.snowflake.com/us/en'}, {'type': 'investor relations', 'url': 'https://investors.snowflake.com/overview/default.aspx'}, {'type': 'ESG page', 'url': 'https://www.snowflake.com/company/overview/esg/'}, {'type': 'snowflake ventures', 'url': 'https://www.snowflake.com/company/overview/snowflake-ventures/'}, {'type': 'end data disparity', 'url': 'https://www.snowflake.com/company/overview/end-data-disparity/'}]}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 464, in _make_request\n",
      "    self._validate_conn(conn)\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 1093, in _validate_conn\n",
      "    conn.connect()\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connection.py\", line 741, in connect\n",
      "    sock_and_verified = _ssl_wrap_socket_and_match_hostname(\n",
      "                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connection.py\", line 920, in _ssl_wrap_socket_and_match_hostname\n",
      "    ssl_sock = ssl_wrap_socket(\n",
      "               ^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/ssl_.py\", line 460, in ssl_wrap_socket\n",
      "    ssl_sock = _ssl_wrap_socket_impl(sock, context, tls_in_tls, server_hostname)\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/ssl_.py\", line 504, in _ssl_wrap_socket_impl\n",
      "    return ssl_context.wrap_socket(sock, server_hostname=server_hostname)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 517, in wrap_socket\n",
      "    return self.sslsocket_class._create(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 1104, in _create\n",
      "    self.do_handshake()\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 1382, in do_handshake\n",
      "    self._sslobj.do_handshake()\n",
      "ssl.SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 787, in urlopen\n",
      "    response = self._make_request(\n",
      "               ^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 488, in _make_request\n",
      "    raise new_e\n",
      "urllib3.exceptions.SSLError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/adapters.py\", line 667, in send\n",
      "    resp = conn.urlopen(\n",
      "           ^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 841, in urlopen\n",
      "    retries = retries.increment(\n",
      "              ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/retry.py\", line 519, in increment\n",
      "    raise MaxRetryError(_pool, url, reason) from reason  # type: ignore[arg-type]\n",
      "    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='petrofac.com', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)')))\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/queueing.py\", line 625, in process_events\n",
      "    response = await route_utils.call_process_api(\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/route_utils.py\", line 322, in call_process_api\n",
      "    output = await app.get_blocks().process_api(\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/blocks.py\", line 2103, in process_api\n",
      "    result = await self.call_function(\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/blocks.py\", line 1662, in call_function\n",
      "    prediction = await utils.async_iteration(iterator)\n",
      "                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 735, in async_iteration\n",
      "    return await anext(iterator)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 729, in __anext__\n",
      "    return await anyio.to_thread.run_sync(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/to_thread.py\", line 56, in run_sync\n",
      "    return await get_async_backend().run_sync_in_worker_thread(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 2461, in run_sync_in_worker_thread\n",
      "    return await future\n",
      "           ^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 962, in run\n",
      "    result = context.run(func, *args)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 712, in run_sync_iterator_async\n",
      "    return next(iterator)\n",
      "           ^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 873, in gen_wrapper\n",
      "    response = next(iterator)\n",
      "               ^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/601932735.py\", line 15, in stream_brochure\n",
      "    {\"role\": \"user\", \"content\": get_brochure_user_prompt(company_name, url)}\n",
      "                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/3764629295.py\", line 6, in get_brochure_user_prompt\n",
      "    user_prompt += get_all_details(url)\n",
      "                   ^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/2913862724.py\", line 5, in get_all_details\n",
      "    result += Website(url).get_contents()\n",
      "              ^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/1579423502.py\", line 15, in __init__\n",
      "    response = requests.get(url, headers=headers)\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/api.py\", line 73, in get\n",
      "    return request(\"get\", url, params=params, **kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/api.py\", line 59, in request\n",
      "    return session.request(method=method, url=url, **kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/sessions.py\", line 589, in request\n",
      "    resp = self.send(prep, **send_kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/sessions.py\", line 703, in send\n",
      "    r = adapter.send(request, **kwargs)\n",
      "        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/adapters.py\", line 698, in send\n",
      "    raise SSLError(e, request=request)\n",
      "requests.exceptions.SSLError: HTTPSConnectionPool(host='petrofac.com', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)')))\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 464, in _make_request\n",
      "    self._validate_conn(conn)\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 1093, in _validate_conn\n",
      "    conn.connect()\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connection.py\", line 741, in connect\n",
      "    sock_and_verified = _ssl_wrap_socket_and_match_hostname(\n",
      "                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connection.py\", line 920, in _ssl_wrap_socket_and_match_hostname\n",
      "    ssl_sock = ssl_wrap_socket(\n",
      "               ^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/ssl_.py\", line 460, in ssl_wrap_socket\n",
      "    ssl_sock = _ssl_wrap_socket_impl(sock, context, tls_in_tls, server_hostname)\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/ssl_.py\", line 504, in _ssl_wrap_socket_impl\n",
      "    return ssl_context.wrap_socket(sock, server_hostname=server_hostname)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 517, in wrap_socket\n",
      "    return self.sslsocket_class._create(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 1104, in _create\n",
      "    self.do_handshake()\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/ssl.py\", line 1382, in do_handshake\n",
      "    self._sslobj.do_handshake()\n",
      "ssl.SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 787, in urlopen\n",
      "    response = self._make_request(\n",
      "               ^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 488, in _make_request\n",
      "    raise new_e\n",
      "urllib3.exceptions.SSLError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/adapters.py\", line 667, in send\n",
      "    resp = conn.urlopen(\n",
      "           ^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/connectionpool.py\", line 841, in urlopen\n",
      "    retries = retries.increment(\n",
      "              ^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/urllib3/util/retry.py\", line 519, in increment\n",
      "    raise MaxRetryError(_pool, url, reason) from reason  # type: ignore[arg-type]\n",
      "    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='petrofac.com', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)')))\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/queueing.py\", line 625, in process_events\n",
      "    response = await route_utils.call_process_api(\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/route_utils.py\", line 322, in call_process_api\n",
      "    output = await app.get_blocks().process_api(\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/blocks.py\", line 2103, in process_api\n",
      "    result = await self.call_function(\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/blocks.py\", line 1662, in call_function\n",
      "    prediction = await utils.async_iteration(iterator)\n",
      "                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 735, in async_iteration\n",
      "    return await anext(iterator)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 729, in __anext__\n",
      "    return await anyio.to_thread.run_sync(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/to_thread.py\", line 56, in run_sync\n",
      "    return await get_async_backend().run_sync_in_worker_thread(\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 2461, in run_sync_in_worker_thread\n",
      "    return await future\n",
      "           ^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 962, in run\n",
      "    result = context.run(func, *args)\n",
      "             ^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 712, in run_sync_iterator_async\n",
      "    return next(iterator)\n",
      "           ^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/gradio/utils.py\", line 873, in gen_wrapper\n",
      "    response = next(iterator)\n",
      "               ^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/601932735.py\", line 15, in stream_brochure\n",
      "    {\"role\": \"user\", \"content\": get_brochure_user_prompt(company_name, url)}\n",
      "                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/3764629295.py\", line 6, in get_brochure_user_prompt\n",
      "    user_prompt += get_all_details(url)\n",
      "                   ^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/2913862724.py\", line 5, in get_all_details\n",
      "    result += Website(url).get_contents()\n",
      "              ^^^^^^^^^^^^\n",
      "  File \"/var/folders/yc/m81x80gn66j4fbm15pk5gmfr0000gn/T/ipykernel_39727/1579423502.py\", line 15, in __init__\n",
      "    response = requests.get(url, headers=headers)\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/api.py\", line 73, in get\n",
      "    return request(\"get\", url, params=params, **kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/api.py\", line 59, in request\n",
      "    return session.request(method=method, url=url, **kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/sessions.py\", line 589, in request\n",
      "    resp = self.send(prep, **send_kwargs)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/sessions.py\", line 703, in send\n",
      "    r = adapter.send(request, **kwargs)\n",
      "        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"/opt/anaconda3/envs/llms/lib/python3.11/site-packages/requests/adapters.py\", line 698, in send\n",
      "    raise SSLError(e, request=request)\n",
      "requests.exceptions.SSLError: HTTPSConnectionPool(host='petrofac.com', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1006)')))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found links: {'links': [{'type': 'about page', 'url': 'https://www.petrofac.com/who-we-are/'}, {'type': 'what we do page', 'url': 'https://www.petrofac.com/who-we-are/what-we-do/'}, {'type': 'careers page', 'url': 'https://www.petrofac.com/careers/'}, {'type': 'our structure page', 'url': 'https://www.petrofac.com/who-we-are/our-structure/'}, {'type': 'energy transition page', 'url': 'https://www.petrofac.com/who-we-are/energy-transition/'}, {'type': 'sustainability and ESG page', 'url': 'https://www.petrofac.com/who-we-are/sustainability-and-esg/'}, {'type': 'investor relations page', 'url': 'https://www.petrofac.com/investors/'}, {'type': 'services page', 'url': 'https://www.petrofac.com/services/'}, {'type': 'where we operate page', 'url': 'https://www.petrofac.com/where-we-operate/'}]}\n"
     ]
    }
   ],
   "source": [
    "view = gr.Interface(\n",
    "    fn=stream_brochure,\n",
    "    inputs=[\n",
    "        gr.Textbox(label=\"Company name:\"),\n",
    "        gr.Textbox(label=\"Landing page URL including http:// or https://\"),\n",
    "        gr.Textbox(label=\"Tone:\")],\n",
    "    outputs=[gr.Markdown(label=\"Brochure:\")],\n",
    "    flagging_mode=\"never\"\n",
    ")\n",
    "view.launch(inbrowser=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70d6398c-21dd-44f8-ba7d-0204414dffa0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}