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Fix temperature typo and enhance LinkedIn extraction with Colab support

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- Fixed widespread typo: `temprature` → `temperature` across LLMConfig and related files
- Enhanced CSS/XPath selector guidance for more reliable LinkedIn data extraction
- Added Google Colab display server support for running Crawl4AI in notebook environments
- Improved browser debugging with verbose startup args logging
- Updated LinkedIn schemas and HTML snippets for better parsing accuracy

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
UncleCode
2025-05-25 16:47:12 +08:00
co-authored by Claude
parent 9c2cc7f73c
commit 1fc45ffac8
15 changed files with 355 additions and 136 deletions
Download Patch File Download Diff File Expand all files Collapse all files
.gitignore
+2 -1
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@@ -266,4 +266,5 @@ tests/**/benchmark_reports
docs/**/data
.codecat/
docs/apps/linkdin/debug*/
docs/apps/linkdin/debug*/
docs/apps/linkdin/samples/insights/*
crawl4ai/async_configs.py
+4 -4
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@@ -1336,7 +1336,7 @@ class LLMConfig:
provider: str = DEFAULT_PROVIDER,
api_token: Optional[str] = None,
base_url: Optional[str] = None,
temprature: Optional[float] = None,
temperature: Optional[float] = None,
max_tokens: Optional[int] = None,
top_p: Optional[float] = None,
frequency_penalty: Optional[float] = None,
@@ -1364,7 +1364,7 @@ class LLMConfig:
self.provider = DEFAULT_PROVIDER
self.api_token = os.getenv(DEFAULT_PROVIDER_API_KEY)
self.base_url = base_url
self.temprature = temprature
self.temperature = temperature
self.max_tokens = max_tokens
self.top_p = top_p
self.frequency_penalty = frequency_penalty
@@ -1378,7 +1378,7 @@ class LLMConfig:
provider=kwargs.get("provider", DEFAULT_PROVIDER),
api_token=kwargs.get("api_token"),
base_url=kwargs.get("base_url"),
temprature=kwargs.get("temprature"),
temperature=kwargs.get("temperature"),
max_tokens=kwargs.get("max_tokens"),
top_p=kwargs.get("top_p"),
frequency_penalty=kwargs.get("frequency_penalty"),
@@ -1392,7 +1392,7 @@ class LLMConfig:
"provider": self.provider,
"api_token": self.api_token,
"base_url": self.base_url,
"temprature": self.temprature,
"temperature": self.temperature,
"max_tokens": self.max_tokens,
"top_p": self.top_p,
"frequency_penalty": self.frequency_penalty,
crawl4ai/browser_manager.py
+7
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@@ -255,6 +255,13 @@ class ManagedBrowser:
preexec_fn=os.setpgrp # Start in a new process group
)
# If verbose is True print args used to run the process
if self.logger and self.browser_config.verbose:
self.logger.debug(
f"Starting browser with args: {' '.join(args)}",
tag="BROWSER"
)
# We'll monitor for a short time to make sure it starts properly, but won't keep monitoring
await asyncio.sleep(0.5) # Give browser time to start
await self._initial_startup_check()
crawl4ai/extraction_strategy.py
+6 -2
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@@ -541,7 +541,7 @@ class LLMExtractionStrategy(ExtractionStrategy):
api_token: The API token for the provider.
base_url: The base URL for the API request.
api_base: The base URL for the API request.
extra_args: Additional arguments for the API request, such as temprature, max_tokens, etc.
extra_args: Additional arguments for the API request, such as temperature, max_tokens, etc.
"""
super().__init__( input_format=input_format, **kwargs)
self.llm_config = llm_config
@@ -1168,7 +1168,11 @@ In this scenario, use your best judgment to generate the schema. You need to exa
elif not query and not target_json_example:
user_message["content"] += """IMPORTANT: Since we neither have a query nor an example, it is crucial to rely solely on the HTML content provided. Leverage your expertise to determine the schema based on the repetitive patterns observed in the content."""
user_message["content"] += """IMPORTANT: Ensure your schema remains reliable by avoiding selectors that appear to generate dynamically and are not dependable. You want a reliable schema, as it consistently returns the same data even after many page reloads.
user_message["content"] += """IMPORTANT:
0/ Ensure your schema remains reliable by avoiding selectors that appear to generate dynamically and are not dependable. You want a reliable schema, as it consistently returns the same data even after many page reloads.
1/ DO NOT USE use base64 kind of classes, they are temporary and not reliable.
2/ Every selector must refer to only one unique element. You should ensure your selector points to a single element and is unique to the place that contains the information. You have to use available techniques based on CSS or XPATH requested schema to make sure your selector is unique and also not fragile, meaning if we reload the page now or in the future, the selector should remain reliable.
3/ Do not use Regex as much as possible.
Analyze the HTML and generate a JSON schema that follows the specified format. Only output valid JSON schema, nothing else.
"""
crawl4ai/utils.py
+71 -1
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@@ -6,6 +6,7 @@ import html
import lxml
import re
import os
import subprocess
import platform
from .prompts import PROMPT_EXTRACT_BLOCKS
from array import array
@@ -2868,5 +2869,74 @@ def preprocess_html_for_schema(html_content, text_threshold=100, attr_value_thre
except Exception as e:
# Fallback for parsing errors
return html_content[:max_size] if len(html_content) > max_size else html_content
return html_content[:max_size] if len(html_content) > max_size else html_content
def start_colab_display_server():
"""
Start virtual display server in Google Colab.
Raises error if not running in Colab environment.
"""
# Check if running in Google Colab
try:
import google.colab
from google.colab import output
from IPython.display import IFrame, display
except ImportError:
raise RuntimeError("This function must be run in Google Colab environment.")
import os, time, subprocess
os.environ["DISPLAY"] = ":99"
# Xvfb
xvfb = subprocess.Popen(["Xvfb", ":99", "-screen", "0", "1280x720x24"])
time.sleep(2)
# minimal window manager
fluxbox = subprocess.Popen(["fluxbox"])
# VNC → X
x11vnc = subprocess.Popen(["x11vnc",
"-display", ":99",
"-nopw", "-forever", "-shared",
"-rfbport", "5900", "-quiet"])
# websockify → VNC
novnc = subprocess.Popen(["/opt/novnc/utils/websockify/run",
"6080", "localhost:5900",
"--web", "/opt/novnc"])
time.sleep(2) # give ports a moment
# Colab proxy url
url = output.eval_js("google.colab.kernel.proxyPort(6080)")
display(IFrame(f"{url}/vnc.html?autoconnect=true&resize=scale", width=1024, height=768))
def setup_colab_environment_ipython():
"""
Alternative setup using IPython magic commands
"""
from IPython import get_ipython
ipython = get_ipython()
print("🚀 Setting up Crawl4AI environment in Google Colab...")
# Run the bash commands
ipython.run_cell_magic('bash', '', '''
set -e
echo "📦 Installing system dependencies..."
apt-get update -y
apt-get install -y xvfb x11vnc fluxbox websockify git
echo "📥 Setting up noVNC..."
git clone https://github.com/novnc/noVNC /opt/novnc
git clone https://github.com/novnc/websockify /opt/novnc/utils/websockify
pip install -q nest_asyncio google-colab
echo "✅ Setup complete!"
''')
deploy/docker/c4ai-code-context.md
+5 -5
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@@ -1263,7 +1263,7 @@ class LLMConfig:
provider: str = DEFAULT_PROVIDER,
api_token: Optional[str] = None,
base_url: Optional[str] = None,
temprature: Optional[float] = None,
temperature: Optional[float] = None,
max_tokens: Optional[int] = None,
top_p: Optional[float] = None,
frequency_penalty: Optional[float] = None,
@@ -1291,7 +1291,7 @@ class LLMConfig:
self.provider = DEFAULT_PROVIDER
self.api_token = os.getenv(DEFAULT_PROVIDER_API_KEY)
self.base_url = base_url
self.temprature = temprature
self.temperature = temperature
self.max_tokens = max_tokens
self.top_p = top_p
self.frequency_penalty = frequency_penalty
@@ -1305,7 +1305,7 @@ class LLMConfig:
provider=kwargs.get("provider", DEFAULT_PROVIDER),
api_token=kwargs.get("api_token"),
base_url=kwargs.get("base_url"),
temprature=kwargs.get("temprature"),
temperature=kwargs.get("temperature"),
max_tokens=kwargs.get("max_tokens"),
top_p=kwargs.get("top_p"),
frequency_penalty=kwargs.get("frequency_penalty"),
@@ -1319,7 +1319,7 @@ class LLMConfig:
"provider": self.provider,
"api_token": self.api_token,
"base_url": self.base_url,
"temprature": self.temprature,
"temperature": self.temperature,
"max_tokens": self.max_tokens,
"top_p": self.top_p,
"frequency_penalty": self.frequency_penalty,
@@ -4075,7 +4075,7 @@ class LLMExtractionStrategy(ExtractionStrategy):
api_token: The API token for the provider.
base_url: The base URL for the API request.
api_base: The base URL for the API request.
extra_args: Additional arguments for the API request, such as temprature, max_tokens, etc.
extra_args: Additional arguments for the API request, such as temperature, max_tokens, etc.
"""
super().__init__( input_format=input_format, **kwargs)
self.llm_config = llm_config
docs/apps/linkdin/c4ai_discover.py
+9 -2
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@@ -107,7 +107,14 @@ _COMPANY_SCHEMA_QUERY = dedent(
IMPORTANT: Do not use the base64 kind of classes to target element. It's not reliable.
The main div parent contains these li element is "div.search-results-container" you can use this.
The <ul> parent has "role" equal to "list". Using these two should be enough to target the <li> elements."
The <ul> parent has "role" equal to "list". Using these two should be enough to target the <li> elements.
IMPORTANT: Remember there might be multiple <a> tags that start with https://www.linkedin.com/company/[NAME],
so in case you refer to them for different fields, make sure to be more specific. One has the image, and one
has the person's name.
IMPORTANT: Be very smart in selecting the correct and unique way to address the element. You should ensure
your selector points to a single element and is unique to the place that contains the information.
"""
)
@@ -421,7 +428,7 @@ def main():
cli_opts = parser.parse_args()
# decide on debug defaults
if cli_opts.debug or True:
if cli_opts.debug:
opts = detect_debug_defaults(force=True)
cli_opts = opts
else:
docs/apps/linkdin/c4ai_insights.py
+31 -27
View File
@@ -29,9 +29,10 @@ from typing import List, Dict, Any
from rich.console import Console
from rich.logging import RichHandler
from rich.progress import Progress, SpinnerColumn, BarColumn, TextColumn, TimeElapsedColumn
import logging
# ───────────────────────────────────────────────────────────────────────────────
BASE_DIR = pathlib.Path(__file__).resolve().parent
# ───────────────────────────────────────────────────────────────────────────────
@@ -45,6 +46,8 @@ import hashlib
from litellm import completion #Support any LLM Provider
# ───────────────────────────────────────────────────────────────────────────────
# Utils
# ───────────────────────────────────────────────────────────────────────────────
@@ -66,14 +69,16 @@ BASE_DIR = pathlib.Path(__file__).resolve().parent
# ───────────────────────────────────────────────────────────────────────────────
def dev_defaults() -> SimpleNamespace:
return SimpleNamespace(
in_dir="./debug_out",
out_dir="./insights_debug",
in_dir="./samples",
out_dir="./samples/insights",
embed_model="all-MiniLM-L6-v2",
top_k=10,
llm_provider="openai/gpt-4.1",
llm_api_key=None,
max_llm_tokens=8000,
llm_temperature=1.0,
stub=False, # Set to True to use a stub for org-chart inference
llm_base_url=None, # e.g., "https://api.openai.com/v1" for OpenAI
workers=4
)
@@ -82,8 +87,9 @@ def dev_defaults() -> SimpleNamespace:
# ───────────────────────────────────────────────────────────────────────────────
def embed_descriptions(companies, model_name:str, opts) -> np.ndarray:
from sentence_transformers import SentenceTransformer
logging.debug(f"Using embedding model: {model_name}")
console = Console()
console.print(f"Using embedding model: [bold cyan]{model_name}[/]")
cache_path = BASE_DIR / Path(opts.out_dir) / "embeds_cache.json"
cache = {}
if cache_path.exists():
@@ -122,7 +128,6 @@ def build_company_graph(companies, embeds:np.ndarray, top_k:int) -> Dict[str,Any
from sklearn.metrics.pairwise import cosine_similarity
sims = cosine_similarity(embeds)
nodes, edges = [], []
idx_of = {c["handle"]: i for i,c in enumerate(companies)}
for i,c in enumerate(companies):
node = dict(
id=c["handle"].strip("/"),
@@ -252,18 +257,18 @@ def render_html(out:Path, template_dir:Path):
# ───────────────────────────────────────────────────────────────────────────────
async def run(opts):
# ── silence SDK noise ──────────────────────────────────────────────────────
for noisy in ("openai", "httpx", "httpcore"):
lg = logging.getLogger(noisy)
lg.setLevel(logging.WARNING) # or ERROR if you want total silence
lg.propagate = False # optional: stop them reaching root
# for noisy in ("openai", "httpx", "httpcore"):
# lg = logging.getLogger(noisy)
# lg.setLevel(logging.WARNING) # or ERROR if you want total silence
# lg.propagate = False # optional: stop them reaching root
# ────────────── logging bootstrap ──────────────
console = Console()
logging.basicConfig(
level="INFO",
format="%(message)s",
handlers=[RichHandler(console=console, markup=True, rich_tracebacks=True)],
)
# logging.basicConfig(
# level="INFO",
# format="%(message)s",
# handlers=[RichHandler(console=console, markup=True, rich_tracebacks=True)],
# )
in_dir = BASE_DIR / Path(opts.in_dir)
out_dir = BASE_DIR / Path(opts.out_dir)
@@ -272,12 +277,12 @@ async def run(opts):
companies = load_jsonl(in_dir/"companies.jsonl")
people = load_jsonl(in_dir/"people.jsonl")
logging.info(f"[bold cyan]Loaded[/] {len(companies)} companies, {len(people)} people")
console.print(f"[bold cyan]Loaded[/] {len(companies)} companies, {len(people)} people")
logging.info("[bold]⇢[/] Embedding company descriptions…")
console.print("[bold]⇢[/] Embedding company descriptions…")
embeds = embed_descriptions(companies, opts.embed_model, opts)
logging.info("[bold]⇢[/] Building similarity graph")
console.print("[bold]⇢[/] Building similarity graph")
company_graph = build_company_graph(companies, embeds, opts.top_k)
dump_json(company_graph, out_dir/"company_graph.json")
@@ -286,19 +291,19 @@ async def run(opts):
for comp in companies:
handle = comp["handle"].strip("/").replace("/","_")
out_file = out_dir/f"org_chart_{handle}.json"
if out_file.exists() and False:
logging.info(f"[green]✓[/] Skipping existing {comp['name']}")
if out_file.exists():
console.print(f"[green]✓[/] Skipping existing {comp['name']}")
continue
to_process.append(comp)
if not to_process:
logging.info("[yellow]All companies already processed[/]")
console.print("[yellow]All companies already processed[/]")
else:
workers = getattr(opts, 'workers', 1)
parallel = workers > 1
logging.info(f"[bold]⇢[/] Inferring org-charts via LLM {f'(parallel={workers} workers)' if parallel else ''}")
console.print(f"[bold]⇢[/] Inferring org-charts via LLM {f'(parallel={workers} workers)' if parallel else ''}")
with Progress(
SpinnerColumn(),
@@ -341,12 +346,11 @@ async def run(opts):
# Run with concurrency control
await asyncio.gather(*(bounded_process(task) for task in tasks))
logging.info("[bold]⇢[/] Flattening decision-makers CSV")
console.print("[bold]⇢[/] Flattening decision-makers CSV")
export_decision_makers(out_dir, out_dir/"decision_makers.csv")
render_html(out_dir, template_dir=BASE_DIR/"templates")
logging.success = lambda msg, **k: console.print(f"[bold green]✓[/] {msg}", **k)
logging.success(f"Stage-2 artefacts written to {out_dir}")
console.print(f"[bold green]✓[/] Stage-2 artefacts written to {out_dir}")
# ───────────────────────────────────────────────────────────────────────────────
# CLI
@@ -369,8 +373,8 @@ def build_arg_parser():
def main():
dbg = dev_defaults()
# opts = dbg if True else build_arg_parser().parse_args()
opts = build_arg_parser().parse_args()
opts = dbg if True else build_arg_parser().parse_args()
# opts = build_arg_parser().parse_args()
asyncio.run(run(opts))
if __name__ == "__main__":
docs/apps/linkdin/samples/companies.jsonl
+9
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@@ -0,0 +1,9 @@
{"handle": "https://www.linkedin.com/company/healthpartnersng/", "name": "Health Partners HMO", "descriptor": "Hospitals and Health Care • Ikoyi, LAGOS", "about": "Healthpartners Ltd is a leading HMO in Nigeria providing affordablehealthinsuranceandhealthmanagementservices for companies and individuals in Nigeria. We have several individual and group plans that meets yourhealthmanagementneeds. Call us now at 0807-460-9165, 0807-714-0759 or email...", "followers": null, "people_url": "https://www.linkedin.com/company/healthpartnersng/people/", "captured_at": "2025-04-29T10:46:08Z"}
{"handle": "https://www.linkedin.com/company/health-insurance-management-services-organization/", "name": "Health & Insurance Management Services Organization", "descriptor": "Non-profit Organizations • Mbeya", "about": "Health&InsuranceManagementServices Organization (HIMSO) was established and registered in 2012 as a Non- Government Organization (NGO) with the aim...", "followers": 35, "people_url": "https://www.linkedin.com/company/health-insurance-management-services-organization/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/national-health-insurance-management-authority/", "name": "National Health Insurance Management Authority", "descriptor": "Insurance • Lusaka, Lusaka", "about": "The NationalHealthInsuranceManagementAuthority (NHIMA) is established pursuant to section 4 of the NationalHealthInsurance(NHI) Act No. 2 of 2018. The compulsory NationalHealthInsurancescheme seeks to provide for a sound and reliable healthcare financing for Zambian households and the entirehealthsector...", "followers": null, "people_url": "https://www.linkedin.com/company/national-health-insurance-management-authority/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/health-alliance-plan/", "name": "Health Alliance Plan", "descriptor": "Hospitals and Health Care • Detroit, MI", "about": "...organizations to enhance the lives of those we touch. We offer six distincthealthinsurancelines: • Group Insured Commercial • Individual • Medicare • Medicaid • Self-Funded • Network Leasing HAP also provides: • Award-winning wellness programs • Community outreach • Digitalhealthtools • Diseasemanagement...", "followers": null, "people_url": "https://www.linkedin.com/company/health-alliance-plan/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/insurance-recruiting-solutions/", "name": "Insurance Recruiting Solutions", "descriptor": "Insurance • Waukee, Iowa", "about": "InsuranceRecruiting Solutions provides staffing and recruiting services exclusively to theinsuranceindustry. We are committed to providing highly personalized recruiting services, tailored to each candidate and employer. With years ofinsuranceindustry experience, we speak your language. As a leading national...", "followers": null, "people_url": "https://www.linkedin.com/company/insurance-recruiting-solutions/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/healthplanofsanmateo/", "name": "Health Plan of San Mateo (HPSM)", "descriptor": "Hospitals and Health Care • South San Francisco, California", "about": "TheHealthPlan of San Mateo (HPSM) is a local non-profithealthcare plan that offershealthcoverage and a provider network to San Mateo County's under-insured population. We currently serve more than 145,000 County residents.", "followers": null, "people_url": "https://www.linkedin.com/company/healthplanofsanmateo/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/insurance-management-group_2/", "name": "Insurance Management Group", "descriptor": "Insurance • Marion, Indiana", "about": "InsuranceManagementGroup is an all-riskinsuranceagency with over 140 years of experience, specializing in Home, Auto, BusinessInsurance, Individual Life &Health, and Employee Benefits. We represent highly rated and financially soundinsurancecarriers, to ensure that our clients are getting the best coverage...", "followers": null, "people_url": "https://www.linkedin.com/company/insurance-management-group_2/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/carecard-health-insurance-management-co/", "name": "CareCard Health Insurance Management Co", "descriptor": "Insurance • Damascus", "about": "CareCard offers Business Process Outsourcing (BPO) services toInsurance, Self Funded and Retireehealthplan market. CareCard provides operational outsourcing...", "followers": 187, "people_url": "https://www.linkedin.com/company/carecard-health-insurance-management-co/people/", "captured_at": "2025-04-29T13:15:04Z"}
{"handle": "https://www.linkedin.com/company/healthcluster/", "name": "Health Cluster", "descriptor": "Technology, Information and Internet • Dubai", "about": "..., knowledge and interaction. The company has solutions and products inHealthTech, eHealth, DigitalHealth, Revenue CycleManagement– RCM Solutions, AI & ML, Internet...", "followers": null, "people_url": "https://www.linkedin.com/company/healthcluster/people/", "captured_at": "2025-04-29T13:15:04Z"}
docs/apps/linkdin/samples/people.jsonl
+108
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@@ -0,0 +1,108 @@
{"profile_url": null, "name": "Yahya Ipuge", "headline": "Senior Health Specialist, Independent Consultant, Certified Board Director, Board Chair in NGO and Private Entities", "followers": null, "connection_degree": "· 3rd", "avatar_url": "https://media.licdn.com/dms/image/v2/C4E03AQFuqPObSyLPMQ/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1517757008397?e=1751500800&v=beta&t=zaHc2CY7AJ-eX1MCSvazp8ny37iBAu3YsyaZjwq6gB0", "company_handle": "https://www.linkedin.com/company/health-insurance-management-services-organization/", "captured_at": "2025-04-29T13:15:33Z"}
{"profile_url": null, "name": "LinkedIn Member", "headline": "Field officer at Health and Insurance Management Services Organization", "followers": null, "connection_degree": null, "avatar_url": "https://media.licdn.com/dms/image/v2/C5103AQEVmdDwTIhsjQ/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1540989154156?e=1751500800&v=beta&t=7N0baJNfZ26dbrNNbv2055sbGlacQUwQu07wUTN0whs", "company_handle": "https://www.linkedin.com/company/health-insurance-management-services-organization/", "captured_at": "2025-04-29T13:15:33Z"}
{"profile_url": null, "name": "LinkedIn Member", "headline": "Medical Practitioner @ Health & Insurance | Master's Degree in Infection Control", "followers": null, "connection_degree": null, "avatar_url": "https://media.licdn.com/dms/image/v2/D4D03AQHjMXy7dSmmLg/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1725975429410?e=1751500800&v=beta&t=lDIL2KhDw471XYvtCrRfkHAnG3Q-npDJnwDdK0sYvpA", "company_handle": "https://www.linkedin.com/company/health-insurance-management-services-organization/", "captured_at": "2025-04-29T13:15:34Z"}
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docs/apps/linkdin/schemas/company_card.json
+21 -9
View File
@@ -1,39 +1,51 @@
{
"name": "LinkedIn Company Card",
"baseSelector": "div.search-results-container ul[role='list'] > li",
"name": "LinkedIn Company Search Result Card",
"baseSelector": "div[data-chameleon-result-urn][data-view-name=\"search-entity-result-universal-template\"]",
"baseFields": [
{
"name": "chameleon_result_urn",
"type": "attribute",
"attribute": "data-chameleon-result-urn"
},
{
"name": "view_name",
"type": "attribute",
"attribute": "data-view-name"
}
],
"fields": [
{
"name": "handle",
"selector": "a[href*='/company/']",
"selector": "div.mb1 div.display-flex span a[data-test-app-aware-link]",
"type": "attribute",
"attribute": "href"
},
{
"name": "profile_image",
"selector": "a[href*='/company/'] img",
"selector": "div.ivm-image-view-model img",
"type": "attribute",
"attribute": "src"
},
{
"name": "name",
"selector": "span[class*='t-16'] a",
"selector": "div.mb1 div.display-flex span a[data-test-app-aware-link]",
"type": "text"
},
{
"name": "descriptor",
"selector": "div[class*='t-black t-normal']",
"selector": "div.mb1 > div[class*=\"t-14 t-black\"]",
"type": "text"
},
{
"name": "about",
"selector": "p[class*='entity-result__summary--2-lines']",
"selector": "p.entity-result__summary--2-lines",
"type": "text"
},
{
"name": "followers",
"selector": "div:contains('followers')",
"selector": "div.mb1 > div:nth-of-type(3)",
"type": "regex",
"pattern": "(\\d+)\\s*followers"
"pattern": "(\\d+[KM]?) followers"
}
]
}
docs/apps/linkdin/schemas/people_card.json
+17 -14
View File
@@ -1,38 +1,41 @@
{
"name": "LinkedIn People Card",
"name": "LinkedIn People Profile Card",
"baseSelector": "li.org-people-profile-card__profile-card-spacing",
"baseFields": [],
"fields": [
{
"name": "profile_url",
"selector": "a.eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo",
"selector": "div.artdeco-entity-lockup__title a[data-test-app-aware-link]",
"type": "attribute",
"attribute": "href"
},
{
"name": "avatar_url",
"selector": "div.artdeco-entity-lockup__image img",
"type": "attribute",
"attribute": "src"
},
{
"name": "name",
"selector": ".artdeco-entity-lockup__title .lt-line-clamp--single-line",
"selector": "div.artdeco-entity-lockup__title a div.lt-line-clamp--single-line",
"type": "text"
},
{
"name": "headline",
"selector": ".artdeco-entity-lockup__subtitle .lt-line-clamp--multi-line",
"selector": "div.artdeco-entity-lockup__subtitle div.lt-line-clamp--multi-line",
"type": "text"
},
{
"name": "followers",
"selector": ".lt-line-clamp--multi-line.t-12",
"type": "text"
"selector": "span.text-align-center span.lt-line-clamp--multi-line",
"type": "regex",
"pattern": "(\\d+)"
},
{
"name": "connection_degree",
"selector": ".artdeco-entity-lockup__badge .artdeco-entity-lockup__degree",
"type": "text"
},
{
"name": "avatar_url",
"selector": ".artdeco-entity-lockup__image img",
"type": "attribute",
"attribute": "src"
"selector": "span.artdeco-entity-lockup__degree",
"type": "regex",
"pattern": "(\\d+\\w+)"
}
]
}
docs/apps/linkdin/snippets/company.html
+35 -40
View File
@@ -1,36 +1,34 @@
<li class="yCLWzruNprmIzaZzFFonVFBtMrbaVYnuDFA">
<li class="kZRArQqqhjjrHYceWaFbyEGWHRZbtqjTMawKA">
<!----><!---->
<div class="IxlEPbRZwQYrRltKPvHAyjBmCdIWTAoYo" data-chameleon-result-urn="urn:li:company:362492"
<div class="xAuWirHJDUTuhkfOpmJApZWziplUyPIc" data-chameleon-result-urn="urn:li:company:2095237"
data-view-name="search-entity-result-universal-template">
<div class="linked-area flex-1
cursor-pointer">
cursor-pointer">
<div class="BAEgVqVuxosMJZodcelsgPoyRcrkiqgVCGHXNQ">
<div class="afcvrbGzNuyRlhPPQWrWirJtUdHAAtUlqxwvVA">
<div class="qMGLeKnJyQnibGOueKodvnfLgWpsuA">
<div class="cBPGFfFovHsbNhBFmECDIsPgMWmtMozOUfIAbs">
<div class="display-flex align-items-center">
<!---->
<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo scale-down " aria-hidden="true"
tabindex="-1" href="https://www.linkedin.com/company/managment-research-services-inc./"
data-test-app-aware-link="">
<a class="sDWEFrcVubKuUVGggeBOYqLlgYgPbojOc scale-down " aria-hidden="true" tabindex="-1"
href="https://www.linkedin.com/company/health-insurance/" data-test-app-aware-link="">
<div class="ivm-image-view-model ">
<div class="ivm-view-attr__img-wrapper
">
">
<!---->
<!----> <img width="48"
src="https://media.licdn.com/dms/image/v2/C560BAQFWpusEOgW-ww/company-logo_100_100/company-logo_100_100/0/1630583697877/managment_research_services_inc_logo?e=1750896000&amp;v=beta&amp;t=Ch9vyEZdfng-1D1m_XqP5kjNpVXUBKkk9cNhMZUhx0E"
loading="lazy" height="48" alt="Management Research Services, Inc. (MRS, Inc)"
id="ember28"
src="https://media.licdn.com/dms/image/v2/C560BAQEXIoLSJbShlw/company-logo_100_100/company-logo_100_100/0/1662748332921/health_insurance_logo?e=1753920000&amp;v=beta&amp;t=p2ZNMYNsC9KSlp-sIqMYuc88avBTjKF4CqDobq1Xr2M"
loading="lazy" height="48" alt="Health Insurance" id="ember28"
class="ivm-view-attr__img--centered EntityPhoto-square-3 evi-image lazy-image ember-view">
</div>
@@ -42,7 +40,7 @@
</div>
</div>
<div
class="wympnVuDByXHvafWrMGJLZuchDmCRqLmWPwg MmzCPRicJimZvjJhvqTzDcDbdHhWPzspERzA pt3 pb3 t-12 t-black--light">
class="BNxZPngZfeRnDrIUbICgBZvQjRvMAUnwCHuDrmRg yNRlrJOHDflDBnYPLbVmiAkUsCUZKUznmAc pt3 pb3 t-12 t-black--light">
<div class="mb1">
<div class="t-roman t-sans">
@@ -50,13 +48,14 @@
<div class="display-flex">
<span class="TikBXjihYvcNUoIzkslUaEjfIuLmYxfs OoHEyXgsiIqGADjcOtTmfdpoYVXrLKTvkwI ">
<span class="CgaWLOzmXNuKbRIRARSErqCJcBPYudEKo
t-16">
<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo "
href="https://www.linkedin.com/company/managment-research-services-inc./"
<span
class="kmApjJVnFerynwITxTBSCqzqgoHwVfkiA HHGiVqODTCkszDUDWwPGPJGUPfAeRpygAKwwLePrQ ">
<span class="OjTMoZLoiuspGuWWptwqxZRcMcHZBoSDxfig
t-16">
<a class="sDWEFrcVubKuUVGggeBOYqLlgYgPbojOc "
href="https://www.linkedin.com/company/health-insurance/"
data-test-app-aware-link="">
<!---->Management Research Services, Inc. (MRS, Inc)<!---->
<!---->Health Insurance<!---->
<!----> </a>
<!----> </span>
</span>
@@ -69,14 +68,14 @@
<div class="LjmdKCEqKITHihFOiQsBAQylkdnsWhqZii
t-14 t-black t-normal">
<!---->Insurance • Milwaukee, Wisconsin<!---->
<div class="kFTZPhxHBbvnnRxiRPmTxafKGLUNSiaeInag
t-14 t-black t-normal">
<!---->Insurance • Cardiff, CA<!---->
</div>
<div class="cTPhJiHyNLmxdQYFlsEOutjznmqrVHUByZwZ
t-14 t-normal">
<!---->1K followers<!---->
<div class="FlWUwyrEUZpkVCgzGTDwUHTLntfZNseavlY
t-14 t-normal">
<!---->3K followers<!---->
</div>
@@ -86,23 +85,19 @@
</div>
<!---->
<p class="yWzlqwKNlvCWVNoKqmzoDDEnBMUuyynaLg
entity-result__summary--2-lines
t-12 t-black--light
">
<!---->MRS combines 30 years of experience supporting the Life,<span class="white-space-pre">
</span><strong><!---->Health<!----></strong><span class="white-space-pre"> </span>and
Annuities<span class="white-space-pre"> </span><strong><!---->Insurance<!----></strong><span
class="white-space-pre"> </span>Industry with customized<span class="white-space-pre">
</span><strong><!---->insurance<!----></strong><span class="white-space-pre">
</span>underwriting solutions that efficiently support clients’ workflows. Supported by the
Agenium Platform (www.agenium.ai) our innovative underwriting solutions are guaranteed to
optimize requirements...<!---->
<p class="JBUEKeXhPyClEtYwdsASPYsZsCkTvUBqsDUs
entity-result__summary--2-lines
t-12 t-black--light
">
<!---->Your<span class="white-space-pre"> </span><strong><!---->health<!----></strong><span
class="white-space-pre"> </span><!----><!----><strong><!---->insurance<!----></strong><span
class="white-space-pre"> </span>expert for all stages of your life; Medicare, Individuals,
Families, Small Groups, CoveredCA.<!---->
</p>
<!---->
</div>
<div class="qXxdnXtzRVFTnTnetmNpssucBwQBsWlUuk MmzCPRicJimZvjJhvqTzDcDbdHhWPzspERzA">
<div class="JZcKRppsWfaxfMaqtvfVwEeAtzNwryBOMdo yNRlrJOHDflDBnYPLbVmiAkUsCUZKUznmAc">
<!---->
@@ -111,7 +106,7 @@
<button aria-label="Follow Management Research Services, Inc. (MRS, Inc)" id="ember61"
<button aria-label="Follow Health Insurance" id="ember49"
class="artdeco-button artdeco-button--2 artdeco-button--secondary ember-view"
type="button"><!---->
<span class="artdeco-button__text">
docs/apps/linkdin/snippets/people.html
+25 -26
View File
@@ -2,41 +2,40 @@
<div>
<section class="artdeco-card full-width qQdPErXQkSAbwApNgNfuxukTIPPykttCcZGOHk">
<section class="artdeco-card full-width IxXiAcHfbZpayHVZUYdQwfYOkMbOirmr">
<!---->
<img width="210" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7"
ariarole="presentation" loading="lazy" height="210" alt="" id="ember96"
ariarole="presentation" loading="lazy" height="210" alt="" id="ember102"
class="evi-image lazy-image ghost-default ember-view org-people-profile-card__cover-photo org-people-profile-card__cover-photo--people">
<div class="org-people-profile-card__profile-info">
<div id="ember97"
<div id="ember103"
class="artdeco-entity-lockup artdeco-entity-lockup--stacked-center artdeco-entity-lockup--size-7 ember-view">
<div id="ember98"
<div id="ember104"
class="artdeco-entity-lockup__image artdeco-entity-lockup__image--type-circle ember-view"
type="circle">
<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo "
id="org-people-profile-card__profile-image-0"
href="https://www.linkedin.com/in/speakerrayna?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAABsqUBoBr5x071PuGGpNtK3NlvSARiVXPIs"
<a class="sDWEFrcVubKuUVGggeBOYqLlgYgPbojOc " id="org-people-profile-card__profile-image-0"
href="https://www.linkedin.com/in/ericweberhcbd?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAAABVh2MBFoyTaAxDqYQQcW8oGxVsqsKioHw"
data-test-app-aware-link="">
<img width="104"
src="https://media.licdn.com/dms/image/v2/D5603AQGs2Vyju4xZ7A/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1681741067031?e=1750896000&amp;v=beta&amp;t=Hvj--IrrmpVIH7pec7-l_PQok8vsS__CGeUqBWOw7co"
loading="lazy" height="104" alt="Dr. Rayna S." id="ember99"
src="https://media.licdn.com/dms/image/v2/C4D03AQHNP9KoXtSrkg/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1573501774845?e=1753920000&amp;v=beta&amp;t=JYsY56biGUmDzbYj2ORZMcd1dSm2IRWCA-IM3KNFLw8"
loading="lazy" height="104" alt="Eric Weber" id="ember105"
class="evi-image lazy-image ember-view">
</a>
</div>
<div id="ember100" class="artdeco-entity-lockup__content ember-view">
<div id="ember101" class="artdeco-entity-lockup__title ember-view">
<a class="eETATgYTipaVsmrBChiBJJvFsdPhNpulhPZUVLHLo link-without-visited-state"
aria-label="View Dr. Rayna S.’s profile"
href="https://www.linkedin.com/in/speakerrayna?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAABsqUBoBr5x071PuGGpNtK3NlvSARiVXPIs"
<div id="ember106" class="artdeco-entity-lockup__content ember-view">
<div id="ember107" class="artdeco-entity-lockup__title ember-view">
<a class="sDWEFrcVubKuUVGggeBOYqLlgYgPbojOc link-without-visited-state"
aria-label="View Eric Weber’s profile"
href="https://www.linkedin.com/in/ericweberhcbd?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAAABVh2MBFoyTaAxDqYQQcW8oGxVsqsKioHw"
data-test-app-aware-link="">
<div id="ember103" class="ember-view lt-line-clamp lt-line-clamp--single-line AGabuksChUpCmjWshSnaZryLKSthOKkwclxY
t-black" style="">
Dr. Rayna S.
<div id="ember109" class="ember-view lt-line-clamp lt-line-clamp--single-line rMKrzkehlCEvJWoQjDQJFaHmBFAYQLMGrNY
t-black" style="">
Eric Weber
<!---->
</div>
@@ -44,33 +43,33 @@
</a>
</div>
<div id="ember104" class="artdeco-entity-lockup__badge ember-view"> <span class="a11y-text">3rd+
<div id="ember110" class="artdeco-entity-lockup__badge ember-view"> <span class="a11y-text">3rd+
degree connection</span>
<span class="artdeco-entity-lockup__degree" aria-hidden="true">
·&nbsp;3rd
·&nbsp;3rd
</span>
<!----><!---->
</div>
<div id="ember105" class="artdeco-entity-lockup__subtitle ember-view">
<div id="ember111" class="artdeco-entity-lockup__subtitle ember-view">
<div class="t-14 t-black--light t-normal">
<div id="ember107" class="ember-view lt-line-clamp lt-line-clamp--multi-line"
<div id="ember113" class="ember-view lt-line-clamp lt-line-clamp--multi-line"
style="-webkit-line-clamp: 2">
Leadership and Talent Development Consultant and Professional Speaker
HIPN Executive Editor | Healthcare BizDev CEO — Health Insurance Plan News.
<!---->
</div>
</div>
</div>
<div id="ember108" class="artdeco-entity-lockup__caption ember-view"></div>
<div id="ember114" class="artdeco-entity-lockup__caption ember-view"></div>
</div>
</div>
<span class="text-align-center">
<span id="ember110"
<span id="ember116"
class="ember-view lt-line-clamp lt-line-clamp--multi-line t-12 t-black--light mt2"
style="-webkit-line-clamp: 3">
727 followers
10K followers
<!----> </span>
@@ -78,7 +77,7 @@
</div>
<footer class="ph3 pb3">
<button aria-label="Follow Dr. Rayna S." id="ember111"
<button aria-label="Follow Eric Weber" id="ember117"
class="artdeco-button artdeco-button--2 artdeco-button--secondary ember-view full-width"
type="button"><!---->
<span class="artdeco-button__text">
docs/md_v2/assets/llmtxt/crawl4ai_all_memory_content.llm.txt
+5 -5
View File
@@ -6031,7 +6031,7 @@ class LLMConfig:
provider: str = DEFAULT_PROVIDER,
api_token: Optional[str] = None,
base_url: Optional[str] = None,
temprature: Optional[float] = None,
temperature: Optional[float] = None,
max_tokens: Optional[int] = None,
top_p: Optional[float] = None,
frequency_penalty: Optional[float] = None,
@@ -6059,7 +6059,7 @@ class LLMConfig:
self.provider = DEFAULT_PROVIDER
self.api_token = os.getenv(DEFAULT_PROVIDER_API_KEY)
self.base_url = base_url
self.temprature = temprature
self.temperature = temperature
self.max_tokens = max_tokens
self.top_p = top_p
self.frequency_penalty = frequency_penalty
@@ -6073,7 +6073,7 @@ class LLMConfig:
provider=kwargs.get("provider", DEFAULT_PROVIDER),
api_token=kwargs.get("api_token"),
base_url=kwargs.get("base_url"),
temprature=kwargs.get("temprature"),
temperature=kwargs.get("temperature"),
max_tokens=kwargs.get("max_tokens"),
top_p=kwargs.get("top_p"),
frequency_penalty=kwargs.get("frequency_penalty"),
@@ -6087,7 +6087,7 @@ class LLMConfig:
"provider": self.provider,
"api_token": self.api_token,
"base_url": self.base_url,
"temprature": self.temprature,
"temperature": self.temperature,
"max_tokens": self.max_tokens,
"top_p": self.top_p,
"frequency_penalty": self.frequency_penalty,
@@ -13770,7 +13770,7 @@ class LLMExtractionStrategy(ExtractionStrategy):
api_token: The API token for the provider.
base_url: The base URL for the API request.
api_base: The base URL for the API request.
extra_args: Additional arguments for the API request, such as temprature, max_tokens, etc.
extra_args: Additional arguments for the API request, such as temperature, max_tokens, etc.
"""
super().__init__( input_format=input_format, **kwargs)
self.llm_config = llm_config