The Exciting Challenger Hagen Tennis Tournament
The Challenger Hagen in Germany is set to bring an exhilarating display of tennis prowess to the courts tomorrow. This tournament is a significant stop on the ATP Challenger Tour, offering players the chance to climb the rankings and gain invaluable match experience. As the world of tennis eagerly anticipates the matches, expert betting predictions are already in full swing, providing insights into potential outcomes and thrilling upsets.
Overview of Tomorrow's Matches
Tomorrow's schedule is packed with high-stakes matches that promise to captivate tennis enthusiasts. The tournament features a diverse lineup of players, each bringing their unique style and strategy to the court. From seasoned veterans aiming to solidify their standings to emerging talents eager to make their mark, the competition is fierce.
- Top Seed Matchup: The highly anticipated match between the top seed and a rising star will be a highlight of the day. This clash of styles will test both players' adaptability and resilience.
- Dark Horse Potential: Keep an eye on underdogs who have shown remarkable form in recent matches. Their journey through the tournament could surprise many and add an element of unpredictability.
- Local Favorites: German players have historically performed well on home soil, and their passionate support could give them an extra edge in crucial moments.
Expert Betting Predictions
Betting experts have analyzed various factors, including player form, head-to-head records, and surface preferences, to provide their predictions for tomorrow's matches. While betting should always be approached with caution, these insights can offer a fascinating glimpse into potential outcomes.
- Match 1: Top Seed vs. Rising Star: The top seed is favored due to their consistent performance throughout the season. However, the rising star's aggressive playstyle could pose a significant challenge.
- Match 2: Veteran vs. Young Prodigy: The veteran's experience on clay courts gives them an advantage, but the young prodigy's recent victories suggest they are ready to make a breakthrough.
- Match 3: Dark Horse vs. Unseeded Player: This match is considered a toss-up by experts. Both players have shown flashes of brilliance, making it difficult to predict a clear winner.
In-Depth Analysis of Key Players
A closer look at some of the key players competing tomorrow reveals intriguing storylines and potential game-changers.
The Top Seed: A Season of Dominance
The top seed has been in formidable form this season, consistently reaching the latter stages of tournaments. Known for their powerful serves and strategic baseline play, they have adapted well to different surfaces, making them a formidable opponent on any court.
- Strengths: Exceptional serve, tactical intelligence, and mental fortitude under pressure.
- Weaknesses: Susceptible to unforced errors during extended rallies.
- Potential Challenges: Facing opponents with exceptional net play could disrupt their rhythm.
The Rising Star: Breaking Through
The rising star has captured attention with their fearless approach and relentless energy. Their ability to read opponents and execute precise shots has earned them victories against higher-ranked players.
- Strengths: Agility, powerful groundstrokes, and an aggressive mindset.
- Weaknesses: Inexperience in high-pressure situations could be tested.
- Potential Challenges: Maintaining consistency over long matches remains a key area for improvement.
The Veteran: Experience on Clay
With years of experience on clay courts, the veteran brings a wealth of knowledge and tactical acumen. Their ability to construct points patiently and exploit opponents' weaknesses has been crucial in past victories.
- Strengths: Defensive skills, strategic depth, and mental toughness.
- Weaknesses: Slower reflexes compared to younger competitors.
- Potential Challenges: Facing opponents with exceptional speed could test their defensive capabilities.
The Young Prodigy: A New Generation Emerges
The young prodigy has been making waves with their exceptional talent and natural flair for the game. Their ability to play instinctively and adapt quickly has led to impressive wins against seasoned players.
- Strengths: Creativity, powerful serves, and quick adaptation to opponents' strategies.
- Weaknesses: Lack of experience in critical match moments.
- Potential Challenges: Consistency over long matches remains an area for growth.
Tournament Atmosphere and Fan Engagement
The Challenger Hagen is not just about the matches; it's also about the vibrant atmosphere created by passionate fans. Local supporters bring energy to the stadium, cheering on their favorites and creating an electrifying environment that enhances the overall experience.
- Social Media Buzz: Fans are actively engaging on social media platforms, sharing highlights and predictions. Hashtags like #ChallengerHagen2023 are trending as fans discuss their favorite players and anticipated matchups.
- Fan Zones: Special areas around the venue offer interactive experiences, including meet-and-greet opportunities with players and live commentary sessions from tennis experts.
- Cultural Events: Alongside the tournament, local cultural events celebrate Germany's rich heritage, providing entertainment for visitors beyond the tennis courts.
Tips for Spectators Attending Tomorrow's Matches
To make the most of your experience at Challenger Hagen tomorrow, consider these tips:
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/utils.py
import re
import requests
from typing import Optional
from fastapi import Request
# TODO move this function elsewhere
def check_url_is_reachable(url):
"""
Checks if URL is reachable (status code == 200).
"""
try:
r = requests.head(url)
return r.status_code == 200
except:
return False
def find_first_url(text):
"""
Finds first url in text using regex.
"""
url_regex = re.compile(
r'(?i)b((?:https?://|wwwd{0,3}[.]|[a-z0-9.-]+[.][a-z]{2,4}/)(?:[^s()<>]+|(([^s()<>]+|(([^s()<>]+)))*))+(?:(([^s()<>]+|(([^s()<>]+)))*)|[^s`!()[]{};:'".,<>?«»“”‘’]))')
found_urls = url_regex.findall(text)
if len(found_urls) > 0:
return found_urls[0][0]
return None
def get_client_ip(request: Optional[Request] = None) -> str:
"""Get client IP address from request headers"""
if request:
ip_list = request.headers.getlist("x-forwarded-for")
if ip_list:
client_ip = ip_list[0]
# strip out any internal IPs if present
internal_ips = ['127.0.0.1', '10.', '172.', '192.', '169.', '192.168']
for ip in internal_ips:
if client_ip.startswith(ip):
client_ip = ip_list[-1]
return client_ip
else:
return request.client.host
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/models/seo/seo_result.py
from typing import List
from pydantic import BaseModel
class SeoResult(BaseModel):
input_text: str
output_html: str
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/models/prompt/prompt_language.py
from enum import Enum
class PromptLanguage(Enum):
ENGLISH = "en"
<|file_sep|># YuMi Transformer
## Introduction
This project contains code for implementing [YuMi Transformer](https://github.com/MichaelStahlberg/YuMi-Transformer), which is based on [Hugging Face Transformers](https://github.com/huggingface/transformers).
## Getting Started
### Prerequisites
The following software must be installed:
* Python >= 3.8
* pip >=21.0
### Installing Dependencies
Clone this repo:
git clone https://github.com/MichaelStahlberg/YuMi-Transformer.git
cd YuMi-Transformer/backend/yumi/
Install dependencies:
pip install -r requirements.txt
### Running Locally
To run locally:
uvicorn yumi.main:app --reload --port=8000 --host=127.0.0.1 --log-level=info
## Testing Locally
Run all tests:
pytest ./tests/
Run specific test:
pytest ./tests/test_seo.py::TestSeo::test_seo_example_1
## Building Docker Image & Running Container Locally
Build image:
docker build -t yumi-transformer .
Run container:
docker run -it -p8000:8000 yumi-transformer
## Deploying To Fly.io
First create `fly.toml` file by running `flyctl launch`. Then edit it as follows:
toml
[env]
PORT = "8000"
[[services]]
internal_port = "8000"
protocol = "tcp"
[[services.http_checks]]
interval_seconds = 15
method = "get"
path = "/health"
timeout_seconds = 5
protocol = "http"
[[services.tcp_checks]]
grace_period_seconds = "30"
interval_seconds = "15"
timeout_seconds = "4"
Deploy:
fly deploy
To see logs run `fly logs -t` (the `-t` flag tails them)
## Todo
* Add more tests (including tests for specific use cases)
* Add docs & examples using Swagger UI (https://fastapi.tiangolo.com/tutorial/docs/)
* Add monitoring (using Prometheus?)
* Add CI/CD pipeline (e.g., using GitHub Actions)
* Write blog post(s) about this project?
* Write paper about this project?
<|file_sep|># TODO how do we handle this when input text contains multiple URLs?
def get_url_from_input_text(input_text):
url_regex = re.compile(
r'(?i)b((?:https?://|wwwd{0,3}[.]|[a-z0-9.-]+[.][a-z]{2,4}/)(?:[^s()<>]+|(([^s()<>]+|(([^s()<>]+)))*))+(?:(([^s()<>]+|(([^s()<>]+)))*)|[^s`!()[]{};:'".,<>?«»“”‘’]))')
found_urls = url_regex.findall(input_text)
if len(found_urls) > 0:
return found_urls[0][0]
return None
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/models/prompt/prompt_seo.py
from enum import Enum
class PromptSeo(Enum):
SEO_1="Write expert SEO text for {input_text} where there will be planned {event_type} {event_name} {location} {date} - write about it in blocks and interestingly."
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/models/prompt/prompt_product_description.py
from enum import Enum
class PromptProductDescription(Enum):
PRODUCT_DESCRIPTION_1="Write product description for {input_text} where there will be planned {event_type} {event_name} {location} {date} - write about it in blocks and interestingly."
<|repo_name|>mike-cheng-jianjun/YuMi-Transformer<|file_sep|>/backend/yumi/services/seo_service.py
import os
import re
import logging
import uuid
import requests
from dotenv import load_dotenv
from typing import Optional
from yumi.models.seo.seo_input import SeoInput
from yumi.models.seo.seo_result import SeoResult
from yumi.services.prompt_service import prompt_service
logger = logging.getLogger(__name__)
load_dotenv()
API_URL=os.environ.get("API_URL")
API_KEY=os.environ.get("API_KEY")
# TODO maybe refactor this so we don't pass around api_key everywhere?
def generate_seo_html(input_text:str,
api_key:str,
model_name:str="EleutherAI/gpt-neo-20B",
max_tokens:int=512,
temperature=1,
top_p=1,
n=1,
logprobs=None,
echo=False):
prompt_template=prompt_service.get_prompt_template_for_seo()
prompt=prompt_template.format(input_text=input_text)
# TODO move this function elsewhere
def check_url_is_reachable(url):
"""
Checks if URL is reachable (status code == 200).
"""
try:
r = requests.head(url)
return r.status_code == 200
except:
return False
# TODO move this function elsewhere
def find_first_url(text):
"""
Finds first url in text using regex.
"""
# url_regex = re.compile(
# r'(?i)b((?:https?://|wwwd{0,3}[.]|[a-z0-9.-]+[.][a-z]{2,4}/)(?:[^s()<>]+|(([^s()<>]+|(([^s()<>]+)))*))+(?:(([^s()<>]+|(([^s()<>]+)))*)|[^s`!()[]{};:'".,<>?«»“”‘’]))')
#
# found_urls = url_regex.findall(text)
#
# if len(found_urls) > 0:
# return found_urls[0][0]
#
# return None
def generate_seo_result(input_text:str,
