Стандартная библиотека asyncio это стандарт (начиная с Py3.4) для работы с асинхронным кодом. Но эта библиотека достаточно низкоуровневая, со своими проблемами, устаревшими подходами.
Чтобы исправить это, были созданы разные обертки и альтернативы с реализацией популярных инструментов и паттернов асинхронного программирования. Это такие библиотеки как:
- trio: улучшает корректность выполнения, не оставляя потерянных корутин при ошибках, то есть предлагает Structured Concurrency из коробки.
- curio: упрощение синтаксиса и читаемости кода, больше похоже на работу с потоками.
- anyio: универсальная обертка над asyncio или trio плюс множество вспомогательных инструментов.
anyio используется в FastAPI как основная библиотека для работы с асинхронным кодом и вызовом синхронного кода из асинхронного.
В общем, рекомендую почитать про возможности anyio, возможно вы более не будете использовать чистый asyncio в своих проектах)
Это совсем не значит что дефолтный asyncio плох, он тоже даёт достаточный для работы функционал и продолжает развиваться. Например, в версии 3.11 появились TaskGroup, с похожим на trio функционалом. Так что он тоже актуален, просто придется больше написать кода самостоятельно.
#libs#async
https://x.com/priceactiongann/status/1959557093356425295?t=iZQ12tlqHhQz3g5N-WiKIQ&s=19
#nifty#nifty50
Develop your senses- especially learn how to see. Realize that everything connects to everything else. I have been impressed with the urgency of doing. Knowing is not enough; we must apply.
leonardo da vinci
Nifty 50 Cycles of Fractals shown
cycles of 90 ,84,360,168,21,7,144 all in play with in the markets in Nifty
Image analysis watched with this post is of more important and contain many ideas if you work on it
fib cycles are also in direct cause and effect with price and time
many such fractals and direct cycles we must find.
Time cycle dates
September 23
October 30
for longer term
"one idea can change your entire life"
Every thing is circles ,squares and Triangles only
#Timecycle#gann#stockmarketsindia
https://x.com/priceactiongann/status/1819688563132481950
Time cycle date and price:
August 1 and 2:
#timecycle meets with price 24045 #nifty#nifty50,
#pricecycle 51860
#banknifty meets same time from there drop started!
#stockmarket#stockmarketcrash
https://x.com/priceactiongann/status/1819688563132481950
https://x.com/priceactiongann/status/1810679429456089540
#GOLD#XAUUSD
EXACT HIGH OF THE DAY to the pip accurate top!
from down it went up and once reaches price Encoded it just dropped 144 pips and more!
#pricecycle and #timecycle meets.
cannot give any more perfect result than this!
#priceaction#trading#stockmarket#gann
https://x.com/priceactiongann/status/1806296904663228873
#nifty
23910 done in nifty #timecycle helped from 24 th,
price will decide here now, OLHC etc.
weekly price close will be very interesting!
, when #banknifty reaches 54583 u will see some magic! wait and see!
#stocks#stockmarket#stockmarketindia#gann#OptionsTrading
https://x.com/priceactiongann/status/1810493611676467665
#trading#gold
Gold time cycles explained,
forecasted price history,
Encoded deciding price, direction
#xauusd shorter time frame time,
stop hunt and over all in big time frames its in ranging
explained in images do watch and share more!
#priceaction#gann#pricecycle#timecycle
#Silver#commodity
https://x.com/priceactiongann/status/1810493611676467665
https://x.com/priceactiongann/status/1808150769738158188
#nifty#nifty50
Jackpot movement!
when price and if reaches 24676 it begins!
it price extends its the top 25192 its the max and i dnt see more as the top vibrations are reached it should come back to 23535 only!
from there it should be bounce and decide!
future markets will amaze there is no stopping it!
144% it should work!
all fundamentals will align and #banknifty also will reach same price and time as it completes full master cycle here. #timecycle
#pricecycle#stocks#stockmarket#stockmarketsindia#stockmarketcrash#Gann
this is no signals or recommendations! its my study only ! be careful with it !
https://x.com/priceactiongann/status/1808150769738158188
https://x.com/priceactiongann/status/1808150769738158188
#nifty#nifty50
Jackpot movement!
when price and if reaches 24676 it begins!
it price extends its the top 25192 its the max and i dnt see more as the top vibrations are reached it should come back to 23535 only!
from there it should be bounce and decide!
future markets will amaze there is no stopping it!
144% it should work!
all fundamentals will align and #banknifty also will reach same price and time as it completes full master cycle here. #timecycle
#pricecycle#stocks#stockmarket#stockmarketsindia#stockmarketcrash#Gann
this is no signals or recommendations! its my study only ! be careful with it !
https://x.com/priceactiongann/status/1808150769738158188
https://x.com/priceactiongann/status/1856633730724405519
#nifty#niftycrash#nifty50
- Finally "23535"! Done 🎉
- "Let your results be your loudest voice." 📣
- All Jackpot and Must Occur Cycles Done Completely! 🎰🔄
A Day of Triumph:
- Today marks a monumental day for me. 🌟
- Years of relentless hard work, extensive research, and unwavering dedication have culminated in proving that my path was not only right but also visionary. 🔍📚
- The strategies involving cycles, astrology, mathematics, geometry, and countless hours of chart analysis have all paid off, setting a new standard for what's possible. 🌌🔢📐
Journey of Dedication:
- This success is the fruit of countless sleepless nights, endless study sessions, and the exploration of numerous strategies. 🌙📖
- My journey, especially over the last year focusing on Nifty with long-term cycle predictions, has been validated. Words fail to capture the depth of my feelings today. 💡😊
To all who supported, believed, and followed this journey:
- Thank you! Your support has been invaluable. 🙏
- Let’s celebrate this achievement together. 🥳
- I invite you to share your emotions, your experiences with my ideas, and how this journey has influenced your progress. 💬
- Your feedback, whether it's about the accuracy of my predictions or how these insights have been beneficial, would mean a lot to me and could guide many others on similar paths. 📈✨
- Do share with maximum more and repost maximum so world would know about us! 🔁📢
- "If they doubt you, become undeniable."💪
*** Prabhakaran K ***
Research Scientist
#stockmarketcrash#stocks#pricecycle#timecycle#gann#stockmarketscrash#stockmarket
https://x.com/priceactiongann/status/1856633730724405519
https://x.com/priceactiongann/status/1840708045938073740
#nifty50#giftnifty
"Wisdom tends to grow in proportion to one’s awareness of one’s ignorance."
1.Nifty high was 26245 and Gift Nifty 26435 was exact high,when both reached this started
2.Sensex also top price given ! from 85945 it reaches to 84240 and 84544(previous given levels)!
3.Top price we knew in almost all 4 markets bank nifty retraced a bit early!
4.Sensex and bank nifty dropped 1500 plus points
5.Almost 4 cycles confluence so change is imminent!#pricecycle
6.Gift Nifty when reaches 25842 be careful it will decide there
7.At that price nifty would be around a price its where we should watch!
8.Without a Doubt My studies and calculations are working well
when combined and done with more work understanding other markets it gives
very accurate results!
9.Every level has given (long term) at least 576 to 800 points in nifty alone!
10.Instead of other things if we focus on these alone we will have better advantage and accurate results
11.Nothing is hindsight here all were given days and weeks ago!
12. When given good results grab it always and when move on to next level we shall decide again!
Again proof that nothing is random at all!
"You are not a drop in the ocean. You are the entire ocean in a drop."
if found helpful please repost, like and support more!
#sensex#nifty#stocks#stock#stockmarket#banknifty#timecycle
https://x.com/priceactiongann/status/1840708045938073740
https://x.com/priceactiongann/status/1813800527819358275
#nifty#nifty50#stockmarketcrash
1.JACKPOT IS ON!
reaches 24676 at exact date july 18 th today.
2. It must, will and should reach 23535 and from there it will bounce 200 to 500 points as well.
3.24000 is also a level which can bounce but once bigger drop can take over it will be breached over time and will go to 23535 only, 24000 around it will give another hint, direction and clues.
4.drop should start from here sooner or later do not know the time but price is done so it will be starting anytime from now.
5.lost motion or over extension can or cannot happen.
6.all cycles are clearly done on upside except lost motion which can help other markets to join and then will drop
7.its all cycles only always follow the calculations and combine with yours and wait for confirmations and then decide.8.reaches my top calculations and almost all upside is done as per me.
9. markets are never random , enjoy the encoded calculations.gift nifty also done 24780!
its my own views and ideas this is not a signal or recommendation.
#gann#giftnifty#stocks#stockmarketsindia#stockmarkets#pricecycle#timecycle
https://x.com/priceactiongann/status/1813800527819358275
https://x.com/priceactiongann/status/1813800527819358275
#nifty#nifty50#stockmarketcrash
1.JACKPOT IS ON!
reaches 24676 at exact date july 18 th today.
2. It must, will and should reach 23535 and from there it will bounce 200 to 500 points as well.
3.24000 is also a level which can bounce but once bigger drop can take over it will be breached over time and will go to 23535 only, 24000 around it will give another hint, direction and clues.
4.drop should start from here sooner or later do not know the time but price is done so it will be starting anytime from now.
5.lost motion or over extension can or cannot happen.
6.all cycles are clearly done on upside except lost motion which can help other markets to join and then will drop
7.its all cycles only always follow the calculations and combine with yours and wait for confirmations and then decide.8.reaches my top calculations and almost all upside is done as per me.
9. markets are never random , enjoy the encoded calculations.gift nifty also done 24780!
its my own views and ideas this is not a signal or recommendation.
#gann#giftnifty#stocks#stockmarketsindia#stockmarkets#pricecycle#timecycle
https://x.com/priceactiongann/status/1813800527819358275