#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
#Liquidations🩸
🔴$630,000,000 IN LONG POSITIONS HAS BEEN LIQUIDATED IN THE PAST 60 MINUTES.
🔴According to CoinGlass data, In the past 24 hours, 355 972 traders were liquidated, the total liquidations comes in at $1.60 billion.
🔴The largest single liquidation order happened on Hyperliquid - ETH-USD value $13.38M.
#Liquidations🩸
🔴According to CoinGlass data, In the past 24 hours, 235 510 traders were liquidated, the total liquidations comes in at $1.04 billion.
🔴The largest single liquidation order happened on Hyperliquid - BTC-USD value $31.64M.
⚠️ Never invest more than you can afford to lose.
⚠️ High leverage increases risk — not profit.
⚠️ Don’t chase fast money: greed, FOMO, and impatience are your worst enemies.
⚠️ Breaking your own trading rules is the most dangerous mistake.
#Liquidations
$200 million liquidated from the cryptocurrency market in the past 1 hour.
-Never invest more than what you can afford to lose.
- Don't try to make quick money.
-High Leverage does not give you more money
-The most dangerous mistake is breaking your trading rules.
-FOMO, greed, impatience are the greatest trading enemies.
#Liquidations🩸
🔴In the past 24 hours , 92 275 traders were liquidated , the total liquidations comes in at $301.53 million
🔴The largest single liquidation order happened on Huobi - ETH-USD value $5.70M
⚠️ Never invest more than what you can afford to lose.
⚠️ Don't try to make quick money.
⚠️ High Leverage does not give you more money
#Liquidations
In the past 24 hours , 95 031 traders were liquidated , the total liquidations comes in at $236.84 million
The largest single liquidation order happened on Binance - ETHUSDT value $5.52M
* Never invest more than what you can afford to lose.
* Don't try to make quick money.
* High Leverage does not give you more money.
@Cryptomathh
Okay, here's an analysis of the ETH liquidation map suitable for Twitter, formatted in Markdown:
🚨#ETH Liquidation Map Analysis 🚨
Here's what the liquidation map tells us about potential price action. 👇
1️⃣Main Liquidation Zones: The BIGGEST liquidation cluster is concentrated AROUND & BELOW the current price (~$2626). Smaller clusters exist further below, around the 2500 to 2600 levels, while Long liquidations reside further above, between 2690 and 2712.
2️⃣Key Price Levels to Watch:
* Potential Support (Liquidation Zone): $2500-$2600 acts as strong support and bounce zone.
* Danger zone: 2626, current price is the biggest Liquidation cluster
* Resistance (Liquidation Zone): $2690 - $2712; push beyond here could trigger more long liquidations.
3️⃣Longs vs. Shorts: The image shows FAR more long liquidations than short liquidations which have already been cleared out. A HUGE cluster of longs is currently sitting under the current price, which can be liquidated.
4️⃣Potential Price Movements: Given the concentration of long liquidations below the current price, a move *DOWN* to trigger those liquidations seems more probable. 📉 Expect volatility around these liquidation zones!
5️⃣Key Takeaways for Traders:
* Be cautious of longing: Lots of longs sitting right at the current price could be liquidated.
* Anticipate volatility: Large liquidations can fuel price swings. Manage your risk accordingly!
* Watch key levels: $2500-$2600 as a potential support/bounce area and $2690-$2712 as potential resistance.
Disclaimer: This is just an analysis of liquidation data and not financial advice. Trade responsibly! #Crypto#Trading#Liquidations#ETHanalysis📊