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**DataFlex** is an industrial-grade dynamic data scheduling and optimization platform designed for large model training.
Jointly released by **Peking University**, **LLaMA-Factory**, **Shanghai AI Laboratory**, and **OpenDataLab**, DataFlex is a comprehensive system that integrates data selection, data mixture, and sample reweighting algorithms into a unified dynamic training framework.
# Why is DataFlex different?
In today’s competitive landscape of large model training, breakthroughs no longer come from stacking algorithms alone. The real innovation lies in how we intelligently and systematically schedule and optimize data—turning data itself into the core driving force of trai...
**DataFlex** is an industrial-grade dynamic data scheduling and optimization platform designed for large model training. (https://huggingface.co/papers/2603.26164) 👍❤️
Jointly released by **Peking University**, **LLaMA-Factory**, **Shanghai AI Laboratory**, and **OpenDataLab**, DataFlex is a comprehensive system that integrates data selection, data mixture, and sample reweighting algorithms into a unified dynamic training framework.
# Why is DataFlex different?
In today’s competitive landscape of large model training, breakthroughs no longer come from stacking algorithms alone. The real innovation lies in how we intelligently and systematically schedule and optimize data—turnin...
https://preview.redd.it/els9vnxnzxtg1.png?width=1462&format=png&auto=webp&s=f7281147749fee2959ebe22c027a83cda29aaf00
ab ye aya hai to result bhi aa hi jaega
India looks like a goldmine for founders…until you actually start building here.
Sharing this from my experience around foreign founders entering India:
• Massive Market, demand is rarely the issue.
• Strong talent pool and growing startup ecosystem.
• Lower costs compared to the US.
But the flip side:
• Company registration in India is doable, but compliance is ongoing.
• Things move more slowly than expected (banking, approvals, etc).
• You’ll need a reliable local setup or director.
• GST, tax, and filings need to be handled properly.
Biggest learning: India is not difficult, it’s just different.
If you’re patient and ready to adapt, it can work reall...
# Volkswagen Virtus Facelift Spied: What to Expect from VW's Updated Sedan
Latest spy shots confirm a facelift is on the way for the popular Volkswagen Virtus, hinting at cosmetic and feature upgrades. This update aims to keep it competitive in India's mid-size sedan segment.
**Key Takeaways**
- The Volkswagen Virtus facelift has been spotted testing for the first time, albeit heavily camouflaged.
- Expect design tweaks, including revised LED headlamps, updated grille and bumper designs (front & rear), and new alloy wheels.
- Interior enhancements are likely to include a larger touchscreen infotainment system, an updated digital instrument cluster, and possibly fresh upho...
GM GM! Appreciate the overwhelming positive response on my first post here regarding my commodities OSINT terminal monitoring the straits of homuz.
I have now added a live AIS (Automatic Identification System) tracking panel powered by AISStream, monitoring oil tankers in real-time within the Strait of Hormuz bounding zone (25–27.5°N / 55–57.5°E).
Every vessel broadcasting in that corridor is classified into one of three states:
1. TRANSITING (SOG ≥ 5 knots on a westbound or eastbound heading)
2. ANCHORED(speed under 1 knot or navigational status indicating at anchor)
3. HOLDING (all other movement patterns).
The panel displays live counts across all three ...
\*Disclaimer: This post contains affiliate links. If you purchase gear through these links, Deck and Spool may earn a small commission at no extra cost to you.\*
The cassette tape revival has brought a flood of cheap, modern portable players to the market. But if you are a true audiophile looking for pristine analog sound on the go, those plastic modern units simply will not cut it. You need the heavy metal, precision engineering of a \*\*high-end vintage Sony Walkman\*\*.
During the peak of the cassette era, Sony produced a few absolute "holy grail" models engineered with quartz-locked motors, amorphous tape heads, and audiophile-grade circuitry. These models regularly out-perfo...
Basically, I'm working on something, but first I need permission from you, the owner.
* Hi! I’m Abdul, a YouTuber and theorist, and I’m planning a series that explains the Toon Turf lore in a way that’s easy for casual fans to understand. However, I'm not quite up to speed myself, so I'll need help making sure I have the information and theories to tell. If you’d like to help out, whether that’s sharing confirmed info, theories, or even voicing parts, you’re more than welcome to get involved. Everyone who contributes will be properly credited. Thanks!
* My first topic ideas: "Everything We Know About The Shadow", "Spoiling Every Death In Toon Turf&q...
I built a "Google for manga chapters" that sends traffic to scanlators instead of stealing from them
A couple weeks ago I found out that the site I'd been using to read manga (more appropriately manga/manhwa/manhua) was an aggregator - basically just scraping and rehosting work from the actual scanlation groups without sending them any traffic or ad revenue. The people doing all the translating and cleaning were getting nothing from me.
So I switched to MangaDex (had to use VPN, my ISP has blocked it for some frigging reason)
Which is great, but it has its own issues. Tons of series I read aren't on there, upload speeds depend entirely on who's volunteering to pos...
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