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Source channel @githubtrending · Post #15421 · Jan 18

#python#audio#deeplearning#minicpm#python#pytorch#speech#speech_synthesis#text_to_speech#tts#tts_model#voice_cloning VoxCPM is a free, open-source TTS tool that turns text into realistic speech without tokens, creating expressive audio that matches context and clones voices perfectly from just 3-10 seconds of sample. Download VoxCPM1.5 (800M params) from Hugging Face, install via pip, and use simple Python or CLI commands for fast synthesis (RTF 0.15 on RTX 4090) or fine-tuning your own voices. You benefit by easily making natural audiobooks, podcasts, clones, or apps with pro-quality sound—saving time and costs on voice work. https://github.com/OpenBMB/VoxCPM

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Crypto News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1712 · 07/31/2025, 05:12 PM

What is sGIFT and how to make money on it? 🎁sGIFT is an index of the 15 largest Telegram gifts, compiled from transactions on top marketplaces, cleaned from noise and wash trades. Trade with leverage up to ×3, in $USDT or $TON, with a 1% commission and OI up to $50K in each direction. It is also worth mentioning the risks: experimental methodology, possible high volatility, and order failures. ⚙️What’s under the hood of sGIFT? 🟠Normalized price: sale_price/(1+platform_fee_pct) — to remove bias caused by fees. 🟠Outlier filtering: transactions with price >3× or <0.33× of floor (≤0.1% of cases) are excluded; then data outside ±3 σ from the mean are removed. 🟠 Top 15 collections by capitalization: from plush pepe to vintage cigar, with a “penalty” weight given to a new collection for a week to smooth the spike. 🟠 Statistical data processing: weight = MCAP (median “cleaned” price × supply) / sum of MCAP of all 15, weight changes are stretched over 24 hours. 🟠Dynamics: recalculated in USDT in real time at each TON/USDT oracle tick. More about the index: article ❓How to make money on it: 3 practical cases 1. A new collection is released → short signal🌡 The launch of a new gift collection is usually accompanied by a surge of activity around it, but if it is not included in the index, it will most likely cause an outflow from old collections: selling one Plush Pepe or Durov's Cap and buying a couple dozen new items sounds reasonable. This is a signal to open a short, expecting a correction. 2. Update of 5 collections released → short signal🌡 After a major update of several popular collections, new gifts come into focus, buying/selling happens mainly on them, which reduces interest in old collections. The index reacts with a drop — we catch the moment for a short. 3. Profile with 1000 gifts blocked → long signal🧪 If Telegram moderation blocks a channel-marketplace with a large collection (say with 1000 NFTs in the profile), the total liquid volume on the market decreases, the index lacks “cheap” lots — the index price starts to rise. We open a long. 💵 Your ideas for using the index? #StormTrade#TelegramGift#PlushPepe#Tonnel#MRKT#Portals 🚀Web | Mini-app | Chat | Channel