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Thursday, August 14, 2025
Techcratic
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  • AI
    Artificial Intelligence

    How to Go From Text to SQL with LLMs

    Artificial Intelligence

    Agentic AI Hands-On in Python: A Video Tutorial

    Artificial Intelligence

    Master the Future with Applied Data Science Top-Ranked, Affordable, Online Master’s…

    Artificial Intelligence

    A Gentle Introduction to Context Engineering in LLMs

    Artificial Intelligence

    The DIVA logistics agent, powered by Amazon Bedrock

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

  • Apple
    tvOS 26 beta 6 just released for Apple TV 4K

    The redundant iTunes Movies and TV Shows apps can now be hidden from the Apple TV Home Screen

    Apple’s rumored smart home doorbell may feature MagSafe

    Report: Apple planning ecosystem of home security devices to compete with Ring and Nest

    August 13, 2025 – iPhone 17 pricing, Apple vs Elon

    Apple Vision Pro 2 may have a better chip than expected

    Apple Vision Pro 2 may have a better chip than expected

    Qi 2.2 is coming to iPhone with faster charging — here’s what to know

    Qi 2.2 is coming to iPhone with faster charging — here’s what to know

    Apple is planning a big AI comeback, but we’ve heard this song before

    Apple is planning a big AI comeback, but we’ve heard this song before

    Here’s everything new for Apple Photos in iOS 26

    Here’s everything new for Apple’s Photos app in iOS 26

    dbrand seemingly confirms final iPhone 17 design

    dbrand seemingly confirms final iPhone 17 design

    Siri could get Finder-inspired new visual appearance next year, per report

    Siri could get Finder-inspired new visual appearance next year, per report

  • ComputerWorld
    Microsoft moves to recruit AI experts from Meta with big bucks

    Microsoft moves to recruit AI experts from Meta with big bucks

    Apple’s secret strategy for enterprise success

    Apple’s secret strategy for enterprise success

    Is Perplexity’s $34 billion offer to buy Chrome real or a marketing stunt?

    Is Perplexity’s $34 billion offer to buy Chrome real or a marketing stunt?

    Attention online retailers! Bot shoppers are about to change everything

    Attention online retailers! Bot shoppers are about to change everything

    Nvidia’s new genAI model helps robots think like humans

    Nvidia’s new genAI model helps robots think like humans

    To make AI, Apple is cooking with App Intents

    To make AI, Apple is cooking with App Intents

    AI crawlers vs. web defenses: Cloudflare-Perplexity fight reveals cracks in internet…

    AI crawlers vs. web defenses: Cloudflare-Perplexity fight reveals cracks in internet…

    Hexnode CEO sees 3 pain points Apple should fix for IT

    Hexnode CEO sees 3 pain points Apple should fix for IT

    Intel’s chip yield woes threaten Panther Lake launch and PC supply chains

    Intel’s chip yield woes threaten Panther Lake launch and PC supply chains

  • Gaming
    The Legend of Zelda: Ocarina of Time Walkthrough Part 116

    The Legend of Zelda: Ocarina of Time Walkthrough Part 116

    Steam and GOG are having an isometric games sale with discounts on enough CRPGs to fill your entire inventory

    Steam and GOG are having an isometric games sale with discounts on enough CRPGs to fill your entire inventory

    Walkthrough FR l Zelda Minish Cap l 33 Obtenir l'Amulette de Farore, Din & Nayru

    Walkthrough FR l Zelda Minish Cap l 33 Obtenir l'Amulette de Farore, Din & Nayru

    The Legend Of Zelda Majora's Mask Walkthrough Part 10: SHOOT!!!

    The Legend Of Zelda Majora's Mask Walkthrough Part 10: SHOOT!!!

    REDRAGON S101 GAMING KEYBOARD

    Tesla’s graphics are about to get Unreal

    FLYING WITH CUCCOS! The Legend of Zelda Ocarina of Time Walkthrough pt. 10

    FLYING WITH CUCCOS! The Legend of Zelda Ocarina of Time Walkthrough pt. 10

    Pity poor Capcom: Monster Hunter Wilds’ latest patch introduced a new crash bug, developers are working on it and ‘will provide further updates when we have them’

    Pity poor Capcom: Monster Hunter Wilds’ latest patch introduced a new crash bug, developers are working on it and ‘will provide further updates when we have them’

    Lost Lands 8 – Sand Captivity || Part -17 || Making Ritual Arrow

    Lost Lands 8 – Sand Captivity || Part -17 || Making Ritual Arrow

    McLaren and Logitech G sign multi-year partnership deal to develop pro-quality racing sim hardware

    Controversial AI outfit Perplexity puts in speculative $34.5 billion bid for the Chrome browser, but Google never said it was selling

  • Retro Rewind
    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    5 Creative Mixed Media Textures / Easy Bottle Decoration / Mixed Media Art

    5 Creative Mixed Media Textures / Easy Bottle Decoration / Mixed Media Art

    Sonya Clark’s Communal Tapestry

    Sonya Clark’s Communal Tapestry

    Dana Awartani’s Gentle Reparation of Gaza

    Dana Awartani’s Gentle Reparation of Gaza

    Introducing AK Interactive's New Playmarkers

    Introducing AK Interactive's New Playmarkers

    Cyclops Meets Dragon: Digital Modeling by Eric Fournier

    Cyclops Meets Dragon: Digital Modeling by Eric Fournier

    COMO DIBUJAR BART SIMPSON PIXEL ART – PIXELADOS

    COMO DIBUJAR BART SIMPSON PIXEL ART – PIXELADOS

    fxhash p5.js tutorial – how to make generative art NFTs using fxrand EASY

    fxhash p5.js tutorial – how to make generative art NFTs using fxrand EASY

    4K AI Art Japanese School Girls Lookbook!

    4K AI Art Japanese School Girls Lookbook!

    How To Create Digital Collage Art || Photoshop Tutorial

    How To Create Digital Collage Art || Photoshop Tutorial

  • Tech Deals
    Seagate Ultra Touch HDD 5TB External Hard Drive – 15mm, Pebble Grey, Post-Consumer…

    Seagate Ultra Touch HDD 5TB External Hard Drive – 15mm, Pebble Grey, Post-Consumer…

    ORICO 40Gbps M.2 NVMe SSD Enclosure with Built-in Cooling Fan, Tool-Free External Hard…

    ORICO 40Gbps M.2 NVMe SSD Enclosure with Built-in Cooling Fan, Tool-Free External Hard…

    HP OMEN 16L TG03 RTX 5060 Gaming Desktop, Intel Ultra 7 265F(Beats Intel i7-14700F),…

    HP OMEN 16L TG03 RTX 5060 Gaming Desktop, Intel Ultra 7 265F(Beats Intel i7-14700F),…

    Core i5-12600K Processor 3.7Ghz / 4.9Ghz Intel Core i5 Processor 12600K Box, DDR5…

    Core i5-12600K Processor 3.7Ghz / 4.9Ghz Intel Core i5 Processor 12600K Box, DDR5…

    ICY DOCK PCIe Slot Drive Tray for ToughArmor MB840M2P-B Mobile Rack for PCIe Expansion…

    ICY DOCK PCIe Slot Drive Tray for ToughArmor MB840M2P-B Mobile Rack for PCIe Expansion…

    HP LaserJet-Tank MFP 2604sdw Wireless Black & White Printer Prefilled With Up to 2 Years…

    HP LaserJet-Tank MFP 2604sdw Wireless Black & White Printer Prefilled With Up to 2 Years…

    Hitachi 302815 Belt P12R P12RA Replacement Part

    Hitachi 302815 Belt P12R P12RA Replacement Part

    Crucial 16GB, 260-pin SODIMM, DDR4 PC4-19200,

    Crucial 16GB, 260-pin SODIMM, DDR4 PC4-19200,

    CLX Set Gaming PC – Intel Core i9 14900KF 3.2GHz, RTX 5080, 2TB NVMe M.2 SSD, 4TB HDD,…

    CLX Set Gaming PC – Intel Core i9 14900KF 3.2GHz, RTX 5080, 2TB NVMe M.2 SSD, 4TB HDD,…

  • Techs Got To Eat
    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

  • Tesla
    iiwey T1-pro Dash Cam Front and Rear Inside 3 Channel 1080P, Adjustable Lens Dash Camera…

    iiwey T1-pro Dash Cam Front and Rear Inside 3 Channel 1080P, Adjustable Lens Dash Camera…

    Center Console Organizer Tray for Tesla Model Y Accessories 2024-2021 and Tesla Model 3…

    Center Console Organizer Tray for Tesla Model Y Accessories 2024-2021 and Tesla Model 3…

    Roof Rack Cargo Basket Compatible with 2005-2023 Toyota Tacoma Crew Cab Cargo Racks,…

    Roof Rack Cargo Basket Compatible with 2005-2023 Toyota Tacoma Crew Cab Cargo Racks,…

    EL Wire Interior Car LED Strip Lights, 16.4FT RGB USB Neon Automotive Light Strip,…

    EL Wire Interior Car LED Strip Lights, 16.4FT RGB USB Neon Automotive Light Strip,…

    CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW Max(The Voltage…

    CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW Max(The Voltage…

    BOGAR TECH DESIGNS Headlights Smoke Tint PPF, Smokey Headlamp Cover, Head Lamp & Fog…

    BOGAR TECH DESIGNS Headlights Smoke Tint PPF, Smokey Headlamp Cover, Head Lamp & Fog…

    7PCS Center Console Organizer for Tesla Model Y Juniper 2026, Includes Upper & Lower…

    7PCS Center Console Organizer for Tesla Model Y Juniper 2026, Includes Upper & Lower…

    VEVOR Designed for Tesla to J1772 Adapter, 48A 240V Fit for All J1772 EVs, IP56 EV…

    VEVOR Designed for Tesla to J1772 Adapter, 48A 240V Fit for All J1772 EVs, IP56 EV…

    True Line Automotive Precut Sun Roof Window Tint Compatible with Tesla Model S Sedan…

    True Line Automotive Precut Sun Roof Window Tint Compatible with Tesla Model S Sedan…

  • UFO
    Sunco 6 Pack High Bay LED Shop Lights UFO, Commercial Lighting for Warehouse, Plug & Play, 5000K Daylight, 200W, Power Cord Included, 28000 LM, IP65 Waterproof, Shatterproof Fixture UL

    Sunco 6 Pack High Bay LED Shop Lights UFO, Commercial Lighting for Warehouse, Plug & Play, 5000K Daylight, 200W, Power Cord Included, 28000 LM, IP65 Waterproof, Shatterproof Fixture UL

    The SHOCKING Truth About Japan Airlines Flight1628 UFO Chase

    The SHOCKING Truth About Japan Airlines Flight1628 UFO Chase

    1/200 SpaceX Starship Falcon 9 Rocket Model Metal Spacecraft for Collection & Gifts

    1/200 SpaceX Starship Falcon 9 Rocket Model Metal Spacecraft for Collection & Gifts

    UFO Sightings: Caught on Camera!

    UFO Sightings: Caught on Camera!

    SKYROVER X1 Drone with Camera 4K, Mini Drone for Adults, 8K Photo, Under 249g, 50000ft Transmission, 360 Degree Obstacle Sensing, 32-Min Flight Time

    SKYROVER X1 Drone with Camera 4K, Mini Drone for Adults, 8K Photo, Under 249g, 50000ft Transmission, 360 Degree Obstacle Sensing, 32-Min Flight Time

    New Mexico Women Being Abducted for Alien Experimentation? | UFO Witness | Travel

    New Mexico Women Being Abducted for Alien Experimentation? | UFO Witness | Travel

    SKYROVER X1 Fly More Combo, Drone with Camera 4K for Adults, 8K Photo, Under 249g, 50000ft Transmission, 96-Min Flight Time with 3 Batteries

    SKYROVER X1 Fly More Combo, Drone with Camera 4K for Adults, 8K Photo, Under 249g, 50000ft Transmission, 96-Min Flight Time with 3 Batteries

    Legendary Underwater Mayan Temple Uncovered! | Ancient Aliens: Origins | #shorts

    Legendary Underwater Mayan Temple Uncovered! | Ancient Aliens: Origins | #shorts

    Joiedomi 4.5 FT Halloween Inflatable UFO Outdoor Decorations, Halloween Blow Up for Yard Blow Up UFO Decor Outdoor with Color Changing LEDs, Inflatable Alien Window Decorations

    Joiedomi 4.5 FT Halloween Inflatable UFO Outdoor Decorations, Halloween Blow Up for Yard Blow Up UFO Decor Outdoor with Color Changing LEDs, Inflatable Alien Window Decorations

  • AI
    Artificial Intelligence

    How to Go From Text to SQL with LLMs

    Artificial Intelligence

    Agentic AI Hands-On in Python: A Video Tutorial

    Artificial Intelligence

    Master the Future with Applied Data Science Top-Ranked, Affordable, Online Master’s…

    Artificial Intelligence

    A Gentle Introduction to Context Engineering in LLMs

    Artificial Intelligence

    The DIVA logistics agent, powered by Amazon Bedrock

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

  • Apple
    tvOS 26 beta 6 just released for Apple TV 4K

    The redundant iTunes Movies and TV Shows apps can now be hidden from the Apple TV Home Screen

    Apple’s rumored smart home doorbell may feature MagSafe

    Report: Apple planning ecosystem of home security devices to compete with Ring and Nest

    August 13, 2025 – iPhone 17 pricing, Apple vs Elon

    Apple Vision Pro 2 may have a better chip than expected

    Apple Vision Pro 2 may have a better chip than expected

    Qi 2.2 is coming to iPhone with faster charging — here’s what to know

    Qi 2.2 is coming to iPhone with faster charging — here’s what to know

    Apple is planning a big AI comeback, but we’ve heard this song before

    Apple is planning a big AI comeback, but we’ve heard this song before

    Here’s everything new for Apple Photos in iOS 26

    Here’s everything new for Apple’s Photos app in iOS 26

    dbrand seemingly confirms final iPhone 17 design

    dbrand seemingly confirms final iPhone 17 design

    Siri could get Finder-inspired new visual appearance next year, per report

    Siri could get Finder-inspired new visual appearance next year, per report

  • ComputerWorld
    Microsoft moves to recruit AI experts from Meta with big bucks

    Microsoft moves to recruit AI experts from Meta with big bucks

    Apple’s secret strategy for enterprise success

    Apple’s secret strategy for enterprise success

    Is Perplexity’s $34 billion offer to buy Chrome real or a marketing stunt?

    Is Perplexity’s $34 billion offer to buy Chrome real or a marketing stunt?

    Attention online retailers! Bot shoppers are about to change everything

    Attention online retailers! Bot shoppers are about to change everything

    Nvidia’s new genAI model helps robots think like humans

    Nvidia’s new genAI model helps robots think like humans

    To make AI, Apple is cooking with App Intents

    To make AI, Apple is cooking with App Intents

    AI crawlers vs. web defenses: Cloudflare-Perplexity fight reveals cracks in internet…

    AI crawlers vs. web defenses: Cloudflare-Perplexity fight reveals cracks in internet…

    Hexnode CEO sees 3 pain points Apple should fix for IT

    Hexnode CEO sees 3 pain points Apple should fix for IT

    Intel’s chip yield woes threaten Panther Lake launch and PC supply chains

    Intel’s chip yield woes threaten Panther Lake launch and PC supply chains

  • Gaming
    The Legend of Zelda: Ocarina of Time Walkthrough Part 116

    The Legend of Zelda: Ocarina of Time Walkthrough Part 116

    Steam and GOG are having an isometric games sale with discounts on enough CRPGs to fill your entire inventory

    Steam and GOG are having an isometric games sale with discounts on enough CRPGs to fill your entire inventory

    Walkthrough FR l Zelda Minish Cap l 33 Obtenir l'Amulette de Farore, Din & Nayru

    Walkthrough FR l Zelda Minish Cap l 33 Obtenir l'Amulette de Farore, Din & Nayru

    The Legend Of Zelda Majora's Mask Walkthrough Part 10: SHOOT!!!

    The Legend Of Zelda Majora's Mask Walkthrough Part 10: SHOOT!!!

    REDRAGON S101 GAMING KEYBOARD

    Tesla’s graphics are about to get Unreal

    FLYING WITH CUCCOS! The Legend of Zelda Ocarina of Time Walkthrough pt. 10

    FLYING WITH CUCCOS! The Legend of Zelda Ocarina of Time Walkthrough pt. 10

    Pity poor Capcom: Monster Hunter Wilds’ latest patch introduced a new crash bug, developers are working on it and ‘will provide further updates when we have them’

    Pity poor Capcom: Monster Hunter Wilds’ latest patch introduced a new crash bug, developers are working on it and ‘will provide further updates when we have them’

    Lost Lands 8 – Sand Captivity || Part -17 || Making Ritual Arrow

    Lost Lands 8 – Sand Captivity || Part -17 || Making Ritual Arrow

    McLaren and Logitech G sign multi-year partnership deal to develop pro-quality racing sim hardware

    Controversial AI outfit Perplexity puts in speculative $34.5 billion bid for the Chrome browser, but Google never said it was selling

  • Retro Rewind
    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    5 Creative Mixed Media Textures / Easy Bottle Decoration / Mixed Media Art

    5 Creative Mixed Media Textures / Easy Bottle Decoration / Mixed Media Art

    Sonya Clark’s Communal Tapestry

    Sonya Clark’s Communal Tapestry

    Dana Awartani’s Gentle Reparation of Gaza

    Dana Awartani’s Gentle Reparation of Gaza

    Introducing AK Interactive's New Playmarkers

    Introducing AK Interactive's New Playmarkers

    Cyclops Meets Dragon: Digital Modeling by Eric Fournier

    Cyclops Meets Dragon: Digital Modeling by Eric Fournier

    COMO DIBUJAR BART SIMPSON PIXEL ART – PIXELADOS

    COMO DIBUJAR BART SIMPSON PIXEL ART – PIXELADOS

    fxhash p5.js tutorial – how to make generative art NFTs using fxrand EASY

    fxhash p5.js tutorial – how to make generative art NFTs using fxrand EASY

    4K AI Art Japanese School Girls Lookbook!

    4K AI Art Japanese School Girls Lookbook!

    How To Create Digital Collage Art || Photoshop Tutorial

    How To Create Digital Collage Art || Photoshop Tutorial

  • Tech Deals
    Seagate Ultra Touch HDD 5TB External Hard Drive – 15mm, Pebble Grey, Post-Consumer…

    Seagate Ultra Touch HDD 5TB External Hard Drive – 15mm, Pebble Grey, Post-Consumer…

    ORICO 40Gbps M.2 NVMe SSD Enclosure with Built-in Cooling Fan, Tool-Free External Hard…

    ORICO 40Gbps M.2 NVMe SSD Enclosure with Built-in Cooling Fan, Tool-Free External Hard…

    HP OMEN 16L TG03 RTX 5060 Gaming Desktop, Intel Ultra 7 265F(Beats Intel i7-14700F),…

    HP OMEN 16L TG03 RTX 5060 Gaming Desktop, Intel Ultra 7 265F(Beats Intel i7-14700F),…

    Core i5-12600K Processor 3.7Ghz / 4.9Ghz Intel Core i5 Processor 12600K Box, DDR5…

    Core i5-12600K Processor 3.7Ghz / 4.9Ghz Intel Core i5 Processor 12600K Box, DDR5…

    ICY DOCK PCIe Slot Drive Tray for ToughArmor MB840M2P-B Mobile Rack for PCIe Expansion…

    ICY DOCK PCIe Slot Drive Tray for ToughArmor MB840M2P-B Mobile Rack for PCIe Expansion…

    HP LaserJet-Tank MFP 2604sdw Wireless Black & White Printer Prefilled With Up to 2 Years…

    HP LaserJet-Tank MFP 2604sdw Wireless Black & White Printer Prefilled With Up to 2 Years…

    Hitachi 302815 Belt P12R P12RA Replacement Part

    Hitachi 302815 Belt P12R P12RA Replacement Part

    Crucial 16GB, 260-pin SODIMM, DDR4 PC4-19200,

    Crucial 16GB, 260-pin SODIMM, DDR4 PC4-19200,

    CLX Set Gaming PC – Intel Core i9 14900KF 3.2GHz, RTX 5080, 2TB NVMe M.2 SSD, 4TB HDD,…

    CLX Set Gaming PC – Intel Core i9 14900KF 3.2GHz, RTX 5080, 2TB NVMe M.2 SSD, 4TB HDD,…

  • Techs Got To Eat
    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

  • Tesla
    iiwey T1-pro Dash Cam Front and Rear Inside 3 Channel 1080P, Adjustable Lens Dash Camera…

    iiwey T1-pro Dash Cam Front and Rear Inside 3 Channel 1080P, Adjustable Lens Dash Camera…

    Center Console Organizer Tray for Tesla Model Y Accessories 2024-2021 and Tesla Model 3…

    Center Console Organizer Tray for Tesla Model Y Accessories 2024-2021 and Tesla Model 3…

    Roof Rack Cargo Basket Compatible with 2005-2023 Toyota Tacoma Crew Cab Cargo Racks,…

    Roof Rack Cargo Basket Compatible with 2005-2023 Toyota Tacoma Crew Cab Cargo Racks,…

    EL Wire Interior Car LED Strip Lights, 16.4FT RGB USB Neon Automotive Light Strip,…

    EL Wire Interior Car LED Strip Lights, 16.4FT RGB USB Neon Automotive Light Strip,…

    CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW Max(The Voltage…

    CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW Max(The Voltage…

    BOGAR TECH DESIGNS Headlights Smoke Tint PPF, Smokey Headlamp Cover, Head Lamp & Fog…

    BOGAR TECH DESIGNS Headlights Smoke Tint PPF, Smokey Headlamp Cover, Head Lamp & Fog…

    7PCS Center Console Organizer for Tesla Model Y Juniper 2026, Includes Upper & Lower…

    7PCS Center Console Organizer for Tesla Model Y Juniper 2026, Includes Upper & Lower…

    VEVOR Designed for Tesla to J1772 Adapter, 48A 240V Fit for All J1772 EVs, IP56 EV…

    VEVOR Designed for Tesla to J1772 Adapter, 48A 240V Fit for All J1772 EVs, IP56 EV…

    True Line Automotive Precut Sun Roof Window Tint Compatible with Tesla Model S Sedan…

    True Line Automotive Precut Sun Roof Window Tint Compatible with Tesla Model S Sedan…

  • UFO
    Sunco 6 Pack High Bay LED Shop Lights UFO, Commercial Lighting for Warehouse, Plug & Play, 5000K Daylight, 200W, Power Cord Included, 28000 LM, IP65 Waterproof, Shatterproof Fixture UL

    Sunco 6 Pack High Bay LED Shop Lights UFO, Commercial Lighting for Warehouse, Plug & Play, 5000K Daylight, 200W, Power Cord Included, 28000 LM, IP65 Waterproof, Shatterproof Fixture UL

    The SHOCKING Truth About Japan Airlines Flight1628 UFO Chase

    The SHOCKING Truth About Japan Airlines Flight1628 UFO Chase

    1/200 SpaceX Starship Falcon 9 Rocket Model Metal Spacecraft for Collection & Gifts

    1/200 SpaceX Starship Falcon 9 Rocket Model Metal Spacecraft for Collection & Gifts

    UFO Sightings: Caught on Camera!

    UFO Sightings: Caught on Camera!

    SKYROVER X1 Drone with Camera 4K, Mini Drone for Adults, 8K Photo, Under 249g, 50000ft Transmission, 360 Degree Obstacle Sensing, 32-Min Flight Time

    SKYROVER X1 Drone with Camera 4K, Mini Drone for Adults, 8K Photo, Under 249g, 50000ft Transmission, 360 Degree Obstacle Sensing, 32-Min Flight Time

    New Mexico Women Being Abducted for Alien Experimentation? | UFO Witness | Travel

    New Mexico Women Being Abducted for Alien Experimentation? | UFO Witness | Travel

    SKYROVER X1 Fly More Combo, Drone with Camera 4K for Adults, 8K Photo, Under 249g, 50000ft Transmission, 96-Min Flight Time with 3 Batteries

    SKYROVER X1 Fly More Combo, Drone with Camera 4K for Adults, 8K Photo, Under 249g, 50000ft Transmission, 96-Min Flight Time with 3 Batteries

    Legendary Underwater Mayan Temple Uncovered! | Ancient Aliens: Origins | #shorts

    Legendary Underwater Mayan Temple Uncovered! | Ancient Aliens: Origins | #shorts

    Joiedomi 4.5 FT Halloween Inflatable UFO Outdoor Decorations, Halloween Blow Up for Yard Blow Up UFO Decor Outdoor with Color Changing LEDs, Inflatable Alien Window Decorations

    Joiedomi 4.5 FT Halloween Inflatable UFO Outdoor Decorations, Halloween Blow Up for Yard Blow Up UFO Decor Outdoor with Color Changing LEDs, Inflatable Alien Window Decorations

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Home Hacker News

SonyResearch/micro_diffusion: Official repository for our work on micro-budget training of large-scale diffusion models.

Hacker News by Hacker News
January 16, 2025
in Hacker News
Reading Time: 9 mins read
121
A A
0

2025-01-13 04:55:00
github.com

This repository provides a minimalistic implementation of our approach to training large-scale diffusion models from scratch on an extremely low budget. In particular, using only 37M publicly available real and synthetic images, we train a 1.16 billion parameter sparse transformer with a total cost of only $1,890 and achieve an FID of 12.7 in zero-shot generation on the COCO dataset. Please find further details in the official paper: https://arxiv.org/abs/2407.15811.

Alt text

Prompt: ‘Image of an astronaut riding a horse in {} style’. Styles: Origami, Pixel art, Line art, Cyberpunk, Van Gogh Starry Night, Animation, Watercolor, Stained glass

The current codebase enables the reproduction of our models, as it provides both the training code and the dataset code used in the paper. We also provide pre-trained model checkpoints for off-the-shelf generation.

Clone the repository and install micro_diffusion as a Python package using the following command.

First, set up the necessary directories to store the datasets and training artifacts.

ln -s path_to_dir_that_stores_data ./datadir
ln -s path_to_dir_that_stores_trained_models ./trained_models

Next, download the training dataset by following datasets.md. It provides instructions on downloading and precomputing the image and caption latents for all five datasets used in the paper. As downloading and precomputing latents for entire datasets can be time-consuming, it supports downloading and using only a small (~1%) fraction of each dataset, instead of the full dataset. We strongly recommend working with this small subset for initial experimentation.

Training Stages for Micro-Budget Models

We progressively train the models from low resolution to high resolution. We first train the model on 256×256 resolution images for 280K steps and then fine-tune the model for 55K steps on 512×512 resolution images. The estimated training time for the end-to-end model on an 8×H100 machine is 2.6 days. We provide the training configuration for each stage in the ./yamls/ directory.

Patch masking: Our DiT model by default uses a patch-mixer before the backbone transformer architecture. Using the patch-mixer significantly reduces performance degradation with masking while providing a large reduction in training time. We mask 75% of the patches after the patch mixer across both resolutions. After training with masking, we perform a follow-up fine-tuning with a mask ratio of 0 to slightly improve performance. Overall, the training includes four steps.

Step-1: Pre-training at 256×256 image resolution with 75% patch masking

composer train.py --config-path ./configs --config-name res_256_pretrain.yaml exp_name=MicroDiTXL_mask_75_res_256_pretrain model.train_mask_ratio=0.75

Step-2: Finetuning at 256×256 image resolution with no patch masking

composer train.py --config-path ./configs --config-name res_256_finetune.yaml exp_name=MicroDiTXL_mask_0_res_256_finetune model.train_mask_ratio=0.0 trainer.load_path=./trained_models/MicroDiTXL_mask_75_res_256_pretrain/latest-rank0.pt

Step-3: Finetuning at 512×512 image resolution with 75% patch masking

composer train.py --config-path ./configs --config-name res_512_pretrain.yaml exp_name=MicroDiTXL_mask_75_res_512_pretrain model.train_mask_ratio=0.75 trainer.load_path=./trained_models/MicroDiTXL_mask_0_res_256_finetune/latest-rank0.pt

Step-4: Finetuning at 512×512 image resolution with no patch masking

composer train.py --config-path ./configs --config-name res_512_finetune.yaml exp_name=MicroDiTXL_mask_0_res_512_finetune model.train_mask_ratio=0.0 trainer.load_path=./trained_models/MicroDiTXL_mask_75_res_512_pretrain/latest-rank0.pt

Across all steps, we use a batch size of 2,048, apply center cropping, and do not horizontally flip the images.

Pre-trained Model Checkpoints

We release four pre-trained models (HF). The table below provides download links and a description of each model.

Model Description VAE (channels) FID GenEval Score Download
MicroDiT_XL_2 trained on 22M real images SDXL-VAE (4 channel) 12.72 0.46 link
MicroDiT_XL_2 trained on 37M images (22M real, 15M synthetic) SDXL-VAE (4 channel) 12.66 0.46 link
MicroDiT_XL_2 trained on 37M images (22M real, 15M synthetic) Ostris-VAE (16 channel) 13.04 0.40 link
MicroDiT_XL_2 trained on 490M synthetic images SDXL-VAE (4 channel) 13.26 0.52 link

All four models are trained with nearly identical training configurations and computational budgets.

Use the following straightforward steps to generate images from the final model at 512×512 resolution.

from micro_diffusion.models.model import create_latent_diffusion
model = create_latent_diffusion(latent_res=64, in_channels=4, pos_interp_scale=2.0).to('cuda')
model.dit.load_state_dict(torch.load(final_ckpt_path_on_local_disk)) # use model.load_state_dict if ckpt includes vae and text-encoder
gen_images = model.generate(prompt=['An elegant squirrel pirate on a ship']*4, num_inference_steps=30, 
                                    guidance_scale=5.0, seed=2024)

We would like to thank previous open-source efforts that we utilize in our code, in particular, the Composer training framework, streaming dataloaders, the Diffusers library, and the original Diffusion Transformers (DiT) implementation.

The code and model weights are released under Apache 2.0 License.

@article{Sehwag2024MicroDiT,
  title={Stretching Each Dollar: Diffusion Training from Scratch on a Micro-Budget},
  author={Sehwag, Vikash and Kong, Xianghao and Li, Jingtao and Spranger, Michael and Lyu, Lingjuan},
  journal={arXiv preprint arXiv:2407.15811},
  year={2024}
}

Source Link


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