#Graphics processing units
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webhostingsolutions · 10 months ago
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Types of GPU
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GPUs (Graphics Processing Units) come in different types, primarily divided into integrated and dedicated. Integrated GPUs are built into the CPU and share system resources, making them ideal for basic tasks like browsing and video playback. Dedicated GPUs, found in gaming PCs and workstations, have their own memory and processing power, offering superior performance for tasks like gaming, video editing, and 3D rendering.
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forlinx · 2 years ago
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How to Perform GPU Performance Test Based on glmark2 on Forlinx OK3588 EVK?
Check out the Forlinx RK3588 evaluation kit, which integrates an embedded Mali G610 3D GPU with support for OpenGLES, OpenCL, and Vulkan. In this article, we test the performance of the GPU and find that it excels in graphics performance. Whether you're interested in digital art or building your own computer, this article provides an insightful look into the world of GPU graphics processing.
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aionlinemoney · 9 months ago
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Lenovo Starts Manufacturing AI Servers in India: A Major Boost for Artificial Intelligence
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Lenovo, a global technology giant, has taken a significant step by launching the production of AI servers in India. This decision is ready to give a major boost to the country’s artificial intelligence (AI) ecosystem, helping to meet the growing demand for advanced computing solutions. Lenovo’s move brings innovative Machine learning servers closer to Indian businesses, ensuring faster access, reduced costs, and local expertise in artificial intelligence. In this blog, we’ll explore the benefits of Lenovo’s AI server manufacturing in India and how it aligns with the rising importance of AI, graphic processing units (GPU) and research and development (R&D) in India.
The Rising Importance of AI Servers:
Artificial intelligence is transforming industries worldwide, from IT to healthcare, finance and manufacturing. AI systems process vast amounts of data, analyze it, and help businesses make decisions in real time. However, running these AI applications requires powerful hardware.
Artificial Intelligence servers are essential for companies using AI, machine learning, and big data, offering the power and scalability needed for processing complex algorithms and large datasets efficiently. They enable organizations to process massive datasets, run AI models, and implement real-time solutions. Recognizing the need for these advanced machine learning servers, Lenovo’s decision to start production in South India marks a key moment in supporting local industries’ digital transformation. Lenovo India Private Limited will manufacture around 50,000 Artificial intelligence servers in India and also 2,400 Graphic Processing Units annually.
Benefits of Lenovo’s AI Server Manufacturing in India:
1. Boosting AI Adoption Across Industries:
Lenovo’s machine learning server manufacturing will likely increase the adoption of artificial intelligence across sectors. Their servers with high-quality capabilities will allow more businesses, especially small and medium-sized enterprises, to integrate AI into their operations. This large adoption could revolutionize industries like manufacturing, healthcare, and education in India, enhancing innovation and productivity.
2. Making India’s Technology Ecosystem Strong:
By investing in AI server production and R&D labs, Lenovo India Private Limited is contributing to India’s goal of becoming a global technology hub. The country’s IT infrastructure will build up, helping industries control the power of AI and graphic processing units to optimize processes and deliver innovative solutions. Lenovo’s machine learning servers, equipped with advanced graphic processing units, will serve as the foundation for India’s AI future.
3. Job Creation and Skill Development:
Establishing machine learning manufacturing plants and R&D labs in India will create a wealth of job opportunities, particularly in the tech sector. Engineers, data scientists, and IT professionals will have the chance to work with innovative artificial intelligence and graphic processing unit technologies, building local expertise and advancing skills that agree with global standards.
4. The Role of GPU in AI Servers:
GPU (graphic processing unit) plays an important role in the performance of AI servers. Unlike normal CPU, which excel at performing successive tasks, GPUs are designed for parallel processing, making them ideal for handling the massive workloads involved in artificial intelligence. GPUs enable AI servers to process large datasets efficiently, accelerating deep learning and machine learning models.
Lenovo’s AI servers, equipped with high-performance GPU, provide the analytical power necessary for AI-driven tasks. As the difficulty of AI applications grows, the demand for powerful GPU in AI servers will also increase. By manufacturing AI servers with strong GPU support in India, Lenovo India Private Limited is ensuring that businesses across the country can leverage the best-in-class technology for their AI needs.
Conclusion:
Lenovo’s move to manufacture AI servers in India is a strategic decision that will have a long-running impact on the country’s technology landscape. With increasing dependence on artificial intelligence, the demand for Deep learning servers equipped with advanced graphic processing units is expected to rise sharply. By producing AI servers locally, Lenovo is ensuring that Indian businesses have access to affordable, high-performance computing systems that can support their artificial intelligence operations.
In addition, Lenovo’s investment in R&D labs will play a critical role in shaping the future of AI innovation in India. By promoting collaboration and developing technologies customized to the country’s unique challenges, Lenovo’s deep learning servers will contribute to the digital transformation of industries across the nation. As India moves towards becoming a global leader in artificial intelligence, Lenovo’s AI server manufacturing will support that growth.
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mordormr · 9 months ago
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The Future of Gaming: The Role of Graphics Processing Units in Enhancing User Experience
The Graphics Processing Unit Market is projected to be valued at approximately USD 65.27 billion in 2024, with expectations to grow to around USD 274.21 billion by 2029, reflecting a compound annual growth rate (CAGR) of 33.20% during the forecast period from 2024 to 2029.
Market Overview: The Future of Gaming – The Role of Graphics Processing Units in Enhancing User Experience
The gaming industry has experienced rapid growth and transformation, driven by advancements in technology and changing consumer preferences. At the heart of this evolution is the Graphics Processing Unit (GPU), which plays a critical role in enhancing user experience. This overview examines the future of gaming, focusing on the pivotal role of GPUs in shaping the landscape.
Key Trends in the GPU Market for Gaming:
Technological Advancements: The GPU market is characterized by continuous technological innovations, including ray tracing, AI-driven graphics, and enhanced processing capabilities. These advancements enable more realistic graphics, smoother frame rates, and immersive gaming experiences, significantly elevating the overall user experience.
Increased Demand for High-Performance Gaming: As gaming enthusiasts demand more from their experiences, there is a growing preference for high-performance GPUs. This trend is evident in the rise of competitive gaming and eSports, where frame rates and graphics quality can impact performance. Consumers are willing to invest in advanced GPUs to achieve a competitive edge.
Cloud Gaming and GPU Integration: The rise of cloud gaming services has reshaped how games are delivered and played. GPUs are essential in these platforms, enabling remote processing of graphics-intensive games. As cloud gaming gains traction, the demand for powerful GPUs in data centers is expected to surge, enhancing accessibility and convenience for gamers.
Virtual Reality (VR) and Augmented Reality (AR): The integration of VR and AR technologies into gaming experiences necessitates advanced GPU capabilities. High-performance GPUs are crucial for rendering realistic environments and ensuring smooth interactions in immersive settings. As the popularity of VR and AR games grows, so does the demand for cutting-edge GPUs.
AI and Machine Learning in Gaming: The application of AI and machine learning in gaming is creating new opportunities for enhanced user experiences. GPUs facilitate the processing of complex algorithms, enabling smarter NPCs, adaptive gameplay, and personalized gaming experiences. This integration is expected to redefine how games are developed and played.
Challenges Facing the GPU Market:
Supply Chain Issues: The GPU market has faced challenges due to supply chain disruptions, leading to shortages and increased prices. These issues impact both consumers and manufacturers, potentially slowing the pace of technological advancement in the gaming industry.
Environmental Concerns: The environmental impact of GPU production and operation is becoming a critical consideration. As consumers become more eco-conscious, manufacturers are under pressure to develop more sustainable practices and energy-efficient GPUs to minimize their carbon footprint.
Market Competition: The GPU market is highly competitive, with several key players vying for market share. Companies must continually innovate to stay ahead, which requires significant investment in research and development. The rapid pace of change can make it challenging for smaller firms to compete effectively.
Future Outlook:
The future of gaming is intrinsically linked to the evolution of GPUs. As technology continues to advance, GPUs will play a central role in enhancing user experiences through improved graphics, performance, and interactivity. The growing demand for high-quality gaming experiences, along with the rise of cloud gaming and immersive technologies, will drive sustained growth in the GPU market.
Additionally, as AI and machine learning technologies become more integrated into gaming, the importance of powerful GPUs will only increase. Companies that invest in innovative GPU technologies and sustainable practices will be well-positioned to capitalize on these emerging trends.
In conclusion, the GPU market is at a pivotal point, with significant opportunities for growth driven by technological advancements and changing consumer preferences. By focusing on delivering high-performance, efficient, and sustainable solutions, stakeholders in the GPU market can contribute to the future of gaming, enhancing user experiences and driving industry growth.
For a detailed overview and more insights, you can refer to the full market research report by Mordor Intelligence https://www.mordorintelligence.com/industry-reports/graphics-processing-unit-market
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donaldtrumpnewssite · 10 months ago
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imirmisty · 11 months ago
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jasper-colin-us · 1 year ago
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rohitpalan · 1 year ago
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Navigating the Growth Trajectory: Graphics Processing Unit Market Set to Exceed US$ 70.9 Billion in 2024
The graphics processing unit market is estimated to be worth US$ 70.9 billion in 2024 and is projected to be valued at US$ 1,159.3 billion in 2034. Between 2024 and 2034, the industry is expected to register a growth rate of 32.2%.
The demand for more powerful GPUs surged as gaming enthusiasts sought enhanced graphical experiences, higher resolutions, and smoother frame rates, driving market demand during the forecast period. The rising demand for GPUs in data centers for high-performance computing, cloud services, and AI-related tasks further boosted market growth.
With the increasing digitalization in various industries and sectors, the need for efficient and powerful computing solutions, including GPUs, continues to rise. The rising new applications such as AR/VR, automotive computing, and edge computing rely on GPUs, broadening their use cases and increasing market demand.
Get Sample Copy of this Report at: https://www.futuremarketinsights.com/reports/sample/rep-gb-18664
Data centers rely on GPUs for parallel processing tasks like AI inference, data analytics, and scientific simulations, contributing significantly to market growth. GPUs excel in parallel processing, making them pivotal for AI and machine learning tasks. As these technologies become integral across industries, the demand for GPUs grows.
The automotive industry increasingly integrates GPUs for infotainment systems, advanced driver-assistance systems (ADAS), and autonomous vehicle development, boosting demand for specialized GPUs tailored for these applications.
The growing regulatory compliance promoting energy efficiency and environmental sustainability might drive the development of more energy-efficient GPUs, influencing market demand.
Key Takeaways
From 2019 to 2023, the graphics processing unit market was valued at a CAGR of 29.7%
Based on type, the integrated GPUs segment is expected to account for a share of 35% in 2024.
Global graphics processing unit demand in China is predicted to account for a CAGR of 32.8% in 2024.
In the United States, the graphics processing unit industry is expected to account for a CAGR of 30.1% in 2024.
Germany is projected to expand by a value CAGR of 31.7% between 2024 and 2034.
Graphics processing unit market in Japan is anticipated to record a CAGR of 33.5% in 2024.
“The increasing growth of edge computing and IoT applications and strong gaming culture are anticipated to drive the market growth during the forecast period.” opines Sudip Saha, managing director at Future Market Insights (FMI) analyst.
Request for Methodology: https://www.futuremarketinsights.com/request-report-methodology/rep-gb-18664
Competitive Landscape
Companies within the market are actively investing in research and development aimed at crafting cutting-edge graphic processing units (GPUs). They focus on creating more robust, efficient, cost-effective solutions to meet evolving demands. Leading players in the graphics processing unit market are
Intel Corporation
Advanced Micro Devices Inc.
Nvidia Corporation
Imagination Technologies Group
Samsung Electronics Co. Ltd.
Arm Limted (soft Bank Group)
EVGA Corporation
SAPPHIRE Technology Limited
Qualcomm Technologies Inc.
Some of the developments in the graphics processing unit market are
In November 2023, NVIDIA elevated its AI computing platform to unprecedented levels by unveiling the cutting-edge NVIDIA HGX H200. Harnessing the formidable power of the NVIDIA Hopper architecture, this innovation highlights the exceptional prowess of the NVIDIA H200 Tensor Core GPU. Tailored to efficiently process vast datasets, this GPU emerges as a vital resource for high-performance computing workloads, particularly those focused on generative AI assignments.
Purchase Now to Access Comprehensive Segmented Information, Identify Key Trends, Drivers, and Challenges: https://www.futuremarketinsights.com/checkout/18664
Graphics Processing Unit Market Key Segments
By Type:
Dedicated
Integrated
Hybrid
By Application:
Computer
Tablet
Smartphone
Gaming Console
Television
Others
By Region:
North America
Latin America
Western Europe
Eastern Europe
South Asia and Pacific
East Asia
Middle East and Africa
Author:
Sudip Saha is the managing director and co-founder at Future Market Insights, an award-winning market research and consulting firm. Sudip is committed to shaping the market research industry with credible solutions and constantly makes a buzz in the media with his thought leadership. His vast experience in market research and project management a consumer electronics will likely remain the leading end-use sector cross verticals in APAC, EMEA, and the Americas reflects his growth-oriented approach to clients.
He is a strong believer and proponent of innovation-based solutions, emphasizing customized solutions to meet one client’s requirements at a time. His foresightedness and visionary approach recently got him recognized as the ‘Global Icon in Business Consulting’ at the ET Inspiring Leaders Awards 2022.
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webhostingsolutions · 1 year ago
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Difference Between CPU and GPU
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CPUs (Central Processing Units) excel at handling a wide range of tasks with sequential processing, making them ideal for general-purpose computing. GPUs (Graphics Processing Units) specialize in parallel processing, making them perfect for graphics rendering, AI, and data-intensive workloads.
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noiroxc · 1 year ago
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Next Car Game Wreckfest 2024 02 06 20 20 35 06
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sigalrm · 1 year ago
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GT215-301-A3 by Pascal Volk
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digitalcreationsllc · 2 years ago
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What is a graphics processing unit (GPU)? | Definition from TechTarget
What is a graphics processing unit (GPU)? A graphics processing unit (GPU) is a computer chip that renders graphics and images by performing rapid mathematical calculations. GPUs are used for both professional and personal computing. Originally, GPUs were responsible for the rendering of 2D and 3D images, animations and video, but now they have a wider use range. Like a central processing unit…
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siravalondulac · 5 months ago
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pour it in a cup | j. snow x reader
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summary: after the devastating wars against the white walkers and house lannister, jon is once again king in the north, and as such, is in need of a wife. how lucky, then, that tyrion lannister has a niece.
contents: arranged marriage, unrealistically quick relationship progression, she/her pronouns for reader, one use of y/n, slight non-graphic smut at the end
words: 5814
author's note: based on this request. i've also written a version with my oc here (in case you saw both and were confused, it's the same story)
masterlist
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Perhaps avoiding any talk about the topic of his missing queen had not been the correct idea. He should have listened to his advisors when they spoke of marriage, of the betrothal offers from the Northern lords, of the suggestion to take a Free Folk woman as wife to unite their people. But he had been too focused on trying to deal with becoming king - again - he had brushed them all off. And this was the punishment.
He stood in the courtyard, his remaining siblings beside him, waiting anxiously for the procession to arrive. The entire castle had gathered to greet the visitors from Casterly Rock, and to catch a glimpse of their new queen.
Horns blasted, and then the first soldiers arrived.
Their red and golden armour had not changed, and neither had the lion on their banners. Fewer men than expected accompanied the party, but all of that was forgotten when you rode in.
Cersei Lannister's oldest child, who had hidden in Casterly Rock for the entire war, staying far removed from the horror the rest of them had to suffer.
You were clad in rich fabrics, a dark red dress with golden embellishments, decorated with soft furs to keep yourself warm in the cold. Yet more peculiarly, you did not travel in a wheelhouse as your mother or any of the southern ladies would have done, but sat aside on a horse, its hide as white as the snow around them.
You would become his wife. You would become his queen
Your uncle, Tyrion Lannister, jumped off his own horse and approached him. They shook hands with a smile, and Jon was glad over the lack of proper manners.
“Your Grace.” Tyrion's voice sounded amused saying the title. “I am grateful for the invitation. And that you have accepted the proposal.”
“The North needs this alliance to heal,” he repeated the words of his council. “Just as the Westerlands.”
“That we do.” He beckoned someone forward. “May I introduce your betrothed? My niece, the Princess Y/N.”
You raised your hand, and he quickly took it to lay a kiss upon your knuckles.
“My princess, I am honoured.”
“As am I, your grace.”
Your words were polite yet cold, and he realised for the first time you might want this marriage even less than him.
He tried to grasp at something to say. “May I lead you to your chambers?”
You nodded, and closed your hand around his arm.
Perhaps he should have stayed, should have greeted the other lords and ladies as well, should have held a speech - whatever was expected of a king. But he wanted time alone with his bride, wanted to spend your first moments together without dozens of eyes watching them. And so he did not feel bad as he led you into the halls of his castle.
“Uh-” He cleared his throat. “You will receive your own chambers until the wedding, in order to get used to everything. Afterwards you will move into the Lord's chambers with me.”
You nodded, and said nothing.
You passed the main hall, where a wooden throne now eternally stood high above the rest.
“It must be strange,” he said, “being back here after all these years.”
You chuckled. “Strange indeed. The last time I was here, my family was still alive. Now there is only my uncle and me, the dwarven king and the forgotten princess.”
Your voice had become biting, accusatory. And he supposed you had a point.
“I apologise.” He did not dare look at you. “These last years must have been difficult.”
“They sent me away and never came for me,” you answered far too quickly. As if you had prepared it. “I am loyal to the Stark crown and will do my duty by it.”
He did not try to initiate another conversation until you had reached your chambers. And even then, the few words he spoke were only to inform you that a servant would be with you shortly. You seemed as if you wanted to tell him something - a thank, a question, a demand to leave you alone until the wedding the coming week - yet closed the door before any such thing could happen.
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You tried to forget him. Tried to ignore the reality of the situation whenever the thought passed your mind. Which was nonsense, you knew. But it was easier than facing the fact you would be marrying a total stranger in just a few, short days.
That first night, Winterfell held a feast to welcome you, and to introduce the castle and the entire North to their new queen.
Despite what would be expected of you, and despite knowing you would have to adhere to your betrothed's customs soon, you had decided on a blood red gown for the evening, while a golden tiara decorated your intricately braided hair.
One last desperate attempt to cling to your heritage. To not lose what remained of your family.
King Jon Stark already awaited you at the doors to the feast hall, clad in yet another set of black and brown leathers and a fur-lined cloak, this time, however, with a spiked iron crown on top of his dark curls.
He smiled at you, you smiled back, then you took his extended arm, and entered.
The few spots of red and gold were drowned out in a sea of Northmen, all staring at you. Judging you. None of them wanted a tyrant's daughter as their queen, a foreigner, an enemy. Neither did you, but what else was left for you in this world? You were your uncle's heir, yet only until he sired his own children. And afterwards, you would have nothing.
Best accept this marriage. It was certainly the best you could get.
King Jon held a short speech once they stood in front of their seats, thanking first his lords for joining him for this most wonderful occasion, then your uncle for brokering this much needed alliance between their kingdoms, and lastly you. For agreeing.
You smiled and curtsied, and hastily removed your hand from his arm once you were seated.
The food was agreeable, the ale not too bitter, and the constant chattering and even shouting from the wildlings bearable. You had to get used to all this, you reminded yourself, especially to the presence of the man beside you.
Jon, to his credit, had not tried to strike up a conversation yet, though the glances he threw in your direction burned on your skin. You would have to look at him eventually, you knew as much. Touch him, even. Lay with him. Perhaps speaking to him now might soften that experience later on.
But he was drawn into a conversation with your uncle before you could decide.
Sansa sat on your other side, beside her brother and two others you did not recognise. You grasped at something to say - something easy, and far removed from the terrors your families had inflicted on each other.
“I like your dress,” you said carefully, not daring to fully look into Sansa's face.
It was true, you did like her gown - dark blue and simple, with an intricately embroidered wolf just above her heart.
“Thank you. I made it myself a few years ago. I had too much on my hands to sew a completely new gown simply for this feast.”
“You enjoy making them yourself, I take it?” you asked, trying to keep the conversation going. “The last time I was here, you were so proud of what you made, it was all you could talk about for an entire course.”
“And all you could talk about was King's Landing, and how much I would like it there.”
Perhaps Sansa tried to start an argument, to find any excuse to convince her brother to break off the betrothal. Perhaps she wanted to guilt you into admitting fault for your family's actions. Or perhaps that was simply the only thing she remembered from that evening.
“I am sorry.” You stared at the rings on your fingers. “I should have warned you about Joffrey.”
You had been sent to Casterly Rock not long after the outbreak of the war - for safekeeping, so that the Baratheon crown could live on through you should disaster strike the rest of your family - but you had still witnessed the beginnings of your brother's cruelty towards Sansa.
“You couldn’t have known what he would do.”
“I grew up beside him. I knew him longer and better than most. What he did to you… I could have prevented it.”
“He would have punished you as well, had you tried.”
Jon had joined some of wildings further into the hall, and you could almost understand their words and cheers from your place at the main table, such was the volume they were speaking at. He looked comfortable with them.
“Your brother…” You hesitated. “What is he like?”
Your eyes stayed on him, even when Sansa eventually answered.
“He will not mistreat you, if that is what you fear.”
“No. I mean-” You chuckled half-heartedly. “That is all anyone tells me about him. He is good, he is kind, he is brave. It all sounds rather dull.”
“He was a bastard, then a brother of the Night's Watch. He still thinks he is undeserving of the crown, even though the Northerners have pronounced him their king twice now. He has already fought in more battles than most will in their entire lifetime. Such a thing is known to leave one scarred and withdrawn. Give him time, he will warm up to you eventually.”
Jon joined your side again after a while, with red cheeks and a small grin on his lips. Yet when he noticed your stare, he swallowed, shook his head slightly, and it had disappeared.
You almost wanted to tell him how cute it had looked.
“I am rather tired from the long ride,” you said instead. “Would it be terribly impolite by Northern customs to leave already?”
“No, not at all.” He stood up and offered you his arm. “Let me accompany you to your chambers.”
Conversations died when you passed.
The cold air hit you the moment you stepped out into the quiet of the night, and you could not stop the noticeable shiver running down your back, nor the slight shaking of your arms. You clenched your jaw and prepared yourself for an uncomfortable walk, when a cloak was suddenly laid around your shoulders.
Confused, you looked towards Jon.
“I apologise about the cold. I suppose it will take a while to fully get used to it.”
Then he realised he still had his hands laid on your arms, and he hastily dropped them, taking a step back for good measure.
You pulled the fabric tighter around yourself.
“Thank you, your grace.”
You did not touch each other again on the walk to your rooms, and you did not mind at all. Welcomed it, in fact. You would be forced to endure his hands soon enough, there was no reason to invite them sooner.
You thought about saying something once you reached your door - a thank, a question, an invitation to spend the following day with you. Yet all you did was hand him back his cloak, whisper a quick “Good Night”, and quickly close the door behind you.
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Be gentle with her. She has gone through a lot.
Tyrion's words echoed in his mind as he made his way to your chambers.
Your distance at the feast last night had surely been noted, he knew it had. Certain Northern lords - Manderly, Umber - were already looking for any excuse to oppose this marriage, he could not provide them with more reasons. You two would be seen conversing happily, spending time together, kissing if necessary. They would not punish you for his misgivings.
He knocked on your door, waited, and assumed for a moment you would ignore him, when he suddenly heard steps. Slow, careful, yet still. His back straightened on its own, and then you stood before him.
A soft green dress draped your body. Simple, without much embroidery, jewels, frills, or lace. Just a lone necklace hung around your neck.
You looked… beautiful.
“Your Grace.” You quickly pushed a strand of hair behind your ear. “Is something the matter?”
“No, I-” The light caught in your hair. He cleared his throat. “I was planning to check on the castle, make sure everything is working as intended. Would you like to accompany me?”
Best make you believe you would not put unnecessary burdens on his shoulders by agreeing to this walk, but simply to join what he was already doing.
Still… Even despite his efforts, you seemed ready to decline. Your fingers tightening in your dress, the trembling of your lips, the terror in your eyes-
“Yes.”
You quickly had a cloak slung around your shoulders and your hand around his arm, and so you set off.
Jon knew, of course, that you had only agreed because you were aware of your situation, much like him, and that you needed to play the game in order to survive. Your mother had taught you much.
Your walk through the castle led you past the kitchens, the feast halls, the smithery, the stables, the sept, the glass gardens. He explained everything as well as he could - what lead where, who worked where, whom you should talk to when faced with a problem. All while staring ahead, seldom sending a gaze your way.
You listened, nodded, smiled. You curtsied when encountering ladies and servants alike, picked up a stray flower you found in one of the hallways. And yet you also rarely spoke a word. Just a question here and there, a greeting, a polite agreement. A pretty thing on his arm.
Perhaps you were hiding. Perhaps this was simply who you were.
You walked through a door and outside, ending up on the pathways surrounding the training yard.
Northmen and wildlings sparred side-by-side, laughing and joking despite their thousands of years of animosity. Some had said their blossoming friendship was due to him - the man who had died to bring innocents south of the Wall - but he knew they attributed far too much to him. Facing death itself was enough to unite even the greatest of foes.
“Are they all living at Winterfell?”
He shook his head, then remembered you likely weren't looking at him. “No, they are not. Most of them are lords and their entourages, who will leave after the wedding. The wildlings are visiting as well, they are merely here to strengthen our alliance.”
His eyes wandered towards you for a short moment, to glance at you, see if you might express anything but polite interest. And… yes, perhaps that was indeed a small smile on your lips, and a sparkle in your eyes as you watched the children chase each other with sticks and wooden swords.
“I remember the last time I was here,” you said, lost in thought. “My brothers sparred with yours. Tommen was still far too young, so his fighting was more mindless stumbling in a set of armour that didn't quite fit him.”
“Do you miss your siblings?”
You nodded.
You continued your walk around the castle until you ended up in front of your chamber again.
“Thank you for accompanying me,” he said.
“Thank you for letting me.”
Then the door was shut before him once again.
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After an eternity of walking circles in your room, you had grabbed a blanket, a book, and hidden in a secluded spot in the glass gardens. Surrounded by flowers and vines that, if you squinted, reminded you at least a little of your home, you had finally felt at ease.
Walking around the castle the previous day had been gruelling. Everyone had stared, knowingly, judgingly, as if they blamed you for your family's crimes, for the dire state the North had been beaten into. And the worst thing was…
You didn't blame them.
Time passed in the safe space you had crafted for yourself, amidst the moondusts and dragon’s breaths and coldsnaps, lost in the words of your book.
Then steps drew near.
In your haste to jump off the cushioned bench, you threw over a flower pot, sending it tumbling to the ground. The bench almost tipped backwards, and you only narrowly kept it from crashing into the glass behind it.
No one could see you here. This was not your place, not your home, not yours to enjoy. You should have stayed locked away, deep inside the halls of Winterfell, with a dozen guards to line the way. Here there was no one. Just you. Alone.
If one of the lords found you here… You had seen their eyes the previous days, the glances and stares sent your way. Full of hatred. Lust. You knew them all - their meaning, their consequences. They would mean to punish you for what your family had done to them, and perhaps even find a way to stop this alliance and keep the king from wanting you. You needed to get away from here, back to your rooms, far away-
“Princess? Is everything alright?”
Jon stood amongst the plantlife, dressed in another set of black leathers. He looked down at you, concern etched across his face as he watched your hunched over form, kneeling in the dirt.
“Yes. Yes, everything is alright.” You stumbled over your words. “I- I apologise for this mess. I will clean it up right away and then-”
“Let me help you.”
His hands were calm, strong, cold as they brushed yours. He quickly had the flower pot - not broken, thank the gods - back on its pedestal, and helped you brush the dirt together.
“Thank you,” you said quietly.
“You would not believe the amount of things I have almost destroyed in this castle.” His chuckle reverberated in your chest, the sound low yet warm and inviting, and something shifted inside you.
“I doubt anyone would have noticed. Winterfell is even more contorted than Casterly Rock.”
And then he laughed, and you wanted to bottle up the sound and keep it locked away close to your heart.
“Maybe you could show it to me one day. After you have gotten used to your new life.”
You knew you should agree with him, tell him he need not be worried, and that you would be the nice and pleasing wife he desired. Yet something about your current position - sitting on the ground so close next to each other, your fingers mere breaths apart, staring into his dark eyes - made you whisper, “I don’t know if I ever will.”
He cocked his head. “Why would you say that?”
“Just look at me. I don’t belong here - I don’t belong anywhere. Your lords know that, and you would be much more suited marrying one of their daughters. Not the child of a foreign tyrant.”
Jon looked at you, eyes fluttering across your face, your body, your dress, seemingly trying to find an answer to the questions mounting in his head. You turned your head away, yet he quickly caught your chin with his fingers, and forced you to meet his gaze again.
“I don’t want anyone else.”
His breath brushed across your cheek, his lips so close to yours you felt the heat radiating off them.
“After our wedding,” you whispered, “I want you to stop lying to me. I get enough of that pity from my uncle.”
And so you quickly stood up, and ran away.
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You had stayed hidden in your room since your interaction the previous day. Or perhaps, simply stayed hidden from him.
He was slowly running short on ideas to make you warm up to him. Nothing, it seemed, that he said or did made you more comfortable around him, nothing caused you to open up to him, nothing led to you seeking him out.
Perhaps he should give up. Commit himself to a sad, lonely life, with an emotionless shell of a person beside him, until the cold finally returned to claim him once more. Perhaps it was what he deserved.
He sat up in his bed; slowly, breathing laboured, skin covered in sweat. The chamber was still wrapped in darkness, with only a sliver of the moon’s silver light falling past the drapes. He buried his face in his hands, then quickly stood up, slipped into a tunica and some boots, and disappeared into Winterfell’s deserted hallways.
No one was awake during this time of the night. The most he would ever encounter during his semi-regular walks around his castle was a stray rat, or a cat running after it.
Ghost had joined him at some point, trotting by his side like a white shadow, the fur cold and soft underneath his scarred hand. He was glad for his direwolf, glad for the quiet company, glad to not be alone in the darkness. Then he stepped on one of the walkways overlooking the main courtyard, and almost had his breath knocked out of him.
A soft breeze wafted through your hair, open for the very first time in his presence, the moonlight illuminating the strands and making them appear almost silver. Despite the freezing cold you wore no cloak, just a simple, dark blue dress that hugged your frame.
You looked… ethereal.
Your blue eyes settled onto him, and he nearly stumbled backwards.
“I- I apologise. I will leave-”
“No.” Your gaze settled on the yard beneath you once again. “It’s alright.”
He slowly, carefully walked towards you, yet made sure to stop a good distance away from you, and then followed your gaze into the abandoned courtyard. Usually brimming with life, now dark and empty.
“I apologise about my behaviour yesterday,” you almost said in a whisper. “You were merely trying to be nice towards your betrothed, and I should not have run away.”
“I understand why you did, and do not hold it over your head.” He buried his fingers into the frost-covered banister.
You stood there, in uncomfortable silence afterwards, neither knowing what to say, if to say anything.
“I suppose…” you said, then hesitated. “My mother sent me away and never came for me. Even as my siblings started dying, even after your brother had been killed, even after my uncles had been defeated, she left me at Casterly Rock, never sending a letter, never visiting. Then she crowned herself queen, and the only way I found out was because my uncle turned up after the war to tell me. And to tell me she had died, and that the Seven Kingdoms were no more.” She took a shaky breath. “I fear that if I trust someone again, they will do the same.”
He had had no idea- He had always thought you had hid in Casterly Rock, looking down upon them as they were slaughtered on battlefields. That you had been essentially held captive had never once crossed his mind as a possibility.
Be gentle with her. She has gone through a lot.
“I am not your mother. You will never experience anything like it again, I swear it.”
Ghost eventually left his side and took a few careful steps towards you, sniffing at your hand, bumping his nose into your arm. And even though Jon had seen you ride in on a horse, had seen your eyes, hard as ice, staring at anyone daring to get too close to you, it still took him by surprise when you did not move back in fear, instead slowly starting to let your fingers glide through his white fur. All while failing at hiding the smile gracing your lips.
He wished you would smile like this at him. Some day, perhaps.
“I remember them from my last visit,” you said. “Though this one has grown quite a lot during this time.”
“His name is Ghost.”
“Ghost.” You chuckled. “An apt name. And I think you agree as well.” You ruffled the direwolf’s fur.
“You changed as well. You grew taller, and your hair has gotten longer as well. Back then you looked just like your mother, but I can’t say you share much resemblance with her now.”
The words had tumbled out of him, and he regretted them as soon as he closed his mouth. What had gotten him to say all this?
Then, into the silence, you whispered, “I don’t remember you at all.”
Your smile had faded, replaced by the constant state of terrified impassiveness he had gotten so used to seeing on you.
“I do not blame you. I was a lowly bastard, and you part of the royal family. Our paths could have never crossed, even had we wanted to.”
“And yet you remember me.” You looked down into the courtyard. “Likely remember me walking out of that wheelhouse beside my mother, and smiling at your brother, and talking to your sister, and decorating myself with all that useless frivolity, still so deep in the belief that my life would have some meaning.”
“Then perhaps it is time you create those memories of me.”
Something that was far more beautiful than you trying to hide your smile was you trying to hide your grin. And perhaps, if the sun had been out during your conversation, he would have seen pink bloom on your cheeks.
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All week, the castle had been busy preparing for the wedding. Your wedding. The one that would make you queen of a strange and alien kingdom.
You had stayed away, as well as you could - while you still could. After tomorrow, you would be expected to act as their queen, no matter how little you knew your people.
Pacing up and down your chambers had become something of a favourite pastime of yours. Not that you liked it, of course, but you did not dare step foot out of the door on your own, without one of the Starks to accompany you. Defend you against the disapproving stares.
A knock on your door.
You had expected everything, except for King Jon to stand on its other side, a wooden box and a book in his hands.
“May I come in?”
You could not quite forbid your betrothed from walking around his castle, so you stepped aside without a word and closed the thick wooden door behind him.
“I wanted to talk with you about tomorrow,” he said quickly. Either because he did not want to stay in your presence any longer than necessary, or because he was nervous.
You nodded, indicating to him to continue.
“There will not be a bedding ceremony. I have been to Northern weddings before, and approximately know when they happen. We will leave before then.”
You could barely comprehend his words. He could not truly mean-
“Why?”
“I- You will be my wife and queen, and I want my lords to respect you. I don't want their first real interaction with you to be… touching you inappropriately.”
He was seemingly embarrassed by his own words, and if you were not currently talking about the prospect of your wedding night, you might even say it was cute.
“I… thank you.” You tugged at the sleeves of your gown. “But I doubt it would change anything. I am an outsider, whether or not they undress me tomorrow will not change how they see me.”
He then, quite strangely, handed you the book he had been carrying. “But this might.”
Justice and Injustice in the North. You had been reading the tome in the glass gardens two days past, and had forgotten it there in your desperate attempt to escape Jon.
You looked up, and met his dark, endless eyes.
“You are learning about the North,” he said. “Not simply its people, but its laws and customs as well.”
“It's the least I can do.”
“See? Not even married to me and you are already taking your role as future queen of these lands seriously.”
Then he offered you the wooden box, opened the latch, and revealed a simple iron crown. Much like his own, yet this one had a small ruby etched into the front.
“You do not have to wear this tomorrow,” he said. “But you can, if you wish. I will force you to nothing.”
You nodded slightly, took the box, and carried it and the book towards one of the cupboards.
“I assume that will be all?”
You could not remain in the same room with him for any longer, could not stand to remain in vicinity to this man who had been treating you so kindly at no benefit to himself.
“Actually… There is one more thing.”
Jon gently turned you towards him, laying his fingers underneath your chin to urge you to meet his eyes. The moonlight fell through the window beside you, bathing him into a soft, silver light that illuminated his black curls.
“We will be watched for the rest of our lives. Nothing will remain secret, each of our actions needing to ensure prosperity for the North and all who live here. I am certain that tomorrow, even if we manage to escape the ceremony, someone will ensure we have consummated our union. So, if you are willing, I want this one, simple thing to be just ours.”
His lips had gotten so close to yours, a mere hair's breadth apart, and you could once again feel the immense heat radiating off it.
You could refuse, you knew. If you told him no, he would accept your answer, and leave. Yet his words echoed inside you, and you knew them to be true.
And so, instead of whispering that dreaded word, you simply closed the space between you, and sealed your lips in a kiss.
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A week ago, Jon would have never thought he would feel so at ease standing before the heart tree in Winterfell's godswood, you before him in a blinding white gown and with the iron crown of winter upon your hair, speaking the vows that would bind you. But he was glad the day had come. And he was glad you were the woman he would share eternity with.
The ceremony, the brief kiss, and the feast passed by him in a breeze, his wife's hand in his the only thing grounding him.
His wife.
He would need some time to get used to that word.
You looked even more radiant than you had the previous night, cloaked in the silver light filling your room, with red lips swollen from your kiss. He was barely able to keep his eyes off you.
(A part of him desperately hoped his lords noticed.)
And then the moment came. The guests in the feast hall either too distracted or too drunk to pay the pair of you any real mind, so his fingers tightened around yours, and he pulled you upward, through the servant's entrance behind the high table, and down Winterfell's corridors.
His quick steps had turned into a run at some point, and your giggles echoed off the stone walls.
Then you entered his chambers, and you went quiet.
“I-” He swallowed. “I know what I said yesterday, but we do not have to do this today if you do not want to. There is no pressure on us to-”
“No. Let us get through this.”
You took off your crown and cloak, laid both of them on a chair, and then started unlacing your dress. Eyes lowered, half-turned away from him.
Carefully, he stepped up towards you, and laid his hands on yours. And then, when you looked up and met his gaze, eyes sparkling in the fire of the candles around you, he laid his lips on yours without hesitation.
Your previous two kisses - one in your chambers, one at the ceremony earlier in the evening - had been chaste. Short and sweet, yes, but over far too quickly, and without ever providing him with the opportunity to feel you. Now he allowed himself to move deeper, to touch your body, explore your mouth with his, trace the lines of your dress, hear your pretty gasps. And you accepted. Melted into him, almost.
Until he touched the laces at your back.
He pulled back, heart beating in his chest so loudly he feared you might hear.
“If you wish to stop at any point…”
You nodded. “I know.”
To alleviate at least some of your fears, he started undressing, willing to bare himself and that what he feared most to stop your trembling hands. And they did, yet only once he had gotten rid of his blouse.
You stared at the scars on his chest. Carefully, you lifted a hand and let it hover above them. He made no move to stop you, only watching your confused eyes as your fingers traced his skin.
(He did not look down. Would not dare.)
“What-” Your voice broke. “What happened?”
“I was betrayed. They’re all dead now.”
He left it at that, and you did not inquire any further.
Eventually, even your last clothes fell to the ground, your lips once again locked into a kiss as he picked you up and carried you to the bed.
His hands explored your body slowly, gliding across your breasts, your stomach, your legs. And once you stopped twitching away, he let his mouth follow that same path. First kissing your breasts, then your stomach, then your legs, and then your core.
He listened to your gasps and your moans to find out what you liked, and what you loved. Your body reacted, as if on its own, to every single one of his touches, to the movements of his tongue, the crooking of his fingers, and when you finally peaked, he took everything you offered him.
Then he wandered upwards again, sealing your lips in a kiss. Your fingers got tangled up in his hair, pulls and tugs eliciting groans from his mouth that you swallowed as soon as they spilled across his lips.
He entered you as gently as he could, stopping shortly when you buried your nails into his shoulder. Once your hips sat flush against each other, and he had looked into your eyes, he started moving. Your back arched at his thrusts, and you swung your leg around his waist to encourage him to speed up. He followed your commands without hesitation.
You peaked again, and he followed shortly afterwards, spilling inside of you and sealing your union.
You laid in his bed afterwards, tangled up, pressed against each other, your heartbeats echoing the other, yearning to beat in tandem.
He would be alright. Perhaps you  would never love each other, but you would be friends, and he decided that ruling side by side with someone he trusted was everything he needed.
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author's note: if you liked this story, may i recommend the fic it was inspired by, meet me in the dark
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