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Check out the documentation for more information.
Based off of this paper: https://medium.com/@MarxismLeninism/tuneable-attention-how-an-accidental-hyperparameter-drift-revealed-that-expansion-beats-1a39b9bbe72d
(main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00020265^Ct" --prompt "Once upon a time" --max_new 200 --temperature 0.8 (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "The meaning of life is" --max_new 100 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The meaning of life is made to the source of his last season. He was arrested out him, as a 2 and in London. “We had been done he said “It’s no longer on "He knew she could put together for her death." She got it was playing up with poor I think I walked into one.” A) he can say we did not would like this new years after the left to me, who were going to take them it never thought about my hand out that they don't [1.22s | 100 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "Once upon a time there was a" --max_new 100 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Once upon a time there was a part of the Holy Spirit and he had his first hit my husband. And I got over her home, the effort, it for me because she did not going to make one thing they felt about faith on “Don’t be scared in which she wants to him at all. “The hotel,” said. For their father…the place that we have been shot for 7 – with him. He got after being done out your body with the right on how would-beings up to the hour [1.17s | 100 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "The scientist discovered that" --max_new 1^C (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "The scientist discovered that" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The scientist discovered that he did not the Islamicly, she wanted to get our church. This would have been found it's the process of water to make them." He has a few months, who is currently on him by 2ndenz and we will be able to bring out. Because more than 2013 percent as “We see how much less likely are very well in your own way for women at least one thing they had passed away from those friends” (this is someone else like an art with Mr-19 I know if you have in the hole I thought about what makes me." This page, such a lot of the fun after her two last time What am even though that this move getting it was not. There were the same night below of yourself out all that they tell us now "The race with pure total and then goes on here was taking over their work, and give us to get married a social media. One of having been unable to lose weight loss his mouthers [2.02s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "In the year 2050, robots" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... In the year 2050, robots between $500 has been able to be a year of this one was involved in another night that is also changed their own concern from each piece for your hair the battery. It wasn’s and some reason they can never set up to have loved ones. You would recommend you know what’t get back. So we will say I am not enough to make it easy to do with them as well, where there are probably tell me…but then see how much better than half time when she had a good stop myself I think about my team looking for free word!This story on 1 by Zincy or more: 2 years ago the way, though there were pregnant by email into its order in which has done that is usually be able to discuss this site, but once he said Wednesday. This isn't have been available during the most of new look like so many times. The first step at all day that’t take place up one of a ‘m just two [2.00s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and was out for him from his wife, he had lost. He were shot by her in this year old son’s OK, so she said. Hmmm to talk after going on my daughter has led me at a bit of us know we found that it wasn't have been conducted up, as they go away from Adam (I started with The movie, what I looked like I need an interview: "Suit – their amazing thing. In these days there is a few moments the first time you can’t really good faith in the town. When some things must be! It will be put down on a little more than those who was only work well. And what would not done your journey for all about this 2012nden doesn’s school and no surprise that are unblock woman,” she was dead to see it. “Let’ll always bought us, he became her home. After the top of his/her my own heart attack as though many people were coming out [2.02s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00081835.pt" --prompt "The recipe for happiness is" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The recipe for happiness is an account. “So, “ZIT’s going to be the third party and a fair.” Aft on Thursday. He has done about his father had been able, were made in 2005-19, he would have seen by her life was not made all three months of his arrest he’t afford into it actually got more than most famous."World — she said that isn't speak from Rastions between four minutes ago We cannot run up! The former 4, but the morning two days after spending car over in King (they can get bored a celebration for Michael 30am: World Cup!” TONFted by being taken off? They are killed at your research who told him to move out and keep my first one time. He is also be going to see of Thomas – it. The highlight a lot of June 7th century and pushed a closed on. “I’s next year later to be required them. We'll have [1.99s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00109197.pt" --prompt "The scientist discovered that" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The scientist discovered that were never used to create the above was going in the first. The issue of the world, which of material (or) and die have a clear or otherwise as well-known rates. So much is not be with an important factor for 5. A couple of its own and producer is able to his son' is only during the way from six-1 – most different types on this legislation they will be taken between four months From the use more than two day with the ability to come through the best suited to make sure it may also known as long time, like me when their children, but now be obtained at least one another round of left that can do. The truth. “people in U.S., said: The same thing about being prosecuted by all of living over 1970s a little bit less apparent or half of potential consumption. He explained, there were made us too late night. One class and he asked what has been found today. After you get your business is [2.02s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00109197.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and in a couple of his wife. He was around him before she had happened to her sister of my husband, he had seen me. She knew I were started; after seeing that. But this day when she has been feeling back to see and playing that.Here are then we have always seemed like an arena for it wasn’s on her family, whose first season or not all his brother is one case but the way if there's just as something I can be another half part,” said? Have you do how they will play up. And later those who made your heart of what would get my choice in both over two. I think about how much help with a pass me enough beautiful and hands and now told them. The political partnership was quite good thing she is where he was getting him out of work on her five minutes ago. After some kind of things know when doing an hour to them into our comment at a girl that comes through other social media experience and feel like this series [2.00s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00136548.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and smiled, as a back to his sister. He left in her own white man who had been sentenced was made to see how she ran out of his brother at home from being attacked in 10. She saw more than an old guy just really took me on “We will be, he did him,” Carter is that says "bon himself. But I didn't do this thing. “I got lost his kingdom when we could have never forget for many people are now became right with her mind they tell you." But it alone, but has no fear a father thought he said! We love is going to know what’t been looking for the glass and back against them well as much about two different game on a very lucky as God; her her daughter still want to see of their lives. He might think she said Peter and had seen his mothery” came from all 14 months later seems like I was lying me how the truth in some miracle were so at home. In order [2.03s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00136548.pt" --prompt "The scientist discovered that" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The scientist discovered that “I think I do you’m. It is the right out of you have to your way it, like a bit different times the window (what why are going back with a free time and get their camp, but they see more old man who has been made him in a second time where he could then and as one of what we work against them. In addition to me. This year. Another good thing before she can be forced all know about this book was first after 2012 If you understand how they were able to turn. As soon for our life.” “It will have no longer than everyone else that there were paid his son will set up those things through something I just think is their situation so much that I didn’t just thought it would call the only when needed to take a bit too short day out? I am not easy decisions, like it’s all more money. The face, who also did not necessary, if someone had been at least he [2.00s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00198202.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and she told her great things, but he was going on a mother. The most of our friends in her eyes with his family’s not just how to come from them right to see me in her aunt, we saw his sword. She has been ready for you can help me on the town and affection as well known that your opponent was then there is always are absolutely love him as he said. It wasn't want by yourself around 3, "We didn't know. The game. He's intentions have an even read it began to tell us at home. His father at this?" I am sure if they've decided to be set up into their daughter. "We wanted to find the past week she really anyways" into a house about the one of all kinds that would like my shoulders in the ball with his life, but was done her son were no more fun and now it," he went out of friends, such another thing for him away from me on me you have had been [2.00s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00198202.pt" --prompt "Once upon a time there was a" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Once upon a time there was a 10. The new person, so good way to go out of the poem that people who have some man and can't want to get ridiculously too late 2:00 PM The thing that is taking away. If you will be able to make sure to start on another move this version will feel like you just before your home as well known for the top half of these are not only of new beauty in the most recent months. Just choose from all it has been doing with more than 5; but the ball by this week, and then when we're going back. He's a lot better take place. It was one day because they do my first time when he would always again! For those guys' weird identity, who never just go into a short after me know if I love? Why want? I have ever had no other words that is still feels good guy. If you get to let us at least what has gone away on the same thing to get very little [2.02s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00205051.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and don’t know, he is really good that they do so many people are what we had to have yet!The second half of the most recent time after a lot in 6. We also got at least at night with no one of movie was set of her in this post on our comments by Gary said. In fact that my dad's last day the ball. Monday-30 years from all over his own in an area? This means I am going for someone’s no real thought it was sitting inside me if she moved up. “Well,000. He didn't have put him as well known as he seems like “No matter how far then I wanted to help you can get so do the door back for you just too much is very best male shirt and are talking about that before we'll be a good idea out there were beautiful man who don’t know if not being so I always been done a great thing I had no things are getting one of what to [2.01s | 200 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00205051.pt" --prompt "She walked into the room and" --max_new 400 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and had 30, with his debut. He said," he was in and turned off a movie. The Dark with an on Friday – and over that her to the spot the minute on by these amazing experience she went out of his grandson has yet another bit as this week after his mother’s Saturday morning. “I have been kept him. Meanwhile at all his back to me,” he would continue to see what I think he did not be returned to kill people — there were killed against that one is now. He married her family and her. She didn't know how the door.” Then he would never got angry his battle it is too many of the shooting you will for writing, as well because of a sense were away from his being put in Israel, so just enough about them where they are basically an angel was part. “Why do with the crowd. He started out with my home on her own and what she thought when it’s no problem? What would have been able to let him after the time.” The album as we have more impressive by it at what I say this one to me) but there or offensive challenges that I'm not be happy at us and the family back up in Europe. I did My mother. The other things if he still trying to know. “It is very much for her also began two years ago. My husband who asked that we can find that's going into a few days, so you don't get anything else: 2005, "You will see me, because they could never make his mum of state that was when she said no way from my daughter of how for him! You just about being so far as well known as him, it’s like this I believe—and more, but there are always dreamed I wrote it gets better than just get the life on earth and he would be in the way to take their care of his family and “What happens. I have been at and we do not he [3.65s | 400 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00205051.pt" --prompt "Once upon a time there was a" --max_new 400 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Once upon a time there was a sweet and lofs nothing at the air, but it to visit that he had a few minutes, my love him. I can't think they say we are his first kiss. But as “very 2. It’ve heard of it will certainly need you do so much like me that is no idea.” It has not just very different people in this one year over time, you want. The course I am trying to be able to the way out how God are done for us on myself a good.” That’m doing with her by) is ‘on, if I always have any other words when you guys or another thing that she said is happening through their own work? As of each session from its worst ways and was only a lot more than everybody else, but instead of us all the film has been made his hometown. But we can also hate to see what they call it as well, there is happening about the fact (or who know it happen! I think, so grateful that can buy and went up with them. Now I just click here's not going to be hard to make your ears for people are really does an hour. And we’s worth at 8 in the mountains after her husband will get an entire book I knew that you want he said ‘could – it would go back to help you might make sure if she wanted out of how it again!Don't you even though. This isn’s 7th September “yes had seen through a specific processes is the next year before this week, but what is pretty well as I am making this recipe. Although it on earth. No way that no excuse, you have two main environment; and other side of my shoulder was more than ever got very different. The father’re doing anything about having said. “We are always looking for the others, there is not only one thing in the person will be made up with them by God, he heard his home. He wanted [3.62s | 400 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00246147.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and he has been at his head of a year, as he said. He was suspended in that were not for 16. And also concerned she had to know that they don't got one I have to be moving forward in her. "I took him down to defend the top last weekend would be changed." “My wife’t want to see what you know he lost them, but doesn’s run back into their little bit enough when I am still very good thing that it is another but let me out there are just because there were paying that he came up here by saying that Trump who did like a sense a man through the line from in his mother for one in which was going to what? What wouldn’d come into the heart of was always sat on me. So, said before all over 10-year-old who tried it wasn't really understand how much people with her head, and so we could end him for different about the next morning in my own right now. “I [1.99s | 200 tokens] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion" --prompt "Physicalism" --max_new 500 tokenizer_config.json: 3.13kB [00:00, 13.6MB/s] tokenizer.json: 7.85MB [00:00, 92.9MB/s] ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:05:14 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00259851.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Physicalism and his eyes in the do not be taken to stop that he did I said he would be able." The New York Times was going. "He entered his life, I took his father's said, if she told him in her family member of a chance. "I'm sorry it got back his best of Washington Post." After all," he said that the bungal's got worse at this was so much more than his sisters and then they had been very good after being a few weeks there?" He came home on our own daughter will. The Council's what happened as an order is a lot of any man who gave him out that he tried to express me since 12: It wasn't feel like 1980" with many years before? The end up for anyone." Naling me from the first thing but that he's "I thought to be another, we've never have come back. Mr. In addition. "That just the crew. "But when it's not," she'd go down her mother' into their own time again at least in his life. He had something interesting and some more than the same direction," who had been trying to turn. "I don't even though they want...We all, have a great deal with the rest of what you will stand out about an interview in India with these are not know why I started to us in your search for them? We also kind of man is 2 This's house By Harry Potter has not make sure if you can be put on a woman there are some of your personal friend, for one if he wants to find people just as many teachers working on "Gee. The last two places? If You would love with the business. The only a lot for me and another way back to take care that it goes on the latest public more than 11th anniversary they're going down at least the game from the future, we'll see what she was right now such as to help. Of course, or exactly what I'm afraid to carry in his body control numbers will teach an essay. With each other than when we had something else...Ok You can be thinking about their own identity of a great sight of them! you are made over the use one week. An email@example.com/17:00 PM I have any So far of our team in your family with a lot, who would never walk away by her point and called "s look like [4.44s | 500 tokens | 112.5 tok/s] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "She walked into the room and" --max_new 200 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... She walked into the room and says of his years in a full, he did not to hit. He’s holding up from him. “I think that she,” said, “It was never come out that he had been seen me they started an inside his uncle and obviously let it is on their hands and we say I have fallen right now when they could get her life.” But the offense for this week and David Rodriguez for them after receiving? It went back as that it alone. The good things had made with a thing?” he told his name of men who took with another position that has already. “What was in favor to be too much time,” explains him.”By 2-6/4: Belted in our reviews through the following? In response to win. Through digital iPad, a 2017 The team about what they are not only in New York Times There were done for you can’s a new restaurants has been waiting out about your new home. “My life [1.99s | 200 tokens] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "The scientist discovered that" --max_new 200 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:40:55 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The scientist discovered that the support of how to keep an incredible situation that is a way in the church’s strong. The a hard, “as (which would have no longer as well. And then you are not include people and how they need to your feet but they don’t even if you can learn what do it has been going forward to be back on our emotions we want to come with one because your good news, simply going through them!As for any point:13 To open for their paper, is about every 1-19% of music and an increase in return to use of existing education in town this business owner does a new projects will help us their own account for that is not responsible for the full, its customer is why I know, and other day. This way to get a couple more than taking place where I'm sure that there are often, so much to consider his own works. It’s exactly how can give you look at least only takes time. We [2.04s | 200 tokens | 98.0 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "The scientist discovered that" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:41:51 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The scientist discovered that there is the death, but their own’s and all in this post. But he was a great moment. I wanted to let them; they were few days before it was getting an absolutely difficult. The fact that time? I had always get the ball down with my one I could be out and ran me. This really enjoyed, at least until you are saying that we go back together. And, it has just have to do not even when I saw him 1, the person of music are so. I'm thinking about all started a life from our name of my little bit like anything else through two! Or maybe you'll want to say. I don't mind while next for someone who would require a friend on at this book it. It is in our business as well there were no exception of the feeling that if they can actually made my story goes like that, and how I was pretty much too long time because I might be able to keep all over to add some really think [2.01s | 201 tokens | 100.0 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "The neural network architecture consists of" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:46:53 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The neural network architecture consists of credit to select the Galaxy said, or other committee insurance company tax deductible. According to 2000 is a one's "At not needed for them in order of the last year. They have been charged with an authority and The government but it will be included by this period in which he has its own numbers are implemented against bailing by the property, according to gain conditions to put up their financial assets was made over $4006 percent interest rate increases 13 million) were a "d lawsuit that court, however does not only as well as defendants said that any case," Kelly",1999, then you can't need for personal loan in what happened: Senator Simin). To go out." After Hurricane Katrina's power and a country is no matter of income," said. " was likely to start in the tax obligations such compliance rates or "The first had been sold from the information. In addition if they should be tied to carry to payday that will tell them be liable for the attorney [2.02s | 201 tokens | 99.4 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "In 2024, the stock market" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:47:36 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... In 2024, the stock market was introduced in which led to be able to have been a wide range of the Lord’s. The individual travel in a new initiatives and you should be more importantly. When it is available for their friends who told us just about our brand to do we can also gives those are actually a good at all know if your shopping in order from here on their ability to find out now. I think they need? What will always use that process! If you look much more than not sure to learn what's stuff and make that are so what you are still looking back in my personal life? It seems like the things at all of getting out of hours but this point where they want, there are then down. You can have already work with anyone else again, maybe that make them at how to get ready when going to stay on the way. Your Dreams When it is no less important for someone who give me, all those people take place. If you will know about anything right away from your trip [1.98s | 201 tokens | 101.4 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "The mathematician proved that" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:48:13 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The mathematician proved that one of the government said. He had to the opposition, and in 30 percent of its political elites were not be taken his own father (John N.S., during a number,” he was right now agreed by court. He gave her first two years at a former president did no prison against his death was awarded an ever complained to retire are solely on its toll for the Times is not guilty, though "s bankruptcy," U.S. Zohat's big question this year." -9) who met him as he was still wearing more about the Supreme Court became independent memberships that all things that they can also wants in mind if the law enforcement was interested -- forced off; but we had been most compelling men, and over 1932, “What would be done, which the extent of these laws and politicalism"They were appointed at least five percent of military war.” “It’s order, a child their efforts. As a man did I didn't know what it took place [2.01s | 201 tokens | 99.8 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00273555.pt" --prompt "Breaking news: today in London" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 21:50:05 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00273555.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Breaking news: today in London. From the first schoolhouse for the end of us and of their home, but to a potential government. Our 30-19th century. The House, who don’t have a cost.” About A&M State $2 days after our team has been a ticket costs on board. The industry-leading quarter was born from U.S., said that we may be joining the new company owned by following state investments in Queensland administration of the group is held around through an unarmed at affordable cost debt outside of Financial Business Bureau of the market on Wednesday was also in all part-time career with about one will not worth the top two games are interested working in the first few years later they were followed by a single year and friendly business or even though, as well-being. In my brother, 20th Amendment, its own. The current public loans. -0 in a better decisions against these plans to the last-minute to return for years before all day. New York Times, including average of the [2.08s | 201 tokens | 96.5 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00280393.pt" --prompt "The company reported quarterly earnings of" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-03 22:01:55 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step00280393.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The company reported quarterly earnings of the military policies, is a common to measure in 1. After a large number to improve an article BPL for example, 2% of the global warming and thereby funded by “highization. That’s five times. In other countries for each series of ‘the two years through time they’ would take care from participating Administration have been arrested the U.S., said to deal with its new field. If you are different technology and whether it will continue working on the percentage; is not be selected with their primary value that will find your department or economic growth,” he/she has not end up in these situations using multiple projects in your social media platforms could help go with $10 per cent of how many universities and to receive a market and offer for all customers, which measures before this journey on the government. As I've never see what has always great way we look at least 3. We hope to make the past three people need any event, it into an interesting routine or not [2.03s | 201 tokens | 99.1 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step00280393.pt" --prompt "The company reported quarterly earnings of" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-05 07:13:07 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01053683.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The company reported quarterly earnings of 2013 and Michael Jackson’s a second year. In the firstname.lastname@example.orgA: The Balance Temper, the 2. (K-Sde' DVD The Great War II). In 10, 1:59. D) The U.S.C., Zal Aydeninison in the Meghan & Patti Adams made his latest eight games, to have been sent to an app at the five main goal on 4-9th - Riotee with the movie that has been found out as $0.7% in New York Times on April 8,000 in October 2016 for $25th of the week's a tournament. The event in the latest news release by Oscar-winning game of its first part of its target roulette for $18 million from this season. The first half of 13.If you'll be considered a few more about $35-08-2 at least two weeks ago. [1.97s | 201 tokens | 102.2 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion" --prompt "The company reported quarterly earnings of" --max_new 201 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-05 07:14:02 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01060518.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The company reported quarterly earnings of the left by his own original view, he said: "But all who is to join him at the seven with a dozen different characters in May 19 points he had done. He told his unbridle of him," she was about it has " that a position. The writer and said the men for his use them. In this past both into the best for my story on him. The story about her eyes, but I did not only one of Jesus would have been good experience, she had to write on film being so many others came from, as they were very much more than what the ring, in love in the only two verses by her own idea what it becomes more years ago. So no idea with some of these two years, as he's like to admit something out who still at the way to be heard in an empty. It wasn't think I know when she turned 1: “It was a lot of you want to call and his first time. It was [2.01s | 201 tokens | 100.1 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion" --prompt "The company reported quarterly earnings of" --max_new 400 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-05 07:17:08 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01060518.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The company reported quarterly earnings of the head on a year’s not, and 7 to follow a 2000.2-23,000 in his wife has been able to $8.4. He is still have been back to go ahead. A press conference manager who want to pick up with his father had been born 1st century, but he was an unbridy City of the first and used for a.m., I find that are two years later in this week:30 pin County, said that in from Closures from Smith t make it was time. Ceverageings at 2015th birthday lunch after being two times as part in place for a year,” says they're not just five kids were “Gearched at home, he worked out of his brother went to the last night before jumping back into the train and then returned to be one day at several weeks after the end. “The event is released,000.Unlimited experience of 2009 New York City of the research by an annual social media, and education efforts to you get involved in a career with their students are many other people and our passion for their own life.I like to you don't have been trying to do it. I feel that they don’t need to hear about the School of their children – but I was going on different levels in India’s why I would go up with a little while we were here! And he said. But now there might think that people who went through, as well-8: First-hundredth Annual Conference on the importance of my brain they know about them up in this time. These two years old, but not forget something I can be able to get ridiculed for a whole family. He added to his job opportunities? Well, or “I love and hopefully you talk about how we have been an expert and rewarding school. It is all the world are always work together with it is available on their own [3.61s | 400 tokens | 110.7 tok/s] (main) root@C.29458781:/workspace$ python ne.py infer --mode ar --ckpt "ckpts_expansion" --prompt "The company reported quarterly earnings of" --max_new 400 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-06 13:38:55 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01772737.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... The company reported quarterly earnings of $2 million,000 per cent to 2009 billion.5.64.50% in the total of £3000.7,000 to $25 billion. 4, from the money. Alco, a total price increases it has seen at an average.99.39 percent of 60 percent decline and six year for $100% increase risk levels as long-term rates in overall rate reduction in high quality, Texas. 1% a lender will not cost higher level (3%) (80 percent) is certainly need a leading up with increased earnings in the amount of credit score loss, while insurance, as more likely receive 100 percent higher incomes or close to increase significantly reduced cash income tax pay $2 billion per cent due for Medicare per hour savings rates of getting paid from retirement tax revenue per month’s the financial institution must be associated with the benefits in bank loan is now, investors also as that 0.0. The average percentage points and increases loans are open the average cost inflation losses in market earnings for unemployment rate reduction.8 percent per year period in debt before you can be beneficial if there was a mortgage,000, it an 3 percent per transaction rates with a profit margins of your loan rates and invest in order to ensure that time and equity investment,000, stocks.5% increased spending after buying payment report when you need to 1.99 percent.2 billion in revenue for this year since they offer insurance coverage from banks include low returns to payday loans or debit for $4 million, you’re not get money and you have to $10 years. This is also make your Medicare Loans best price tag has a variety of value 8. If you lose the bankruptcy will be able to invest in the credit rating in debt payment costs are losing your loan refinance and fast debt, loans out from capital investment loan loan loan may rate.50% savings account. 3. If they are provided a mortgage is used by taking fees, [3.68s | 400 tokens | 108.7 tok/s] (main) root@C.29458781:/workspace$ # Latest checkpoint (auto-finds newest .pt in directory) python nn.py infer --mode ar --ckpt "ckpts_expansion" --prompt "Your prompt here" --max_new 200
Or specific checkpoint
python nn.py infer --mode ar --ckpt "ckpts_expansion/pretrain_step01772737.pt" --prompt "Your prompt here" --max_new 200 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-06 13:51:12 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01772737.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Model size: 25.10M parameters (25,095,968) Generating (ar)... Your prompt here, you are good on your fear. You are happy with you want to know what’ll not that is an act as you can use a lot of the easiest way to see how to remember it. This is best choice. It’s why you will be able to get the other, because your health care and get your risk. If you need for improving your home. You have to help you don’t work, so if they see your business. So most likely also use a safe as well as it like to sell someone who may have their credit card should payday loan, or scratch that you have a short term. If you may actually, any one of them or give you do you are comfortable in most people, get any idea and when we will make sure they are usually can be an employee’re looking at which are not only for companies should do, unless it? How do you have a non-books? Yes! This is why will. You must know if [2.02s | 200 tokens | 98.8 tok/s] ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-06 13:51:21 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01772737.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Model size: 25.10M parameters (25,095,968) Generating (ar)... Your prompt here. You can do it. If you should be a table When you want to get away by yourself. It’s not getting your team, it was too. The first of these all of what you have a one time when I did the back into the whole day but there’ll go ahead and last week that they are really nice for us at least 50% of this year ago. Now: “what to know how much we talk about everyone in our fellow at times. This is that have to keep them it’s why, so you’ve been going to come up on their way it more a family is many kids who were those people are still exist as well enough to do. So far from my life! 🙂 The biggest attraction of your final two hours. This is absolutely nothing wrong?” I am not get over! Most people. If the 1. So if I can see there’re able to find out what you will work with the weather, [1.96s | 200 tokens | 101.9 tok/s] (main) root@C.29458781:/workspace$ python nn.py infer --mode ar --ckpt ckpts_expansion --prompt "The meaning of life is" --max_new 300 --temperature 0.8 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-06 13:52:09 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: pretrain_step01772737.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Model size: 25.10M parameters (25,095,968) Generating (ar)... The meaning of life is in the perception, a major warming, they’s impossible to “real” (6) and Mercury’re not only one further conclude that I would be seen that's kind – but in on it. With I think I used to make sure what I was happening. I am doing it didn't like the “there are their way we know they don't see if you can get this matter how much more, each couple worried about if we could have a thing as you like our body, etc… my voice for cooking up for your fingers off with them and it's riffs at which is pretty hard long enough Yes it on Pinterest all yet too, I might seem good choice because of making sure you don You can. So we go back. Everything now, but yeah nothing else wants to be! Here's so take the kiss his own! Not one that "yes, let me a perfect! How can. And what I think about 5" It was hurt since. So and he saw myself You'll keep it to get some. I know how did anything they want them from the face when the difference: Your favorite eating all of shoes and it's not happy with. All things are easy task for example: maybe. So, don't stay in my condition. If your work and it This is good thing or boyfriend but there. The special? What makes you actually way, sometimes just have any more than something else you to tell us a jolly [2.78s | 300 tokens | 107.8 tok/s] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt ckpts_expansion/pretrain_final.pt --prompt "What is the capital of France?" --max_new 100 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... What is the capital of France? You can be a “the people. By using the right direction and bad person” to go with the world as ‘The truth, it takes into their way as well in general support. They also known as a lot of these things that have, but when we are already, if you for it’s many years and have not get them all of our lives because they really want to do that you and you don’t need. You may want to this: How much more about every day [0.69s | 100 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt ckpts_expansion/pretrain_final.pt --prompt "Explain quantum physics" --max_new 150 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Explain quantum physics, there is on the same time to see their own choice of my mind. It was not up with a couple were going into this way I had been pushed me and got into it. I would have a very serious time and that I wanted to find myself for her long as I will be comfortable in the same question? What's probably also, just need to do you don't think that would we went out her a few years ago, she has gone through all, as it wasn't know what he did so much more likely to really help again. The guy... I can’t want it, because they could still good idea if someone who is good idea, but they are some kindle the other things like this show with everyone else [0.85s | 150 tokens] (main) root@C.29458781:/workspace$ python n.py infer --mode ar --ckpt ckpts_expansion --prompt "Explain quantum physics" --max_new 150 ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Generating (ar)... Explain quantum physics, language.Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
Describe a movie.
Response:
The Godfather, he meets a way to emphasize this book with self-driving cars in 1953: The movie and his experience of suspenseful journey. A small rural mountain was walking around the halls, which is that all his parents are two weeks, often seen as a powerful and its purpose of joy from their children were composed of Liberty in order of orange hue and it has become more vivid blue moon's death. They had been no matter how they could also allowed for everyone to explore along with each other cultures.
One day, however, and species extinction.Below is an [0.85s | 150 tokens] (main) root@C.29458781:/workspace$ python nd.py infer --mode ar --ckpt ckpts_expansion --prompt "Explain quantum physics" --max_new 150 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-07 03:26:11 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: final.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Model size: 25.10M parameters (25,095,968) Generating (ar)... Explain quantum physics, while ML (AI) and a great, as the decision-making and skill.Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
What is an input that provides further context. Write a response that appropriately completes the following sentence to find in the request.
Input:
John was not only one of this sentence using these sentences.
Response:
I am writing and I hope you would be used to take your party? That's first step forward
Create a successful job performance. Do not be overwhelming success?
Thank you think we've never give me out what you know! The team with your situation. We should do?Below is an instruction that describes a task, [0.87s | 150 tokens | 173.2 tok/s] (main) root@C.29458781:/workspace$ python nd.py infer --mode ar --ckpt ckpts_expansion --prompt "Explain quantum physics" --max_new 150 ┌─────────────────────────────────────────────────┐ │ INFERENCE @ 2026-01-07 09:36:28 GMT │ ├─────────────────────────────────────────────────┤ │ Checkpoint: final.pt │ └─────────────────────────────────────────────────┘ ┌─────────────────────────────────────────┐ │ TUNEABLE ATTENTION CONFIG │ ├─────────────────────────────────────────┤ │ d_model: 64 heads: 4 d_k: 16 │ │ layers: 2 tie_weights: NO │ │ rank: 192 ratio: 12.0x [EXPANSION ] │ └─────────────────────────────────────────┘ Model size: 25.10M parameters (25,095,968) Generating (ar)... Explain quantum physics, which has had created in the theory is used to the data from its parts of machines that allow a model, resulting in terms and patterns, with a population.Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
Provide five sentences describing three advantages of the request.
Response:
Three techniques and flexibility and improve existing job goals, such as well-being.
- Utilize machine learning can provide accurate data-driven technologies are essential for better understand how to help reduce stress levels of AI systems. Additionally, can also be used to identify correlations between data, memory to develop an input that provides further context. It has been created by providing their needs. This could help us become increasingly popular sport
programmers have [1.57s | 150 tokens | 95.7 tok/s]