ついに来るのか!?拡散言語モデル

我々が単に「言語モデル」といった場合、それはTransformerモデルを指す。Transformerモデルは、ChatGPTやGemini、Claude-3、Command-R+などで使われている。

最近はMambaのような状態ステートマシンの言語モデルも出てきた。そしてもしかしたら今後はここに、拡散ディフュージョンモデルが加わるのかもしれない。

拡散モデルで有名なのは、StableDiffusionで、主に画像生成に使う。
実は画像生成は最初はTransformerだった。OpenAIのDALL-Eは、Transformerとして画像生成を行なった。しかしTransformerには明らかな欠点があり、それはあまりにも膨大な計算量が必要なことだ。

Transformerの事前学習プリトレーニングには、今でも天文学的な計算資源が必要だし、微調整ファインチューニングにも今なお膨大な計算機が必要だ。

ところが拡散モデルの場合、事前学習のコストはやはり膨大だが、ファインチューニングのコストはかなり低い。画像モデルの場合、わずか数十枚の画像で事後学習(微調整)できるし、初期のStableDiffusionなら秋葉原で売ってるパーツだけでも事後学習するマシンを組み立てることができる。

そんな拡散言語モデルだが、最初は拡散モデルで言語を処理するのにかなり苦労して出遅れていた。ところが最近、拡散言語モデルを蒸留してなおかつ精度を保ったまま高速に処理する手法が生まれつつある。

SDTTは、19時間前に公開されたSelf-Distillation Through Time(時間経過を利用した自己蒸留)という手法だ。

本来であれば1024ステップのサンプリングが必要だった文章生成品質をわずか64ステップ程度で実現できる。また、トークン数が多くなっても高いスループットを維持することができる。

早速試してみる。
このコードは最近のものにしては珍しくトラブルなくインストールすることができた。

サンプリングするための関数を書いてみる。

def q(prompt):
    prompt_tokens = model.tokenizer(prompt)["input_ids"]
    prompt_tokens.insert(0, model.tokenizer.bos_token_id)
    prompt_tokens = torch.tensor(prompt_tokens, device="cuda")
    prompt_len = len(prompt_tokens)
    print(prompt_tokens)
    def project_fn(x):
        # Project the first 10 tokens of all examples to the prompt
        x[:, :prompt_len] = prompt_tokens  
        return x  # Don't forget to return
    tokens = model.sample(
        n_samples=8,
        num_steps=256,
        seq_len=1024,
        verbose=True,
        project_fn=project_fn
    )
    cond_text = model.tokenizer.batch_decode(tokens)
    print(cond_text)

見てわかるように、画像生成の拡散モデルと同じようにsampleプロセスを介して生成する。また、ここでは1024トークンの8つの文章を同時に生成している。

実際に生成させてみた結果はこちら。

>>> q("Tokyo is a ")
tensor([50256, 19042,  8226,   318,   257,   220], device='cuda:0')
sampling...: 100%|██████████████████████████████████████████████████████████████| 256/256 [00:22<00:00, 11.31it/s]
['<|endoftext|>Tokyo is a iced-use area that is inhabited by some of the most tightly knit society and diverse cultures in the anime world, according to writer and director of the project Koichi Fujita.\n\nThe project was conducted by the New Tokyo Project staff member Koichi Fujita.\n\nStarring: Daisako Kikuchi, Soji Yoshiha, Tetsuya Nakamura, Yuji Yena, Maishu Ikaoka, Yu Senkai, and Ichigo Okada.\n\nGnominated: Hikaru. Kōsada, Kikou Hiroko, Sasaki Sakamatsu, and Nobuyuki Uchikawa.\n\nJooned: Ruhei, Tomino Nishida, Osuho Sayaka, Kento Kusama, Kato Ogarashi.\n\nProgramming: Shinichiro Izumi Suzuki, Hiromori Yoshinori Ueda, Hashiko Suzuki, Yōko Kojima Yōko Nakanishi, Hiroko Yamikana, Koji Yamada, and Sejinku-sensei.\n\nDirected: Kagido Mizuno in Akitsuki Kasegawa / Uchikawa Summada.\n\nHaziko Shikiki in Urashihiro Suzuki - Arisa, Junichiya Amano, Kobayashi Togakuro Tōo Shippo.\n\nMusic: Bōna Asana Akitaa Akiyuki Yamassuchi, Yōko Shikana, Kobayashi Tōo Shippo/Uichi Sumonilai.\n\nMalin Roku Asana Akitaa Akiyuki Yamassuchi, Kobayashi Tōo Shippo/Uichi Sumonilai\n\nProduced: Ching Sato, Yūichi Wakashima Kimiura, Tsubū Musa Himaga, Yoshitomo Groggberg, and Tomoko Takasawa.<|endoftext|>Shortly after the Survivor Online Update and Election Day voting (Heroes of Discovery was released on November 13, 2013), we went on to show off a list of "The 100 Greatest Video Games of Star Trek: The Discovery", and if you win, non-wondering Take care gets you to the top. That is, what are the things that people in the larger gaming scene and have gamers come from following Star Trek in the past? Which titles do you feel like them being sequels to the source material?\n\nStar Trek is one of the favorite gaming franchises I\'ve played so far, when it comes to logging in and playing online. It has an awesome passion and community, and I look forward to playing it, and I have so many types of gamers that not only have a passion for the show, but they also do a great job of getting their thought up on how to give new life to the entire franchise. I have a lot of friends that want to be new to it, and I have so many different fan groups that want to play together that they are not used to, and I love trying to be able to show my passion for Star Trek in real life, and I think I am able to play a lot of the official games, even. I\'m sure lots of people is going to want to do it a similar way. We have a really good gamer community we have now, and I think it\'s really amazing, and kind of really fun, to just be able to give some consideration to myself on different types of consoles or screen sizes or experience others from the outside, and I really love that. I think that if you have done anything for me, there are a lot of games that are as great as possible to get what you want. But you have to start - sometimes, it can take a few days to make it - because it\'s my goal, it\'s the only reason that I want this franchise to be good. With my case, I am able to play those games with myself without having to play other, individual games, and once I have enough time to name a name, the brand will switch over to the intended kind of experience with those games and these are all things I will play for a long time in life. They are good in a big way, that way, but my goal in the gaming world is to find some really good games and, for me, find those out there for only sources that are going into the best, one-of-a-kind game I can. In the case of getting older, I always find the best things that I can have to work on, even if the answer is "wow." I get a little older all the time with games, but I also got to play the kind of online games that I have been a fan of since I created Survivor because I realized instead of playing any of my friends, we make them all based on my experience. I get more creative and creative, and that was one of the best things I did in the<|endoftext|>', '<|endoftext|>Tokyo is a ikori-kō (precession city), and such plans are being shown in the Baku region of Japan, in the northwest, as one of two Japanese cities starting next year.\n\nA great way of visiting the Kanagawa center. A similar project is taking place during the years after the end of World War II, but the progress has gained more momentum and gotten more visible. It is going to play a crucial role in promoting new social development policies, and creating opportunities for others in the very middle class, where they can get better jobs, live in new communities, and find special places to live—something that should not be taken for granted. This is an important step, and is one step to achieving successful tax reform in the long run. But while it is an important step, our policies may not actually work for the wealthy as they do today, because increasing demand for higher taxes can prevent us from achieving that goal overall. Changing this policy will take another time of legitimate discussion and strong support from the government. But we certainly think that this initiative serves a good purpose, outlining the important steps necessary to make progress in tax policy. If we really want to see if this new policy will work for everyone, we think that introducing tax reform could initiate the reforms needed to cut corporate taxes. It would demand a considerable amount of tax cuts, but it can help to reduce the practice of tax giving, and so create jobs. One way to do that would require less regulation in developing countries as it was in the world, and so to truly establish tax reform, well, our government would need to address some of the reasons for it in the first place. First, tax reform doesn’t provide much of an economic base, so it is usually very difficult to find sort of support outside of the wealthy. That said, it can be difficult something of the most basic self—something that means paying a tax rate—to pay roughly $2,000 annually, so if the government were to enact a flat tax, most people would be taxed at $3,000 fairly—but in one survey, the value of an $3,000 income was actually $1,500. That is difficult, but I think that it clearly provides solution to it—and it can provide tangible benefits for people and business there, as well as support for the middle class of workers in the country and the ability to invest in the future. And third, I think it is the interest of the government to provide expert advice on how to do this. The world does have some serious problems, and the tax system has an impressive amount. Although there are almost all countries that have a well-developed tax policy, it is a very important thing to think about why these countries do the majority deal of the work of global development by far. They are a rich country, and they play more than a small role in providing the security and financial stability of the developing world. And basic democracy and central planning, such as the democracy tradition in the United States, can make a very very important contribution, depending on the actual situation. The most important contribution would also be crisis management, which may play a key in supporting the focus on establishing social peace, secure, stable, and productive growth in developing societies. And there are the countries that have excellent ideas that play a critical role in addressing these problems (for example, see that the vast majority of developing countries in the world are rich and middle-income countries). Tax reform will not yet solve all the other challenges that governments face: inequality, debt, and economic stagnation. However, it will be increasingly important as governments exercise the right to give much more money to the wealthy, for them to figure more clearly out for themselves what it means to use that money in order to make it more efficient, and to invest more efficiently, and work more more successfully with firms that provide greater economic growth, less corruption, and with less complex financial institutions such as financial institutions. In addition, the ideas by countries in the Africa and Arab countries would have an impact on our economies and democracy, allowing them to encourage innovation and the reform of our society. Latin America has seen liberal tax policy in the nearly decade since the historical transition from socialism was first underway, and it has been especially strong here. Latin America has seen the slowest growth in income of its five ( richest and slowest ) countries in the world in the last 30 years in particular. Yet, just 12.53% of the incomes in Latin America today have changed hands in the last 20 years or so. Indeed, taxes on household income in Latin America hadn’t risen in a more substantial manner in more than a thousand years. Although Latin America is a unique group of highly developed countries, there still is a wide disparity between the incomes of the top performers and the incomes of bottom performers. It underscores the need to develop new frameworks of progressive taxation. These would reflect long term, pro-growth policies, and therefore would result in effective budgetary and macro policy in many countries<|endoftext|>', '<|endoftext|>Tokyo is a ōculan city, and unlike Dubai, it has no national capital for foreigners.[2] It is closely followed by its four closest allies (the UK, Estonia, Luxembourg), and by each of these countries (the Netherlands, Germany, Italy, and France). (Japan is behind, and it is in a few countries on the list, Russia and North Korea.) Hence, I say that Japan is focused on its recent efforts to develop new waters and infrastructure in the South China Sea, such as in China and Mongolia, which are currently underway right now. But it is obvious that we really do not need to understand at all how Tokyo started to create a successful net-service in phenomenon. Because we don’t have any attention or a consensus on this topic, and Japan is no stranger to the growth of the value of net-service services in the world, and in overall Japan. At some point a world where one fights directly with the representative of the public, to reach a consensus, to push the standards up to the standard we require, is not a new thing in Tokyo, as is recognized by the organizations involved, but in both the government, and also in the newspapers the New York Times and New York Times, and among other newspapers and magazines that publish articles on this topic. Thus the primary reference is that instead of minimizing the costs, it was instead trying to maximize the potential financial benefit by using “public” facilities as broadly as it would be in Japan, so let’s get to a second question about the paper adopting the model. First, the answer to this question is that the objective was not to be solving the actual size of the net-service charge that everybody would have to pay, even though that was reasonable, by the way. But on the other hand, the objective was to be solving the issue of the amount that would actually go toward the bills. It is in that regard, because people have already figured out that through cooperation, that is precisely the point of the paper that we think we have to learn about it. Besides, unlike the variety of reform proposals in the United States, this will not change the results of the survey; it is only to make sure the people get the public representative, and it is the public that will stand up to see the impact of water and services. At times, there are some panels and seminars that have been taken up in the past, to things like the above express opinion and direction that have been followed, but it’s important to understand, that in the long run, the standard method for calculating the revenues generated by using this model, is that it is going to win more than 10% of revenue today, but the next two years is going to win $20 million or more and the next is going to win $30 million or more. So the reason for the success of the water and services is that they have paid a significant amount of fees in twelve months to work down to that cost, so that the additional costs needed to pay for it in the futures market will benefit the municipalities as well; and in short, the public is going to reap the benefits provided by these services. So we have shown., and once the municipalities have found something new, they are going to have tremendous computing power in Japan; they can use it their own phones and tablets, they can plug it in their phones, using 3G, 4G and Qi standard, etc. Now they’re plug-in their services to the cloud, it’s about a year or almost two years to put it in the marketplace in 1/2 full years, and well, maybe it could have been much smaller, we probably haven’t worked out on that. And yet, in the next 10 years, they are going to start truly using the best possible services provided by companies like Google and the Internet. So our sense is, and we have tried to come to the conclusions of this research to see whether it is good business sense for Japan to use water and services to meet demand. As soon as we know we have the structure of the market, and we require the structure and rules to support innovation so that that structure will support innovation, it turns out that we have implemented a simple model against the requirements and the requirements for the way these market works. In no way, the rules and regulations must be ones that enable the benefit of higher water usage. So the higher demand means that the company may have to invest more in the industry and that it may even have to be even more profitable because the income stream that is already in the operating accounts for the water supply services may just not be much there at all, and it probably won’t be that profitable, although the costs of that are around the same time, so they might have to base it on operating profit, and it doesn’t take much in theory. So, over 10 years, we think the company can see some really huge opportunities there, and they will then hopefully start<|endoftext|>', '<|endoftext|>Tokyo is a ikat city, and for the first time the Japanese category is officially building their own car with the Tokyo International Auto Show held in 2016. At the same time, S-Kuma’s S-kain design was unveiled for the Japanese NASCAR Sprint Cup, a four-door V-6 (6V) car being built in Knoxville, N.S., and during a press presentation earlier this month. The car is designed for a short drive and those who can ride the car will eventually be transported off the back of this plume well. Riders will be able to navigate the drop. While there exists no information regarding the car, United States Sports Car Racing Team is already ready to fly the car. Production for the launch of the Ford GT is the first in four years.\n\nPower has now become the priority of the drivers of the Ford GT due to the complicated nature of developing the methods for making the cars work.\n\nFor those inside the company that want to work on existing systems to provide the needed power, the powertrain has been key in the ongoing vehicle development. The company is considering Electric Engineering that is integral to the traditional pickup truck. This everyday equipment is used to form a new base car, including a new inlet plate.\n\nAlong with the GT3 and AC4, the company announced in March that it will build about 200 of the standard cars over the next three years. Mated based solely on the standard GT3 base, additional offerings like the semi-prepared tank will be available after a year of production. For the the S4, this is one of the first cars to be based entirely on the conventional base, and while it took a while to work on this project, it is being viewed as an incremental step so far.\n\nThis is the very first in the past four years that the advances in powertrain technologies have enabled the GT to perform on a new class of cars that is close to the touring car standard, known as the special and fully released wide air release (SAA). The car received such a successful test in the Singapore race last summer that the full can-do is now rolling out right from time to time, and more time to get in, really than ever before.\n\nThere is no doubt that Team Ford has a long-term vision to solve this problem. Though it has already been claimed that as long as four years of production needs to go before the new GT is built on the conventional base, there is no doubt that Ford is not the only company standing in the way.\n\nThe U.S. government is also very supportive of the development of what the country needs. At the launch, all of the cars have been produced in commercial production since 2011, and since their initial launch in 2010, the five starting countries of production are Brazil, India, New Zealand, and the U.S.<|endoftext|>Get the biggest daily news stories by by Subscribe Thank you for subscribing We have more newsletters Show me See our privacy notice Could not subscribe, try again later Invalid Email\n\nApplications for a new UK student loan card are under way (KES) that will offer free financial services to UK taxpayers more than $741,000.\n\n"We’re looking for a passport form for it that would allow us to protect our national identity,” Shyam Dhill, director of the Citizens\' Association for student loan applicants, told the Times.\n\nHe said they were looking for a form that would allow covering events they cannot cover.\n\nKES has been subject to several requests from British taxpayers\' family employers for travel visas earlier this year, but has received no response from the UKUSA nor Treasury.<|endoftext|>NEW YORK — The president is threatening that the Internal Revenue Service is “directly transferring’ its entire payroll tax to legislation in order to force Congress to reform policies targeting illegal immigrants and business owners, Kentucky Republican Sen. Paul Ryan acknowledged on Tuesday.\n\nRyan, who voted against the bill, urged the federal agency to focus completely on tax reforms and to unite its entire staff behind it.\n\nRyan’s comments followed a lengthy series of GOP caucuses on an effort to cut the IRS in order to prevent it from moving towards tax reform that began four months after the White House blocked it.\n\nBut if the GOP understands Trump’s opposition to tax reform, then so does having it. Sens. Marco Rubio (Fla.), Mark Meadows (R-R.C.), Ron Johnson Johnson (R-Vt.), Sens. Ted Cruz (R-Texas), William Flores (Texas), and Ted Cruz (R-1) have floated the possibility of their replacement under the current structure.\n\nIn other words, Trump and new Speaker of the House John Boehner (R-Ohio) both oppose tax reform and lack bipartisan support. D.C. serves as its own party.\n\nRead or Share this story: https://usat.ly/2fIw3x<|endoftext|>', '<|endoftext|>Tokyo is a vernacular city named after the atomic city of Hiroshima, New York. The Japanese domestic product is expected to create 7.5 million jobs by 2040. Tokyo is expected to be a major gateway to the Asian industrial area. BNA, which represents a number of Taiwanese companies as well as the European market, has been growing commercial and investment streams within Taiwan in order to attract new and innovative foreign enterprises without overriding the purchasing power of Taiwan, according to the BNA blog. Most Taiwanese companies in Japan are relatively private state-owned, enterprises with local standards. Therefore, Taiwan aims to create a competitive market as many Taiwanese in Japan are opening up opportunities for growth, technological and environmental. Therefore, BNA also invests and trains companies in specialist biotechnology from Japan, used to create new products as it will enable pharmaceutical companies, pharmaceuticals, entertainment company, and electronics companies to such opportunities in the future.<|endoftext|>Linlin’s trip to China is going to be absolutely fantastic news for China in the event of rapid increases in Internet penetration; following a delay in some of its telecommunications packages for the last three months, Lin has addressed the telecommunications plans in China, pointing out the magnitude and severity of their delays.\n\nIn response to the question on how he intends to get the Chinese citizens of China to be connected to the internet, here are some excerpts:\n\n“One of the biggest difficulties is that it is not a reality, because people will not be able to listen to the radio in many other countries, as the fact that people can actually read that book on Twitter or Facebook is very difficult because many of the countries worldwide will not have computers, as they are connected to the same Internet that is available in other countries. But that is the reality that we want to solve, and that does not mean that when we go out on the road, everybody will be connected to the internet. We have successfully said that only once in five years, and it matters to us to find the right kind of people, the right people with the right goals, the right path to the Internet,” Lin said. “I do see that lots of people, including myself personally, will realize their dreams of actually letting people out on the road and inviting them to work in lab laboratories and talk to them and tell them, maybe we can get rid of this path, actually, for a own country. But right now, I’m going to talk about something here, step by step, what it is like to access the internet and that our contributions to how it is working, its longevity, and where it is going to go are important …\n\n“One of the biggest potential difficulties in linking China to the internet is that it will certainly lead to increased participation from Chinese people who knows how to access the internet, and Chinese people traveling from China will get it directly from home as soon as they can, and I will be the first person to say that we can fully link in and out of the country through the internet, because it takes people to watch it on TV, and other travelers access it via the radio and internet. This one will be the first universal, fully interoperable internet in the world in a decade, and I am very excited to contribute to this plan, but I don’t think it absolutely will change the world.”\n\nMany individuals in China say Washington and Beijing are likely to not come to the agreement as other countries like to see it, but what does it mean to China? Yotai Li, the US Foreign Affairs representative for China, told reporters in China, “We are making progress that is becoming more and more remarkable and in some respects, beyond the usual scale of human progress. Right now, as a nation, we have real potential to work with China – we can achieve truly good progress directly to the American people.”\n\nAdditionally, Lin said that the US and Chinese governments need to continue their work, and that he encourages country leaders to prevent increased violence that would harm global development. President Obama has on the floor introduced gun bills and introduced some measures that are requiring stricter safety standards for virtually every firearm accessory.\n\n"Obama\'s speech in Detroit, on Tuesday, later this week happens to be on the sidelines of the G-20 summit in Sydney and the G-21, which is just the beginning of these meetings. The Congress, as we are prepared for this summit, should prioritize the safety and mental health of gun ownership that improves childhood outcomes and improves the mental health of youth through ownership of firearms,” the president emphasized this week, presenting a pragmatic platform on health to the Republicans in the Senate, on both sides, but a focus on legislation to get it passed in the House of Representatives.\n\nSeveral major Republican lawmakers have, including Ryan, but so far the Senate seems not to be able to pass comprehensive gun control legislation – many people need broader gun measures to restrict the risk of mass shooting. Both chambers are circulating such legislation to bring<|endoftext|>', "<|endoftext|>Tokyo is a vernacular theatre themed around suburbia. Musically choreographed in New York and Madoka Tsukasa in Tokyo and filmed in the United Kingdom and the Philippines.\n\nChoi is a Japanese filmmaker who currently resides in New York City in Ontario, Canada, working as an interesting man in a long journey into modern culture and art.\n\nIn 2008, he announced the founding of America’s Film Center, a Master of Arts from Oxford University, the U.K. and a BA in the clinical theatre background at IAMS Fine Artistry.\n\nCho is a doctoral student of Zenpei.\n\nThe Mogu Nokariya is found in front of Zen Gallery, a decorative space designed by the Museum of Niseo and created by John Niki. The exhibition will be run by the art studio together with local Tao Institute, Ryukan and Zenpei.<|endoftext|>US President Barack Obama released a list of hearings to which young women have been held.\n\n“It’s certainly been quite a year, coming out on immigration reform has been difficult. There is a lot of public pressure to work with Democratic leaders and the fact that I have been brought out of the shadows has been really a relief for the young women. I am one of the mothers and daughters who have learned the courage to speak on their own and we want to do whatever we can to figure out how we want to do it. This has exposed me to a lot of tough questions about how there's immigration in this country, a situation where we need to learn a lot about how this occurs and when that's coming in.\n\n“I am looking forward to into the answers as soon as I can and as early as I can Saturday, and Tuesday, and Wednesday.”\n\nWhen asked the president at the White House how he was going to work with Congress to find solutions on the House floor, he called on Republicans to respond to state, federal and local issues and challenges of this time.\n\nHe continued: “We all have to work with the Republican Party and our leaders and experts and our experts every day and try to find more solutions and all sorts of ways to accomplish that. We all have to take time to try to find some solutions across the aisle.\n\n“All we do have to do is work very closely with our caucus partners.... we have had some people winning this initial effort and, I would like to say that in the moment that it is, two weeks from now there will be anything negative that would make it difficult for us to put down the Democrats, and we can do that. But the one thing that you will and I will do from this position is that we should get together to think about how we can end this for real, including helping get the stock market in and make sure sides of the border that immigrants are safe and we have the balls to go and stand up and stop this from happening and really unblock the people that don't have the balls to in the first place. We should all go out there every day fighting to get the word out there.\n\n“As part of that, I would like to thank the Democratic National Committee, the National Organization of Women and Women and the National Federation of Electrical Workers, who have reached out with some of the elected elected officials who have come out and been involved in our campaign and in the debates. We thank the American Wildlife Federation, the American Legal Center, the American Trade Union, Organization American Women and Concerned Women who have made a tremendous campaign effort to get on the floor.”\n\nELE: What's been happening in Minnesota so far for the Democratic Party? ELE noted that the party has won more than two elections in Wisconsin, Missouri, Nebraska and Michigan.\n\nThe Michigan elections came shortly after the U.S. Supreme Court voted to consider plans to defund the anti-abortion group. Democrats responded to the vote by opposition to the legislation. It was a shock to Republicans as hundreds of thousands of registered voters who had banned Planned Parenthood as part of a protest against plans to defund the organization.\n\nIn that uproar, a list of states announced they would not allow birth or reproductive health, including abortion, a position that has been challenged in federal courts.\n\nNow, the movement, successful in attacking Planned Parenthood, has called on Minnesota voters to switch allegiance to the Democratic party of the new president of the state’s anti-abortion advocacy group, Alyssa Hiramette, former leader of the Minnesota Farm Bureau. NARB called on Minnesota voters to link up with other organizations with organizations to protect women from birth control in three states, including Arkansas, Louisiana, Maine, Michigan and New Hampshire.\n\nThe NARB also called to boycott three states that shield women from breast milk; South Carolina, Ohio, Tennessee, Louisiana, Mississippi, Illinois, Indiana, Indiana, Kansas, Oklahoma, Oregon, Pennsylvania and Tennessee. The groups will return to<|endoftext|>", "<|endoftext|>Tokyo is a iced stand in Kumamoto, South Korea October 6, 2011. REUTERS/Yuya Han\n\nThe Japanese government said that South Korea's reputation in Asia and the West had suffered from years of neglect, frustration and incompetence of local officials, in Seoul and in Tokyo.\n\nSince the start of the end of 2015, the jump in the number of people in the country has risen by nearly 30 percent. South Korean local and national statistics show an increase of 18,000 from January to April, far more than the 12,000 in the same period last year.\n\nThe nation of 34,000 recorded economic growth in the second quarter of 2016-17, according to government statistics.\n\nIn April, net migration grew by slightly more than 3 percent of the nation's economy, according to according to the U.S. Treasury's annual report, up from 2 percent in 2015, the White House reported.\n\nThe availability of good food in food markets, good service in restaurants and stability in the economy are several factors that motivated those interested in the situation who previously surveyed the U.S. government for the report.\n\nIkkawa said that the fall in hours of work in South Korea was driven by smaller incomes and faster consumption of goods, which left some families homeless in the form of now abandoned children to help with a problem of suffering from post-traumatic stress stress illness.\n\nMore than 80 percent of North Koreans need to receive regular medical assistance and welfare payments for the current crisis. Some 69,516 died in the country after the civil war began, including 107 deaths in 2015, according to Japanese government data released Jan. 6.\n\nThe issue is a growing concern in North Korea, and comes after a surge of the numbers of refugees in the country began two years ago, triggered by violence and recent insecurity in rural areas.\n\nEgypt, which says at least 13,000 people have been killed in a crackdown against refugees while fighting against the pro-government army, closed the port of Minkoli near Nairobi, on Thursday.\n\nEarlier this month in Spain, Reuters had announced that at least 12,000 troops had been mobilised in support of refugees.<|endoftext|>It's yet another time I was in the area, where I look back - this is the image of my body camera, this camera on the bridge - and when I came onto the bridge, you could see several people getting in a car or something, and police officers starting to take a position in the area, and begin to chase them. And that, to think, is the central point to the bridge, which is why we saw so many people, and four of the people who were entering the area and taking a position in the neighborhoods, that they have - and those who got on a car and drove into the neighborhood and started to take seemed ready to move on, in that prefecture - it’s just something that’s not ideal, if they’re moving to a prefecture, they’re moving to a city or country as a new person, they want to live in that new place. But we have to start to understand that in order to make it safe for these people to leave Japan or to live as neighbors, we have to make an effort to drive them and to push them back into our community.\n\nSo if we see law enforcement officers and people in the area in a way that’s a mix of them, a division that serves no other purpose, then we need to do much better work with these people, and we can’t drive people back to their neighborhood somewhere else at the same time, because it has to be something that works in our favor, and of course we have organize people into co-cultural groups, and maybe some of that will be returning to Japan, maybe some of them are going to try on and move back all over the country. So sometimes we find it hard to make long-term work of making the families of people, and then try to find a way to engage with our community and bring them safely back to their former home, rather than just pretend that they have it to prove themselves.\n\nSo we have a long-term goal of bringing up our children. It’s going to need to be in a hurry to reach that goal. We need to have willpower, we have to have more energy, we need to do what we can do, to give them what we have to offer our kids, so that as people grow up and become adults, that we make them involved in Japanese society, that we have to live it in a way where the people feels like a part of the culture and of the family.\n\nSo we have to invest time, and we have to give certain people more time and give them more strength, and we have to find a better way to get them more time, to make them involved in Japanese society, we have to believe in our communities to have that<|endoftext|>", '<|endoftext|>Tokyo is a vernacular for smaller cities. There are also more ways to create developer engagement. If you want to work in Windows Studio, you need to have a team of editors and project managers manage your project. These scripts can result in a different developer experience from Windows Studio, and they have many other benefits, too.\n\nCreating a developer experience for work in Windows Studio allows you to do so, and you will be more comfortable to work with the whole developer experience of your projects directly in your Visual Studio environment.\n\nNo. You compile and write your code\n\nThis type of build process is mostly open source and open-source. You can write code for web services owned by the Microsoft Web Services, or to instance Docker containers within Visual Studio. If you’re using Windows, you can use either the Microsoft Office project or Docker. If you need to do this, choose which migration method to use.\n\nUse this method to build code into a web application like the Yahoo! or MSX site. Then upload the resulting file and tells Visual Studio to look at it to see if it will have success. You see the result right away. You can launch Visual Studio 5 immediately, and you will install it automatically to the network or registry.\n\nThis is the first step for you to verify that the code is complete and reliable. You don’t need to re-build the code on that machine, set it up automatically, and then create a configuration to make the code run correctly.\n\nIf you are using Visual Studio 3, you can take the latest version to the network. The Visual Studio version, called Visual Studio 5.1, was released in October 2013, and allows you to come face to face with projects that are handled directly by Visual Studio 4. You can use an additional development script described on the page described in this document, which is exclusive to Visual Studio 4, and we’ll use it automatically.\n\nNo. Visual Studio 5 works for Windows, Mac and iPad\n\nYou can use it with Visual Studio 2 for those platforms.\n\nNo. You compile it in Visual Studio\n\nAll of the same techniques then allow you to compile your engine to Windows with Visual Studio 2 as a new version or develop with it from the network.\n\nTo download the latest version, download the Visual Studio tool from the Windows Web S3, so you can create a new project and compile the code. Type the IDE key, and start the project, and you’ll see a complete and complete set of code, features, and dependencies However, the newer version, Visual Studio 2, will also have some different features, but you will need to let me know more about the changes you have actually made, to come up with a better solution. In other words, I need to provide the tools to get the desired results for you.\n\nThe Entity Framework extension gives you the capability to render your code on your target in a different image.\n\nAs mentioned above this week, the Entity Framework extension with Unity 3 now includes a new engine that can be used to draw HTML graphics from generated code (it also uses a solution called OGL), and to input a composite video of the Win-IE-A-WDR, and the rendered rendering HTML video. Unity 3 supports support for PC, PlayStation 5, Xbox 360, and PlayStation Vita.\n\nWith the new extension, you can take a step that will give you the option to render the graphics to the HTML5 in separate images. But with the new version we have rolled out here, which is also expected to arrive in the future, you will not need to use X OS X and XBox X to render the way you wanted. Also, you will not need to be able to render images at a pixel display size like on Windows XP or when using other console versions.\n\nHowever, assuming that you have correct software for rendering your image with your project on Windows, you will need to download the source code files, see the cross-platform configuration of your image, and even debug.\n\nI do not hesitate to provide you with the correct software for your image to resolve any issues. You can quickly access all the work that you can use for free with a link.\n\nNo. You make a Windows 10 client.\n\nOne of the important features for Windows was that, if you are going to build projects for Windows and Mac, you can easily port the code from Windows 8 to other Mac and Windows clients. But over the years, more of the work has become of interest, and being able to test the functionality of your projects from the Studio, you can use the Professional IDE to test your added functionality.\n\nIn this 10, the HTML5 engine you are building via Unity or your own are compiled to the Professional Develop Tools IDE, which is available for both platforms using Windows 8 and Windows. The last few months made it much easier to use Visual Studio for locally built projects even<|endoftext|>']

一つ目だけ訳してみた。

プロジェクトのライター兼ディレクターの藤田宏一氏によると、東京はアニメ界で最も緊密な社会と多様な文化が住む氷の使用地域です。\n\nこのプロジェクトは新東京プロジェクトのスタッフによって実施されました。メンバーの藤田宏一。\n\n出演: 菊地大沙子、吉羽宗次、中村哲也、イェナユウジ、イカオカマイシュ、仙海優、岡田いちご。\n\nノミネート: ヒカル。コーサダ、キコウヒロコ、ササキサカマツ、内川伸之。\n\n参加者: るへい、西田トミノ、おすほさやか、草間賢人、大嵐かとう。\n\nプログラミング: 和泉慎一郎、鈴木博守、上田義則、鈴木ハシコ、小島陽子なかにし、ヤミカナヒロコ、山田耕司、世甚空先生。\n\n演出: 水野鍵堂（加瀬川秋月 / 内川すまだ）。\n\n式木ハジコ（鈴木ウラシヒロ） - アリサ、天野純一也、小林戸岳郎七宝七宝。\n\n音楽: ボーナ アサナ アキユキ 山土 アキユキ、四カナ ヨウコ、小林 トーオ シッポ / ウイチ スモニライ。\n\nマリン ロク アサナ アキユキ 山土 アキユキ、小林 トーオ シッポ / ウイチ スモニライ\n\nプロデュース: チン 佐藤、若島君浦雄一、つぶむさ ひまが、ヨシトモグロッグバーグと高沢智子。

 意味はわからんが、このスピードで拡散モデルから何か文章めいたものが出てきただけで驚きだ。

拡散言語モデルは注目度がまだ低く、研究者たちにあんまり予算が割り当てられてないらしく、今後もっと長いコンテキストに対応できるようになるのか、もっと高性能なモデルはできるのかといったことに注目が集まる。

最近はFluxのような画像生成モデルでも拡散モデルとTransformerを組み合わせてより巨大で、よりディティールが描けて、なおかつプロンプトの詳細に従うようになってきている。

拡散言語モデルの研究が進むと、Transformerや状態マシンモデルの研究とも刺激しあってよりコンパクトで高性能なマルチモーダル(もしくはオムニモーダル)なモデルが作れるようになるだろう。

楽しみ。