Du Feng lost the trump card! Guangdong Hongyuan Core announced its departure from the team, and Zhu Fangyu failed to retain people. Zhao Rui regretted it.

On August 3rd, Beijing time, China Men’s Basketball Team is preparing for the Men’s Basketball World Cup in Europe, while Guangdong Hongyuan is preparing for the new season’s CBA League. For each CBA team, entering August is actually a very tense month, because the personnel adjustment and registration of each team will enter the final acceleration stage, and each team will be finalized before the end of this month. Who will leave and who will join each team in the summer will finally surface and settle down this month.

August of CBA is destined to be a month full of suspense. Each team will complete the arms race before the start of the new season. Everyone will make every effort to strengthen the lineup of the new season, strive to adjust the team’s lineup to the most ideal state, and strive to make a good result in the new season. Guangdong Hongyuan, as the team that won the championship the most times in CBA history, failed to reach the semi-finals last season, which can’t satisfy the fans. If the team’s performance can’t improve any more in the new season, Du Feng will also face the risk of leaving school.

Zhu Fangyu, as the general manager, naturally wants to actively operate the team in the transfer market. Although Chen Guohao, who has been coveted for a long time, failed to win, Zhu Fangyu will also try to leave several core players who want to leave the team. Zhao Rui is the first to bear the brunt, and the renewal of the contract must be completed. This is the core cornerstone of Guangdong Hongyuan. Once these core players leave in the new season, the heritage, team spirit and temperament of Guangdong Hongyuan will decline a lot, and China women’s football team will be put on the agenda.

Zhao Rui is currently preparing for the World Cup with the China Men’s Basketball Team. It is expected that Zhao Rui’s contract renewal will need to be finalized with Guangdong Hongyuan after the World Cup. Generally speaking, players of the national team will have a specific extension period for contract renewal, which can give them a relaxed time to negotiate contract renewal with the club, including Zhao Jiwei of the Liaoning Men’s Basketball Team. These players expect that the Basketball Association and CBA Company will specially open an extension window to give them time to negotiate with the club in the later period, but there is little suspense for them to stay with the top salary.

However, recently, a core general of Guangdong Hongyuan confirmed to leave the team, which has brought great losses to Guangdong Hongyuan’s back line. This person is Zeng Maozhou from the back line. In the new season, Zeng Maozhou confirmed to leave the team and return to Tsinghua University to complete his studies. Last season, Zeng Maozhou’s performance in Guangdong Hongyuan was remarkable, and he had a stable output in a limited playing time. His departure will definitely make Guangdong Hongyuan’s back line lack of a qualified substitute, so that Zhao Rui Hu Mingxuan and Jeff can wait.

Former Manchester United assistant: The team should buy De Jong, but he seems to be very happy in Barcelona, so he didn’t leave.

Live on May 20 th, former Manchester United assistant Rene Murenstin recently said in a dialogue with the club’s official Nordic fan club that the Red Devils should sign De Jong.

Mullenstein, who served as Ferguson’s assistant, said: "Manchester United need a very good midfielder. I know they have casemiro, Eriksson and Bruno Fernandez. They are all experienced and powerful, but these three people have a little problem because their mentality is more inclined to attack."

"I will do my best to sign De Jong 100%. He is energetic and has good physical fitness. He can play a very, very good tactical role in the team organization stage."

"To be honest, I think if De Jong was unhappy in Barcelona, he would have joined Manchester United. But he is obviously happy to play for Barcelona, because otherwise he came to Manchester United last summer. There are always ways to solve financial problems such as Barcelona still owes him salary, so this can’t be the reason why the deal finally collapsed, but I can understand why Tenghahe wants to pursue this player. "

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Technical password of generated image AI

In the past few years, artificial intelligence (AI) has made great progress, and AI’s new products include AI image generator. This is a tool that can convert input statements into images. There are many AI tools for text-to-image conversion, but the most prominent ones are DALL-E 2, Stable Diffusion and Midjourney.

DALL-E 2 is developed by OpenAI and the project of chatgpt is complementary. It generates images through a paragraph of text description. Its GPT-3 converter model trained with more than 10 billion parameters can interpret natural language input and generate corresponding images.

DALL-E 2 mainly consists of two parts-converting user input into a representation of an image (called Prior), and then converting this representation into an actual photo (called Decoder).

The text and images used in it are embedded in another network called CLIP (Contrast Language-Image Pre-training), which is also developed by OpenAI. CLIP is a neural network that returns the best title for the input image. What it does is the opposite of what DALL-E 2 does-it converts images into text, while DALL-E 2 converts text into images. The purpose of introducing CLIP is to learn the connection between visual and text representation of objects.

DALL-E 2′ s job is to train two models. The first one is Prior, which accepts text labels and creates CLIP image embedding. The second is Decoder, which accepts CLIP image embedding and generates images. After the model training is completed, the reasoning process is as follows:

  • The input text is converted into CLIP text embedding using neural network.

  • Use Principal Component Analysis to reduce the dimension of text embedding.

  • Create an image embedding using text embedding.

  • After entering the Decoder step, the diffusion model is used to embed the image into an image.

  • The image is enlarged from 64×64 to 256×256, and finally enlarged to 1024×1024 by using convolutional neural network.

Stable Diffusion is a text-to-image model, which uses CLIP ViT-L/14 text encoder and can adjust the model through text prompts. It separates the imaging process into a "diffusion" process at runtime-starting from the noisy situation, gradually improving the image until there is no noise at all, and gradually approaching the provided text description.

Stable Diffusion is based on Latent Diffusion Model(LDM), which is a top-notch text-to-image synthesis technology. Before understanding the working principle of LDM, let’s look at what is diffusion model and why we need LDM.

Diffusion Models, DM) is a generation model based on Transformer, which samples a piece of data (such as an image) and gradually increases the noise over time until the data cannot be recognized. This model tries to return the image to its original form, and in the process, it learns how to generate pictures or other data.

The problem of DM is that powerful DM often consumes a lot of GPU resources, and the cost of reasoning is quite high due to Sequential Evaluations. In order to train DM on limited computing resources without affecting its quality and flexibility, Stable Diffusion applies DM to powerful Pre-trained Autoencoders.

On this premise, the diffusion model is trained, which makes it possible to achieve an optimal balance between reducing complexity and preserving data details, and significantly improves the visual reality. The cross attention layer is introduced into the model structure, which makes the diffusion model a powerful and flexible generator and realizes the high-resolution image generation based on convolution.

Midjourney is also a tool driven by artificial intelligence, which can generate images according to the user’s prompts. MidJourney is good at adapting to the actual artistic style and creating images with any combination of effects that users want. It is good at environmental effects, especially fantasy and science fiction scenes, which look like the artistic effects of games.

DALL-E 2 uses millions of image data for training, and its output results are more mature, which is very suitable for enterprises to use. When there are more than two characters, the image generated by DALL-E 2 is much better than that generated by Midjourney or Stable Diffusion.

Midjourney is a tool famous for its artistic style. Midjourney uses its Discord robot to send and receive requests for AI servers, and almost everything happens on Discord. The resulting image rarely looks like a photo, it seems to be more like a painting.

Stable Diffusion is an open source model that everyone can use. It has a good understanding of contemporary art images and can produce works of art full of details. However, it needs to explain the complex prompt. Stable Diffusion is more suitable for generating complex and creative illustrations. However, there are some shortcomings in creating general images.