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Google open source NLP model visualization tool LIT, model training is no longer a "black box"

Machine heart report

Editor: Chen Ping, Devil

The training of deep learning model is like "black box operation", knowing what the input is and what the output is, but the intermediate process is like a black box, which makes researchers spend a lot of time to find out why the model is not working properly. It would be great if there is a visual tool that can help researchers better understand the model behavior.

Recently, Google researchers released a language interpretability tool (LIT), which is an open source platform for visualizing and understanding natural language processing models.

Address: https://arxiv.org/pdf/2008.05122.pdf.

Project address: https://github.com/PAIR-code/lit.

LIT focuses on the core issues of model behavior, including: Why does the model make such predictions? When is the performance poor? What happens when the input changes are controllable? LIT integrates local interpretation, aggregation analysis and counterfactual generation into a streamlined browser-based interface to realize rapid exploration and error analysis.

This study supports a variety of natural language processing tasks, including exploring the counterfactual of emotional analysis, measuring gender bias in the coreference system, and exploring local behaviors in text generation.

In addition, LIT also supports a variety of models, including classification, seq2seq and structured prediction models. And it is highly extensible and can be extended through declarative and framework-independent API.

For related demo, see the video:

It can be reconfigured for novel workflow, and these components are independent, portable and easy to implement.

User Interface(UI)

LIT is located in a single-page web application, which consists of multiple toolbars and a main part with multiple independent modules. If modules are applicable to the current model and data set, they will be displayed automatically. For example, the module that displays the classification results is only displayed when the model returns MulticlassPreds.

LIT user interface

The layout design of LIT.

function

LIT supports various debugging workflows through a browser-based user interface (UI). Functions include:

Local interpretation: it is carried out through the saliency map, attention map and rich visualization map predicted by the model.

Aggregation analysis: including user-defined metrics, slicing and binning, and visualization of embedded space.

Counterfactual generation: create and evaluate new examples dynamically by manually editing or generating plug-ins for counterfactual reasoning.

Side-by-side mode: Compare two or more models, or one model based on a pair of examples.

Highly extensible: it can be extended to new model types, including classification, regression, span labeling, seq2seq and language modeling.

Frame-independent: compatible with TensorFlow, PyTorch, etc.

Let’s look at several main modules of LIT:

Exploring data sets: Users can interactively explore data sets using different standards across modules (such as data tables and embedded modules), thus rotating, scaling and translating PCA or UMAP projections to explore clusters and global structures.

Compare models: By loading multiple models in the global settings control, LIT can compare them. Then copy the submodule that displays the information of each model to facilitate the comparison between the two models. Other modules (such as embedded module and measurement module) are updated at the same time to display the latest information of all models.

Compare datapoints: switch to the "Compare data points" button in the selection toolbar to make LIT enter the data point comparison mode. In this mode, the main data point is selected as the reference data point, and it will be used as the reference point for comparison in subsequent settings. Reference data points are highlighted in the data table with a blue border.

See: https://github.com/pair-code/lit/blob/main/docs/user _ guide.md for details of other modules.

After reading the above introduction, are you eager to get started and try this cool visualization tool? Let’s take a look at its installation process and examples.

Installation tutorial

Download the software package and configure Python environment. The code is as follows:

git clone https://github.com/PAIR-code/lit.git ~/lit# Set up Python environmentcd ~/ litconda env create -f environment.ymlconda activate lit-nlpconda install cudnn cupti # optional, for GPU supportconda install -c pytorch pytorch # optional, for PyTorch# Build the frontendcd ~/lit/lit_nlp/clientyarn && yarn build

After installing and configuring the environment, you can experience the examples included in the toolkit.

example

1. Example of emotional classification

The code is as follows:

cd ~/litpython -m lit_nlp.examples.quickstart_sst_demo –port=5432

The example of emotion classification is a fine-tuned BERT-tiny model based on Stanford Emotion Tree Library, which can be completed in less than 5 minutes on GPU. After the training is completed, it will start the LIT server on the development set.

2. Language modeling class example

To explore the prediction results of the pre-training model (BERT or GPT-2), run the following code:

cd ~/litpython -m lit_nlp.examples.pretrained_lm_demo –models=bert-base-uncased –port=5432

For more examples, please refer to the directory: /lit_nlp/examples.

In addition, the project also provides a way to add your own models and data. By creating a customized demo.py launcher, users can easily run LIT with their own models, similar to the above sample directory /lit_nlp/examples.

See: https://github.com/pair-code/lit/blob/main/docs/python _ api.md # adding-models-and-data for the complete adding process.

Reference link:

http://www.iibrand.com/news/202008/1719096.html

https://github.com/PAIR-code/lit/blob/main/docs/user_guide.md

https://github.com/PAIR-code/lit/blob/main/docs/python_api.md#adding-models-and-data

https://medium.com/syncedreview/google-introduces-nlp-model-understanding-tool-ab840b456be3

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Now, enterprise developers can get 1000 yuan service vouchers for free, easily get started with Amazon SageMaker, and quickly experience five examples of artificial intelligence applications.

? THE END

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Original title: "LIT, Google Open Source NLP Model Visualizer, Model Training is no longer a" black box ""

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Exclusive analysis | Why is the box office "ice and fire" for both award-winning films?

Special feature of 1905 film network On the fifth day of its release, it surpassed (488 million) with a box office score of 507 million, making it the highest-grossing work in China. The film won the Best Animated Feature Film Award at the 96th Academy Awards, and Miyazaki Hayao won the award for the second time after Spirited Away. Winning the grand prize and the promotion of "Miyazaki Hayao’s Farewell Work" helped the movie box office to become popular, and China mainland became its largest ticket warehouse.


Recently, there are many excellent films in the film market, and more than one film has won heavy awards, but the box office trend is quite different.


He was shortlisted for Venice International Film Festival and Tokyo International Film Festival, and was awarded the best film in the main competition unit of Tokyo International Film Festival. It is the last gift left by Tibetan filmmakers to the world. Unfortunately, the box office was less than 3 million in five days, and the market share became more and more limited. The film released statements in Chinese and Tibetan respectively, saying that even in this case, it is hoped to meet everyone’s movie-watching needs as much as possible and coordinate the appropriate times for the needy audience.



Even though commercial films and literary films can’t be completely discussed in the same market dimension, they are also films that have won heavyweight awards and are also manipulated by influential filmmakers, but the market reaction is two extremes. It is an indisputable fact in the current film market that some award-winning films are well received.


In the market evaluation system, the audience will not only pay attention to the word-of-mouth blessing brought by the film award, but also the influence of the main creation and the attraction of the theme can not be ignored. The road to winning a masterpiece is only the first step.



PART.

01


Winning awards before screening, especially winning heavy prizes, will often become an important label for announcement. Cannes International Film Festival, Venice International Film Festival, Berlin International Film Festival and Academy Awards Ceremony are world-renowned film events. In China, the Golden Rooster Award and the Hong Kong Film Awards are the most recognized by the audience. The films that can be shortlisted for these film festivals are regarded as guaranteed in quality. Nomination is already one of the graspers of publicity, and finally winning the honor is the icing on the cake. The awards will be further amplified during the announcement process to enhance the audience’s confidence in the films.


In recent years, many Chinese films have appeared in three major international film festivals and Oscar awards, but few of them have the last laugh and won the grand prize. Based on the aesthetic standards of western film festivals and the fierce competition in the world film industry, most of the award-winning films come from Europe and America, and a few from Japan and South Korea. As an important part of the world’s films, China always adheres to the attitude of openness, tolerance and exchange and learning. From the perspective of imported films, award-winning films have also become popular works in the mainland market except Hollywood cool films.


For example, "What kind of life do you want to live" won nine international animation awards, such as the best animated feature film at the 96th Academy Awards and the best animated film at the 81st Golden Globe Awards. He won the best original screenplay in the 96th Oscar and the best film in the 76th Palme d ‘Or in Cannes. Previously, the romantic comedy "Dead Leaves", which won the jury award of the 76th Cannes Film Festival in 2023, also confirmed the introduction and schedule to be determined.



As of press time, what kind of life do you want to live? The cumulative box office has exceeded 500 million, while the box office of The Trial of Falling has only crossed the 20 million mark for 10 days. One is hot, the other is cold, and they also represent two extreme market trends of award-winning imported films.


The reason for this phenomenon is closely related to cultural differences.Award-winning foreign language films have been recognized in the international film industry, but they have to face cultural differences when entering the mainland market. Compared with Europe and America, Japan and China have deep cultural roots, and animated films are more popular than most live-action films. Therefore, it is easier for Japanese animated films to break through aesthetic barriers and get the love of China audiences.


In addition to "What kind of life do you want to live" in the hot screening, it broke the single box office record of Qingming file. Last year, the finalists in the main competition unit of the 73rd Berlin International Film Festival also ranked second in the box office of imported films in China in 2023, only after (984 million).



Apart from the aura brought by the awards, the above two films have performed well in the China market, which is more due to the box office appeal accumulated by Miyazaki Hayao and many years, as well as the relatively popular genre advantages of animated films. In 2018, after being awarded the best film of Palme d ‘Or at Cannes International Film Festival, the sword-wielding actor bravely broke into the mainland market, and finally the box office failed to break through 100 million yuan.



For European and American films, past award-winning films have made great achievements in China market. In 1998, the Oscar for best film was released in China soon after winning the prize, which set off a high tide of watching movies. In the following 30 years, a number of European and American films that won international film awards have landed on the big screen in the mainland.


Five or six years ago, Harmony, which swept through major film festivals and awards ceremonies, shined brilliantly in the mainland film market. Winning four awards, including Best Picture and Best Director at one fell swoop, is a fierce box office.


Although the success of these films is inseparable from the big names in film circles such as Winslet and Hehe, in recent years, the appeal of European and American films in the mainland market has gradually failed, even if they are blessed by bring up the rear or IP effect. The last movie that broke the box office by 1 billion has been traced back to 2022 (1.698 billion) and Jurassic Century 3 (1.059 billion).


A large number of European and American films are no longer in the box office in the mainland, and it is more difficult for small-budget masterpieces to make a splash.



Although The Trial of Falling has the title of the Palme d ‘Or and the premiere in China, it has aroused widespread concern, but the overall lack of topicality and resonance has aroused the enthusiasm of the audience to enter the cinema, and it is difficult to break the circle from the current box office trend.


We will wait and see how "Dead Leaves", which won the jury prize at Cannes Film Festival, performed after its introduction.



PART.

02


For imported films or local films, the high reputation of award-winning films does not mean that they will be equated with high box office. Local movies don’t need to face cultural differences, but just like imported movies, the main lineup, theme content and temperament are the most important things that affect the box office performance of a movie.


A flash in the pan in the cinema is the fate of most award-winning literary films.


Snow Leopard, which was awarded the best film in the main competition unit of Tokyo International Film Festival, was cold at the box office. On the one hand, Tibetan films are relatively small, and the literary and artistic attributes have deepened the difficulty of breaking through the film market; On the one hand, the foundation of starring and fans is weak, which can’t drive the film to attract more attention. Earlier, the best film in the main competition unit of the Venice International Film Festival was directed at less than 500,000 box office. Blame the cause, similarly.



In the field of literary films, it is very rare. After winning the best film award at the Berlin International Film Festival, it easily broke through 100 million at the domestic cinema box office, achieving a win-win situation between art and business.



Even if it is an award-winning commercial film, it is common for the box office to be cold.


The box office that helped win the best actress in the 36th Golden Rooster Award was less than 1.5 million; Those who won the grand prize in the film exhibition tried their best to close the distance with the migrant workers in the announcement, but there was no successful replication of the red-hot path. It was released for 9 days and the box office reported 4.113 million.


In contrast, it helped win the Akira Kurosawa Award at the Tokyo International Film Festival, and also crowned the Best Actress Award at the Asian Film Awards, with the current box office approaching 60 million. Compared with other directors of the new generation, with the budding Gu Xiaogang, the attention is more focused on the shadow circle, and it is not easy for his first film released in the mainland market to hand over such achievements.



Market achievement and artistic achievement depend on two completely different evaluation criteria. The relationship between awards and box office is essentially the connection between word-of-mouth and market. Awards are a bonus item for a movie to achieve box office success, but they cannot be the only bright spot for a movie to enter the market.


In the market evaluation system, the audience will not only pay attention to the word-of-mouth blessing brought by the film award, but also the influence of the main creation and the attraction of the theme can not be ignored. The road to winning a masterpiece is only the first step. The right time, the right place and the right people are indispensable. How to strike a balance between art and business requires every film to explore carefully.

Detailed Rules for the Quality Supervision and Spot Check of Leather Belt Products of Guangzhou Municipal Market Supervision Administration (revised in April 2023)

Detailed Rules for the Quality Supervision and Spot-check of Leather Belt Products of Guangzhou Municipal Market Supervision Administration (revised in April 2023) 1 Sampling method Randomly select products that have passed the product quality inspection certificate or are qualified in other forms and are recently produced. The sampling base can meet the sampling quantity. See Table 1 for the samples taken from each batch of products. Table 1 Sample number Product name Sample number Spot check Sample number Spare sample number Leather belt 3, 2 and 1 Note: If the sample is too small, or there is partial printing that may affect the test sampling, the sample size for inspection may be appropriately increased. Random numbers can generally be generated by methods such as random number table, random number dice or playing cards. 2 Inspection Basis See the table below for the inspection items and inspection methods of this spot check.Table 2No. of inspection items Inspection items are classified according to the importance of inspection methods. A class aB class b1 free formaldehyde QB/T1618-2018GB/T2912.1-2009GB/T19941.1-2019 ● 2 decomposable carcinogenic aromatic amine dye QB/T 1618-2018GB/T 17592-2011GB/ T 19942-2019●3 Belt fracture force QB/T 1618-2018QB/T 1618-2018●4 Tearing force with hole QB/T 1618-2018QB/T 1618-2018●5 Buckle bite force QB/T 1618-2018QB/. T 1618-2018●7 Buckle tensile force QB/T 1618-2018QB/T 4117-2010●8 Binding force between buckle and belt QB/T 1618-2018QB/T 1618-2018●9 Buckle fatigue performance QB/T1618-2018QB. T 2002.1-1994●11 Hardness of paint film QB/T 1618-2018QB/T 2002.1-1994 ● 12 Adhesion of paint film QB/T1618-2018QB/T2002.1-1994 ● 13 Colour fastness to rubbing QB/T1618-2018QB/T2537-2001QB/T2790-2006GB/T3920-2008 ● 14 Appearance quality and sewing (bonding) requirements QB/T1618-2018QB/T14 B important quality projects. Note: 1. Inspection of rubbing color fastness. If the sampling on the finished product can’t meet the test requirements, the project is exempted from examination. 2. Only the items with assessment requirements in the corresponding product standards shall be tested, and the products of enterprise standards, group standards and local standards shall be implemented. The inspection items shall be implemented with reference to the above contents. 3. For the products whose standard number has been declared invalid, if it is confirmed that the products are produced after the implementation of the corresponding current effective version of the standard through the information such as the production date, the identification item determines that the product standard number is marked incorrectly. 3 Judgment Rule 3.1 According to the laws, administrative regulations, departmental rules and normative documents related to the standard QB/T 1618-2018, the current effective enterprise standards, group standards, local standards and product express quality requirements 3.2 Judgment principle After inspection, all the inspection items meet the standard requirements, and it is judged that the products are not found unqualified. Any one or more of the inspection items is unqualified, and it is determined that the products are unqualified. When the product is unqualified in Class A items, it is seriously unqualified.If the expressed quality requirements of the inspected products are higher than the standard requirements of the inspection items in these Detailed Rules, it shall be judged according to the expressed quality requirements of the inspected products. If the quality requirements of the inspected products are lower than the requirements of the mandatory standards on which the inspection items are based in these Detailed Rules, they shall be judged according to the requirements of the mandatory standards. If the expressed quality requirements of the inspected products are lower than or contain the recommended standards for inspection items in these Detailed Rules, it shall be judged by the expressed quality requirements of the inspected products, but it shall be explained in the remarks of the inspection report. If the express quality requirements of the inspected products lack the requirements of the mandatory standards on which the inspection items are based in these Detailed Rules, they shall be judged according to the requirements of the mandatory standards. If the express quality requirements of the inspected products lack the requirements of the recommended standards on which the inspection items are based in these Detailed Rules, the items shall not participate in the judgment, but shall be explained in the remarks of the inspection report.

Chang ‘an Yidong: Market Reality under Personal Experience

"I am the first-line on-the-job sales of Changan Automobile. Our store has a car with a price of only 50,000 to 60,000, but the bicycle commission is 200 higher than selling a GLE in the Mercedes-Benz store next door. This is Changan."

In addition to the bicycle commission, we can get another 300 yuan for every Yidong we sell in stock. Why is this happening? Because our store has too much stock, it’s a little indigestion. So what’s the inventory factor? It might scare you to death. Last month, our store sold a total of 10 Yidong, but in the warehouse, there are 25 of this car, which does not include those coming to the store. So in this way, the inventory coefficient of our store manager is as high as 2.5, which means that this inventory is enough to sell for two and a half months.

But fortunately, the price of Yidong is relatively low, which does not take up much capital. Most people who buy Yidong are young people in their early twenties, and their budgets are generally tight. They often compare some new energy mini-cars or used cars with fuel.

Before, a customer surnamed Zhang said on the Internet that Changan Yidong could get a discount of 24,000 yuan on this car, so he was attracted. Come to the store to see the car, and after the test drive, tell me clearly that I will book the car today. But his budget card is very tight, saying that our store must offer thousands of dollars more discount than online. The online discount is 24,000 yuan, but our store can only offer 27,000 yuan at most. But obviously, the 3,000 yuan we have more than online can’t satisfy Mr. Zhang’s appetite at all.

Therefore, if the "bullet" of 3,000 yuan is punched out at one time, it will not have any effect, but will increase Mr. Zhang’s appetite and expand his expectations, which will make him think that the discount on this car is a bottomless pit. Therefore, this 3,000 yuan has to be taken out bit by bit and hard.

For example, at that time, I had to tell him that the online discount was 24,000 yuan, which was already outrageous, but it was really fate that you came to see my car today, and we didn’t want to miss this business, so the plan was to give him an extra discount of 1,200 yuan first, and then pretend to go to the leadership office to apply. When the leader came out, he told him to give him another 1,000 yuan and then send something more. If he is still uncertain at this time, let him go, walk to the door or walk halfway, then pull him back, and give him a few hundred dollars more discount, giving him the feeling that our sales staff is begging for mercy, as long as he can bite the hook, then this order will be completed.

But this Mr. Zhang didn’t buy it. The two of us fought a tug-of-war for several hours, which made us both tired. I didn’t expect him to be indifferent after I shot all the bullets. In a word, if the discount rate can’t reach his psychological price, he won’t pay. I have no choice but to let Mr. Zhang go back first.

But when I called him later, I found that the deal was completely cold. He said that when he went home directly from the last search, he found that there were many short video bloggers on the Internet who said that the chassis of Changan Yidong car was easy to rust, and all of them had real videos, and some videos had the truth. Geely’s sales are even more ruthless. Tell him directly that even if you don’t buy it, don’t buy Yidong, otherwise there will be no place to buy regret medicine if it rusts.

At the beginning of this year, the discount of Changan Yidong was only 20,000 yuan, which has gradually increased to around 27,000 in recent months. If you meet a store with more inventory, the discount will be even greater. The fundamental reason for the increase in the preferential margin is that the manufacturers have been constantly pressing our dealers, and the task for our store is to buy two cars from the manufacturers for every car sold. Therefore, with the increase of inventory, the preferential margin is constantly expanding.

But these things are usually concerned by the leaders in the store. Our first-line sales are that scorpions fall into their butts-whatever they like.

Finally, let’s talk about the shortcomings that the owners of Changan Yidong have feedback. First, the wheels of this car are very difficult to remove. If you drive this car and need to change the spare tire on the side of the road, you may not be able to remove it by yourself. Second, the car owner’s response to the runaway car is relatively stuck, but what kind of bicycle is needed for the car at this price? If the car is stuck, just restore the factory settings directly.

Aouita 12 set a breakthrough of 20,000 units, and Aouita 11 delivered 4,080 units in November.

On December 1st, Aouita announced the "report card" for November today: Aouita delivered 4,080 models in November, and Aouita’s 12th National Congress decided to exceed 20,000 units, and the first batch of delivery is about to come.

Picture 1

According to IT House’s previous report, the Aouita 12 model was released on November 10th, and the car was delivered in December.

Aouita 12 is positioned as a medium-sized and large-sized car, with a futuristic design and a dynamic sliding back shape. The length, width and height of the car are 5020*1999*1460mm and the wheelbase is 3020 mm. It is equipped with the front face of the iconic disc wing and the specially designed E-shaped headlights.

Picture 1

The resolution is 1280*720, and the visual field has no distortion effect, which can "maximize" and reduce the possibility of misjudgment. The car comes standard with Nappa leather seat, steering wheel and dual 50W adaptive wireless overcharge. The car is equipped with double zero-gravity seats in the front row. Both seats support one-button zero-gravity, three-speed temperature heating, SPA-level 8-point massage, ventilation and other functions, and support remote start.

Aouita 12 is equipped with the driving motor provided by Huawei Technologies Co., Ltd., and it can be powered by 230kW single motor and 425kW front and rear dual motors, with a cruising range of over 700 kilometers.

In terms of intelligent driving, Aouita 12 comes standard with three lidar+Huawei ADS 2.0, and LCC Plus supporting rural roads. Officially, it is said that it can be driven all over the country, and it can also recognize traffic lights.

Deep test drive polar krypton 009: these shortcomings are all advantages

Today we talk about MPVs, and you can find that many new cars will unconsciously avoid the business MPV field, mostly emphasizing their own home attributes. People generally believe that there is no room for survival in the business field. There are GL8 families in the middle and lower, Elfa in the top, and few new cars are hard-edged on the front, or they are willing to make a business-oriented MPV.

It was in such a crowded market that 009 had to squeeze into a private space. Not long ago, we also had the opportunity to get a deep test drive of the car, and finally got a glimpse of how JK thinks about business demands through 009. Everyone’s first impression of 009 is that it is huge in size, wide and tall, giving people a very strong sense of giant. But the feeling of the riding space in the car is not so different. This is what people often talk about when 009 first appeared.

"009, the middle aisle, can’t be more than people, how do you think about it?"

"The front row is more spacious, and the third row is out of space. How did you design it?"

But this in-depth encounter made us realize that these considerations and designs of 009 are intentional. These core considerations ultimately point to the four words "business needs". For the vast majority of people, the main difference between a family car and a business car is whether the appearance is calm. We think this is a cognitive error all the time.

The core of business vehicles, appearance is one aspect, and the more important part is to give business people dignity, enjoyment, and preferential treatment. The design of 009 is controversial. Considering that the brand itself is positioned as a young person, the logical understanding that 009 is a business MPV made for young bosses suddenly became clear.

The middle aisle and the third-row space we mentioned earlier were all designed to correspond to the "dignity, enjoyment, and preferential treatment" of the second-row business people. The friends who have taken the 009 must have a deep impression of the second-row seats of this car. The spacious and comfortable seats and armrests are like the chair on the president’s desk?

Why does the third row of seats feel small when they are comfortable in the second row? Or is it caused by taking care of the second row. One is that the track length of the second row of seats is too long, a full 1.1 meters. At the same time, the second row of seats has wider seats, and the thickness of the seat back and the thickness of the legs are increased compared with ordinary models, which will naturally affect the rear area. If the car space leaps forward, there will be no qualitative changes, so in the same space, should the boss and non-boss spaces follow the principle of equality as much as possible?

Of course, the 009 is not so inhumane. The second row of seats is designed for the third row of seats to enter and exit, and the problem of slightly smaller riding space in the third row is not a problem in actual use. The probability of full seats in the MPV used in business scenarios is very small. If the probability is high, it can only be said that the specifications are not high enough. We think that the full load situation is more of an emergency or for some consumers who use the 009 as a family car, and the 009 three-row space is not too small to ride. As long as the second row does not pursue the legroom like the Maybach S-class, it "only needs" to be adjusted to the "ordinary" S-class legroom, and the third row of seats has plenty of room for riding.

009 is still very high in terms of configuration and workmanship materials. The seats are ventilated, heated and massaged, the refrigerator, color TV, small table board and large sofa are all available, and the two WEME configurations are almost only different in battery energy (the former is 116 degrees, the latter is 140 degrees). This layout is conducive to maintaining the high-end positioning of the model, and the difference in battery allows consumers to have more choices.

At this stage, the monthly sales of 009 are basically stable at 1500-200 units, which seems not much, but we can understand the results of 009 through a reference. There are a large number of loyal users in the MPV field, and the high-end MPV century launched by it is basically comparable to the monthly sales of 009 under the condition of similar prices. In other words, Extreme Krypton has a draw with industry veterans as soon as it makes a move. After the new generation grows up, is this still good?

Jolin Tsai and Peng Yuyan have been secretly in love for 3 years? Warner: She doesn’t seem to have a boyfriend, does she?



Peng Yuyan and Jolin Tsai had a secret relationship for three years?


  According to Taiwanese media reports, the artist Peng Yuyan proposed to terminate the contract due to his dissatisfaction with the agency’s obstruction of dating Jolin Tsai. Peng Yuyan’s agent Liu Weici also confirmed that he had been secretly dating Jolin Tsai for three years. In response, Jolin Tsai’s company Warner responded that Jolin Tsai did not look like he had a boyfriend.  


  Peng Yuyan Company:


  The two started dating in 2006


  Idol artist Peng Yuyan has been working with the agency for more than 8 years, and it was recently revealed that he wanted to terminate the contract in advance. According to reports, the main reason for the break was that for more than 3 years, the company prevented him from dating Jolin Tsai. The agency revealed that the two started dating as early as mid-2006. It was not until March 2007 that Jolin Tsai was witnessed secretly visiting Peng Yuyan’s house late at night that the relationship officially surfaced. Due to the repeated opposition of the man’s agency, the two finally broke up due to helplessness. Peng Yuyan’s agent Liu Ciwei did not deny that Peng Yuyan and Cai Yilin had been dating for 3 years. She said: "I was kept in the dark about his [referring to Peng Yuyan’s] feelings a lot of the time."  


  Jolin Tsai:


  She doesn’t look like she has a boyfriend


  In this regard, Fan Zhichao, general manager of Jolin Tsai’s Warner Music Division, said that he and Jolin Tsai are also close friends in private, but they don’t think Jolin Tsai looks like he has a boyfriend: "During the time of recording new records, we worked together for a long time every day, and no one would call her, and she would not call to report safety." (Comprehensive)

  Related links:



  • Peng Yuyan was testified to have a secret love affair with Cai Yilin for 3 years and sued the company for termination of the contract 2009-08-14

  • Three years in love with Jolin Tsai, Peng Yuyan was thwarted by the company and terminated the contract 2009-08-14

  • Jay Chou Jolin was spoofed by netizens, and his past relationship was made into a MV (picture) 2009-07-08

  • Jay Chou Jolin love will be moved to the screen, Fang Wenshan may direct 2009-06-29

  • Jay Chou Jolin love will move to the screen, or Fang Wenshan directed (picture) 2009-06-29

  • Jay Chou Jolin Tsai has been exposed compound, hand in hand to operate "mom and pop shop" (picture) 2009-06-19

Editor in charge: Cheng Ying

Many places rehearse the Spring Festival Evening, and now the subject is three dances. Netizen: The hanging heart is dead.

According to many domestic media reports, many rehearsals for the Spring Festival Evening in 2024 flowed out, and a group of actors danced the Divine Comedy "Subject 3" on the stage. In this regard, netizens said that "what is coming is still coming" and "the hanging heart is finally dead."

Since November last year, subject three has become popular all over the network, twisting its hips and waving its hands, making small strides, and matching it with BGM, a "Jianghu smile". This coherent action is impressive.

On Tik Tok, a short video platform, the topic of "Dance of Subject III" has attracted millions of participants, reaching more than 8 billion times. Not only netizens in China, but also men, women and children from overseas are impressed by the magical dance steps of "Subject III".

Wandering stars

"Retirement" of the First Batch of New Energy Vehicle Batteries: Facing Three Challenges

  With the dual drive of policy and market, China’s new energy vehicle market has experienced explosive growth in the past 10 years. However, it should not be ignored that the first batch of power batteries for new energy vehicles are aging, and a "retirement tide" of power batteries is coming.

  According to the quality assurance ability of 20% battery decay in 8 years of general vehicle manufacturers, China has ushered in a rapid increase in the number of retired power batteries for new energy vehicles since 2017. It is estimated that the number of retired batteries will reach 9.3 billion watt-hours in 2025, and the number of retired batteries will increase by more than 1 million orders of magnitude every year. This will bring huge potential market value of ladder utilization. If the retired batteries are recycled according to the method of first step and then regeneration, it is estimated that the total market size will reach 37.9 billion yuan by 2025.

  As we all know, batteries contain a variety of heavy metal elements, which will cause environmental harm if not handled properly. What will happen when the waste power battery has a huge potential market scale and meets the recycling market system that needs to be improved? What are the "blocking points" that need to be opened?

  1. Value and risk of a "retired" power battery

  According to the national standard of new energy vehicles, power batteries can often be "retired" with more than 80% remaining. This makes the power battery still have great use value after it is retired from the vehicle, which not only forms a huge potential market, but also means certain environmental risks.

  "Generally speaking, after the service life of power batteries is 5-8 years, we encourage ‘ Retired ’ Step use of battery. Although the battery’s cruising range is reduced, it can’t meet the needs of vehicles, but it can be recycled for other energy storage needs, and it can still continue ‘ Service ’ For a while, you can also choose the recycling of batteries in the future. " Jia Jingchun, an associate professor at the School of Chemistry and Environmental Sciences of Inner Mongolia Normal University, introduced.

  Liu Wanmin, an associate professor at material chemistry of Hunan Institute of Technology, told the reporter: "‘ Retired ’ Power batteries can be widely used in power system energy storage, backup power supply for communication base stations, low-speed electric vehicles and small distributed household energy storage, wind and solar complementary, electric forklifts and other fields. Generally, it can be used to about 60% of the initial capacity of the battery. According to different usage scenarios, the service life can range from several months to several years. "

  It still has the use value of several years, which makes "step by step utilization first, then recycling" become the first choice for recycling "retired" power batteries. Cascade utilization refers to the application of "retired" power batteries in other fields. Recycling is to disassemble, crush and screen the "retired" battery, and extract lithium, cobalt, nickel and other metal elements from the battery by leaching hydrometallurgy or pyrometallurgy, and use them in the production of secondary batteries.

  The reporter learned that power batteries contain metal elements such as lithium, cobalt, manganese and nickel, and the cost of raw materials accounts for 50%~70% of the total cost. The lithium salt and cobalt salt consumed by power batteries have become the largest proportion in all application fields of lithium and cobalt. With the rapid consumption of primary resources, the recovery of secondary resources should reach the corresponding level. Since the release of National Mineral Resources Planning (2016-2020), China has reserved rare earth metal minerals as strategic resources. Therefore, recycling metal elements in power batteries can not only better develop circular economy, but also effectively alleviate China’s long-term dependence on such resources.

  However, Jia Jingchun also pointed out that lithium batteries contain heavy metals such as lithium, and some batteries use organic electrolytes and organic separators. Different from the simple recycling method of traditional lead-acid batteries, the metal recycling process of lithium-ion batteries is relatively complicated. Once improperly operated, these heavy metals and organic electrolytes will bring serious threats to the environment.

  "After the battery is dismantled, we generally use hydrometallurgy or pyrometallurgy to recycle lithium, nickel, cobalt and other metal elements. Improper disassembly will lead to many problems such as safety, environment and resources. From the safety point of view, there are hidden dangers such as electric shock, short-circuit explosion and hydrofluoric acid corrosion. From the environmental point of view, there are heavy metal pollution such as cobalt and nickel, fluorine pollution and white pollution caused by battery diaphragm. From the perspective of resources, there is a waste of high-priced resources such as lithium, nickel and cobalt. " Liu Wanmin said.

  2. Battery recycling enterprises face three major challenges.

  Although the recycling potential is huge, at present, there is no leading enterprise in the power battery recycling market, and even some chaos has occurred. Earlier, some media reported that many host manufacturers have established battery recycling business. However, some power batteries did not flow into the formal channels, but were bought at high prices by unqualified and highly polluting small factories and improperly treated, causing hidden dangers of secondary environmental pollution. Why is this so?

  "First, at present, users of new energy vehicles are not strong enough to recycle power batteries; Second, the recycling price of some small workshops is much higher than that of regular recycling enterprises; Third, the enterprises that recycle batteries have high qualification requirements, which leads to a limited number of formal recycling enterprises; Fourth, the recycling technology is immature and the recycling business model lacks innovation. " Liu Wanmin analyzed.

  Among them, the ladder utilization and recycling is the most difficult. Although China has become the country with the best development of new energy vehicles in the world, power battery is still a new technology. In the eyes of the industry, enterprises still face three major challenges in battery recycling: inconvenient battery disassembly, unknown residual value of battery health and low economic benefits.

  The complexity of "retired" batteries is high. Different power batteries have different internal and external structural designs, module connection methods and process technologies, and only have square, cylindrical, soft bag and other shapes. This directly led to the later disassembly work can not be large-scale operation, which increased the difficulty of disassembly and labor costs. If the operation is improper, it is more likely that short circuit will cause fire or explosion, leakage will pollute the surrounding environment and threaten the health of employees, resulting in casualties and property losses.

  At present, there is no data record of the usage of some "retired" power batteries, only the original data when they leave the factory, and the usage process and current state are unknown. Before the power battery is used step by step, each module must be tested, which greatly increases the cost of the enterprise. At the same time, based on the limited data, the prediction of the remaining life is not accurate enough, which will undoubtedly increase the quality risk of the products.

  The above factors make the economic benefit of recycling power batteries low. A staff member of a battery recycling enterprise told the reporter that the small workshop gave up many key links such as detection and discharge in battery recycling, and the operators did not receive professional training, so the operating cost was much lower than that of regular enterprises, thus having more room for bargaining power and battery acquisition cost, which caused vicious competition with regular enterprises.

  3. The maintenance traceability of the "ID card" of the power battery has not been smooth.

  In fact, as early as 2016, China has issued the "Implementation Plan for Extended Producer Responsibility System", requiring the establishment of a recycling system for electric vehicle power batteries. The plan points out that electric vehicle and power battery manufacturers should be responsible for establishing a waste battery recycling network, recycling waste batteries through after-sales service network, and publishing recycling information to ensure standardized recycling and safe disposal of waste batteries. Power battery manufacturers should implement product coding and establish a full life cycle traceability system.

  On July 31, 2018, the national monitoring platform for new energy vehicles and the comprehensive management platform for the traceability of power batteries (hereinafter referred to as "the national traceability management platform") was launched. The platform was built by the National Engineering Laboratory for Electric Vehicles of Beijing Institute of Technology, and its main function was to collect information and monitor the whole process of power batteries’ production, sales, use, scrapping, recycling and utilization, so as to realize that the source of power batteries can be traced, the destination can be traced and the nodes can be controlled.

  At present, the national traceability platform has collected more than 5.6 million vehicle information data, including new energy passenger cars, buses, special vehicles, etc., and the total number of supporting batteries exceeds 8.9 million, with batteries exceeding 28 billion watt-hours. It involves more than 290 new energy vehicle manufacturers and more than 180 battery companies.

  The establishment of the whole life cycle traceability system means that every car’s battery has its own "ID card". But why do batteries still flow into small workshops? Some insiders pointed out that although China has established a traceability management system, due to the lack of mandatory policies, enterprises have problems such as serious lag, incompleteness and difficulty in traceability when reporting data. At the same time, the current policies and regulations are not binding on how car owners deal with batteries, which also gives small workshops an opportunity to buy power batteries.

  "In 2015, China’s technical policy has clearly stated that a power battery coding system will be established. The Interim Measures for the Management of Recycling in 2018 proposed the establishment of a power battery traceability information management system, coding technical standards and related information sharing mechanisms. However, in reality, there are many types and quantities of enterprises involved, such as battery manufacturers, battery maintenance and replacement institutions, battery leasing enterprises, and cascade utilization enterprises. The battery life cycle is as long as several years, and coding maintenance is difficult. " Liu Wanmin said.

  Jia Jingchun said: "Professional battery recycling is a large-scale system engineering. How to recycle requires coordination from all sides, especially the cooperation of automobile manufacturers, battery manufacturers and related extension industries. Once a link in the whole cycle is unreasonable, it will inevitably lead to problems of lag and other derivatives in recycling. "

  4. The national standard system for battery recycling still needs to be improved.

  By the end of 2020, China’s National Standardization Administration Committee has issued five national standards for the recycling of vehicle batteries, basically forming a standard system framework. In addition, the regulatory policies for the recycling of power batteries, the relevant standards of the echelon industry and the industry regulatory system are also being improved. However, some insiders pointed out that most of the standards currently issued are recommended standards, and there are problems such as insufficient binding force and lack of superior law in the implementation process.

  "At present, new energy owners are interested in ‘ Retired ’ In fact, most people are still vague about how to dispose of batteries. Some car companies have introduced battery replacement, such as full mileage or ‘ Service ’ Time for battery replacement and recycling. However, the large-area battery life of new energy vehicles has not yet arrived. " Jia Jingchun said that he pointed out that over time, new energy owners will gradually become more experienced in how to properly handle power batteries. "At present, we should establish corresponding supervision and legislation to ensure that used batteries can be returned to manufacturers or recycling enterprises. At the same time, the supervision of battery production and use must be formed. After leaving the factory, traceability, use tracking and battery destination after use all need a set of supervision mechanisms. "

  Many experts in the industry pointed out that in order to speed up the recycling of power batteries, in addition to strengthening the implementation of the producer extension system, there are still three aspects to be improved in the future: first, we must strengthen publicity and raise consumers’ awareness of environmental protection; Second, we should formulate policies to subsidize or reward enterprises that actively participate in battery recycling, and at the same time crack down on non-compliant recycling; The third is to speed up the transformation of intelligent equipment in enterprises, improve the efficiency of battery recycling, reduce the recycling cost through economies of scale, improve the bargaining power of enterprises, and provide effective protection for the normal operation of enterprises, thus fundamentally solving the industrial problems of high cost and low profit and guiding the further standardization of battery recycling.

  As many batteries go online, there are many batteries to be "retired". As an important part of the development of new energy vehicle industry in the future, the healthy and standardized development of power batteries is very important.

  This year’s government work report mentioned that the construction of power battery recycling system will be accelerated. At the national level, China has accelerated the legislative process of power battery recycling. In addition, the reporter learned that on March 29, 2021, the national evaluation and trading platform for "retired" power batteries of new energy vehicles (also known as battery house) was established in Foshan City, Guangdong Province.

  The platform will aggregate the resources of the National Engineering Laboratory for Electric Vehicles, the National Monitoring and Management Platform for Battery Traceability and the specialized committee for recycling new energy batteries, and strive to maximize the battery utilization rate. Based on the blockchain technology, it will provide many services for new energy automobile enterprises, such as performance evaluation of big data power batteries, offline laboratory testing and online trading of power batteries, and it is also expected to help solve the industrial problems such as difficult recycling, limited sales channels and lack of rapid performance testing technology in the recycling of power batteries.

  (Reporter Li Yulan Du Bing)

Take stock of the pain that will breathe in autumn! What about these "meteorological diseases"?

  China Weather Network News It’s almost mid-September, and the breath of autumn is getting stronger and stronger. Entering autumn not only means that the temperature is getting cooler, but also is known as "autumn dryness". But in fact, in addition to "autumn dryness", there are many other autumn "meteorological diseases" that are also annoying, which is simply a pain that can be breathed in life! Let’s take a look at the "meteorological diseases" that have to be said in autumn.

Take stock of the pain that will breathe in autumn! What about these "meteorological diseases"?

  Acute gastroenteritis caused by "meteorological disease" in autumn

  From summer to autumn, the digestive function of the human body began to decline, so the disease resistance of the intestine also began to weaken. This season, it is the time when all kinds of fruits and vegetables are on the market. If you eat a lot of cold fruits and vegetables, it is very likely that various acute gastrointestinal diseases will occur. Especially the elderly and children with relatively poor resistance have weak gastrointestinal function and are more likely to suffer from acute gastroenteritis.

  Prevention tips:

  1, reasonable arrangement of diet, pay attention to balanced diet nutrition. Food should be light and eat more vegetables and fruits. Don’t be greedy for cold drinks, and don’t overeat every meal to avoid damage to gastrointestinal function.

Take stock of the pain that will breathe in autumn! What about these "meteorological diseases"?

  2. According to climate change, increase or decrease clothes in time. Pay attention to the ventilation of the room and keep the air fresh. It is necessary to strengthen physical exercise and enhance the ability to resist diseases.

  3, pay attention to the fruits and vegetables to clean, you can use alkaline water to clean the fruits and vegetables, so that you can clean the residual pesticides.

  The angular stomatitis of "meteorological disease" in autumn

  In autumn, the climate is dry, and the skin and mucosa around the mouth and mouth are chapped, and the surrounding bacteria will take advantage of it to cause infection and angular stomatitis. It is worth noting that autumn angular stomatitis generally occurs in children. In a dry environment, children may wet the wound with their tongue or touch it with their hands, which is more likely to aggravate the chapped mouth and infection.

  Prevention tips:

  1. Apply glycerin to the affected area to moisten the damaged area, or apply erythromycin ointment to the corners of the mouth for sterilization and anti-inflammation.

  2. Apply some tea seed oil to your mouth before going to bed, especially for children. This is the most suitable and safest method. You don’t have to worry about eating it when licking your mouth, but you should pay attention to the cleanliness of the mouth during this period.

  3, eat more fruits and vegetables, drink plenty of water, you can eat tomatoes, cucumbers and other vitamin-rich fruits and vegetables. In addition, don’t touch it with your hands, and don’t wet the wound with your tongue.

Take stock of the pain that will breathe in autumn! What about these "meteorological diseases"?

  Arthralgia of "Meteorological Disease" in Autumn

  The research shows that when the daily average temperature changes above 3℃, the daily average air pressure changes above 100 hectopascals and the daily average relative humidity changes above 10%, the number of patients with joint pain will increase, which is comparable to the "walking weather forecast". As the autumn wind gets colder and the weather turns colder, many people will have joint pain, and often have symptoms of numbness and difficulty in joint movement. Among them, a large number of people will have symptoms of joint cold pain, fear of wind and fear of cold.

  Prevention tips:

  1. Keeping warm is the most important thing to deal with joint pain. When the weather turns cold, increase or decrease clothes in time according to the weather conditions. When it is cold in the morning and evening, you can wear a long coat or trousers, and you can use knee pads, wrist guards, stockings or gloves locally.

  2. When doing housework, try to use warm water to avoid direct contact with cold water, refrigerated goods or freezers. Doing a good job of keeping warm can greatly reduce the inducement of joint disease, thus reducing the frequency of the disease.

  Oral ulcer of "meteorological disease" in autumn

  When autumn comes and autumn dryness rises, people will easily get angry. Many people are forced to join the army of oral ulcers this season. Although oral ulcer is not a big problem, it really hurts! It’s just the pain of breathing. It hurts when eating, it hurts when drinking water, and it hurts even when talking. Not only that, oral ulcers are easy to repeat, which makes people hard to prevent.

  Prevention tips:

  1. Try to diversify your diet, eat more miscellaneous grains, coarse grains, green leafy vegetables, fruits, potatoes, bean products, milk, etc. to achieve a balanced diet and drink more water.

  2, pay attention to oral hygiene, avoid damage to oral mucosa, avoid spicy food and local stimulation. After each meal, you can rinse your mouth with salted boiled water and normal saline, and you can also rinse your mouth with medicine to avoid secondary infection caused by food residue.

  3, daily life should be carried out regularly according to a reasonable plan, have a good rest, especially to ensure adequate sleep.

  Allergic rhinitis caused by "meteorological disease" in autumn

  In autumn, there is usually a great temperature difference between day and night, and allergens increase. Such climatic characteristics lead to frequent attacks of rhinitis, especially for people with allergies, which can cause stuffy nose, runny nose and itchy nose, and severe patients can be accompanied by sneezing, headache and dizziness. Therefore, going out this season is no less than "going to the battlefield" for patients with allergic rhinitis, for fear of "summoning" rhinitis accidentally. Others admire the beauty of autumn scenery, and they can only sigh: "Snuff and tears are Qi Fei, and paper towels are the same color as handkerchiefs."

Take stock of the pain that will breathe in autumn! What about these "meteorological diseases"?

  Prevention tips:

  1. Find out allergens in time, stay away from protecting your nose, and use cold water to clean the nasal cavity every morning, which can enhance the ability of gastric mucosa to resist cold, and also remove bacteria and germs in the nostrils.

  2, due to seasonal changes, cold weather and allergies, it is necessary to keep the humidity of the indoor air, and don’t let the nose be too dry.

  3, avoid getting angry, otherwise it will easily cause some inflammation, and nasal congestion and sore throat caused by long-term getting angry will cause rhinitis.

  Skin disease of "meteorological disease" in autumn

  In autumn, the moisture content in the air decreases, the metabolism of human body slows down, and the secretion function of sweat glands and sebaceous glands also decreases, thus making the skin dry, chapped, desquamated and itchy. For people with poor resistance, skin diseases such as urticaria and psoriasis are prone to occur. At the same time, the change of temperature makes human immunity decline, and it is easy to be infected by bacteria, fungi or viruses, thus suffering from infectious skin diseases such as herpes zoster, rubella and measles.

  Prevention tips:

  1. To relieve autumn dermatitis, you can rinse the affected area with clear water, but don’t use hot water or soap with strong alkalinity, which will easily damage the skin and aggravate the condition.

  2, should not eat hot pot, shrimp, crab, beef, mutton, tobacco, wine and other spicy products, strong tea, etc., will aggravate the condition. Eat more foods rich in vitamin A, such as pig liver, eggs and cod liver oil.

  3, pay attention to personal hygiene, clothes should be washed frequently, choose loose and breathable cotton clothes, try not to go to the grass.