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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

Please contact Ben WeChat official account for authorization.

Contribute or seek reports: content@jiqizhixin.com.

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

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Krypton ZEEKR 009 starts at only 439,000 yuan.

The progress of industry has actually made the current cars have more reliable quality, and people often pay more attention to the value of vehicles. I’ll bring this one to you today. Now let’s follow Xiaobian to see what it has done.

Let’s take a look at the appearance of ZEEKR 009 first. The front face of ZEEKR 009 conforms to the aesthetics of consumers and looks very sporty. Coupled with simple headlights, it outlines a soft effect. The car is equipped with LED daytime running lights, automatic opening and closing, adaptive far and near light, automatic steering, delayed closing and so on. Coming to the side of the car body, the size of the car body is 5217 mm * 2024 mm * 1812 mm. The car adopts domineering lines, and the car body feels very soft. With large-sized thick-walled tires, it looks full of sports. At the rear of the car, ZEEKR 009 has the spirit of the rear line, and the taillights look very stable and atmospheric, which is very spiritual.

Sitting in the car, ZEEKR 009 interior looks very fashionable and sporty, and the visual effect is quite unique. The car looks very good outside the steering wheel. It is made of genuine leather and has a very fighting shape. Take a look at the central control. The car is decorated with an angular touch OLED central control screen, which makes the interior style impressive and gives people a sense of simplicity and fashion. The interior feels good. Let’s take a look at the dashboard and seats. The dashboard of the car presents an avant-garde design style, and the information is easy to read and clear. The car uses leather seats, equipped with auxiliary seats with memory electric adjustment, seat with memory electric adjustment and other functions, further improving the comfort of drivers and passengers.

ZEEKR 009 matches the gearbox, the acceleration time of 100 kilometers is 3.9s, and the power meets the daily use completely OK.

ZEEKR 009 is equipped with car networking, driving mode selection, remote control key, Bluetooth key, NFC/RFID key, UWB digital key, rear wiper, interior atmosphere light and other configurations, which can be said to be quite satisfactory.

The car introduced today is not only eye-catching in space, but also has reached the mainstream level in various configurations, and there is nothing to be picky about driving experience and space experience. Xiao Bian suggests that your heart is not as good as action, so go to the 4S shop to talk about the discount.

Hua Chenyu’s Silence and Reflection： Why is he left out in the cold now？

In the rapidly changing entertainment circle in recent years, Hua Chenyu’s name was as dazzling as a meteor. He became famous with the stage of Happy Boys and quickly became a man of the hour in Chinese music. Numerous fans have fallen for him, and his unique musical style and moving stage charm have brought endless emotion and passion to this generation. However, with the passage of time, it seems that this former musical genius is experiencing a transitional period. There was a rift in his cooperation with CCTV, which was gradually replaced by a new generation of singers. The unprecedented silence made people ask: Hua Chenyu, is this your choice or your helpless fate?

Hua Chenyu from peak to trough.

Looking back carefully on Hua Chenyu’s musical history, we will find that his start was smooth and smooth. After attending Happy Boys in 2013, his music career ushered in its first highlight moment. With her unique voice and excellent musical talent, Hua Chenyu quickly gathered many fans and became a force to be reckoned with in the Chinese music scene. No matter "Rhapsody of a Pickpocket" or "I Mind You", Hua Chenyu’s music works have touched countless people’s hearts with their distinctive personality and strong emotions.

However, with the passage of time, this once favored son seems to be gradually forgotten, especially in a series of large-scale CCTV programs, Hua Chenyu’s figure is becoming more and more rare. Even those stages tailored for him in the past, it is difficult for him to reproduce the glory of the past. In the midst of doubts, his low-key choice makes people feel lonely.

The change of CCTV’s attitude: Why is Hua Chenyu left out in the cold?

In the entertainment industry, especially in the music circle, the focus of attention is always changing. There are cracks in the relationship between Hua Chenyu and CCTV, and the reasons behind them are thought-provoking. In recent years, CCTV tends to be younger and more mobile in casting, and many new generation stars rise rapidly with their youthful vitality and social media influence, which undoubtedly has an impact on Hua Chenyu. Perhaps in the eyes of the audience, his talent and personality are no longer the only standard, but are replaced by entertainment content that is more in line with current values and market demand.

Some experts pointed out that with the changes of the times, the tastes of young audiences have also changed. In recent years, new music styles and young singers have emerged one after another, replacing the central position of the older generation of singers. Although Hua Chenyu’s music is still full of creativity and individuality, the difference between it and the mainstream aesthetics is gradually emerging. And this also makes him slowly marginalized in the overall entertainment ecology. He used to be the center of the pop music stage, but now he is facing the dilemma of being left behind by the trend of the new era.

Emotional life and public image: the influence of a double-edged sword

Hua Chenyu’s career is not only the accumulation of music works, but also his private life and public image will have a great impact on his career. Undeniably, he has attracted much attention because of many scandals in his emotional life, which is both a double-edged sword and a shadow on his career path. The public’s expectation of him and his performance on social media make Hua Chenyu have to find a delicate balance between his private life and his public image.

In the era of highly transparent information, the audience’s requirements for stars are becoming more and more strict, which is undoubtedly a great pressure for Hua Chenyu. Every public speech and private behavior of him may become the focus of public opinion. In the disputes again and again, he seems to choose silence to protect himself. However, whether this low profile can help him rebuild his image and regain his trust is still unknown.

Reflection and Rebirth: What’s the Future of Hua Chenyu?

Faced with this situation, the future of Hua Chenyu seems to be full of uncertainty. Some voices believe that he needs to adapt to this changing market to cater to the audience’s pursuit of new things. In this competitive environment, talent and strength alone are not enough. Sharp market insight and good public relations strategy are equally essential. Whether Hua Chenyu can win the favor of the stage again and become the focus of the industry with his own music is still a problem worthy of attention.

In the music world, how many stars who used to have unlimited scenery gradually faded out in the torrent of time? People remember their past glory, but now they are living in an uninhabited corner. Hua Chenyu’s situation reminds everyone in this industry to adapt to changes and seize opportunities. Perhaps in the near future, he can walk out of the current silence and return with a brand-new attitude, no longer just the neglected musician, but an artistic creator who redefines himself.

Conclusion: Looking forward to the rebirth of Hua Chenyu.

Finally, Hua Chenyu’s silence is undoubtedly a kind of helplessness, but it can also be his reflection and start again. The entertainment circle is full of competition and change. Only by continuous progress and adaptation can we stand on this stage. When he stands on the stage again, I hope he can bring different music, break the silence and shine his own light. Let’s continue to pay attention to this once shining artist and look forward to his rise again, hoping that he can write a new legend of music.

Editor in charge:

Elegance and performance coexist from the price of 125,800 yuan.

Nowadays, consumers pay more and more attention to space when buying a car, which is worth mentioning in terms of space performance. Let’s get to know each other.

First of all, from the appearance, the front of Fenglanda looks very simple and looks very domineering. Coupled with simple headlights, the design took the sports route. The car is equipped with LED daytime running lights, front fog lights, automatic opening and closing, adaptive far and near light, delayed closing and so on. Coming to the side of the car body, the size of the car body is 4485 mm * 1825 mm * 1620 mm. The car adopts round and lovely lines, and the car side looks very round and lovely. With large-sized thick-walled tires, the overall visual effect is very delicate. In terms of the rear end, the overall shape of the rear end echoes the front face, and the taillights give people a very fashionable and dynamic feeling. Coupled with the unique exhaust pipe, the overall layout is impressive.

When I came to the car of Fenglanda, the interior of Fenglanda was fashionable and concise, and the visual effect was very good. The car’s steering wheel is very soft, equipped with manual steering wheel up and down+front and rear adjustment and other functions, everything looks very hard. Let’s take a look at the central control. The car is decorated with a cold touch-control LCD central control panel, which makes the interior design quite layered and looks sharp. Let’s take a look at the dashboard and seats again. The dashboard of this car presents a young design style and is full of science and technology. The car uses imitation leather seats, which are wide and thick and very comfortable to ride.

The overall performance of the trunk space of Flanders is excellent, and the shape is regular, which is convenient for people to take their luggage. At the same time, the car is equipped with anti-lock braking (ABS), LED daytime running lights, brake assist (EBA/BAS, etc.), braking force distribution (EBD), traction control (ASR/TCS, etc.), main driver airbag, co-pilot airbag, knee airbag, side airbag curtain, front side airbag and other safety configurations.

Many people buy SUVs because of their stronger passability. The car is practical and fully equipped, and it is a good helper for home travel. If you like it, you might as well learn more about it.

2022 Tianjin Auto Show： New Land Rover Range Rover Sport Edition unveiled.

　　[car home Information] At the 2022 Tianjin Auto Show, a brand-new (|) appeared at the auto show. The car has been officially listed before.The new car has launched a total of five configurations, with a price of 968-1.358 million yuan.As the third generation model, the new Land Rover Range Rover Sport Edition is built on the Land Rover MLA-Flex architecture, and the body stiffness and NVH performance are further optimized, which can easily cope with various road conditions and has better comfort and stability. The new car is available in fuel version and plug-in hybrid version.

Home of the car

　　In terms of appearance, the new Land Rover Range Rover Sport Edition inherits the genes of the Range Rover family. The new China Net is the same as the Range Rover, but the China Net is all blackened, which is more sporty. Headlights become more slender and streamlined, showing a sporty beauty, and digital LED headlights have higher visibility. The front bumper is X-shaped, and sports decorative strips and fog lights are embedded, with satin bronze side vent trim.

Home of the car

　　The side of the car body is still a classic suspended roof design, and a hidden door handle is introduced. The beauty of streamline is perfectly integrated with masculine body lines and waistlines, showing the beauty of sports and strength. The body dimensions are 4946/2047/1820mm in length, width and height, respectively, and the wheelbase is 2997 mm. At the same time, the new car is also equipped with 23-inch aluminum alloy spokes, and red calipers can be seen inside. The double shark fin design on the roof also looks particularly chic. The new Land Rover Range Rover Sport Edition also uses special technology at the joint between glass and car body, which reduces the gap between car bodies.

Home of the car

　　The taillights with bright black trim at the tail look quite simple, with a lot of white space at the tail. However, the three-dimensional lines show that the tail is not empty. There are two huge exhaust openings on both sides full of strength, which enhances the momentum of the tail.

Home of the car

　　In terms of interiors, the new Land Rover Range Rover Sport Edition still retains a large number of interiors made of Windsor and semi-aniline luxury leather fabrics, and can also choose UltrafabricsTM innovative and environmentally friendly fabrics, and gives a variety of interior theme colors. The brand-new three-spoke steering wheel adopts two-color design and uses touch buttons, which are larger in size. The center console is equipped with a 13.1-inch suspended curved screen, a brand-new InControl OS 2.0 infotainment system, and a fully optimized high-definition touch screen menu hierarchy design, so that common function commands can be easily used in only two steps.

　　The new car is also equipped with an all-LCD instrument panel and a brand-new head-up display system. By applying full-color high-definition images, key vehicle data such as current speed, gear position and navigation direction can be projected onto the windshield. At the same time, the new car also adopts a streaming media rearview mirror. The air conditioning system returns to the traditional physical touch buttons and is equipped with the in-vehicle air purification system PRO, which can purify the in-vehicle air in advance, neutralize odor, bacteria and allergens and filter PM2.5 through remote control. At the same time, the new car is also equipped with mobile phone wireless charging.

Home of the car

　　In terms of seats, the front seats have 22-way electric adjustment, including seat ventilation, massage and other functions. The whole seat looks thicker and uses a flying wing headrest design. The new dual-color steering wheel is decorated with moonlight chrome elements, and with the suspended ceiling, it enhances the sports atmosphere and texture of the interior. The rear seats are also spacious and comfortable, the seat angle can be adjusted electrically, the central armrest is wide, and the rear row provides an independent air conditioning control system.

Land Rover (Imported) Range Rover Sport Edition 2023 First Edition

　　In terms of power, the new Land Rover Range Rover Sport Edition is equipped with an Yingli 3.0T six-cylinder engine, offering three power versions: 360PS, 400PS and 510PS. Among them, the 360PS version has a maximum power of 360 HP, a maximum torque of 500 Nm, and an acceleration of 0-100km/h for 6 seconds; 400PS version, the maximum power is 400 HP, the maximum torque is 550 Nm, and the acceleration is 0-100km/h for 5.7 seconds; 510PS version, the maximum power is 510 HP, the maximum torque is 700 Nm, and the acceleration is 0-100km/h for 5.4 seconds; The first release P510e is a plug-in hybrid vehicle with a comprehensive power of 510 HP, providing 100 kilometers of pure electric cruising range in pure electric mode.

Land Rover (Imported) Range Rover Sport Edition 2023 First Edition

　　The new Land Rover Range Rover Sport Edition introduces an integrated chassis control system, and the new generation of dynamic air suspension and the advanced dynamic feedback system frame work together to achieve more accurate independent vibration reduction and adjustment functions. The second generation adaptive dynamic system can effectively slow down the body shake by managing and controlling the adjustable double-valve shock absorber through software, and strive to ensure that the vehicle always maintains the best driving state. At the same time, four-wheel steering, active electronic differential system and torque vector distribution system effectively improve the flexibility of the car body.

Land Rover (Imported) Range Rover Sport Edition 2023 First Edition

　　The second generation Terrain Response intelligent all-terrain feedback adaptive system provides 9+1 modes including 5 off-road modes, automatic, comfortable, sports and economic modes, as well as user-defined modes. It is the first time to carry off-road adaptive cruise, which can adjust the speed according to the road conditions to maintain a smooth form, reduce the driving difficulty of drivers and improve the stability of vehicles. The wading depth of the whole vehicle reaches 900mm, that is to say, it can still pass through the wading area under the condition of submerging 815mm outer diameter tires.

　　The new Land Rover Range Rover Sport Edition comes standard with an omni-directional body imaging system, with wading sensor, front and rear parking radar, collision prevention emergency braking, etc. It also provides intelligent parking assistance packages, driving assistance packages and blind spot assistance packages. (Text/car home Li Na)

From ZEEKR 001 to 009 Pole Krypton opens up the third track growth space

　　The era of smart electric vehicles is always changing rapidly. Old and new forces are competing one after another, and both inside and outside the industry are seeking the ultimate answer to "who is the real winner". As more and more new and old players pour into the track, fast runners become relatively scarce. Any brand that wants to achieve long-term sustainable growth must find a breakthrough in the constantly changing environment, not only to cope with various pressures, but also to find solutions to open up future opportunities.

　　With its profound car-making heritage + sustainable iterative intelligent evolution + always meeting user expectations, the JK brand, which has been established for less than two years, has set an example for its peers with its forward-looking insights, technological strength and execution courage, creating the "JK model" of the intelligent electric era, and achieving a leading trend of first-come, first-come. In October, the delivery volume of JK 001 exceeded 10,000, becoming the first pure electric luxury car of a Chinese brand to achieve monthly delivery of bicycles exceeding 10,000.

　　When Krypton 001 has become a product with no shortcomings and absolute longboard, Krypton has long realized that the success of a single product cannot bring about the sustainable development of a brand. The listing of luxury pure electric MPV Krypton 009 marks the completion of the layout from single product explosion to multi-product development, and at the same time provides the industry with the most intuitive sample of eclectic and all-round development.

　　Different from traditional car makers and new forces, the Extreme Krypton brand is quietly rising, fighting the "Extreme Krypton Mode" of the third track. With rapid growth and iterative evolution, this "rookie" has launched a sprint to the next explosive moment.

From ZEEKR 001 to 009 Pole Krypton opens a copy of the third track growth space _fororder_image001

　　"All-round car" with unique skills

　　The launch of the luxury pure electric MPV Pole Krypton 009 can be described as a key battle for the upwardness of the Pole Krypton brand value. The new car has opened up new imagination in the market and users for this category through scene-based and intelligent experience innovation.

　　At the press conference on November 1, An Conghui, CEO of Extreme Krypton Intelligent Technology, issued a "soul torture" on the "ultimate paradox" that has plagued traditional MPVs for many years, and explained how, based on the concept of Extreme Krypton car building, Extreme Krypton 009 abandons inherent cognition, and how to innovate and continue to evolve from the user’s perspective to redefine luxury MPVs.

　　First of all, when pure electricity meets MPV, the cruising range becomes the focus. Extreme Krypton 009 WE version 116kWh is equipped with a polar core battery pack, and the cruising range of CLTC comprehensive operating conditions has reached 702km, becoming the world’s first pure electric MPV with a cruising range of more than 700km; Extreme Krypton 009 ME version 140kWh is equipped with CTP 3.0 Kirin battery for the first time in the world. The cruising range of CLTC comprehensive operating conditions breaks through to 822km, and its strength ranks first in the world in four-wheel drive pure electric battery life.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image002

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image003

　　Secondly, only the original pure electric can have the original design. The front face of the traditional luxury MPV is cookie-cutter. The extreme krypton 009 completely gets rid of the constraints of the engine intake grille, subverts the underlying logic of the traditional design, and lights up the luxury with the original intelligent front grille. The front face of the "Fountain of Light" has a total of 154 LED light sources and personality evolvable lamp interaction, so that the MPV emits "the temperature of light". At the same time, the extreme krypton 009 adopts an innovative hidden double A-pillar curved glass design, as well as the largest aircraft aerodynamic silent windshield in the same class, which effectively reduces wind noise, and the wind resistance coefficient reaches 0.27.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image004

　　Third, the polar krypton 009 subverts the natural defects of the traditional MPV body with large body and low stiffness, and redefines the safety standard of luxury cars over 5m. The world’s largest integrated die-cast rear-end aluminum body, 6S6S safety development concept, 720-degree all-round armor, "ten grids" battery anti-collision structure, all series standard top hardware, "shadow driver" NZP autonomous pilot auxiliary driving.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image005

　　Fourth, traditional MPVs have been tirelessly working on "how to make a sofa". Extreme Krypton believes that the native pure electric luxury MPV should not only roll up the luxury of "sofa style" to the extreme, but also rely on the intelligent experience architecture, so it creates a top luxury second row of seats + the whole house intelligent "big flat floor in the sky". Extreme Krypton 009 can be described as comfortable in rows, luxurious seats, and smart everywhere.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image006

　　Finally, Extreme Krypton 009 broke through the shortcomings of traditional luxury MPV driving control, with a 0-100km/h acceleration time of only 4.5s. "Extreme Krypton Control" revolutionized MPV performance cognition and became the only MPV to break into the 4-second club.

　　As MPVs enter high-end diversification, the market calls for the birth of luxury MPVs with higher quality and better experience. Through the above product highlights, Krypton 009 has been visible to the naked eye in the core value of the product.

　　It is worth noting that the ambition of JK 009 is not only to make the best MPV so far, but An Conghui also shouts to users who have the tendency to buy large SUVs: "Instead of tearing two small benches, why not choose a larger space". The 6-seat JK 009 obviously also wants to cross the SUV field and lead users’ expectations.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image007

　　From JK 001 to 009, each product of JK has achieved the same level of leadership and cross-level transcendence, and more targeted around the needs of target users to create unique product value, successfully interpreting what is "an all-round car with unique skills".

　　"Extreme Krypton Speed" runs through the "third track"

　　Relying on the deep industrial foundation accumulated by Geely Holding Group over the past 36 years and the comprehensive empowerment of global advantageous resources, Extreme Krypton has built a complete pure electric intelligent technology ecosystem, which is the cornerstone of laying the speed of Extreme Krypton, and directly contributed to the increasing delivery and order volume of Extreme Krypton 001.

　　At the press conference, An Conghui posted the latest "report card" of JK 001: the delivery volume in October exceeded 10,000, reaching 10,119 units, an increase of 22.3% compared with the previous month, becoming the first pure electric luxury car of a Chinese brand to achieve monthly delivery of bicycles exceeding 10,000. The delivery of JK 001 continued to accelerate, and the cumulative delivery volume exceeded 55,000 units. The average order amount exceeded 336,000 yuan, and it won the sales champion of Chinese brand pure electric models with more than 300,000 yuan for three consecutive months.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image008

　　From the launch of the brand to the official start of delivery of JK 001, it took only 192 days for JK 001; from the start of delivery to the delivery of 10,000 units, it took 110 days; the delivery of the 2nd 10,000 units took 107 days; the delivery of the 3rd 10,000 units took 64 days; the 4th 10,000 units were delivered, only 45 days; the 5th 10,000 units were delivered in only 31 days. In less than a year, the cumulative delivery of JK 001 exceeded 55,000 units, setting a new record for the delivery speed of the first year of the new power brand, and also breaking a new record for the delivery of the first model of China’s high-end intelligent pure electric brand.

　　Based on the systematization of polar krypton from production to delivery, An Conghui said that starting from November 1, users of polar krypton 001 can lock orders at any time within 72 hours after ordering (more than 72 hours of automatic locking), and it is expected to be delivered within 6-8 weeks after ordering, further shortening the waiting time for users.

　　At the same time, from benchmarking top car companies to benchmarking user expectations, the positioning of new user-type enterprises is also an important driving force for the rapid growth of the Krypton brand. The user experience has no boundaries and fixed patterns, which prompts Krypton to always run in front of diverse needs, continuously optimize the system, create surprises, and even take the unusual road, winning more and more user recognition and word-of-mouth.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image010

　　In the "China Passenger Car Market User Net Recommendation Rate Insights Report (2022 Edition) " released by Easy Car, Extreme Krypton achieved a user net recommendation rate of 70.29% by virtue of its extreme products and the concept of co-creation with users, ranking first among the mainstream brands of passenger cars in China, surpassing luxury brands such as Tesla and Porsche.

　　In the pure electric vehicle value retention rate rankings released by several authoritative professional platforms such as the Automotive Finance and Value Retention Rate Research Committee of the China Council for the Promotion of International Trade, JK 001 has ranked first in the value retention rate of pure electric vehicles of Chinese brands, surpassing Tesla Model Y/3 in the field of pure electric brands. In addition, JK pioneered the launch of an online intelligent evaluation tool for vehicle capitalization, becoming the first Chinese high-end intelligent pure electric brand in the industry to launch intelligent evaluation services for vehicle value retention.

　　Extreme Krypton APP ranks among the best in the TGI ranking of the new middle-class smart car APP active penetration rate, with more than 5.83 million + monthly interactions; collected more than 10,500 user suggestions; 176 WeCom communities, covering 33,500 + users; an average of 310 community activities are held every month, covering 70 cities, with an average monthly customer engagement of nearly 4,800.

　　From the offline touchpoint, there are 220 stores in major cities across the country, and delivery services are available in 330 + cities across the country. The self-built charging stations in the Jikrypton network have been deployed in 550 + stations in 106 cities across the country, breaking through 500 stations in 100 cities in only one year, refreshing the speed of self-built stations of domestic electric vehicle brands. OTA upgrade completed 100,000 + OTA upgrade of trains, 63 function updates, and 700 experience optimizations. 300 + high-quality after-sales services network, covering 32 provinces and 208 cities across the country.

From ZEEKR 001 to 009 Pole Krypton opens third track growth space _fororder_image011

　　Intelligent electric car track is very fire, in the "giant power" pure electric intelligent technology ecosystem empowered, and always adhere to the user-centered long-term doctrine, Krypton out of a unique third track growth curve, Krypton from the annual delivery of 70,000 units of the target has been getting closer and closer, with a keen sense of consumer demand and rapid market response ability, Krypton found the key to a stable and far-reaching future growth prospects will be infinite. (Text: Wu Yue, Figure: Krypton)

Yang Zi was commented on by the official media, and his words were sharp and sincere. Netizen： Yang Zi relies on his works to speak

"Sauvignon Blanc" has attracted much attention since it went LIVE. The four handsome male protagonists, exquisite filters and costume props are all eye-catching. The audience highly recognized the efforts of the crew.

However, with the broadcast of the series, some doubts about the female lead, Yang Zi, gradually emerged. Some people criticized her for her stiff facial expression and poor manners in the play. Even more audiences were dissatisfied with her performance, believing that her facial features were flying around, and the criticism was once high.

In the face of these controversies, Yang Zi did not ignore them, nor did she choose to fight back. She responded to these voices with an honest attitude and real feelings. She firmly believes that people cannot fully control their expressions in their real emotions, and her performances are just an effort to convey the true emotions of the characters. At the same time, she also admits that it is really difficult to play ancient puppets, but the best thing to do is to succeed.

Ms. Yang’s remarks were taken seriously by state media, and People’s Entertainment explained it to her personally, praising her as an excellent actress and affirming her excellent acting skills along the way.

summarize

As a child star debut actress, Yang Zi’s resources are indeed very good. Whether it is her well-behaved and cute childhood or her exquisite acting skills now, she has moved the audience.

The popularity of "Sauvignon Blanc" has made Yang Zi popular again after a period of silence. Although some people have criticized her performance, her talent and hard work cannot be ignored.

The former pop drama queen has proved her worth with her works and performances. Her growth and persistence have made her gain her own world in the entertainment industry.

We look forward to Yang Zi being able to continue to perform hard and bring more exciting works to the audience without the interference of external voices. Every attempt and breakthrough she makes is a witness to the development of the Chinese TV drama market.

Sell 126,900-171,900 yuan Chery Tiggo 8 PRO listed.

Yichexun On May 18th, it was officially launched, with a price of 12.69-17.19 million yuan. Nine models were launched, offering five-seat/seven-seat layouts and enjoying seven gifts. It was equipped with 1.6T and 2.0T engines and matched with 7DCT gearboxes.

Highlights of this car:

Provide 5-seat /7-seat layout

1.6T/2.0T multiple models, enriching the vehicle matrix.

Provide a four-wheel drive version to increase the fun of control.

The latest design language creates the overall momentum.

Tiggo 8

Tiggo 8 PLUS

In terms of modeling, the latest family design language is adopted, which is quite different from that of "and". The irregular grain design is adopted inside the large-area mesh, which effectively enhances the overall momentum. In addition, the sharp slender headlights connected with chrome trim strips look sharper.

In terms of body size, the length, width and height are 4745/1860/1745mm, and the wheelbase is 2710 mm. Compared with the same door, the width/height/wheelbase is consistent, and the length is longer, which makes it look more slender.

The taillights adopt the popular through taillight design, with the chery letter logo at the bottom of the middle, which is relatively compact as a whole. The bottom adopts a bilateral four-out exhaust layout to enhance the sense of movement.

Different color styles are collocated and diversified.

As for the interior, it provides three colors of wormhole black, dark brown and star silver blue. It is equipped with a 24.6-inch curved double screen. The interior is Zhiyun 5.0 system, which provides odd car housekeeper and remote service. It also has the first W-HUD head-up display function, which can display information such as vehicle speed, dynamic ADAS, navigation, telephone, etc., and provides wifi hotspots, FOTA online upgrade audio, etc. There are 8-10 speakers, some of which.

5-seat edition

7-seat edition

The interior adopts two layout forms of 5 seats /7 seats. The main driver’s seat provides 6-way electric adjustment, 4-way electric lumbar support and memory function, and the assistant driver’s seat is 4-way electric adjustment. Both seats support seat ventilation.

In terms of active and passive safety configuration, front airbags and side air curtains are provided, equipped with braking assistance, braking priority system, traction control, uphill/downhill assistance, lane departure warning, lane keeping, intelligent distance light switching of adaptive cruise aircraft, etc., to improve driving safety.

A variety of power offers four-wheel drive versions.

In terms of power, Kunpeng Power 1.6T and 2.0T engines are provided, in which the maximum power of 1.6T is 145kW, the maximum torque is 290N·m, the maximum power of 2.0T is 187kW, and the peak torque is 390n m. The transmission system is matched with 7DCT gearbox, providing two driving forms, namely front drive and timely four-wheel drive. The chassis is multi-link layout before McPherson.

According to the data displayed in the "Hot List" of Easy Car App, it ranks 9 th. If you need more data, please check it in Easy Car App.

Editor in charge: Wang Yifei

Lei Jun： By the end of this year, Xiaomi Automobile Delivery Center will cover 40 cities.

IT House reported on April 18th that Lei Jun, the founder and chairman of Xiaomi, started broadcasting at Xiaomi Auto Delivery Center today, and "talked with netizens about the sale of Xiaomi SU7 these days".

Lei Jun said that the Xiaomi Automobile Delivery Center has now covered 29 cities across the country, which cover the major markets of new energy vehicles. By the end of this year, Xiaomi Automobile Delivery Center will cover 40 cities. Lei Jun also revealed that Xiaomi SU7 has started the delivery of official models in Beijing and Shenzhen today.

On the 22nd of last month, Lei Jun compiled a list of the second batch of alternative cities to be delivered to the central cities, hoping that netizens would help to vote for 10 cities.

According to the previous report of IT House, Xiaomi Automobile has 59 stores in 29 cities across China, covering Beijing, Shanghai, Guangzhou, Shenzhen, Wuhan, Hangzhou, Chengdu, Suzhou, Nanjing, Wenzhou, Ningbo, Wuxi, Xiamen, Hefei, Chongqing, Foshan, Dongguan, Xi ‘an, Zhengzhou, Tianjin, Changsha, Taiyuan, Qingdao, Haikou, Shijiazhuang, Kunming.

Lei Jun’s live broadcast is still going on, and IT House will bring follow-up reports later.

Rich film list! The summer box office in 2023 will return to the 10 billion era.

Special feature of 1905 film network In 2023, the Dragon Boat Festival entered the countdown and won at the starting line. At present, the total box office of the two films is more than 20 million, making them the top seed players.

With the opening of the Dragon Boat Festival, the balance in June is insufficient. In July, which played a connecting role in the summer file, with the addition of two foreign films, the lineup of films was more abundant.

Up to now, in 2023, many imported films have been booked and released in China. Coupled with a number of domestic blockbusters previously scheduled, the box office of the summer file in 2023 will return to the era of 10 billion.

Filmmakers hope that all the films in the schedule will sell well.

It has become normal for the imported movie "Bao Tuan" to land in the first month of the summer file.

The same is true in 2023, with 9 foreign films scheduled for June. Among them, "Transformers 7", "Speed and Passion 10" and many other foreign films are temporarily in the TOP10 of the single-chip box office list in June.

"First of all, many films are scheduled in North America in the summer, and the simultaneous release in the mainland can guarantee the box office revenue of the films. If they are shown later, the pirated resources will be leaked in advance and the plot will be spoiled." Cheng Fei, CEO of Top Data, shared his views on the phenomenon that many imported films choose to be released in summer. He admits that the summer file has a time span of three months, and for imported films, there is plenty of room for box office.

According to the statistics of Top Data’s summer box office in recent years, the primary factor for imported movies to achieve high box office during this period is the quality of film content. For example, in early May, under the premise of serious loss of foreign film audience, with excellent reputation, it achieved almost the same box office results as the previous film. At present, the film has exceeded 36.6 million yuan, ranking 9 th in the single box office list of the mainland film market in June.

Secondly, IP size is also an important factor affecting the box office performance of foreign films in summer. For example, Speed and Passion 10, which is being released, has won a cumulative box office of nearly 1 billion yuan with IP blessing, although its reputation is average.

At present, 20 films have been scheduled in July 2023. In terms of imported movies, Mission Impossible 7 has a high degree of market recognition. In terms of domestic films, etc., the online ticketing platform wants to see the top number of people.

Among these films, Cheng Fei said that "the box office of domestic films is greatly influenced by word of mouth, and the word-of-mouth feedback of the premiere of" octagonal cage "is positive; The "Enthusiasm" unveiled at the Shanghai Film Festival has received rave reviews in the industry; There is no word-of-mouth exposure in the production level, showing a large temperament; It attracted a large audience on the streaming media platform. " In terms of imported films, "Mission Impossible 7" was praised by overseas media in the early stage, or became the box office champion of imported films in summer.

For the cinema, the summer file is also an important schedule that affects the annual revenue.

"I think as a filmmaker, I may prefer to sell all the films in the schedule. After the epidemic, the whole industry is working hard from top to bottom. We don’t want only one explosive movie in a schedule, because one explosive can’t support the whole schedule. " Cai Xiaoxue, director of operation of UME Studios, bluntly said that the efforts of all parties in the film industry are aimed at creating a win-win situation of "letting a hundred flowers blossom and a hundred schools of thought contend". Only when the schedule is good can the market remain dynamic.

At present, the 2023 summer movie list can be described as colorful. Cai Xiaoxue believes that this film list can attract more main moviegoers to enter the cinema. According to the characteristics of the scheduled passenger flow, UME Studios also launched preferential movie viewing activities for students and graduates.

Summer box office may return to the era of 10 billion

In 2019, it became a watershed in the summer box office of the mainland film market.

Since 2015, the overall box office of this period has exceeded the 10 billion mark for five consecutive years and reached a record high of 17.778 billion yuan in 2019. Since then, affected by the epidemic, the box office of the summer file fell to 7.181 billion yuan in 2021 and rose to 9.135 billion yuan in 2022.

By 6: 00 pm on June 20th, the box office of summer file in 2023 had reached 1.66 billion yuan, exceeding the level of the same period last year. In July, due to the rich types of films in the market and the balanced volume, the box office in a single month is expected to create a new high after the epidemic. August, etc., with a certain market recognition.

In this context, the summer file in 2023 is expected to return to the era of billions.

"The first mainland box office of the Megalodon series produced by our Chinese film industry sold for 1 billion yuan. The second new combination with Jason Statham will make the potential audience base even larger. " Cai Xiaoxue admits that he is full of confidence in the return of the summer file in 2023 to the era of 10 billion box office. In the August film list, she believes that Megalodon 2: Abyss can have a good box office performance.

Cheng Fei also believes that it is easier for the summer box office to exceed 10 billion in 2023, but it is difficult to challenge the best results in 2019. At the same time, he also admitted that the market could not reach the best level in history overnight and needed a gradual process. According to Top Box Office Forecast System, the summer box office in 2023 is expected to fluctuate from 11 billion yuan to 13 billion yuan.

As we all know, July and August have become the main ticket warehouses for summer files. According to statistics, in the last five summer vacations, July and August won the monthly box office champion for two times and three times respectively. With the coming of these two months, the competition in the summer movie market will become more intense.

In the summer of 2023, audiences hope to see more excellent films, and filmmakers hope to see more win-win situations. The upcoming Dragon Boat Festival will also set off a wave of movie climax.

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Yang Zi was commented on by the official media, and his words were sharp and sincere. Netizen： Yang Zi relies on his works to speak