Performance & security by Cloudflare. ), It is maintained in the Portfolio Backlog, It must be structured to fit within a single PI, It is written using a phrase, benefit hypothesis, and acceptance, It remains complete and becomes a Feature for implementation. Find out how. Richard Lawrence has produced a detailed and useful set of resources on how to split user stories. hb```U'@( pIFv Ny$)vhvvCzEGGGX9``p30x03-!`i: Q!k7mf0NJ!Y.g?7,4 20 f>- A. Batch processing does not collapse or minimize the number of SQL statements done; it is all about optimizing how Hibernate caches and flushes things to the database in its in-memory session. batch size = the number of training examples in one forward/backward pass. This matches demand to capacity and increases flow through the system. If small batches go through the system faster with lower variability, then which statement is true about batch size? It also results in a very large batch, with bottlenecks at each stage. It also makes it easier to read and understand the intent of the tests. 2. Optimizing flow means identifying and reducing what? (Choose two. The optimal values are 7 = and /3 = P. Batch size is a measure of how much workthe requirements, designs, code, tests, and other work itemsis pulled into the system during any given sprint. All Data Subject Access Requests (DSARs), and requests of Do Not Sell My Personal Information according to the CCPA, must be submitted through the Planview DSAR portal located here. It is common for projects to start at the bottom, completing all the work required to build the full product at each level. Do I need a transit visa for UK for self-transfer in Manchester and Gatwick Airport. #scaled-agile-framework. aspirational terms (e.g. From the options listed below, select the suitable data sources for flume. A. <> Build Lean-Agile Budgets Plan a Program Increment (PI) Use, Which statement is true about batch size? Which statement is true about batch size? There is no substitute for effectively managing WIP. For each epoch, can I use only on a subset of the full training dataset to train the neural network? Download your printable batch size evaluation checklist (PDF). Large batch sizes ensure time for built-in quality. The importance of batch processing and finding the right batch size for your operation is to find the right balance between app memory used and database . These make the business value more transparent and simplify communication between the business product owners, developers and testers. Usually, we chose the batch size as a power of two, in the range between 16 and 512. To be successful in creating high-performing teams, we must take a stark and candid look at whether we are embracing the ideas of minimizing batch size. Its hard to make batches too small, and if you do, its easy to revert. The higher the batch size, the more memory space you'll need. Small batches of work are highly predictable as to when they get to production. This builds expertise, making delays or errors less likely. Learn more in our case study on reducing risk with Agile prioritisation on the IntuitionHQ project. Question #: 12. Batch size is a measure of how much workthe requirements, designs, code, tests, and other work itemsis pulled into the system during any given sprint. Can the (sparse) categorical cross-entropy be greater than one? which statement is true about batch size, lead time, and utilization? can be one of three options: How do I choose the optimal batch size, for a given task, neural network or optimization problem? A. In a scaled Agile environment we may also see portfolio epics also as a batch. What is an example of cross-functional Iterations? When youre deploying to production multiple times a day, theres a lot more opportunity and incentive for making it a fast, reliable and smooth process.. x\ms6La]&7Ni~h IVH*owz geHg%{,_O6^o&[ev>^w:K5p|qKd(,G|GN #safe-agile. If so, then 50,000 rows might be longer than you expect, depending on the data you need to load. I am using map on this batched Dataset (ds), passing my_fun.Data in the code below is a pandas dataframe containing . This is done by establishingand continually adjustingWIP limits for the relevant states. Why does this matter? asked Mar 3, 2020 in Agile by emanuela.scavizzi. This happens as frequently as possible to limit the risks that come from integrating big batches. It will be moved to the Portfolio Backlog if it receives a "Go" decision from Lean Portfolio Management. In other instances, it is best that the architecture evolves as we learn more about user needs. Why the cost/loss starts to increase for some iterations during the training phase? Do not specify the batch_size if your data is in the form of datasets, generators, or keras.utils.Sequence instances (since they generate batches). Vanderbilt alum; dog lover; bourbon nerd. Where are Strategic Themes found in the SAFe Big Picture? If unspecified, batch_size will default to 32. ]I630cPeM#wX+oo"/Z5O;(v9`^dvVg - IXke=3%wh$"{[3L :;phGr\ 8q[`S (While this might sound complicated, even the line at Starbucks illustrates that.) We have found thatsplittingwork betweenmultiple, separate teams significantly increases project risk, especially when teams are from different organisations. Luckily, if youre already practicing Kanban, you are already generating data that will give you insights into how to improve your Lean and Agile workflow. Figure 1 illustrates an example. You can email the site owner to let them know you were blocked. Often, simply visualizing the current volume of work is the wake-up call that causes practitioners to start addressing the systemic problems of too much work and too little flow. As a result, we reduce the risk that well go over time and budget or that well fail to deliver the quality our customers demand. 0 votes . What if next week the data load is . A ) Increase throughput. agile. As we saw in our earlier posts, the four key risk management tools for Agile software development prioritisation, transparency, batch size and work in progress each reduce one or more of the most common risks: risks to quality, time, cost and value. What is their next step? You will see that large mini-batch sizes lead to a worse accuracy, even if tuning learning rate to a heuristic. In this post we look at what batch size is, how small batches reduce risks, and what practical steps we can take to reduce batch size. Which statement is true about batch size? Which statement is true about batch size? When stories are broken into tasks it means there are small batch sizes Large batch sizes ensure time for built-in quality When there is flow it means. #scaled-agile-framework. When and how was it discovered that Jupiter and Saturn are made out of gas? That can be true up to the point of nearly full capacity, but thereafter, the system becomes turbulent and throughput decreases. Michelle is a partner in an accounting firm who supervises Len, a junior accountant who has worked there as an employee for 12 years and makes $80,000 per year. Overloading teams and programs with more work than can be reasonably accomplished is a common and pernicious problem. Deploying much more frequently hardens the deployment process itself. This means we can use the following heuristic: Tip: Make batches as small as possible. The information on this page is 2010-2023 Scaled Agile, Inc. and is protected by US and International copyright laws. What It Tells Us:Knowing this number over time helps to highlight whether a team is starting work items before finishing existing WIP (aka creating a push-based system instead of the desired pull-based system). Stack Exchange network consists of 181 Q&A communities including Stack Overflow, the largest, most trusted online community for developers to learn, share their knowledge, and build their careers. and are hyperparameters of the algorithm, which we tune via random sampling. d) Both (a) and (c) 27. Happy reporting! SAFe's first Lean-Agile Principle includes "Deliver early and often" and what else? The ideal batch size is a tradeoff between the cost of pushing a batch to the next stage (e.g. I also pass the batch size argument when calling the timeseries_dataset_from_array function, so my dataset is a BatchDataset. ), Which two areas are part of the Scaled Agile Framework Core Values? Higher team member utilization leads to longer lead times B. Torsion-free virtually free-by-cyclic groups. By ensuring we deliver working software in regular short iterations, small batches are a key tool in our Agile software development arsenal. Click to reveal #agile-process +1 vote. How does one normally check if the minibatch fits the CPU? Each line of code you add increases the number of relationships exponentially, making it exponentially harder to identify and fix the cause or causes of a bug. Some architectural choices are best planned, especially when particular options offer clear advantages or to make it easier for teams and tools to work together. Your IP: Scaled Agile Framework and SAFe are registered trademarks of Scaled Agile, Inc. If the Agile team is a Scrum team we also have the Sprint as a batch of work. Small batch size reduce variability in flow Large batch sizes lead to queues and variable times as to when a feature is released. Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. Three, value is delayed. There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data. devops +1 vote. What is the best measure of progress for complex system development? A) building an offering that brings value to target customers B) finding a suitable promotion strategy for the product C) setting a reasonable price for the product D) selecting the right channel for distribution of the product E) calculating the total costs involved in manufacturing the product, By creating an account, you agree to our terms & conditions, Download our mobile App for a better experience. Teams are often pressured to work longer hours not charged to the project. Neither images nor text can be copied from this site without the express written permission of the copyright holder. What is another name for technical or functional spikes needed to uncover knowledge or reduce risk in the next PI, Which leadership style helps create a safe environment for learning, growth, and mutual influenc, Scrum is built on transparency, inspection, and what else, During which event are the Team PI Objectives agreed upon, Which role serves as the Servant Leader for the Agile Release Train, Which statement is true about Lean Portfolio Management (LPM) and budgeting, LPM empowers stakeholders to adapt the current backlog and roadmap context, Who is responsible for managing the Portfolio Kanban. Littles Lawthe seminal law of queuing theorytells us that the average wait time for service from a system equals the ratio of the average queue length divided by the average processing rate. How do teams accomplish this? Take building a new mobile application as an example. 1 Answer. Connect and share knowledge within a single location that is structured and easy to search. In mini-batch gradient descent, do we pass each input in the batch individually or all inputs at the same time through the layer? In order to make small batches economic we need to reduce the transaction costs. Smaller batches also reduce the risk that teams will lose motivation. This reduces the risk of an application becoming de-prioritised or unsupported. We see similar increases in effort when we come to deploy and release. Is back-propagation applied for each data point or for a batch of data points? One specific way we can focus on the smallest increment of value is by working on vertical slices of the system. What is the default method used to vote? Browse other questions tagged, Start here for a quick overview of the site, Detailed answers to any questions you might have, Discuss the workings and policies of this site. Again, small batch size is built in because we aim for short Sprints and only bring in the stories we estimate we can complete in that Sprint. A) They are used to measure business value achieved for each iteration B) They align the team to a common vision of work in the iteration C) They verify that teams are working at their full capacity D) They are used to track scope changes over time #iteration-goals #agile-iteration-goals Share your thoughts here Facebook Twitter LinkedIn 1 Answer Its worth mentioning once more that metrics are not universally helpfulwhenever you decide to start reporting on any metric, be sure to ask yourself:Why? New Zealand, practical steps we can take to reduce batch size, manage security risks in Agile software projects, reducing risk with Agile prioritisation on the IntuitionHQ project, set of resources on how to split user stories, How reducing your batch size is proven to radically reduce your costs, Why small projects succeed and big ones dont, Beating the cognitive bias to make things bigger, Introduction to project risk management with Agile, Agile risk management checklist check and tune your practice, Reduce software development risk with Agile prioritisation, Reducing risk with Agile prioritisation: IntuitionHQ case study, How Agile transparency reduces project risk, Risk transparency: Smells, Meteors & Upgrades Board case study, Manage project risk by limiting work in progress, Reducing WIP to limit risk: Blocked stories case study, Reducing batch size to manage risk: Story splitting case study, Batch size is monitored at all stages (e.g. For example, if a team has 25 cards in process (i.e., their total WIP) and a throughput of 1.5 cards/day, then the average cycle time is 16.66 days. Len did the tax returns for the past 3 years for Felicia, a client of the firm. a) True . What is the best way to deprotonate a methyl group? Effort is maintained at a consistent and sustainable level, reducing the overwhelming pressure that tends to build at the end of big batch projects. Small batches go through the system faster and with less variability than larger batches. When would Large Solution SAFe be needed? Cloudflare Ray ID: 7a121f8abf5a7fed Mar 4-14. In general, batch size of 32 is a good starting point, and you should also try with 64, 128, and 256. Stories may be the constituent parts of larger features, themes or epics. safe +1 vote. endstream endobj 145 0 obj <. There may be a batch size for each stage (funding, specification, architecture, design, development etc), a batch size for release to testing and a batch size for release to the customer (internal or external). What It Is:A snapshot metric that shows how many work items are actively being worked on at any given time. Read the statement and select the correct options: ( A) <>/ExtGState<>/XObject<>/ProcSet[/PDF/Text/ImageB/ImageC/ImageI] >>/MediaBox[ 0 0 612 792] /Contents 4 0 R/Group<>/Tabs/S/StructParents 0>> This case study shows how to manage risk by splitting user stories. 2 0 obj 186 0 obj <>stream number of iterations = number of passes, each pass using [batch size] number of examples. To achieve the shortest sustainable lead time, Lean enterprises strive for a state of continuous flow, which allows them to move new system features quickly from concept to cash. 1 Answer. The part 1 of this series,5 Lean and Agile Metrics to Measure Track with Your Team: Lead Time and Cycle Time, I shared two of the five Lean and Agile metrics to track. Operating a product development process near full utilization is an economic disaster. Do lobsters form social hierarchies and is the status in hierarchy reflected by serotonin levels? Compounding this delay is the increased likelihood of slippage, as cost and completion targets get pushed out. Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page. #agile-process +3 . quite complex and the direction of the true gradients do not point precisely in NOTE: Each correct selection is worth one point. Accomplishing flow requires eliminating the traditional start-stop-start project initiation and development process, along with the incumbent phase gates that hinder flow (seePrinciple #5and Lean Budgets). answered Jun 17, 2019 by tempuser123. c) Depends on cluster size . How Its Measured:Teams using Kanban boards can see WIP by counting how many cards are currently in their active/in process/doing board lanes (digital boards are able to measure this automatically). b. Feedback and batch size are generally not connected C. Small batch sizes enable faster feedback with lower transaction costs D. Large batches reduce transaction cost and provide a higher return on investment . Otherwise, select No. Out of these cookies, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. For any individual prepared statement object, you can set a statement batch value that overrides the connection batch value. Lack of feedback contributes to higher holding cost B. Understanding Batch Sizes and Risk. Batch size is optimized immediately by looking at transaction and holding costsB. These cookies track visitors across websites and collect information to provide customized ads. A. How often should System Demos occur in the default SAFe cadence? If, on the other hand, the patrons arrive in smaller groups, there will be sufficient resource available to complete each order in good time. Batch size is optimized when transaction Posted 7 months ago View Answer Recent Questions in Mechanical Engineering Q: Can a private person deceive a defendant to obtain evidence? What is their next step Identify Value Streams and Agile Release Trains to start alignment of the organization The program board shows which two items #scaled-agile-framework. In fact, it seems adding to the batch size reduces the validation loss. As this graph shows, the interplay of transaction cost and holding cost produces a forgiving curve. This means that you can only deliver value when the top layer has been completed. A) Increase throughput B) Decrease stress on the system C) Increase visibility D) Increase Work-In-Progress. (Choose two. Which statement is true about batch size? The iteration backlog and goals are based on the team's capacity and allow . View questions only. Batch size is the amount of work we transport between stages in our workflow. You can choose to explicitly process a batch at any time, overriding both the connection batch value and the statement batch value. Could very old employee stock options still be accessible and viable? SAFe 4 Agilist Sample Test V4.6 Page 1 Published 11.2018 Scaled Agile, Inc. We have over-invested in discovery and analysis without being able to measure quality. Which statement is true about Solution Context when defining large solutions? That might be different for other model-GPU combinations, but a power of two would be a safe bet for any combination. 12.Develops and delivers solutions incrementally, using a series of fixed-length iterations within a Program Increment (PI . There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data. Delays Which statement is true about Program events? Does Cosmic Background radiation transmit heat? Is lock-free synchronization always superior to synchronization using locks? Do German ministers decide themselves how to vote in EU decisions or do they have to follow a government line? Len's employment contract states that he is entitled to 4 weeks termination notice. Small batches guarantee lower variability flow, speed up feedback that is economically significant, and reduce the danger of delays and cost overruns. and so on. We can facilitate this by setting up a DevOps environment that integrates development and IT operations. research, trends, and best practices for improving everything from strategy to delivery within your organization. When stories are broken into tasks it means there are small batch sizes, B. stream This website is using a security service to protect itself from online attacks. Reducing batch size is a secret weapon in Agile software development. Which statement is true about batch size? How to split a user story Richard Lawrence, How reducing your batch size is proven to radically reduce your costs Boost blog, Why small projects succeed and big ones dont Boost blog, Beating the cognitive bias to make things bigger Boost blog, Test Driven Development and Agile Boost blog. The cookie is used to store the user consent for the cookies in the category "Other. One, transparency is reduced,which can lead to late discovery of issues, of cost and of value. Batch Size = 1 Mini-Batch Gradient Descent. Observe the effects, keep reducing, and stop reducing when total cost stops improving Batch sizing is very much a horses for courses endeavour. Small values give a learning process that converges quickly at the cost of noise in the training process. Lets get started. (Choose two.) asked . How to draw a truncated hexagonal tiling? 2020 - 2024 www.quesba.com | All rights reserved. and the training time. In week-long batches, we discover the quality every week. <>/Metadata 192 0 R/ViewerPreferences 193 0 R>> If you have a small training set, use batch gradient descent (m < 200), Stochastic mode: lose speed up from vectorization. Polished Chrome Holborn Pull-Down Touchless Single Handle Kitchen Faucet with Accessories (Part number: U.4034LS-APC-2) $1,049 $1,398. IOW, you want: gen = batch_generator (.) What It Is:A measure of how many work items are completed in a particular time unit. What does the Continuous Delivery Pipeline enable? 4. It is most effective to view throughput either as a trend or by combining it with other metrics,such as cycle time and lead time, to get a holistic picture of your teams capacity and productivity. Are Strategic Themes found in the training process as small as possible significant, and reduce danger! Ministers decide themselves how to vote in EU decisions or do they have to follow a line. A ) Increase visibility d ) Increase Work-In-Progress not charged to the project value when the top layer been... So my dataset is a pandas dataframe containing one point printable batch size, lead time, and you... Are highly predictable as to when they get to production Values give a learning process that quickly. Intuitionhq project the express written permission of the tests intent of the algorithm, which statement is about... Contract states that he is entitled to which statement is true about batch size safe weeks termination notice power of two would be SAFe... Still be accessible and viable each correct selection is worth one point week-long batches, we chose the batch reduce! Your printable batch size, the system becomes turbulent and throughput decreases with Accessories ( part number: )... Block including submitting a certain word or phrase, a SQL command or data! That could trigger this block including submitting a certain word or phrase, a client of the.... Using a series of fixed-length iterations within a single location that is structured easy... Any combination between 16 and 512 learning rate to a worse accuracy, even if tuning learning rate to worse..., it is: a snapshot metric that shows how many work items are completed in Scaled. Agile Framework and SAFe are registered trademarks of Scaled Agile, Inc. and the... The next stage ( e.g store the user consent for the cookies the! If the minibatch fits the CPU a common and pernicious problem years for,... And variable times as to when a feature is released the work required to the! This delay is the increased likelihood of slippage, as cost and completion get. Delay is the best way to deprotonate a methyl group provide visitors with relevant ads marketing. Up a DevOps environment that integrates development and it operations and reduce the risk that teams will motivation! Across websites and collect information to provide visitors with relevant ads and marketing campaigns transaction and holding.! Are Strategic Themes found in the code below is a Scrum team we have! Complex system development frequently hardens the deployment process itself was it discovered that Jupiter and Saturn are out... A heuristic economic disaster completion targets get pushed out betweenmultiple, separate significantly... To work longer hours not charged to the Portfolio Backlog if it receives a go... Are from different organisations nearly full capacity, but a power of two would be SAFe... The risk that teams will lose motivation what you were doing when this page came up and direction... Part number: U.4034LS-APC-2 ) $ 1,049 $ 1,398 that large mini-batch lead. 1,049 $ 1,398 can set a statement batch value becomes turbulent and throughput decreases time through the.. Trademarks of Scaled Agile Framework and SAFe are registered trademarks of Scaled Agile, Inc the site to! Hierarchy reflected by serotonin levels Pull-Down Touchless single Handle Kitchen Faucet with Accessories ( part number which statement is true about batch size safe ). Key tool in our Agile software development batch_generator (. each stage work items are completed in Scaled... With lower variability, then 50,000 rows might be different for other model-GPU combinations, but thereafter the... Need to reduce the transaction costs that the architecture evolves as we learn more about user needs batches too,. Possible to limit the risks that come from integrating big batches 12.develops and solutions... Made out of gas doing when this page came up and the Ray. Agile by emanuela.scavizzi the CPU best way to deprotonate a methyl group in a very batch! The true gradients do not point precisely in NOTE: each correct selection is worth point! Batches economic we need to reduce the transaction costs information on this batched dataset ( ). And marketing campaigns solutions incrementally, using a series of fixed-length iterations within a location! Targets get pushed out often should system Demos occur in the SAFe big Picture smallest Increment of value by... Way to deprotonate a methyl group a measure of how many work items are completed in a particular time.. Large solutions examples in one forward/backward pass a transit visa for UK for in! Iterations within a Program Increment ( PI site owner to let them know you were blocked dataframe containing passing in! Weeks termination notice past 3 years for Felicia, a client of the tests near! Being worked on at any time, and utilization the interplay of transaction cost and of.... Object, you can only deliver value when the top layer has been.! Particular time unit stage ( e.g series of fixed-length iterations within a single location that structured., passing my_fun.Data in the training process = batch_generator (. malformed data make small batches go through the?... Hard to make small batches economic we need to load 1,049 $ 1,398 setting up a DevOps environment integrates. Doing when this page is 2010-2023 Scaled Agile Framework and SAFe are registered trademarks of Scaled Agile Framework SAFe. System Demos occur in the batch individually or all inputs at the bottom, all... We chose the batch size is a common and pernicious problem you expect, depending on the Increment. Transparent and simplify communication between the business value more transparent and simplify communication between the business product owners developers! Past 3 years for Felicia, a SQL command or malformed data free-by-cyclic groups this! Higher holding cost B, and utilization ; s capacity and increases flow through the system follow a line. And viable defining large solutions similar increases in effort when we come to deploy and release each stage that! Making delays or errors less likely of cost and completion targets get pushed out found at cost! Decision which statement is true about batch size safe Lean Portfolio Management about batch size, lead time, overriding Both connection... We transport between stages in our workflow will see that large mini-batch sizes to... Throughput B ) Decrease stress on the team & # x27 ; ll need lead to late discovery issues! And if you do, its easy to search this graph shows, the of... < > build Lean-Agile Budgets Plan a Program Increment ( PI ) use, which we tune random! For the relevant states make small batches economic we need to reduce the transaction costs discover! To Increase for some iterations during the training phase contract states that he is entitled to 4 termination! My dataset is a Scrum team we also have the Sprint as a batch of data?... Is a Scrum team we also have the Sprint as a batch of we. Ip: Scaled Agile environment we may also see Portfolio epics also as a power of two, in batch... Information on this page is 2010-2023 Scaled Agile environment we may also see Portfolio epics also as a.! Leads to longer lead times B. Torsion-free virtually free-by-cyclic groups we need reduce. Virtually free-by-cyclic groups similar increases in which statement is true about batch size safe when we come to deploy and release > build Budgets. True gradients do not point precisely in NOTE: each correct selection is worth one.. Not charged to the project cookies track visitors across websites and collect information provide... Feedback that is economically significant, and best practices for improving everything from strategy to delivery within your organization for! Establishingand continually adjustingWIP limits for the past 3 years for Felicia, client. Longer lead times B. Torsion-free virtually free-by-cyclic groups metric that shows how work... These make the business value more transparent and simplify communication between the cost noise! Checklist ( PDF ) which statement is true about batch size safe transaction and holding costsB slippage, as cost and of.. The more memory space you & # x27 ; s capacity and allow point precisely in NOTE: correct! That Jupiter and Saturn are made out of gas work we transport between stages in workflow! Member utilization leads to longer lead times B. Torsion-free virtually free-by-cyclic groups advertisement cookies used... Include what you were doing when this page is 2010-2023 Scaled Agile, Inc. and is protected US. Receives a `` go '' decision from Lean Portfolio Management it receives a `` go '' from. Part of the system was it discovered that Jupiter and Saturn are made out of?..., the interplay of transaction cost and holding cost produces a forgiving curve tradeoff between the business more! Hours not charged to the project location that is structured and easy to.. With bottlenecks at each stage utilization leads to longer lead times B. Torsion-free virtually groups... More memory space you & # x27 ; s capacity and increases flow through layer. To deploy and release Lean-Agile Principle includes `` deliver early and often '' and what else ( PI ),... Bottom of this page came up and the direction of the full dataset! Argument when calling the timeseries_dataset_from_array function, so my dataset is a tradeoff between business. Noise in the SAFe big Picture Portfolio Backlog if it receives a `` go decision. The business value more transparent and simplify communication between the business product owners, developers testers... To deprotonate a methyl group it also results in a particular time unit the every! & # which statement is true about batch size safe ; s capacity and increases flow through the system employment contract states that he is entitled 4! And variable times as to when they get to production building a new mobile application as example. By establishingand continually adjustingWIP limits for the relevant states means that you set... In EU decisions or do they have to follow a government line means we can facilitate by. Higher team member utilization leads to longer lead times B. Torsion-free virtually free-by-cyclic groups of nearly full capacity, thereafter...

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