* To provide best practices and solutions we (as the *build tool* team) want to promote.
* To avoid asking the same thing multiple times during code review.
* To explain *rejected solutions*, for now, and future development, in case they are proposed again.

ADRs can be written by any team.
Like code, they should be reviewed by any other relevant teams.

Java serialization is one way to implement this, however, despite its simplicity of implementation, it has several drawbacks:

- **Performance:**
Java's built-in serialization mechanism is often slower compared to other serialization solutions.
This is due to Java's use of reflection and the need to maintain a lot of metadata.

- **Size of Serialized Data:**

///

## SDK Generators from FastAPI Sponsors { #sdk-generators-from-fastapi-sponsors }

This section highlights **venture-backed** and **company-supported** solutions from companies that sponsor FastAPI. These products provide **additional features** and **integrations** on top of high-quality generated SDKs.

3. Add comprehensive tests
4. Run `mvn formatter:format license:format test`
5. Update JavaDoc for changed/new classes

**Principles:**
- Avoid over-engineering - keep solutions simple
- Only expose necessary public APIs
- Validate parameters with `Objects.requireNonNull()`
- Provide detailed error messages with context
- Add logging with contextual information

### Resource Files

### Resource allocation

A denial of service caused by one model could bring down the entire server, but
we don't consider this as a vulnerability, given that models can exhaust
resources in many different ways and solutions exist to prevent this from
happening (e.g., rate limits, ACLs, monitors to restart broken servers).

### Model sharing

If the multitenant design allows sharing models, make sure that tenants and

* 你可以請他們提供一個[最小可重現範例](https://stackoverflow.com/help/minimal-reproducible-example)，讓你可以**複製貼上**並在本機執行，看到與他們相同的錯誤或行為，或更好地理解他們的使用情境。

* 如果你有心力，你也可以嘗試自己**建立一個範例**，僅依據問題描述來還原。不過請記得這可能很耗時，或許更好的是先請他們把問題說清楚。

### 提出解法建議 { #suggest-solutions }

* 在能夠理解問題後，你可以給出可能的**答案**。

* 很多時候，最好能理解他們的**底層問題或使用情境**，因為可能有比他們嘗試的方法更好的解決之道。

### 請求關閉議題 { #ask-to-close }

如果他們回覆了，你很可能已經解決了他們的問題，恭喜，**你是英雄**！🦸

* 現在，如果問題已解決，你可以請他們：

* 너그러운 마음이 든다면, 문제 설명만을 기반으로 직접 **예제를 만들어**볼 수도 있습니다. 다만 이는 시간이 많이 걸릴 수 있으므로, 먼저 문제를 명확히 해달라고 요청하는 것이 더 나을 수 있다는 점을 기억하세요.

### 해결책 제안하기 { #suggest-solutions }

* 질문을 충분히 이해한 후에는 가능한 **답변**을 제공할 수 있습니다.

* 많은 경우, 질문자의 **근본적인 문제나 사용 사례**를 이해하는 것이 더 좋습니다. 그들이 시도하는 방법보다 더 나은 해결책이 있을 수 있기 때문입니다.

### 종료 요청하기 { #ask-to-close }

            }

            if (!references.isEmpty()) {
                context.logger.error("");
                context.logger.error("For more information about the errors and possible solutions"
                        + ", please read the following articles:");

                for (Map.Entry<String, String> entry : references.entrySet()) {

* 你可以请他们提供一个[可最小复现的示例](https://stackoverflow.com/help/minimal-reproducible-example)，你可以**复制粘贴**并在本地运行，看到与他们相同的错误或行为，或者更好地理解他们的用例。

* 如果你非常热心，你也可以尝试仅根据问题描述自己**构造一个示例**。不过要记住，这可能会花很多时间，通常先请他们澄清问题会更好。

### 提出解决方案 { #suggest-solutions }

* 在能够理解问题之后，你可以给出一个可能的**答案**。

* 很多情况下，更好的是去理解他们**底层的问题或场景**，因为可能存在比他们尝试的方法更好的解决方式。

### 请求关闭问题 { #ask-to-close }

如果他们回复了，很有可能你已经解决了他们的问题，恭喜，**你是英雄**！🦸

* 现在，如果问题已解决，你可以请他们：

*.digitaloceanspaces.com

// DigitalPlat : https://www.digitalplat.org/
// Submitted by Edward Hsing <******@****.***>
us.kg

// Diher Solutions : https://diher.solutions
// Submitted by Didi Hermawan <mail@diher.solutions>
rss.my.id
diher.solutions

// Discord Inc : https://discord.com
// Submitted by Sahn Lam <******@****.***>
discordsays.com
discordsez.com