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    <title>DEV Community: Franz Wong</title>
    <description>The latest articles on DEV Community by Franz Wong (@franzwong).</description>
    <link>https://dev.to/franzwong</link>
    <image>
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      <title>DEV Community: Franz Wong</title>
      <link>https://dev.to/franzwong</link>
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    <language>en</language>
    <item>
      <title>Solving issue "The repository 'http://ports.ubuntu.com/ubuntu-ports noble-security InRelease' is not signed"</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sat, 15 Mar 2025 08:30:24 +0000</pubDate>
      <link>https://dev.to/franzwong/solving-issue-the-repository-httpportsubuntucomubuntu-ports-noble-security-inrelease-is-10po</link>
      <guid>https://dev.to/franzwong/solving-issue-the-repository-httpportsubuntucomubuntu-ports-noble-security-inrelease-is-10po</guid>
      <description>&lt;h2&gt;
  
  
  Problem
&lt;/h2&gt;

&lt;p&gt;When I create a docker image, the issue "The repository '&lt;a href="http://ports.ubuntu.com/ubuntu-ports" rel="noopener noreferrer"&gt;http://ports.ubuntu.com/ubuntu-ports&lt;/a&gt; noble-security InRelease' is not signed" appears.&lt;/p&gt;

&lt;p&gt;The problem is a lack of storage space due to disk usage limit setting in Docker Desktop.&lt;/p&gt;

&lt;p&gt;The error log:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;RUN apt-get update &amp;amp;&amp;amp; apt-get install -y     curl     &amp;amp;&amp;amp; rm -rf /var/lib/apt/lists/*:                                    
0.807 Get:1 http://ports.ubuntu.com/ubuntu-ports noble InRelease [256 kB]                                                         
2.139 Err:1 http://ports.ubuntu.com/ubuntu-ports noble InRelease                                                                  
2.139   At least one invalid signature was encountered.                                                                           
2.390 Get:2 http://ports.ubuntu.com/ubuntu-ports noble-updates InRelease [126 kB]                                                 
2.463 Err:2 http://ports.ubuntu.com/ubuntu-ports noble-updates InRelease
2.463   At least one invalid signature was encountered.
2.696 Get:3 http://ports.ubuntu.com/ubuntu-ports noble-backports InRelease [126 kB]
2.798 Err:3 http://ports.ubuntu.com/ubuntu-ports noble-backports InRelease
2.798   At least one invalid signature was encountered.
3.005 Get:4 http://ports.ubuntu.com/ubuntu-ports noble-security InRelease [126 kB]
3.118 Err:4 http://ports.ubuntu.com/ubuntu-ports noble-security InRelease
3.118   At least one invalid signature was encountered.
3.120 Reading package lists...
3.124 W: GPG error: http://ports.ubuntu.com/ubuntu-ports noble InRelease: At least one invalid signature was encountered.
3.124 E: The repository 'http://ports.ubuntu.com/ubuntu-ports noble InRelease' is not signed.
3.124 W: GPG error: http://ports.ubuntu.com/ubuntu-ports noble-updates InRelease: At least one invalid signature was encountered.
3.124 E: The repository 'http://ports.ubuntu.com/ubuntu-ports noble-updates InRelease' is not signed.
3.124 W: GPG error: http://ports.ubuntu.com/ubuntu-ports noble-backports InRelease: At least one invalid signature was encountered.
3.124 E: The repository 'http://ports.ubuntu.com/ubuntu-ports noble-backports InRelease' is not signed.
3.124 W: GPG error: http://ports.ubuntu.com/ubuntu-ports noble-security InRelease: At least one invalid signature was encountered.
3.124 E: The repository 'http://ports.ubuntu.com/ubuntu-ports noble-security InRelease' is not signed.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Solution
&lt;/h2&gt;

&lt;p&gt;Set the disk usage limit to a high value.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmrus1iajin6tuqmwj0yi.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmrus1iajin6tuqmwj0yi.png" alt="Docker desktop settings" width="800" height="580"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ubuntu</category>
      <category>docker</category>
    </item>
    <item>
      <title>Write AI agent from scratch without LangChain and CrewAI</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sun, 23 Feb 2025 05:12:27 +0000</pubDate>
      <link>https://dev.to/franzwong/write-ai-agent-from-scratch-without-langchain-and-crewai-2bop</link>
      <guid>https://dev.to/franzwong/write-ai-agent-from-scratch-without-langchain-and-crewai-2bop</guid>
      <description>&lt;p&gt;We are going to create an AI agent which can perform timezone conversion with tools / function calling. Only &lt;code&gt;openai&lt;/code&gt; library is used.&lt;/p&gt;

&lt;p&gt;Full source code will be given at the end.&lt;/p&gt;

&lt;h2&gt;
  
  
  Set up
&lt;/h2&gt;

&lt;p&gt;We only need to install &lt;code&gt;openai&lt;/code&gt; library.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;openai
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Define tools
&lt;/h2&gt;

&lt;p&gt;We will define 2 tools. One is to get today's date and the other is to convert the timezone.&lt;/p&gt;

&lt;p&gt;We also define &lt;code&gt;tool_map&lt;/code&gt; which stores the details about the tools. The key of the map is the function name. &lt;code&gt;prompt&lt;/code&gt; is the details we will send to LLM and &lt;code&gt;function&lt;/code&gt; is the function we will call.&lt;/p&gt;

&lt;p&gt;If your tools perform sensitive operations, you should verify or sanitize the parameters first.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;get_today_date&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;timezone&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;now&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;timezone&lt;/span&gt;&lt;span class="p"&gt;)).&lt;/span&gt;&lt;span class="nf"&gt;strftime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;%Y-%m-%d&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;convert_timezone&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;source_timezone&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;target_timezone&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;year&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;month&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;day&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;hour&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;minute&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;dt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;year&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;month&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;day&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;hour&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;minute&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;tzinfo&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;source_timezone&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;dt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;astimezone&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;target_timezone&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="n"&gt;tool_map&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;get_today_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;get_today_date(timezone)
e.g. get_today_date(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Asia/Tokyo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;)
Description: Get the date of today.
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;get_today_date&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;convert_timezone&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;convert_timezone(source_timezone, target_timezone, year, month, day, hour, minute)
e.g. convert_timezone(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Asia/Tokyo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Europe/London&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt; 2025, 2, 15, 13, 0)
Description: Convert time from source timezone to target timezone
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;convert_timezone&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Define system prompt
&lt;/h2&gt;

&lt;p&gt;We apply "ReAct Prompting" to enable act and reasoning abilities. This also allows us to use tools.&lt;/p&gt;

&lt;p&gt;In order to make LLM stop generating after proposing an action, we ask it to output "PAUSE" text after an action.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;system_prompt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Answer the following questions as best you can. You have access to the following tools:

&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="n"&gt;tool&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;tool&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;values&lt;/span&gt;&lt;span class="p"&gt;()])&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;

If you need to use the tool, you MUST return PAUSE!!!! This is very IMPORTANT.

Use the following format:

Question: the input question you must answer
Thought: you should always think about what to do
Action: the action to take, should be one of [&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;]. This ONLY includes the name of the tool.
Action Input: the input to the action. This ONLY includes the parameters of the tool. Example: Action Input: a, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;b&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, c
PAUSE
Observation: the result of the action
Thought: I now know the final answer
Final Answer: the final answer to the original input question

Begin!&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Pseudocode of AI agent
&lt;/h2&gt;

&lt;p&gt;Before we see the actual code of AI agent, we check the pseudocode first.&lt;/p&gt;

&lt;p&gt;We have a loop to keep sending messages to LLM and performing actions.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;messages = [system_prompt, question_prompt]

completion = chat(llm, messages)
add completion to messages with role 'assistant'

while 'Final Answer' is not in completion and maximum round is not reached:

  If 'Action' is not found in completion:
    continue
  action = parse_action(completion)

  If 'Action Input' is not in completion:
    continue
  action_input = parse_action_input(completion)

  result = action(acion_input)

  add result to messages with role 'assistant'

  completion = chat(llm, messages)
  add completion to messages with role 'assistant'
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  &lt;code&gt;chat&lt;/code&gt; function
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;chat&lt;/code&gt; function is straight forward. It only creates chat completion with the messages we have.&lt;/p&gt;

&lt;p&gt;Stop word "PAUSE" is used to make LLM stop generation after proposing an action.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;completion&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;stop&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;PAUSE&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;completion&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Chat completion:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  &lt;code&gt;parse_action&lt;/code&gt; function
&lt;/h2&gt;

&lt;p&gt;We use regular expression to extract tool function name. Tool function will be returned. We also make sure tool function is defined in &lt;code&gt;tool_map&lt;/code&gt; for security reason.&lt;/p&gt;

&lt;p&gt;You can also change the system prompt to ask LLM returning JSON to ease parsing.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;parse_action&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;action_pattern&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action: ([^\n]*)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;match&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;action_pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;tool_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;group&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;tool_name&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;raise&lt;/span&gt; &lt;span class="nc"&gt;ValueError&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Tool &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt; does not exist&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  &lt;code&gt;parse_action_input&lt;/code&gt; function
&lt;/h2&gt;

&lt;p&gt;As same as &lt;code&gt;parse_action&lt;/code&gt;, we use regular expression to extract parameters of tool.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;parse_action_input&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;action_input_pattern&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action Input: ([^\n]*)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;match&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;action_input_pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;args_string&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;group&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;eval&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;(&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;args_string&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;,)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  AI agent main logic
&lt;/h2&gt;

&lt;p&gt;Here is the implementaiton of the above pseudocode.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;environ&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;OPENAI_API_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

    &lt;span class="n"&gt;question&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Convert 13:49 today in London time to Japan time. Please consider daylight saving.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Question: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;question&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;messages&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;system&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;system_prompt&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Question: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;question&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;

    &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;

    &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;
    &lt;span class="n"&gt;max_round&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;5&lt;/span&gt;

    &lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Answer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="n"&gt;max_round&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;+=&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;

        &lt;span class="n"&gt;action&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;parse_action&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;action&lt;/span&gt; &lt;span class="ow"&gt;is&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;continue&lt;/span&gt;

        &lt;span class="n"&gt;action_input&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;parse_action_input&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;action_input&lt;/span&gt; &lt;span class="ow"&gt;is&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;continue&lt;/span&gt;

        &lt;span class="n"&gt;action_result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;action&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;](&lt;/span&gt;&lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;action_input&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action result: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;action_result&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Observation: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;action_result&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;

        &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;


&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Sample result
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Question: Convert 13:49 today in London time to Japan time. Please consider daylight saving.
Chat completion:
Thought: To accurately convert 13:49 London time to Japan time, it's important to consider the current date and whether daylight saving time is in effect. I'll first fetch the current date in the "Europe/London" timezone to understand if daylight saving time needs to be taken into account.
Action: get_today_date
Action Input: "Europe/London"

Action result: 2025-02-23
Chat completion:
Thought: Today is February 23, 2025. Daylight saving time in London typically starts on the last Sunday in March and ends on the last Sunday in October. Therefore, currently, London is on Greenwich Mean Time (GMT, UTC+0). Japan does not observe daylight saving time and is always on Japan Standard Time (JST, UTC+9). I will now convert 13:49 London time to Japan time for today.
Action: convert_timezone
Action Input: "Europe/London", "Asia/Tokyo", 2025, 2, 23, 13, 49

Action result: 2025-02-23 22:49:00+09:00
Chat completion:
Thought: I have successfully converted 13:49 London time to Japan time. The converted time is 22:49 on February 23, 2025.
Final Answer: 13:49 in London on February 23, 2025, is 22:49 in Japan time.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Full source code
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;zoneinfo&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;ZoneInfo&lt;/span&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;get_today_date&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;timezone&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;now&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;timezone&lt;/span&gt;&lt;span class="p"&gt;)).&lt;/span&gt;&lt;span class="nf"&gt;strftime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;%Y-%m-%d&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;convert_timezone&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;source_timezone&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;target_timezone&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;year&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;month&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;day&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;hour&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;minute&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;dt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;datetime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;year&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;month&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;day&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;hour&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;minute&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;tzinfo&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;source_timezone&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;dt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;astimezone&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZoneInfo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;target_timezone&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;


&lt;span class="n"&gt;tool_map&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;get_today_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;get_today_date(timezone)
e.g. get_today_date(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Asia/Tokyo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;)
Description: Get the date of today.
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;get_today_date&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;convert_timezone&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;convert_timezone(source_timezone, target_timezone, year, month, day, hour, minute)
e.g. convert_timezone(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Asia/Tokyo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Europe/London&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt; 2025, 2, 15, 13, 0)
Description: Convert time from source timezone to target timezone
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;convert_timezone&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;system_prompt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Answer the following questions as best you can. You have access to the following tools:

&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="n"&gt;tool&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;prompt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;tool&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;values&lt;/span&gt;&lt;span class="p"&gt;()])&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;

If you need to use the tool, you MUST return PAUSE!!!! This is very IMPORTANT.

Use the following format:

Question: the input question you must answer
Thought: you should always think about what to do
Action: the action to take, should be one of [&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;join&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;]. This ONLY includes the name of the tool.
Action Input: the input to the action. This ONLY includes the parameters of the tool. Example: Action Input: a, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;b&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;, c
PAUSE
Observation: the result of the action
Thought: I now know the final answer
Final Answer: the final answer to the original input question

Begin!&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;completion&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;stop&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;PAUSE&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;completion&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Chat completion:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;parse_action&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;action_pattern&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action: ([^\n]*)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;match&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;action_pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;tool_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;group&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;tool_name&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;raise&lt;/span&gt; &lt;span class="nc"&gt;ValueError&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Tool &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt; does not exist&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;tool_map&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;parse_action_input&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;action_input_pattern&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;r&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action Input: ([^\n]*)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;match&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;re&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;search&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;action_input_pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;
    &lt;span class="n"&gt;args_string&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;match&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;group&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;eval&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;(&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;args_string&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;,)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;environ&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;OPENAI_API_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

    &lt;span class="n"&gt;question&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Convert 13:49 today in London time to Japan time. Please consider daylight saving.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Question: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;question&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;messages&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;system&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;system_prompt&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Question: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;question&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;

    &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;

    &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;
    &lt;span class="n"&gt;max_round&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;5&lt;/span&gt;

    &lt;span class="k"&gt;while&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Final Answer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="n"&gt;max_round&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;current_round&lt;/span&gt; &lt;span class="o"&gt;+=&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;

        &lt;span class="n"&gt;action&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;parse_action&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;action&lt;/span&gt; &lt;span class="ow"&gt;is&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;continue&lt;/span&gt;

        &lt;span class="n"&gt;action_input&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;parse_action_input&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;action_input&lt;/span&gt; &lt;span class="ow"&gt;is&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="k"&gt;continue&lt;/span&gt;

        &lt;span class="n"&gt;action_result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;action&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;function&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;](&lt;/span&gt;&lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;action_input&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Action result: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;action_result&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Observation: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;action_result&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;

        &lt;span class="n"&gt;completion_content&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;append&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;assistant&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;completion_content&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;


&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>python</category>
      <category>openai</category>
      <category>ai</category>
    </item>
    <item>
      <title>Using Java Native Access (JNA) to call MacOS API</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Mon, 23 Sep 2024 06:30:39 +0000</pubDate>
      <link>https://dev.to/franzwong/using-java-native-access-jna-to-call-macos-api-2pi0</link>
      <guid>https://dev.to/franzwong/using-java-native-access-jna-to-call-macos-api-2pi0</guid>
      <description>&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Here is a simple example about how to use JNA with MacOS API. I am not going to explain this, because I am still learning, but I keep code minimal to make it easier to understand and get the basic idea about how to do it for other purposes.&lt;/p&gt;

&lt;p&gt;Most of the code is from &lt;a href="https://github.com/JetBrains/intellij-community/tree/master/platform/util/ui/src/com/intellij/ui/mac/foundation" rel="noopener noreferrer"&gt;Intellij-Community&lt;/a&gt; (Apache License).&lt;/p&gt;

&lt;h2&gt;
  
  
  Dependency
&lt;/h2&gt;

&lt;p&gt;All we need is &lt;code&gt;jna-platform&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;&amp;lt;dependency&amp;gt;
  &amp;lt;groupId&amp;gt;net.java.dev.jna&amp;lt;/groupId&amp;gt;
  &amp;lt;artifactId&amp;gt;jna-platform&amp;lt;/artifactId&amp;gt;
  &amp;lt;version&amp;gt;5.13.0&amp;lt;/version&amp;gt;
&amp;lt;/dependency&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;There are totally 4 source code files. &lt;code&gt;ID&lt;/code&gt; is copied from IntelliJ without modification. &lt;code&gt;MyFoundation&lt;/code&gt; and &lt;code&gt;MyFoundationLibrary&lt;/code&gt; are trimmed from &lt;code&gt;Foundation&lt;/code&gt; and &lt;code&gt;FoundationLibrary&lt;/code&gt; respectively.&lt;/p&gt;

&lt;h3&gt;
  
  
  Application.java
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;package org.example;

import com.sun.jna.Pointer;

import static org.example.MyFoundation.*;

public class Application {

    public static void main(String[] args) throws Exception {
        ID processInfoCls = getObjcClass("NSProcessInfo");
        Pointer processInfoSel = createSelector("processInfo");
        Pointer processNameSel = createSelector("processName");

        ID processInfo = invoke(processInfoCls, processInfoSel);
        ID processNameNSString = invoke(processInfo, processNameSel);
        String processName = toStringViaUTF8(processNameNSString);
        System.out.println(processName);
    }

}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  ID.java
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;package org.example;

import com.sun.jna.NativeLong;

public final class ID extends NativeLong {

    public ID() {
    }

    public ID(long peer) {
        super(peer);
    }

    public static final ID NIL = new ID(0L);

    public boolean booleanValue() {
        return intValue() != 0;
    }
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  MyFoundationLibrary.java
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;public interface MyFoundationLibrary extends Library {

    int kCFStringEncodingUTF8 = 0x08000100;

    ID objc_getClass(String className);

    Pointer sel_registerName(String selectorName);

    int CFStringGetLength(ID theString);

    byte CFStringGetCString(ID theString, byte[] buffer, int bufferSize, int encoding);

}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  MyFoundation.java
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;package org.example;

import com.sun.jna.*;

import java.lang.reflect.Proxy;
import java.util.Collections;

public class MyFoundation {
    private static final MyFoundationLibrary myFoundationLibrary;
    private static final Function myObjcMsgSend;

    static {
        myFoundationLibrary = Native.load("Foundation", MyFoundationLibrary.class, Collections.singletonMap("jna.encoding", "UTF8"));
        NativeLibrary nativeLibrary = ((Library.Handler) Proxy.getInvocationHandler(myFoundationLibrary)).getNativeLibrary();
        myObjcMsgSend = nativeLibrary.getFunction("objc_msgSend");
    }

    public static ID getObjcClass(String className) {
        return myFoundationLibrary.objc_getClass(className);
    }

    public static Pointer createSelector(String s) {
        return myFoundationLibrary.sel_registerName(s);
    }

    private static Object [] prepInvoke(ID id, Pointer selector, Object[] args) {
        Object[] invokArgs = new Object[args.length + 2];
        invokArgs[0] = id;
        invokArgs[1] = selector;
        System.arraycopy(args, 0, invokArgs, 2, args.length);
        return invokArgs;
    }

    public static ID invoke(final ID id, final Pointer selector, Object... args) {
        // objc_msgSend is called with the calling convention of the target method
        // on x86_64 this does not make a difference, but arm64 uses a different calling convention for varargs
        // it is therefore important to not call objc_msgSend as a vararg function
        return new ID(myObjcMsgSend.invokeLong(prepInvoke(id, selector, args)));
    }

    public static String toStringViaUTF8(ID cfString) {
        if (ID.NIL.equals(cfString)) return null;

        int lengthInChars = myFoundationLibrary.CFStringGetLength(cfString);
        int potentialLengthInBytes = 3 * lengthInChars + 1; // UTF8 fully escaped 16 bit chars, plus nul

        byte[] buffer = new byte[potentialLengthInBytes];
        byte ok = myFoundationLibrary.CFStringGetCString(cfString, buffer, buffer.length, MyFoundationLibrary.kCFStringEncodingUTF8);
        if (ok == 0) throw new RuntimeException("Could not convert string");
        return Native.toString(buffer);
    }

}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>jna</category>
      <category>macos</category>
      <category>java</category>
    </item>
    <item>
      <title>Install pip offline</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sat, 24 Aug 2024 05:09:08 +0000</pubDate>
      <link>https://dev.to/franzwong/install-pip-offline-g4k</link>
      <guid>https://dev.to/franzwong/install-pip-offline-g4k</guid>
      <description>&lt;h2&gt;
  
  
  Download necessary files
&lt;/h2&gt;

&lt;p&gt;Do the following with a computer WITH internet access&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Download get-pip.py from &lt;a href="https://bootstrap.pypa.io/get-pip.py" rel="noopener noreferrer"&gt;https://bootstrap.pypa.io/get-pip.py&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Download wheel (.whl files) from pypi to local machine&lt;br&gt;
pip: &lt;a href="https://pypi.org/project/pip/#files" rel="noopener noreferrer"&gt;https://pypi.org/project/pip/#files&lt;/a&gt;&lt;br&gt;
setuptools: &lt;a href="https://pypi.org/project/setuptools/#files" rel="noopener noreferrer"&gt;https://pypi.org/project/setuptools/#files&lt;/a&gt;&lt;br&gt;
wheel: &lt;a href="https://pypi.org/project/wheel/#files" rel="noopener noreferrer"&gt;https://pypi.org/project/wheel/#files&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Copy get-pip.py and wheel files to the computer without internet access&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Install pip
&lt;/h2&gt;

&lt;p&gt;Do the following with a computer WITHOUT internet access&lt;/p&gt;

&lt;p&gt;Run the following command&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;python get-pip.py —no-index —find-links=&amp;lt;directory containing wheel files&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;python get-pip.py —no-index —find-links=/Users/foo/Downloads
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>python</category>
      <category>pip</category>
    </item>
    <item>
      <title>Fix "Cannot find a valid baseurl for repo" in CentOS</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Mon, 05 Aug 2024 02:25:24 +0000</pubDate>
      <link>https://dev.to/franzwong/fix-cannot-find-a-valid-baseurl-for-repo-in-centos-1h07</link>
      <guid>https://dev.to/franzwong/fix-cannot-find-a-valid-baseurl-for-repo-in-centos-1h07</guid>
      <description>&lt;h2&gt;
  
  
  Background
&lt;/h2&gt;

&lt;p&gt;Since CentOS 7 has reached EOL, the mirror is moved to vault. When yum is executed, it will return an error "Cannot find a valid baseurl for repo: base/7/x86_64".&lt;/p&gt;

&lt;h2&gt;
  
  
  Solution
&lt;/h2&gt;

&lt;p&gt;We need to update &lt;code&gt;CentOS-Base.repo&lt;/code&gt; in &lt;code&gt;/etc/yum.repos.d/CentOS-Base.repo&lt;/code&gt;.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Uncomment the lines starting with &lt;code&gt;baseurl&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Update all &lt;code&gt;http://mirrorlist.centos.org&lt;/code&gt; to &lt;code&gt;http://vault.centos.org&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Update all &lt;code&gt;http://mirror.centos.org&lt;/code&gt; to &lt;code&gt;http://vault.centos.org&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;We can clear the cache with &lt;code&gt;sudo yum clean all&lt;/code&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Commands:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;repo_file=/etc/yum.repos.d/CentOS-Base.repo
cp ${repo_file} ~/CentOS-Base.repo.backup
sudo sed -i s/#baseurl/baseurl/ ${repo_file}
sudo sed -i s/mirrorlist.centos.org/vault.centos.org/ ${repo_file}
sudo sed -i s/mirror.centos.org/vault.centos.org/ ${repo_file}
sudo yum clean all
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is how the file looks like.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;# CentOS-Base.repo
#
# The mirror system uses the connecting IP address of the client and the
# update status of each mirror to pick mirrors that are updated to and
# geographically close to the client.  You should use this for CentOS updates
# unless you are manually picking other mirrors.
#
# If the mirrorlist= does not work for you, as a fall back you can try the 
# remarked out baseurl= line instead.
#
#

[base]
name=CentOS-$releasever - Base
mirrorlist=http://vault.centos.org/?release=$releasever&amp;amp;arch=$basearch&amp;amp;repo=os&amp;amp;infra=$infra
baseurl=http://vault.centos.org/centos/$releasever/os/$basearch/
gpgcheck=1
gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-CentOS-7

#released updates 
[updates]
name=CentOS-$releasever - Updates
mirrorlist=http://vault.centos.org/?release=$releasever&amp;amp;arch=$basearch&amp;amp;repo=updates&amp;amp;infra=$infra
baseurl=http://vault.centos.org/centos/$releasever/updates/$basearch/
gpgcheck=1
gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-CentOS-7

#additional packages that may be useful
[extras]
name=CentOS-$releasever - Extras
mirrorlist=http://vault.centos.org/?release=$releasever&amp;amp;arch=$basearch&amp;amp;repo=extras&amp;amp;infra=$infra
baseurl=http://vault.centos.org/centos/$releasever/extras/$basearch/
gpgcheck=1
gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-CentOS-7

#additional packages that extend functionality of existing packages
[centosplus]
name=CentOS-$releasever - Plus
mirrorlist=http://vault.centos.org/?release=$releasever&amp;amp;arch=$basearch&amp;amp;repo=centosplus&amp;amp;infra=$infra
baseurl=http://vault.centos.org/centos/$releasever/centosplus/$basearch/
gpgcheck=1
enabled=0
gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-CentOS-7
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>centos</category>
    </item>
    <item>
      <title>Mount share folder in QEMU with same permission as host</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sun, 14 Jul 2024 04:15:32 +0000</pubDate>
      <link>https://dev.to/franzwong/mount-share-folder-in-qemu-with-same-permission-as-host-2980</link>
      <guid>https://dev.to/franzwong/mount-share-folder-in-qemu-with-same-permission-as-host-2980</guid>
      <description>&lt;h2&gt;
  
  
  Background
&lt;/h2&gt;

&lt;p&gt;I would like to share a folder between guest and host in QEMU. File permission should be the same as the user in host.&lt;/p&gt;

&lt;h2&gt;
  
  
  Solution
&lt;/h2&gt;

&lt;p&gt;1. Create a folder called &lt;code&gt;shared&lt;/code&gt; in host&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;mkdir -p shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;2. Add a parameter &lt;code&gt;virtfs&lt;/code&gt; when starting VM with QEMU&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;-virtfs local,path=shared,mount_tag=shared,security_model=mapped-xattr
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;3. After the VM is started, login to the VM and create mount point&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;mkdir -p /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;4. Mount the folder&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;sudo mount -t 9p -o trans=virtio,version=9p2000.L shared /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;5. Check the permission of mount point&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;ls -l -d /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;It should be something like the following. On my host machine, my user ID is 501 and primary group ID is 20. (It's common setting in MacOS). In the guest VM, the group with ID 20 is called dialout. (You can check in /etc/group).&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;drwxr-xr-x 3 501 dialout 96 Jul 14 03:44 /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;However, my user in guest VM has uid 1000 and the primary group id is 1000 too. We need to make a mapping.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;id
uid=1000(franz) gid=1000(dev_users) groups=1000(dev_users),27(sudo)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;6. Install bindfs in guest VM&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;sudo apt install -y bindfs
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;7. Create the mapping&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;sudo bindfs --map=501/1000:@dialout/@1000 /mnt/shared /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;8. Check the permission of mount point again&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;ls -l -d /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This time the permission is correct.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;drwxr-xr-x 3 franz dev_users 96 Jul 14 03:44 /mnt/shared
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Or you can make it as a systemd service (&lt;code&gt;.service&lt;/code&gt;). Because the mount point is duplicated, we can't create systemd mount (&lt;code&gt;.mount&lt;/code&gt;).&lt;/p&gt;

&lt;p&gt;1. Create a file &lt;code&gt;/etc/systemd/system/bindfs_mnt_shared.service&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;[Unit]
Description=Map uid and gid of /mnt/shared with bindfs
Requires=mnt-shared.mount

[Service]
Type=forking
ExecStart=bindfs --map=501/1000:@20/@1000 /mnt/shared /mnt/shared

[Install]
WantedBy=multi-user.target
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;2. Start and enable it.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;sudo systemctl daemon-reload
sudo systemctl start bindfs_mnt_shared.service
sudo systemctl enable bindfs_mnt_shared.service
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;References:&lt;br&gt;
&lt;a href="https://github.com/utmapp/UTM/discussions/4458#discussioncomment-3818945" rel="noopener noreferrer"&gt;9p/virtfs share not writable&lt;/a&gt;&lt;/p&gt;

</description>
      <category>qemu</category>
      <category>9p</category>
    </item>
    <item>
      <title>Lots of debug log is written after commons-logging is upgraded to 1.3.0</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Tue, 09 Apr 2024 09:31:59 +0000</pubDate>
      <link>https://dev.to/franzwong/lots-of-debug-log-is-written-after-commons-logging-is-upgraded-to-130-1o30</link>
      <guid>https://dev.to/franzwong/lots-of-debug-log-is-written-after-commons-logging-is-upgraded-to-130-1o30</guid>
      <description>&lt;h2&gt;
  
  
  Background
&lt;/h2&gt;

&lt;p&gt;The default log level of our applications is &lt;code&gt;DEBUG&lt;/code&gt; because we aim to separate informative logs from diagnostic logs.&lt;/p&gt;

&lt;p&gt;Recently, we received a vulnerability warning from &lt;code&gt;commons-configuration2&lt;/code&gt;, prompting us to update the version. After the update, the application runs fine; however, the size of our log has grown from hundreds of kilobytes to a few gigabytes.&lt;/p&gt;

&lt;h2&gt;
  
  
  Investigation
&lt;/h2&gt;

&lt;p&gt;The update of &lt;code&gt;commons-configuration2&lt;/code&gt; also upgraded &lt;code&gt;commons-logging&lt;/code&gt; to version &lt;code&gt;1.3.0&lt;/code&gt;, which includes &lt;code&gt;log4j-jcl&lt;/code&gt;. Previously, &lt;code&gt;log4j-jcl&lt;/code&gt; was a standalone dependency. Now, all dependencies in our application (mainly &lt;code&gt;commons-beanutils&lt;/code&gt;) are capable of writing logs through &lt;code&gt;log4j&lt;/code&gt; loggers.&lt;/p&gt;

&lt;h2&gt;
  
  
  Solution
&lt;/h2&gt;

&lt;p&gt;We modified &lt;code&gt;log4j2.xml&lt;/code&gt; to suppress the excessive logging by package. In the long term, we may need to introduce a custom log level between &lt;code&gt;INFO&lt;/code&gt; and &lt;code&gt;DEBUG&lt;/code&gt; as our default log level; and have a fine grained logging configuration.&lt;/p&gt;

</description>
      <category>log4j</category>
      <category>logging</category>
      <category>java</category>
    </item>
    <item>
      <title>Create and delete Digital Ocean droplet with curl</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sat, 23 Sep 2023 09:46:30 +0000</pubDate>
      <link>https://dev.to/franzwong/create-and-delete-digital-ocean-droplet-with-curl-4fgl</link>
      <guid>https://dev.to/franzwong/create-and-delete-digital-ocean-droplet-with-curl-4fgl</guid>
      <description>&lt;p&gt;Assumed you have already get the Digital Ocean API key and SSH key.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;your API key&amp;gt;"&lt;/span&gt;
&lt;span class="nv"&gt;ssh_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;your ssh key fingerprint&amp;gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Create a droplet
&lt;/h2&gt;

&lt;p&gt;Let's create a droplet. You can find values of available regions, size, distro images from &lt;a href="https://slugs.do-api.dev/"&gt;https://slugs.do-api.dev/&lt;/a&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;your droplet name&amp;gt;"&lt;/span&gt;

&lt;span class="nv"&gt;region&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"nyc1"&lt;/span&gt;
&lt;span class="nv"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"s-1vcpu-512mb-10gb"&lt;/span&gt;
&lt;span class="nv"&gt;image&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s2"&gt;"ubuntu-22-04-x64"&lt;/span&gt;

&lt;span class="c"&gt;# Create droplet&lt;/span&gt;
curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; POST &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{"name":"'&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s1"&gt;'","region":"'&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;region&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s1"&gt;'","size":"'&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;size&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s1"&gt;'","image":"'&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;image&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s1"&gt;'","ssh_keys":["'&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;ssh_key&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s1"&gt;'"],"backups":false,"ipv6":false,"monitoring":false}'&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Get droplet status
&lt;/h2&gt;

&lt;p&gt;We can get the status and wait until it becomes &lt;code&gt;active&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets?name=&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; | jq &lt;span class="nt"&gt;-r&lt;/span&gt; &lt;span class="s1"&gt;'.droplets[].status'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Get the IP address
&lt;/h2&gt;

&lt;p&gt;After it is provisioned, we can get the public IP address.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;droplet_ip&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;$(&lt;/span&gt;curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets?name=&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; | jq &lt;span class="nt"&gt;-r&lt;/span&gt; &lt;span class="s1"&gt;'.droplets[].networks.v4[] | select(.type == "public") | .ip_address'&lt;/span&gt;&lt;span class="si"&gt;)&lt;/span&gt;

&lt;span class="c"&gt;# Login to droplet&lt;/span&gt;
ssh &lt;span class="nt"&gt;-i&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;your_ssh_key_path&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; root@&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_ip&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Delete droplet
&lt;/h2&gt;

&lt;p&gt;After we've done with the droplet, delete it to prevent from charging money.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Get droplet id&lt;/span&gt;
&lt;span class="nv"&gt;droplet_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;$(&lt;/span&gt;curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets?name=&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; | jq &lt;span class="nt"&gt;-r&lt;/span&gt; &lt;span class="s1"&gt;'.droplets[].id'&lt;/span&gt;&lt;span class="si"&gt;)&lt;/span&gt;

&lt;span class="c"&gt;# Delete droplet&lt;/span&gt;
curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; DELETE &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets/&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_id&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;

&lt;span class="c"&gt;# It should return no droplet details if it is deleted&lt;/span&gt;
curl &lt;span class="nt"&gt;-s&lt;/span&gt; &lt;span class="nt"&gt;-X&lt;/span&gt; GET &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: Bearer &lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;digitalocean_token&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="s2"&gt;"https://api.digitalocean.com/v2/droplets?name=&lt;/span&gt;&lt;span class="k"&gt;${&lt;/span&gt;&lt;span class="nv"&gt;droplet_name&lt;/span&gt;&lt;span class="k"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>digitalocean</category>
    </item>
    <item>
      <title>Add a Context Menu Item to Chrome Extension</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Fri, 31 Mar 2023 07:53:15 +0000</pubDate>
      <link>https://dev.to/franzwong/add-a-context-menu-item-to-chrome-extension-c71</link>
      <guid>https://dev.to/franzwong/add-a-context-menu-item-to-chrome-extension-c71</guid>
      <description>&lt;p&gt;I tried adding a context menu item. But I failed to do that at first time.&lt;/p&gt;

&lt;p&gt;The code itself is simple.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;contextMenus&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;create&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
  &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;my_menu_item&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;title&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Click me&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;contexts&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;selection&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;contextMenus&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;onClicked&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;addListener&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;info&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;tab&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;info&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;menuItemId&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;my_menu_item&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;hello&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The first question is where I should put it.&lt;/p&gt;

&lt;p&gt;I should put it in background script. I added a background script to &lt;code&gt;manifest.json&lt;/code&gt;. (I am using &lt;code&gt;v3&lt;/code&gt;.) Of course, I should also give it permission to change context menu.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="nl"&gt;"permissions"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"contextMenus"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="nl"&gt;"background"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"service_worker"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"background.js"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I put the code to &lt;code&gt;background.js&lt;/code&gt; and reload it. Now it shows an error.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Unchecked runtime.lastError: Cannot create item with duplicate id my_menu_item
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I should add it once. But how? It turns out that I should put it in the runtime's &lt;code&gt;installed&lt;/code&gt; event listener.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;runtime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;onInstalled&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;addListener&lt;/span&gt;&lt;span class="p"&gt;(()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;contextMenus&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;create&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
    &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;my_menu_item&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;title&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Click me&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;contexts&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;selection&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;contextMenus&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;onClicked&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;addListener&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;info&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;tab&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;info&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;menuItemId&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;my_menu_item&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;hello&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now the context menu works as expected.&lt;/p&gt;

&lt;p&gt;One last thing, there is another problem I encountered when I worked on a extension. We can't add the &lt;code&gt;installed&lt;/code&gt; event listener in asynchronous way. The event is not caught.&lt;/p&gt;

&lt;p&gt;The following doesn't work.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;async&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;runtime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;onInstalled&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;addListener&lt;/span&gt;&lt;span class="p"&gt;(()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;chrome&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;contextMenus&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;create&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
      &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;my_menu_item&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;title&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Click me&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
      &lt;span class="na"&gt;contexts&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;selection&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="p"&gt;})();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>chrome</category>
      <category>javascript</category>
    </item>
    <item>
      <title>ZonedDateTime and toLocalDate / toLocalTime</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Thu, 09 Feb 2023 10:14:47 +0000</pubDate>
      <link>https://dev.to/franzwong/zoneddatetime-and-tolocaldate-tolocaltime-4d0d</link>
      <guid>https://dev.to/franzwong/zoneddatetime-and-tolocaldate-tolocaltime-4d0d</guid>
      <description>&lt;p&gt;I need to deal with New York, London and Tokyo time zone in the same application. Some time it is quite difficult to manage.&lt;/p&gt;

&lt;p&gt;This is how I convert &lt;code&gt;ZonedDateTime&lt;/code&gt; to &lt;code&gt;LocalDate&lt;/code&gt;. In &lt;code&gt;functionOne&lt;/code&gt;, you can't guarantee the timezone of parameter &lt;code&gt;dateTime&lt;/code&gt; is the one you expect. Before you convert to &lt;code&gt;LocalDate&lt;/code&gt;, you always need to change the timezone first.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;functionOne&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZonedDateTime&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;date&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;withZoneSameInstance&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;londonZoneId&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;toLocalDate&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
    &lt;span class="c1"&gt;// use the date&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If they provide a function &lt;code&gt;ZonedDateTime.toLocalDate(ZoneId zoneId)&lt;/code&gt;, it would be less error prone I think. It can force people to provide a &lt;code&gt;ZoneId&lt;/code&gt; when they get the &lt;code&gt;LocalDate&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;This is another solution I can think of. We create a date time type for each timezone.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;LondonDateTime&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;private&lt;/span&gt; &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="nc"&gt;ZonedDateTime&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

  &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;LondonDateTime&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;ZonedDateTime&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;dateTime&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;withZoneSameInstance&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;londonZoneId&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
  &lt;span class="o"&gt;}&lt;/span&gt;

  &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nc"&gt;ZonedDateTime&lt;/span&gt; &lt;span class="nf"&gt;getDateTime&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;

  &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="nc"&gt;LocalDate&lt;/span&gt; &lt;span class="nf"&gt;getLocalDate&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getLocalDate&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt; &lt;span class="o"&gt;}&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;

&lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;functionTwo&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;LondonDateTime&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
  &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;date1&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getDateTime&lt;/span&gt;&lt;span class="o"&gt;().&lt;/span&gt;&lt;span class="na"&gt;toLocalDate&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
  &lt;span class="c1"&gt;// or &lt;/span&gt;
  &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;date2&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;dateTime&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;toLocalDate&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>career</category>
      <category>productivity</category>
      <category>learning</category>
      <category>howto</category>
    </item>
    <item>
      <title>Runtime check on borrowing rule with RefCell</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sat, 24 Dec 2022 02:39:54 +0000</pubDate>
      <link>https://dev.to/franzwong/runtime-check-on-borrowing-rule-with-refcell-5b13</link>
      <guid>https://dev.to/franzwong/runtime-check-on-borrowing-rule-with-refcell-5b13</guid>
      <description>&lt;p&gt;Rust does compile time check on borrowing rule. But there are some scenarios we need to defer it to runtime. Let me show a simplified version from one of the examples in &lt;a href="https://doc.rust-lang.org/book/ch15-05-interior-mutability.html"&gt;the book&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We have a trait with one method. No change on internal states is allowed inside this method. (&lt;code&gt;&amp;amp;self&lt;/code&gt; is used instead of &lt;code&gt;&amp;amp;mut self&lt;/code&gt;)&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight rust"&gt;&lt;code&gt;&lt;span class="k"&gt;pub&lt;/span&gt; &lt;span class="k"&gt;trait&lt;/span&gt; &lt;span class="n"&gt;Messenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;fn&lt;/span&gt; &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="k"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;What if we want to store the messages sent? (e.g. it's common when we create a mock object for testing) It means we need to change the internal states. For some reasons (e.g. it is from 3rd party), we can't modify this trait, so we can't change to &lt;code&gt;&amp;amp;mut self&lt;/code&gt;. Anyway, let's do it first and see what will happen.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight rust"&gt;&lt;code&gt;&lt;span class="k"&gt;struct&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;Vec&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;impl&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;fn&lt;/span&gt; &lt;span class="nf"&gt;new&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="k"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nd"&gt;vec!&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;impl&lt;/span&gt; &lt;span class="n"&gt;Messenger&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;fn&lt;/span&gt; &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="k"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;self&lt;/span&gt;&lt;span class="py"&gt;.messages&lt;/span&gt;&lt;span class="nf"&gt;.push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nn"&gt;String&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nf"&gt;from&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;On the line &lt;code&gt;push&lt;/code&gt; method is called, the compiler complains.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;cannot borrow `self.messages` as mutable, as it is behind a `&amp;amp;` reference

`self` is a `&amp;amp;` reference, so the data it refers to cannot be borrowed as mutablerustcClick for full compiler diagnostic

main.rs(2, 13): consider changing that to be a mutable reference: `&amp;amp;mut self`
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;We want to make it passes the compilation. Let's rewrite it with &lt;code&gt;RefCell&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight rust"&gt;&lt;code&gt;&lt;span class="k"&gt;use&lt;/span&gt; &lt;span class="nn"&gt;std&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nn"&gt;cell&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="n"&gt;RefCell&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;struct&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;RefCell&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nb"&gt;Vec&lt;/span&gt;&lt;span class="o"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="o"&gt;&amp;gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;impl&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;fn&lt;/span&gt; &lt;span class="nf"&gt;new&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="k"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nn"&gt;RefCell&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nf"&gt;new&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;vec!&lt;/span&gt;&lt;span class="p"&gt;[])&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;impl&lt;/span&gt; &lt;span class="n"&gt;Messenger&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;MyMessenger&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;fn&lt;/span&gt; &lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="k"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;self&lt;/span&gt;&lt;span class="py"&gt;.messages&lt;/span&gt;&lt;span class="nf"&gt;.borrow_mut&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="nf"&gt;.push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nn"&gt;String&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nf"&gt;from&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;We use &lt;code&gt;borrow_mut&lt;/code&gt; to borrow a mutable value. Compilation passes this time.&lt;/p&gt;

&lt;p&gt;The borrowing rule is still checked in runtime. Runtime error will occur if we do this.&lt;/p&gt;

&lt;p&gt;(This violates the rule "At any given time, we can have either one mutable reference or any number of immutable references".)&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight rust"&gt;&lt;code&gt;&lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nn"&gt;RefCell&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nf"&gt;new&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nn"&gt;String&lt;/span&gt;&lt;span class="p"&gt;::&lt;/span&gt;&lt;span class="nf"&gt;from&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Hello World"&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="n"&gt;y&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="nf"&gt;.borrow_mut&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="n"&gt;z&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="nf"&gt;.borrow&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt; &lt;span class="c1"&gt;// Error occurs here in runtime&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>rust</category>
      <category>refcell</category>
    </item>
    <item>
      <title>Mock S3 for integration test</title>
      <dc:creator>Franz Wong</dc:creator>
      <pubDate>Sun, 07 Aug 2022 03:50:54 +0000</pubDate>
      <link>https://dev.to/franzwong/mock-s3-for-integration-test-lhm</link>
      <guid>https://dev.to/franzwong/mock-s3-for-integration-test-lhm</guid>
      <description>&lt;p&gt;Although we can use S3 mock library (e.g. &lt;code&gt;adobe/S3Mock&lt;/code&gt;), sometimes we just want to make thing simple.&lt;/p&gt;

&lt;p&gt;The full source code is put at the end of this page.&lt;/p&gt;

&lt;h2&gt;
  
  
  Add 3rd party dependencies
&lt;/h2&gt;

&lt;p&gt;Undertow is used as S3 mock server. AWS SDK v2 is used for S3 client.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight xml"&gt;&lt;code&gt;&lt;span class="nt"&gt;&amp;lt;dependency&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;groupId&amp;gt;&lt;/span&gt;io.undertow&lt;span class="nt"&gt;&amp;lt;/groupId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;artifactId&amp;gt;&lt;/span&gt;undertow-core&lt;span class="nt"&gt;&amp;lt;/artifactId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;version&amp;gt;&lt;/span&gt;2.2.17.Final&lt;span class="nt"&gt;&amp;lt;/version&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;scope&amp;gt;&lt;/span&gt;test&lt;span class="nt"&gt;&amp;lt;/scope&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/dependency&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;dependency&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;groupId&amp;gt;&lt;/span&gt;software.amazon.awssdk&lt;span class="nt"&gt;&amp;lt;/groupId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;artifactId&amp;gt;&lt;/span&gt;s3&lt;span class="nt"&gt;&amp;lt;/artifactId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;version&amp;gt;&lt;/span&gt;2.17.247&lt;span class="nt"&gt;&amp;lt;/version&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;scope&amp;gt;&lt;/span&gt;test&lt;span class="nt"&gt;&amp;lt;/scope&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/dependency&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;dependency&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;groupId&amp;gt;&lt;/span&gt;software.amazon.awssdk&lt;span class="nt"&gt;&amp;lt;/groupId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;artifactId&amp;gt;&lt;/span&gt;url-connection-client&lt;span class="nt"&gt;&amp;lt;/artifactId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;version&amp;gt;&lt;/span&gt;2.17.247&lt;span class="nt"&gt;&amp;lt;/version&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;scope&amp;gt;&lt;/span&gt;test&lt;span class="nt"&gt;&amp;lt;/scope&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/dependency&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;dependency&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;groupId&amp;gt;&lt;/span&gt;org.junit.jupiter&lt;span class="nt"&gt;&amp;lt;/groupId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;artifactId&amp;gt;&lt;/span&gt;junit-jupiter&lt;span class="nt"&gt;&amp;lt;/artifactId&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;version&amp;gt;&lt;/span&gt;5.9.0&lt;span class="nt"&gt;&amp;lt;/version&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;scope&amp;gt;&lt;/span&gt;test&lt;span class="nt"&gt;&amp;lt;/scope&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/dependency&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Create S3 mock server
&lt;/h2&gt;

&lt;p&gt;First we create a &lt;code&gt;HttpHandler&lt;/code&gt;. It will return the content of S3 object.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;S3HttpHandler&lt;/span&gt; &lt;span class="kd"&gt;implements&lt;/span&gt; &lt;span class="nc"&gt;HttpHandler&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

    &lt;span class="nd"&gt;@Override&lt;/span&gt;
    &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;handleRequest&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;HttpServerExchange&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="kd"&gt;throws&lt;/span&gt; &lt;span class="nc"&gt;Exception&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;isInIoThread&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
            &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;dispatch&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
        &lt;span class="o"&gt;}&lt;/span&gt;

        &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Request method: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getRequestMethod&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
        &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Request path: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getRequestPath&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;

        &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;BlockingHttpExchange&lt;/span&gt; &lt;span class="n"&gt;blockingExchange&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;startBlocking&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
             &lt;span class="nc"&gt;OutputStream&lt;/span&gt; &lt;span class="n"&gt;outputStream&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getOutputStream&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
             &lt;span class="nc"&gt;OutputStreamWriter&lt;/span&gt; &lt;span class="n"&gt;outputStreamWriter&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;OutputStreamWriter&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;outputStream&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
             &lt;span class="nc"&gt;BufferedWriter&lt;/span&gt; &lt;span class="n"&gt;writer&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;BufferedWriter&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;outputStreamWriter&lt;/span&gt;&lt;span class="o"&gt;))&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

            &lt;span class="n"&gt;writer&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;write&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Hello world"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
        &lt;span class="o"&gt;}&lt;/span&gt;
    &lt;span class="o"&gt;}&lt;/span&gt;

&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Then we start the mock server with our &lt;code&gt;HttpHandler&lt;/code&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;9999&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

&lt;span class="nc"&gt;Undertow&lt;/span&gt; &lt;span class="n"&gt;s3Server&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Undertow&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;addHttpListener&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"0.0.0.0"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;setHandler&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;S3HttpHandler&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;span class="n"&gt;s3Server&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;start&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Don't forget to stop our server at the end.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="n"&gt;s3Server&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;stop&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Setup S3 client
&lt;/h2&gt;

&lt;p&gt;We need to create a &lt;code&gt;S3Client&lt;/code&gt; with the service endpoint pointing to our S3 mock server.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;serviceEndpoint&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;format&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"http://localhost:%d"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

&lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;S3Client&lt;/span&gt; &lt;span class="n"&gt;s3Client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;S3Client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;endpointOverride&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="no"&gt;URI&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;serviceEndpoint&lt;/span&gt;&lt;span class="o"&gt;))&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;httpClient&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;UrlConnectionHttpClient&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;().&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Send a request to the mock server.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="nc"&gt;GetObjectRequest&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;GetObjectRequest&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;bucket&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"my-bucket"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;key&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"my-object"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
    &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;

&lt;span class="nc"&gt;Path&lt;/span&gt; &lt;span class="n"&gt;targetPath&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;tempDir&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;resolve&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"result"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

&lt;span class="n"&gt;s3Client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getObject&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;targetPath&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

&lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Files&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;readString&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;targetPath&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Object content: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="n"&gt;assertEquals&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Hello world"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Full source code &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;S3IntegrationTest&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

    &lt;span class="nd"&gt;@Test&lt;/span&gt;
    &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;shouldReturnS3Object&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nd"&gt;@TempDir&lt;/span&gt; &lt;span class="nc"&gt;Path&lt;/span&gt; &lt;span class="n"&gt;tempDir&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="kd"&gt;throws&lt;/span&gt; &lt;span class="nc"&gt;Exception&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
        &lt;span class="kd"&gt;final&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;9999&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;

        &lt;span class="nc"&gt;Undertow&lt;/span&gt; &lt;span class="n"&gt;s3Server&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Undertow&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;addHttpListener&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"0.0.0.0"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;setHandler&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;S3HttpHandler&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;

        &lt;span class="n"&gt;s3Server&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;start&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;

        &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;serviceEndpoint&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;format&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"http://localhost:%d"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="no"&gt;S3_MOCK_SERVER_PORT&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

        &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;S3Client&lt;/span&gt; &lt;span class="n"&gt;s3Client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;S3Client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;endpointOverride&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="no"&gt;URI&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;serviceEndpoint&lt;/span&gt;&lt;span class="o"&gt;))&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;httpClient&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;UrlConnectionHttpClient&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;().&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt;
            &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

            &lt;span class="nc"&gt;GetObjectRequest&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;GetObjectRequest&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;builder&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt;
                &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;bucket&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"my-bucket"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
                &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;key&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"my-object"&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt;
                &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;build&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;

            &lt;span class="nc"&gt;Path&lt;/span&gt; &lt;span class="n"&gt;targetPath&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;tempDir&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;resolve&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"result"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

            &lt;span class="n"&gt;s3Client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getObject&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;targetPath&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;

            &lt;span class="nc"&gt;String&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Files&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;readString&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;targetPath&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
            &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Object content: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
            &lt;span class="n"&gt;assertEquals&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Hello world"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;objectContent&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
        &lt;span class="o"&gt;}&lt;/span&gt;

        &lt;span class="n"&gt;s3Server&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;stop&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
    &lt;span class="o"&gt;}&lt;/span&gt;

    &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;S3HttpHandler&lt;/span&gt; &lt;span class="kd"&gt;implements&lt;/span&gt; &lt;span class="nc"&gt;HttpHandler&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

        &lt;span class="nd"&gt;@Override&lt;/span&gt;
        &lt;span class="kd"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;handleRequest&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;HttpServerExchange&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;)&lt;/span&gt; &lt;span class="kd"&gt;throws&lt;/span&gt; &lt;span class="nc"&gt;Exception&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;isInIoThread&lt;/span&gt;&lt;span class="o"&gt;())&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;
                &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;dispatch&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
                &lt;span class="k"&gt;return&lt;/span&gt;&lt;span class="o"&gt;;&lt;/span&gt;
            &lt;span class="o"&gt;}&lt;/span&gt;

            &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Request method: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getRequestMethod&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
            &lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;printf&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Request path: %s%n"&lt;/span&gt;&lt;span class="o"&gt;,&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getRequestPath&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;

            &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;BlockingHttpExchange&lt;/span&gt; &lt;span class="n"&gt;blockingExchange&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;startBlocking&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
                 &lt;span class="nc"&gt;OutputStream&lt;/span&gt; &lt;span class="n"&gt;outputStream&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;exchange&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getOutputStream&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
                 &lt;span class="nc"&gt;OutputStreamWriter&lt;/span&gt; &lt;span class="n"&gt;outputStreamWriter&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;OutputStreamWriter&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;outputStream&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
                 &lt;span class="nc"&gt;BufferedWriter&lt;/span&gt; &lt;span class="n"&gt;writer&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;BufferedWriter&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="n"&gt;outputStreamWriter&lt;/span&gt;&lt;span class="o"&gt;))&lt;/span&gt; &lt;span class="o"&gt;{&lt;/span&gt;

                &lt;span class="n"&gt;writer&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;write&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Hello world"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
            &lt;span class="o"&gt;}&lt;/span&gt;
        &lt;span class="o"&gt;}&lt;/span&gt;

    &lt;span class="o"&gt;}&lt;/span&gt;

&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



</description>
      <category>java</category>
      <category>aws</category>
      <category>s3</category>
      <category>testing</category>
    </item>
  </channel>
</rss>
