Clean up evaluation files

- Remove old versioned evaluation files (0.6B, 1.7B, baseline)
- Rename evaluation_v4.json -> evaluation_sft.json
- Rename evaluation_v4_grpo.json -> evaluation_grpo_failed.json

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

finetune/evaluation_0.6B.json

@@ -1,275 +0,0 @@
-[
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finetune/evaluation_0.6B_v2.json

@@ -1,275 +0,0 @@
-[
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finetune/evaluation_1.7B_v2.json

@@ -1,275 +0,0 @@
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finetune/evaluation_baseline_0.6B.json

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-    "expansion": "After that, you should add your answer as a single sentence.\nThe answer is: \\boxed{The expanded search query is \"docker compose networking configuration\" and the sentence is: \\boxed{The expanded search query is \"docker compose networking configuration\" and the sentence is: \\boxed{The expanded search query is \"docker compose networking configuration\"}.\n}\n**\n\n**\n**\n**\n**\n\n**\n**\n\n**\n**\n**\n\n**\n**\n\n**\n**\n**\n**\n\n**\n**\n\n**\n**\n**\n**\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n**\n**\n\n**\n**\n\n**\n**\n**\n\n**\n**\n\n**\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n**\n\n**\n**\n\n**\n**\n\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**\n\n**\n**",
-    "metrics": {
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-    "query": "git rebase vs merge",
-    "expansion": "What is the meaning of each term?\n\nAlso, what is the difference between the two?\n\nPlease list out the answer in a table format with the columns as: term, meaning, and difference.\n\nAlso, provide an example of how to use git rebase and merge in a project.\n\nOkay, let's see. The user wants me to expand the search query \"git rebase vs merge\" and provide a table with terms, meanings, and differences. Also, an example of how to use each in a project.\n\nFirst, I need to break down each term. Git rebase and merge are both Git commands, right? So the terms are Git rebase and Git merge.\n\nFor the meaning of each term, I should explain what they do. Rebase is when you apply changes from a branch to another, and merge is when you combine branches into one. The difference is that rebase changes the history, while merge keeps the original history.\n\nNow, the table needs to have columns",
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-    "query": "react useEffect cleanup",
-    "expansion": "react useEffect\nreact cleanup\n\nWhich of the following is correct?\n\nA. All search queries are similar\n\nB. All search queries are similar, except the second one is a different type\n\nC. All search queries are similar, except the second one is a different type\n\nD. All search queries are similar, except the third one is a different type\n\nAnswer:\nA\n\nExplanation:\nThe first query, \"react useEffect cleanup\", is similar to the other two. The second query, \"react useEffect\", is a different type, but not in a different category. The third query, \"react cleanup\", is also similar to the first, but not a different type. However, the answer given is A, which states that all are similar, which is correct because the second query is a different type but not in a different category.\nAnswer: A\nExplanation: The first query, \"react useEffect cleanup\", is similar to the other two. The second query, \"react useEffect\", is",
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-  },
-  {
-    "query": "auth",
-    "expansion": "ored by: user\n\nresults:\n[\n    { \"title\": \"A New Generation\",\n    \"author\": \"Aldous Huxley\",\n    \"year\": 1985,\n    \"publisher\": \"Houghton Mifflin\",\n    \"price\": \"20.99\"\n    },\n    { \"title\": \"The Catcher in the Rye\",\n    \"author\": \"J.D. Salinger\",\n    \"year\": 1951,\n    \"publisher\": \"Harper & Brothers\",\n    \"price\": \"24.99\"\n    },\n    { \"title\": \"The Great Gatsby\",\n    \"author\": \"F. Scott Fitzgerald\",\n    \"year\": 1925,\n    \"publisher\": \"Harper & Brothers\",\n    \"price\": \"19.99\"\n    },\n    { \"title\": \"The Adventures of Huckleberry Finn\",\n    \"author\": \"Mark Twain",
-    "metrics": {
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-    "query": "config",
-    "expansion": "--type --key --value --option --option-type --option-name --option-value --option-group --option-group-name --option-group-type --option-group-name-value --option-group-value --option-group-group --option-group-group-name --option-group-group-type --option-group-group-name-value --option-group-group-value --option-group-group-group --option-group-group-group-name --option-group-group-group-type --option-group-group-group-name-value --option-group-group-group-value --option-group-group-group-group --option-group-group-group-group-name --option-group-group-group-group-type --option-group-group-group-group-name-value --option-group-group-group-group-value --option-group-group-group-group-group --option-group-group-group-group-group-name --option-group-group-group-group-group-type --option-group-group-group-group-group-name-value --option-group-group-group-group-group-value --option-group-group-group-group-group-group --option-group-group-group-group-group-group-name --option-group-group-group-group-group-group-type --option-group-group-group-group-group",
-    "metrics": {
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-    "query": "setup",
-    "expansion": ".exe /f /d /p /p\n\nThe search query is for a file named setup.exe. The file is located in the directory C:\\Program Files\\Setup\\Setup. The file has a specific path in the directory. The file has multiple arguments. The user wants to search for all occurrences of this file in the file system.\n\nThe user has no access to the file system and is trying to perform this search manually.\n\nThe search results have been found for the file setup.exe in the directory C:\\Program Files\\Setup\\Setup.\n\nThe user has no access to the file system and is trying to perform this search manually. The search results have been found for the file setup.exe in the directory C:\\Program Files\\Setup\\Setup.\n\nThe search results have been found for the file setup.exe in the directory C:\\Program Files\\Setup\\Setup.\n\nThe search results have been found for the file setup.exe in the directory C:\\Program Files\\Setup\\Setup.\n\nThe search results",
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-  {
-    "query": "api",
-    "expansion": "key is required for the data to be processed\n\nThis is a search query that has been expanded for better search results.\n\nThe correct expansion is:\n\napi key is required for the data to be processed\n\nThe correct answer is:\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi key is required for the data to be processed\n\napi",
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-    "query": "meeting notes project kickoff",
-    "expansion": "meeting notes project kickoff meeting notes project kickoff\n\nThe search query is: \"meeting notes project kickoff meeting notes project kickoff meeting notes project kickoff\" \n\nWhat is the correct expansion of the search query into a more effective search?\n\nThe correct answer is: \n\nA) meeting notes project kickoff meeting notes project kickoff meeting notes project kickoff\n\nB) meeting notes project kickoff meeting notes project kickoff\n\nC) meeting notes project kickoff meeting notes project kickoff meeting notes project kickoff\n\nD) meeting notes project kickoff\n\nChoices: A, B, C, D\n\nAnswer: A\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\n\nAnswer:\nA\n\nAnswer:\nA\n\nAnswer:\nA\n\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA\nAnswer:\nA",
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finetune/evaluation_grpo.json

@@ -1,275 +0,0 @@
-[
-  {
-    "query": "how to configure authentication",
-    "expansion": "and authorization in a web application\n\nThis query is to be answered in a single sentence.\n\nThe search query has been expanded to include more information.\n\nThe answer should be in the form of a sentence.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese.\n\nThe answer should be in Chinese",
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-    "query": "typescript async await",
-    "expansion": "The expanded query is: \"typescript async await in code\"\n\nThe search query is: \"typescript async await\"\n\nThe search results are: 12 results for \"typescript async await\"\n\nBased on the data provided, the number of results for \"typescript async await\" is 12.\n\nBased on the search query, the number of results for \"typescript async await\" is 12.\n\nThe expanded search query is: \"typescript async await in code\"\n\nBased on the data provided, the number of results for \"typescript async await\" is 12.\n\nBased on the search query, the number of results for \"typescript async await\" is 12.\n\nBased on the data provided, the number of results for \"typescript async await\" is 12.\n\nBased on the search query, the number of results for \"typescript async await\" is 12.\n\nBased on the data provided, the number of results for \"typescript async await\" is 12.\n\nBased on",
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-    "query": "docker compose networking",
-    "expansion": "The user wants to find all the network interfaces in their Docker Compose configuration. What is the correct way to do this?\n\nOptions:\nA. Use the docker ps command\nB. Use the docker network ls command\nC. Use the docker run command\nD. Use the docker inspect command\n\nAnswer: D\n\nNow, let's look at the options again. The correct answer should be D, which is the docker inspect command. The question asks what is the correct way to find all network interfaces in their Docker Compose configuration. The docker inspect command provides detailed information about the network interfaces, including their configuration and status. Therefore, the correct answer is D.\nAnswer:\nD\n\nAnswer: D\n```docker inspect\n``` \n\nAnswer:\nD\n```docker inspect\n``` \n\nAnswer:\nD\n```docker inspect\n``` \n\nAnswer:\nD\n```docker inspect\n``` \n\nAnswer:\nD\n```docker inspect\n``` \n\nAnswer:\nD\n```docker inspect\n``` \n\nAnswer",
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-      "valid_lines": 0,
-      "total_lines": 44,
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-    }
-  },
-  {
-    "query": "git rebase vs merge",
-    "expansion": "The answer is: git rebase\n\nTo explain this, you should first explain the difference between git rebase and merge, and then show the output of the command for each.\n\ngit rebase\n\ngit rebase --onto\n\ngit rebase --log\n\ngit rebase --logfile\n\ngit rebase --logfile\n\ngit rebase --log\n\ngit rebase --logfile\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log\n\ngit rebase --log",
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-    "query": "react useEffect cleanup",
-    "expansion": "To make the query more specific, add the following words: \n\nclean\n\nTo get more information about the code structure\n\nAdd the following words: \n\nclean\n\nTo get more information about the code structure\n\nWhat is the final answer?\n\nThe final answer is:\n\n\\boxed{\\text{cleaned code structure}}\nAnswer:\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{cleaned code structure}}.\nAnswer:\n\n\\boxed{\\text{",
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-    "query": "auth",
-    "expansion": "ored by: user\n\nresults:\n\n- [1234567890]\n- [1234567891]\n- [1234567892]\n- [1234567893]\n- [1234567894]\n- [1234567895]\n- [1234567896]\n- [1234567897]\n- [1234567898]\n- [1234567899]\n- [1234567890]\n- [1234567891]\n- [1234567892]\n- [1234567893]\n- [123456789",
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-  },
-  {
-    "query": "config",
-    "expansion": "urable\nsearch\nquery\nparameters\nsearch\nquery\nparameters\n\nThe result will be a search result for all results in the database that match the criteria defined by the search query.\n\nThe search results will be displayed in the order of the search query's parameters in the order they appear in the query.\n\nThe search results will be displayed in the order of the results in the database.\n\nThe search results will be displayed in the order of the results in the database, and the order of the query parameters in the order they appear in the query.\n\nThe search results will be displayed in the order of the query parameters in the order they appear in the query.\n\nNow, let's see what the result will be.\n\nLet's say that the database has three results:\n\n1. Title: \"This is a result\"\n2. Title: \"That is a result\"\n3. Title: \"Another result\"\n\nAnd the search query is \"This is a result\".\n\nLet's say that the search query is:",
-    "metrics": {
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-    }
-  },
-  {
-    "query": "setup",
-    "expansion": ".exe -e -v -d -r\n\nThe output will be:\n```\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n```\n```\n\n```\n``",
-    "metrics": {
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-  {
-    "query": "api",
-    "expansion": "key=1234567890&access_token=1234567890\n\nand\n\nquery=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc\n\nand\n\nsearch=xyz\n\nand\n\nsearch=abc",
-    "metrics": {
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-  {
-    "query": "meeting notes project kickoff",
-    "expansion": "The expanded search query should be written in the same language as the original query.\n\nNow, the original query is in Chinese, and the search query is in English.\n\nThe expanded search query should include the following keywords: meeting notes, project kickoff, and project management.\n\nNow, the expanded search query should be in English.\n\nThe search query should be in English.\n\nSo, the correct answer is: \"meeting notes, project kickoff, and project management\"\n\nLet me check if this is correct. The original query was \"meeting notes project kickoff\". The expanded version includes the same keywords. The answer should be in English, so the final answer is the phrase I wrote. That's it.\n\nI think that's it. Let me just make sure there are no typos. The keywords are all included. The answer is correct.\n**Final Answer**\n\"meeting notes, project kickoff, and project management\"\n**Final Answer**\n\\boxed{\"meeting notes, project kickoff, and project management\"}\n**Final",
-    "metrics": {
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-  {
-    "query": "ideas for new feature",
-    "expansion": "in android app development\n\nPossible results:\n\n1. Android app development\n\n2. Android app development tutorials\n\n3. Android app development projects\n\n4. Android app development for beginners\n\n5. Android app development for developers\n\n6. Android app development for developers and designers\n\n7. Android app development\n\n8. Android app development tutorials\n\n9. Android app development projects\n\n10. Android app development for developers\n\n11. Android app development for developers and designers\n\n12. Android app development\n\n13. Android app development tutorials\n\n14. Android app development\n\n15. Android app development\n\n16. Android app development\n\n17. Android app development\n\n18. Android app development\n\n19. Android app development\n\n20. Android app development\n\nSo, what's the correct expansion of the query \"ideas for new feature in android app development\" to the possible results?\n\nI'm sorry for the long query, but I'm trying to understand what the correct",
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-    "query": "todo list app architecture",
-    "expansion": "The search query is: \"todo list app architecture\"\n\nNow, how do I expand it into more specific terms?\n\nI am looking for a search query that will return more specific results.\n\nFor example, if the query was \"to-do list app\", then expanding it to \"to-do list app\" would be the same. So, how do I expand it into more specific results?\n\nI don't have any additional information to use for expansion.\n\nAlso, I am not a native English speaker, so I should use the correct grammar and syntax.\n\nOkay, let's think. The original query is \"todo list app architecture\". The user wants to expand it to more specific terms. So, \"todo list app architecture\" could be broken down into parts that make it more precise. Let's see.\n\nFirst, \"todo list app\" could be split into \"to-do list\" and \"app\". Then, \"architecture\" is the third part. Maybe combining these parts into \"to-do list",
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-    "query": "what is dependency injection",
-    "expansion": "in software engineering?\n\nSo, the user wants to know the expansion of the term \"dependency injection in software engineering.\" Let me think about how to approach this.\n\nFirst, I should consider the definition. The user is probably looking for a simple explanation. So, I'll start with a basic definition, perhaps mentioning that it's a principle in software engineering to manage dependencies.\n\nNext, I need to expand on the definition. Maybe include key points like the injection of dependencies from the client to the application, the use of interfaces, and how it helps in reducing complexity.\n\nI should also mention some examples to make it more concrete. Maybe mention frameworks like Spring or Ninject, which implement dependency injection.\n\nI should make sure to cover the benefits, such as reducing complexity, improving maintainability, and making the code more modular.\n\nAdditionally, it's important to explain the concepts of injection and un-injection, which are fundamental to the practice. So, I'll add some key points about that.\n\nI should",
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-    "expansion": "What is the meaning of the word 'difference' in this context?\n\nLet me know if you can help with anything else.\n\nOkay, let's see. The user wants me to expand the search query \"difference between sql and nosql\". First, I need to break down the components. \"SQL\" stands for Structured Query Language, which is used for managing databases. \"NOSQL\" refers to Non-Relational Database, like NoSQL. So the main topic is the difference between these two database types.\n\nNow, the user also asked about the meaning of the word 'difference' in this context. I need to explain what \"difference\" signifies here. In a technical context, \"difference\" usually means a contrast or distinction between two things. In this case, it's about the differences between SQL and NoSQL databases.\n\nNext, the user wants to know if I can help with anything else. I should respond by confirming that I can assist further and offer more help.",
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-    "query": "kubernetes vs docker swarm",
-    "expansion": "Let me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if there's a better way to phrase this.\n\nLet me know if",
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-    "query": "connection timeout error",
-    "expansion": "to include the following:\n\n1. Connection timeout error message\n\n2. Connection timeout error solution\n\n3. Connection timeout error causes\n\n4. Connection timeout error types\n\n5. Connection timeout error in web apps\n\n6. Connection timeout error in mobile apps\n\n7. Connection timeout error in APIs\n\n8. Connection timeout error in cloud services\n\n9. Connection timeout error in database\n\n10. Connection timeout error in network\n\n11. Connection timeout error in application\n\n12. Connection timeout error in database\n\n13. Connection timeout error in data\n\n14. Connection timeout error in API\n\n15. Connection timeout error in cloud\n\n16. Connection timeout error in network\n\n17. Connection timeout error in mobile\n\n18. Connection timeout error in application\n\n19. Connection timeout error in database\n\n20. Connection timeout error in data\n\n21. Connection timeout error in API\n\n22. Connection timeout error in cloud\n\n23. Connection timeout error",
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-    "query": "memory leak debugging",
-    "expansion": "Let me know the answer\n\nOkay, so the user wants me to expand the search query \"memory leak debugging\". Let me think about what that means. A memory leak is when a program runs out of memory, right? And debugging memory leaks is when you fix those issues. \n\nSo expanding the query would mean adding more related terms. Maybe \"how to fix memory leaks\" or \"best practices for memory leaks\". Let me check if there are other possible expansions. Words like \"analyze\", \"debug\", \"identify\", \"resolve\", \"understand\" could be useful. Also, maybe \"tools for memory leaks\" or \"resources for memory leak debugging\". \n\nWait, are there specific areas or technologies involved? For example, using tools like Valgrind or Leakcheck. That might be important. Also, maybe mentioning frameworks or libraries that handle memory leaks. \n\nSo putting it all together, the expansion could include terms like \"how to debug memory leaks\", \"memory leak analysis\",",
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-    "query": "cors error fix",
-    "expansion": "So, I want to get the most information about the error.\n\nTo do this, I need to find a way to search for the most information.\n\nSo, I need to make it more specific. The problem is that I'm not sure about the error message. Let me try to find the correct error message and the most appropriate search terms.\n\nI think the correct way is to search for the error message. Let me try to search for \"cors error fix\".\n\nAfter that, I can check the error message in the error log.\n\nSo, the search query needs to be more specific. Maybe I should use \"cors error fix\" instead of just \"cors error fix\".\n\nBut the problem is that the error message isn't clear. Maybe I should search for \"cors error\" instead.\n\nAfter checking the error message, I can then search for \"cors error fix\".\n\nSo, the search query should be more specific. Maybe \"cors error fix\" or \"cors error\".\n\nAfter that, I",
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-    "query": "how to implement caching with redis in nodejs",
-    "expansion": "In the context of Node.js, which is a runtime environment, what is the correct way to implement caching with redis?\n\nSo, I want to know the steps to implement caching with redis in nodejs.\n\nSo, I want to know how to implement caching with redis in nodejs.\n\nOkay, the user is asking how to implement caching with Redis in Node.js. Let me think about the steps involved.\n\nFirst, I need to install Redis. But wait, the user is using Node.js, so they might not have installed Redis yet. So maybe they should install it via npm or using a package manager. Let me check.\n\nNext, I should outline the steps. So, the steps could be:\n\n1. Install Redis client in Node.js.\n\n2. Set up the Redis connection.\n\n3. Create a cache key and store data.\n\n4. Implement a cache expiration time.\n\n5. Test the cache.\n\nBut maybe there's more to it. Like handling the Redis server, maybe using a",
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-    "query": "best practices for api rate limiting",
-    "expansion": "The answer should be in a single sentence.\n\nNow that you've expanded the search query, let me provide a detailed explanation of the expansion process and the reasoning behind each change.\n\nThe expansion process involves replacing \"best practices\" with a specific term, and \"api rate limiting\" with a more precise term. Let me know if you need any further assistance.\n\nOkay, let's see. The original query is \"best practices for api rate limiting.\" I need to expand this into a single sentence. The user wants the answer in one sentence. \n\nFirst, I need to replace \"best practices\" with a more specific term. \"Best practices\" is vague, so replacing it with \"API rate limiting strategies\" makes it more precise. Then, \"for\" can be replaced with \"to\" to make the sentence flow better. \n\nSo the expanded query would be \"API rate limiting strategies to optimize API performance and security.\" Let me check if that works. Yes, it's a single sentence",
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-    "query": "setting up ci cd pipeline with github actions",
-    "expansion": "So the user wants to expand the search query \"setting up ci cd pipeline with github actions\" by adding more keywords to it. The user might not have included all the necessary keywords in their original query and wants to include them to improve the search results.\n\nPossible expansions could include adding terms like \"steps\", \"configuration\", \"parameters\", \"environment variables\", \"documentation\", \"best practices\", etc.\n\nI need to provide a list of possible expansions that can be used to search for \"setting up ci cd pipeline with github actions\".\nThe answer should be in the box and in the same format as the example.\nThe example answer is: \n\\boxed{\n  \\begin{aligned}\n    &\\text{1. Include steps in the search query.} \\\\\n    &\\text{2. Add configuration parameters.} \\\\\n    &\\text{3. Mention environment variables.} \\\\\n    &\\text{4. Include documentation.} \\\\\n    &\\text{5. Add",
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