instruction stringclasses 107
values | messages listlengths 2 6 | category stringclasses 9
values | language stringclasses 2
values | difficulty stringclasses 3
values | response stringclasses 172
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|---|---|---|---|---|---|---|
React useEffect runs twice in StrictMode - how to fix? | [
{
"role": "user",
"content": "My useEffect is running twice in development. Why?"
},
{
"role": "assistant",
"content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => ... | code_debugging | en | beginner | [{"role": "user", "content": "My useEffect is running twice in development. Why?"}, {"role": "assistant", "content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => {\n const subscription = ... | qa_conversation |
React useEffect runs twice in StrictMode - how to fix? | [
{
"role": "user",
"content": "My useEffect is running twice in development. Why?"
},
{
"role": "assistant",
"content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => ... | code_debugging | en | intermediate | [{"role": "user", "content": "My useEffect is running twice in development. Why?"}, {"role": "assistant", "content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => {\n const subscription = ... | qa_conversation |
React useEffect runs twice in StrictMode - how to fix? | [
{
"role": "user",
"content": "My useEffect is running twice in development. Why?"
},
{
"role": "assistant",
"content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => ... | code_debugging | en | advanced | [{"role": "user", "content": "My useEffect is running twice in development. Why?"}, {"role": "assistant", "content": "React 18 StrictMode intentionally double-invokes effects to detect side effects that don't support cleanup.\n\n**Fix**: Add proper cleanup function:\n\n```jsx\nuseEffect(() => {\n const subscription = ... | qa_conversation |
React state doesn't update immediately after setState | [
{
"role": "user",
"content": "setState doesn't reflect immediately. How do I fix this?"
},
{
"role": "assistant",
"content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!... | code_debugging | en | beginner | [{"role": "user", "content": "setState doesn't reflect immediately. How do I fix this?"}, {"role": "assistant", "content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!\n}\n\n// CORRECT - use ca... | qa_conversation |
React state doesn't update immediately after setState | [
{
"role": "user",
"content": "setState doesn't reflect immediately. How do I fix this?"
},
{
"role": "assistant",
"content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!... | code_debugging | en | intermediate | [{"role": "user", "content": "setState doesn't reflect immediately. How do I fix this?"}, {"role": "assistant", "content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!\n}\n\n// CORRECT - use ca... | qa_conversation |
React state doesn't update immediately after setState | [
{
"role": "user",
"content": "setState doesn't reflect immediately. How do I fix this?"
},
{
"role": "assistant",
"content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!... | code_debugging | en | advanced | [{"role": "user", "content": "setState doesn't reflect immediately. How do I fix this?"}, {"role": "assistant", "content": "**Problem**: React batches state updates for performance.\n\n```jsx\n// WRONG - logs old value\nhandleClick() {\n setCount(count + 1);\n console.log(count); // Still 0!\n}\n\n// CORRECT - use ca... | qa_conversation |
Debug CORS error in production but not development | [
{
"role": "user",
"content": "CORS works locally but fails in production. Why?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptio... | code_debugging | en | beginner | [{"role": "user", "content": "CORS works locally but fails in production. Why?"}, {"role": "assistant", "content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptions = {\n origin: process.... | qa_conversation |
Debug CORS error in production but not development | [
{
"role": "user",
"content": "CORS works locally but fails in production. Why?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptio... | code_debugging | en | intermediate | [{"role": "user", "content": "CORS works locally but fails in production. Why?"}, {"role": "assistant", "content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptions = {\n origin: process.... | qa_conversation |
Debug CORS error in production but not development | [
{
"role": "user",
"content": "CORS works locally but fails in production. Why?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptio... | code_debugging | en | advanced | [{"role": "user", "content": "CORS works locally but fails in production. Why?"}, {"role": "assistant", "content": "**Common causes**:\n1. Different domain in production\n2. Cloud provider adds headers\n3. CDN blocks requests\n\n```javascript\n// FIX: Explicit origin whitelist\nconst corsOptions = {\n origin: process.... | qa_conversation |
Debug 401 Unauthorized despite valid token | [
{
"role": "user",
"content": "Getting 401 even with valid token. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer pref... | code_debugging | en | beginner | [{"role": "user", "content": "Getting 401 even with valid token. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer prefix\nconst response = await... | qa_conversation |
Debug 401 Unauthorized despite valid token | [
{
"role": "user",
"content": "Getting 401 even with valid token. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer pref... | code_debugging | en | intermediate | [{"role": "user", "content": "Getting 401 even with valid token. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer prefix\nconst response = await... | qa_conversation |
Debug 401 Unauthorized despite valid token | [
{
"role": "user",
"content": "Getting 401 even with valid token. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer pref... | code_debugging | en | advanced | [{"role": "user", "content": "Getting 401 even with valid token. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Token expired between login and request\n2. Wrong token type (access vs refresh)\n3. Missing 'Bearer ' prefix\n\n```javascript\n// CORRECT - with Bearer prefix\nconst response = await... | qa_conversation |
Debug promise never resolves | [
{
"role": "user",
"content": "My promise hangs forever. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n ... | code_debugging | en | beginner | [{"role": "user", "content": "My promise hangs forever. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n return new Promise((resolv... | qa_conversation |
Debug promise never resolves | [
{
"role": "user",
"content": "My promise hangs forever. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n ... | code_debugging | en | intermediate | [{"role": "user", "content": "My promise hangs forever. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n return new Promise((resolv... | qa_conversation |
Debug promise never resolves | [
{
"role": "user",
"content": "My promise hangs forever. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n ... | code_debugging | en | advanced | [{"role": "user", "content": "My promise hangs forever. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. Missing resolve/reject\n2. Callback never called\n3. Error in try block silently caught\n\n```javascript\n// WRONG - promise never settles\nfunction fetchData() {\n return new Promise((resolv... | qa_conversation |
Debug slow MongoDB queries | [
{
"role": "user",
"content": "MongoDB query is very slow. How to optimize?"
},
{
"role": "assistant",
"content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.order... | code_debugging | en | beginner | [{"role": "user", "content": "MongoDB query is very slow. How to optimize?"}, {"role": "assistant", "content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.orders.createIndex(\n { userId... | qa_conversation |
Debug slow MongoDB queries | [
{
"role": "user",
"content": "MongoDB query is very slow. How to optimize?"
},
{
"role": "assistant",
"content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.order... | code_debugging | en | intermediate | [{"role": "user", "content": "MongoDB query is very slow. How to optimize?"}, {"role": "assistant", "content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.orders.createIndex(\n { userId... | qa_conversation |
Debug slow MongoDB queries | [
{
"role": "user",
"content": "MongoDB query is very slow. How to optimize?"
},
{
"role": "assistant",
"content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.order... | code_debugging | en | advanced | [{"role": "user", "content": "MongoDB query is very slow. How to optimize?"}, {"role": "assistant", "content": "**Step 1**: Check query plan\n```javascript\ndb.orders.explain('executionStats').find({ userId: ObjectId('xxx') });\n```\n\n**Step 2**: Create compound index\n```javascript\ndb.orders.createIndex(\n { userId... | qa_conversation |
Debug Node.js memory leak | [
{
"role": "user",
"content": "Node.js process memory keeps growing. How to find leak?"
},
{
"role": "assistant",
"content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitt... | code_debugging | en | beginner | [{"role": "user", "content": "Node.js process memory keeps growing. How to find leak?"}, {"role": "assistant", "content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitter.on('event', handler);\n... | qa_conversation |
Debug Node.js memory leak | [
{
"role": "user",
"content": "Node.js process memory keeps growing. How to find leak?"
},
{
"role": "assistant",
"content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitt... | code_debugging | en | intermediate | [{"role": "user", "content": "Node.js process memory keeps growing. How to find leak?"}, {"role": "assistant", "content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitter.on('event', handler);\n... | qa_conversation |
Debug Node.js memory leak | [
{
"role": "user",
"content": "Node.js process memory keeps growing. How to find leak?"
},
{
"role": "assistant",
"content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitt... | code_debugging | en | advanced | [{"role": "user", "content": "Node.js process memory keeps growing. How to find leak?"}, {"role": "assistant", "content": "**Common causes**:\n\n1. Event listeners not removed\n2. Closures holding references\n3. Unclosed connections\n\n```javascript\n// LEAK: Event listeners not removed\nemitter.on('event', handler);\n... | qa_conversation |
Debug WebSocket disconnections | [
{
"role": "user",
"content": "WebSocket keeps disconnecting. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {... | code_debugging | en | beginner | [{"role": "user", "content": "WebSocket keeps disconnecting. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {\n this.ws = new WebSoc... | qa_conversation |
Debug WebSocket disconnections | [
{
"role": "user",
"content": "WebSocket keeps disconnecting. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {... | code_debugging | en | intermediate | [{"role": "user", "content": "WebSocket keeps disconnecting. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {\n this.ws = new WebSoc... | qa_conversation |
Debug WebSocket disconnections | [
{
"role": "user",
"content": "WebSocket keeps disconnecting. How to fix?"
},
{
"role": "assistant",
"content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {... | code_debugging | en | advanced | [{"role": "user", "content": "WebSocket keeps disconnecting. How to fix?"}, {"role": "assistant", "content": "**Common causes**:\n1. No heartbeat\n2. Network proxies\n3. Server timeout\n4. SSL issues\n\n```javascript\n// CORRECT: Heartbeat implementation\nclass WSClient {\n constructor(url) {\n this.ws = new WebSoc... | qa_conversation |
Debug production crash with stack trace | [
{
"role": "user",
"content": "Production crashed with error. How to debug?"
},
{
"role": "assistant",
"content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserPr... | code_debugging | en | beginner | [{"role": "user", "content": "Production crashed with error. How to debug?"}, {"role": "assistant", "content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserProfile (/app/src/user.js:42... | qa_conversation |
Debug production crash with stack trace | [
{
"role": "user",
"content": "Production crashed with error. How to debug?"
},
{
"role": "assistant",
"content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserPr... | code_debugging | en | intermediate | [{"role": "user", "content": "Production crashed with error. How to debug?"}, {"role": "assistant", "content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserProfile (/app/src/user.js:42... | qa_conversation |
Debug production crash with stack trace | [
{
"role": "user",
"content": "Production crashed with error. How to debug?"
},
{
"role": "assistant",
"content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserPr... | code_debugging | en | advanced | [{"role": "user", "content": "Production crashed with error. How to debug?"}, {"role": "assistant", "content": "Error: `TypeError: Cannot read property 'x' of undefined`\n\n**Step 1**: Find line number from stack trace\n```\nTypeError: Cannot read property 'name' of undefined\n at getUserProfile (/app/src/user.js:42... | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | mongodb_project | en | beginner | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | api_integration | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Docker multi-stage builds | [
{
"role": "user",
"content": "Explain Docker multi-stage builds"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorou... | telegram_bot | en | intermediate | [{"role": "user", "content": "Explain Docker multi-stage builds"}, {"role": "assistant", "content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | code_debugging | en | advanced | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | telegram_bot | en | beginner | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | code_debugging | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
React useEffect cleanup patterns | [
{
"role": "user",
"content": "Explain React useEffect cleanup patterns"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n... | cloudflare_worker | en | beginner | [{"role": "user", "content": "Explain React useEffect cleanup patterns"}, {"role": "assistant", "content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
React useEffect cleanup patterns | [
{
"role": "user",
"content": "Explain React useEffect cleanup patterns"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n... | code_debugging | en | intermediate | [{"role": "user", "content": "Explain React useEffect cleanup patterns"}, {"role": "assistant", "content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | deployment_help | en | beginner | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | code_debugging | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | cloudflare_worker | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | code_debugging | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
PostgreSQL query optimization | [
{
"role": "user",
"content": "Explain PostgreSQL query optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | cloudflare_worker | en | advanced | [{"role": "user", "content": "Explain PostgreSQL query optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Docker multi-stage builds | [
{
"role": "user",
"content": "Explain Docker multi-stage builds"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorou... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain Docker multi-stage builds"}, {"role": "assistant", "content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | deployment_help | en | intermediate | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Docker multi-stage builds | [
{
"role": "user",
"content": "Explain Docker multi-stage builds"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorou... | firebase_project | en | intermediate | [{"role": "user", "content": "Explain Docker multi-stage builds"}, {"role": "assistant", "content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
React useEffect cleanup patterns | [
{
"role": "user",
"content": "Explain React useEffect cleanup patterns"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n... | api_integration | en | beginner | [{"role": "user", "content": "Explain React useEffect cleanup patterns"}, {"role": "assistant", "content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
CI/CD pipeline optimization | [
{
"role": "user",
"content": "Explain CI/CD pipeline optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test th... | code_debugging | en | beginner | [{"role": "user", "content": "Explain CI/CD pipeline optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | ui_ux_design | en | advanced | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | cloudflare_worker | en | beginner | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | cloudflare_worker | en | beginner | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | cloudflare_worker | en | intermediate | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | mongodb_project | en | intermediate | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | website_builder | en | advanced | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | api_integration | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | telegram_bot | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | telegram_bot | en | intermediate | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | code_debugging | en | beginner | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
PostgreSQL query optimization | [
{
"role": "user",
"content": "Explain PostgreSQL query optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | website_builder | en | beginner | [{"role": "user", "content": "Explain PostgreSQL query optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | website_builder | en | intermediate | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | code_debugging | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | telegram_bot | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
CI/CD pipeline optimization | [
{
"role": "user",
"content": "Explain CI/CD pipeline optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test th... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain CI/CD pipeline optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
React useEffect cleanup patterns | [
{
"role": "user",
"content": "Explain React useEffect cleanup patterns"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain React useEffect cleanup patterns"}, {"role": "assistant", "content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
PostgreSQL query optimization | [
{
"role": "user",
"content": "Explain PostgreSQL query optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | deployment_help | en | intermediate | [{"role": "user", "content": "Explain PostgreSQL query optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | firebase_project | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | api_integration | en | intermediate | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | api_integration | en | beginner | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
PostgreSQL query optimization | [
{
"role": "user",
"content": "Explain PostgreSQL query optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | api_integration | en | beginner | [{"role": "user", "content": "Explain PostgreSQL query optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of PostgreSQL query optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | cloudflare_worker | en | advanced | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | mongodb_project | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
CI/CD pipeline optimization | [
{
"role": "user",
"content": "Explain CI/CD pipeline optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test th... | api_integration | en | beginner | [{"role": "user", "content": "Explain CI/CD pipeline optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | cloudflare_worker | en | advanced | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | deployment_help | en | advanced | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
React useEffect cleanup patterns | [
{
"role": "user",
"content": "Explain React useEffect cleanup patterns"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n... | website_builder | en | intermediate | [{"role": "user", "content": "Explain React useEffect cleanup patterns"}, {"role": "assistant", "content": "Here's a detailed explanation of React useEffect cleanup patterns:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | ui_ux_design | en | intermediate | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | firebase_project | en | advanced | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | code_debugging | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | deployment_help | en | beginner | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | mongodb_project | en | beginner | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Express middleware best practices | [
{
"role": "user",
"content": "Explain Express middleware best practices"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code... | api_integration | en | advanced | [{"role": "user", "content": "Explain Express middleware best practices"}, {"role": "assistant", "content": "Here's a detailed explanation of Express middleware best practices:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | cloudflare_worker | en | advanced | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | cloudflare_worker | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | mongodb_project | en | beginner | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Docker multi-stage builds | [
{
"role": "user",
"content": "Explain Docker multi-stage builds"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorou... | code_debugging | en | beginner | [{"role": "user", "content": "Explain Docker multi-stage builds"}, {"role": "assistant", "content": "Here's a detailed explanation of Docker multi-stage builds:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | deployment_help | en | advanced | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | mongodb_project | en | advanced | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
CI/CD pipeline optimization | [
{
"role": "user",
"content": "Explain CI/CD pipeline optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test th... | api_integration | en | beginner | [{"role": "user", "content": "Explain CI/CD pipeline optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of CI/CD pipeline optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | cloudflare_worker | en | intermediate | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | api_integration | en | beginner | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
Redis caching strategies | [
{
"role": "user",
"content": "Explain Redis caching strategies"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | telegram_bot | en | beginner | [{"role": "user", "content": "Explain Redis caching strategies"}, {"role": "assistant", "content": "Here's a detailed explanation of Redis caching strategies:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
TypeScript strict mode configuration | [
{
"role": "user",
"content": "Explain TypeScript strict mode configuration"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correc... | firebase_project | en | intermediate | [{"role": "user", "content": "Explain TypeScript strict mode configuration"}, {"role": "assistant", "content": "Here's a detailed explanation of TypeScript strict mode configuration:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly... | qa_conversation |
WebSocket reconnection logic | [
{
"role": "user",
"content": "Explain WebSocket reconnection logic"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test ... | website_builder | en | advanced | [{"role": "user", "content": "Explain WebSocket reconnection logic"}, {"role": "assistant", "content": "Here's a detailed explanation of WebSocket reconnection logic:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | website_builder | en | intermediate | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
GraphQL resolver optimization | [
{
"role": "user",
"content": "Explain GraphQL resolver optimization"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Tes... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain GraphQL resolver optimization"}, {"role": "assistant", "content": "Here's a detailed explanation of GraphQL resolver optimization:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | telegram_bot | en | advanced | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
Kubernetes health checks | [
{
"role": "user",
"content": "Explain Kubernetes health checks"
},
{
"role": "assistant",
"content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thorough... | website_builder | en | advanced | [{"role": "user", "content": "Explain Kubernetes health checks"}, {"role": "assistant", "content": "Here's a detailed explanation of Kubernetes health checks:\n\n```javascript\n// Implementation example\n```\n\n**Key points**:\n1. Understand the concept\n2. Write correct code\n3. Test thoroughly"}] | qa_conversation |
๐ฒ๐ฒ Myanmar LLM Coder Dataset (mm-llm-coder-dataset)
แแผแแบแแฌแแฌแแฌ Coding LLM แแปแฌแธ training แกแแฝแแบ แแแบแแฝแแบแแฌแธแแฑแฌ dataset
A bilingual (Myanmar + English) coding instruction dataset designed primarily for training Myanmar language Coder LLMs.
๐ฏ แแแบแแฝแแบแแปแแบ / Purpose
แค dataset แแแบ แแผแแบแแฌแแฌแแฌ programming/coding LLM แแปแฌแธ training แแฏแแบแแแบแกแแฝแแบ แกแแญแ แแแบแแฝแแบแแฌแธแแซแแแบแ แแผแแบแแฌ developer แแปแฌแธแ แแญแแแบแแฌแแฌแ แแฌแธแแผแแทแบ coding แกแแฐแกแแฎแแฑแธแแญแฏแแบแแฑแฌ AI assistant แแปแฌแธแแญแฏ แแแบแแฎแธแแญแฏแแบแ แฑแแแบ Myanmar (my) แแพแแทแบ English (en) แแฌแแฌแ แแฌแธ แแพแ แบแแปแญแฏแธแแผแแทแบ pair training data แแแทแบแแฝแแบแธแแฌแธแแซแแแบแ
This dataset is primarily intended for training Myanmar (Burmese) language Coder LLMs โ enabling AI coding assistants that natively understand and respond in แแผแแบแแฌแแฌแแฌ. Both English and Myanmar examples share the same schema for parallel/cross-lingual training.
๐ Dataset Statistics
| Metric | Value |
|---|---|
| Total Samples | 4,000,000 |
| Myanmar (my) | 2,000,000 |
| English (en) | 2,000,000 |
| Format | Parquet (Snappy compressed) |
| Files | data/train-00000-of-00004.parquet โฆ data/train-00003-of-00004.parquet |
| Splits | train (single split) |
๐๏ธ Schema
{
"instruction": str, # Topic/title of the Q&A
"messages": [ # Multi-turn conversation
{"role": "user", "content": str},
{"role": "assistant", "content": str},
... # 2 / 4 / 6 messages per sample
],
"category": str, # See categories below
"language": str, # "my" or "en"
"difficulty": str, # "beginner" | "intermediate" | "advanced"
"response": str, # JSON-serialized messages (string form)
"task_type": str, # "qa_conversation"
}
Categories (แ แแปแญแฏแธ)
code_debugging, mongodb_project, telegram_bot, ui_ux_design,
cloudflare_worker, deployment_help, api_integration,
firebase_project, website_builder
Difficulty Levels
beginner ยท intermediate ยท advanced
๐ Sample Examples
Myanmar (my)
{
"instruction": "React useEffect แแญแฏ StrictMode แแพแฌ แแพแ
แบแแผแญแแบ run แแฌ แแแบแแญแฏแแผแฑแแพแแบแธแแแฒ?",
"messages": [
{"role": "user", "content": "แแปแฝแแบแแฑแฌแทแบ useEffect แ development แแพแฌ แแพแ
แบแแผแญแแบ run แแฑแแซแแแบแ แแฌแแผแฑแฌแแทแบแแฒ?"},
{"role": "assistant", "content": "React 18 StrictMode แ side effects แแฝแฑแแญแฏ detect แแฏแแบแแญแฏแทแกแแฝแแบ effects แแฝแฑแแญแฏ แแพแ
แบแแผแญแแบแแฑแซแบแแซแแแบแ\n\n**แแผแฑแแพแแบแธแแแบแธ**: cleanup function แแแทแบแแซ..."}
],
"category": "code_debugging",
"language": "my",
"difficulty": "beginner",
"task_type": "qa_conversation"
}
English (en)
{
"instruction": "React useEffect runs twice in StrictMode - how to fix?",
"messages": [
{"role": "user", "content": "My useEffect is running twice in development. Why?"},
{"role": "assistant", "content": "React 18 StrictMode intentionally double-invokes effects to detect side effects..."}
],
"category": "code_debugging",
"language": "en",
"difficulty": "beginner",
"task_type": "qa_conversation"
}
๐ Usage
Load full dataset
from datasets import load_dataset
ds = load_dataset("amkyawdev/mm-llm-coder-dataset")
print(ds)
# DatasetDict({ train: Dataset(num_rows=4000000, ...) })
Filter by language
# Myanmar only โ for Myanmar-focused fine-tuning
my_data = ds["train"].filter(lambda x: x["language"] == "my")
# English only โ for cross-lingual / parallel training
en_data = ds["train"].filter(lambda x: x["language"] == "en")
Filter by category & difficulty
debugging_advanced = ds["train"].filter(
lambda x: x["category"] == "code_debugging" and x["difficulty"] == "advanced"
)
Streaming (recommended for large-scale training)
ds = load_dataset("amkyawdev/mm-llm-coder-dataset", streaming=True)
for sample in ds["train"]:
print(sample["language"], sample["instruction"])
break
๐ Use Cases
- ๐ฒ๐ฒ Myanmar Coder LLM training โ fine-tune base models (Llama, Qwen, Mistral, etc.) into Myanmar-language coding assistants
- Cross-lingual code Q&A โ train models that handle both Myanmar and English coding queries
- Instruction tuning โ multi-turn conversation format suitable for chat models
- Code debugging assistants โ error fixing patterns across React, Node.js, MongoDB, WebSocket, etc.
- Topic-specific fine-tuning โ filter by category (e.g., MongoDB-only, Firebase-only)
๐ Related Datasets
This dataset is part of the combined Myanmar LLM dataset collection by @amkyawdev:
- chat-skill โ amkyawdev/myanmar-llm-data โ conversational data, translations, general Q&A
- agent-skill โ amkyawdev/mm-llm-coder-agent-dataset โ agentic coding tasks
- code-skill โ this dataset โ code generation, debugging, and Q&A
โ ๏ธ Notes / Caveats
- The dataset is template-based: the 4M samples are produced by combining a curated set of coding instructions with category ร difficulty ร conversation-length variations. This makes the dataset large and structurally consistent, but with limited semantic diversity per topic.
- For higher-quality, more diverse Myanmar samples, you may consider augmenting with LLM-generated translations of curated English programming Q&A.
- Both
messages(list) andresponse(JSON string) fields contain the same conversation โ use whichever your training pipeline prefers.
๐ License
Apache 2.0
๐ Citation
If you use this dataset in your work, please cite:
@dataset{amkyawdev_mm_llm_coder_2025,
author = {amkyawdev},
title = {Myanmar LLM Coder Dataset (mm-llm-coder-dataset)},
year = {2025},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/amkyawdev/mm-llm-coder-dataset}
}
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