text stringlengths 16 74 | label stringclasses 13
values | label_description stringclasses 13
values | complexity stringclasses 3
values |
|---|---|---|---|
Categorize these user feedback items by theme | classification | Categorization, tagging, routing | medium |
Find tutorials for building AI agents with tool use | search | Requires web retrieval | medium |
What was the conclusion about using WebSockets vs SSE? | memory | Requires memory retrieval | medium |
What data is shown in this chart? | vision | Needs image understanding | medium |
What's the best way to implement soft deletes? | reasoning | Multi-step analysis, planning | low |
Explain quantum entanglement to a 5 year old | general | Chat, brainstorming, explanations | low |
Write a haiku collection about programming | creative | Storytelling, marketing copy | medium |
Explain blockchain technology | general | Chat, brainstorming, explanations | medium |
Remind me what API keys we set up for the new service | memory | Requires memory retrieval | low |
How does the stock market work? | general | Chat, brainstorming, explanations | medium |
Label these commits as feat, fix, docs, or refactor | classification | Categorization, tagging, routing | low |
What are the top-rated VS Code extensions for Rust? | search | Requires web retrieval | low |
Explain the second law of thermodynamics | general | Chat, brainstorming, explanations | high |
Extract all hashtags and mentions from this social media post | extraction | Pull facts/entities from text | low |
Classify these transactions as domestic or international | classification | Categorization, tagging, routing | low |
How should we handle configuration management across environments? | reasoning | Multi-step analysis, planning | medium |
Summarize this 50-page technical specification into key points | summarization | Summaries, notes | high |
What is Occam's Razor? | general | Chat, brainstorming, explanations | low |
What's the current server load average? | tool_call | Needs one or more tools | low |
Extract all SQL table names and column names from this schema | extraction | Pull facts/entities from text | medium |
How does the internet work? | general | Chat, brainstorming, explanations | low |
Summarize the key metrics from this analytics dashboard | summarization | Summaries, notes | medium |
Create a JSON Schema for validating this form input | structured_output | JSON, schemas, function args | medium |
Find all addresses and locations mentioned in this email chain | extraction | Pull facts/entities from text | medium |
Remind me what the compliance requirements were for this project | memory | Requires memory retrieval | high |
Check the status of the load balancer | tool_call | Needs one or more tools | medium |
Analyze the tradeoffs between microservices and monolith for our team size | reasoning | Multi-step analysis, planning | high |
Translate this Japanese README to English | translation | Language conversion | medium |
How should we implement idempotency in our payment system? | reasoning | Multi-step analysis, planning | high |
What error message is shown in this screenshot? | vision | Needs image understanding | low |
Check if the SSL certificate is valid | tool_call | Needs one or more tools | medium |
Extract all dates and deadlines from this project brief | extraction | Pull facts/entities from text | medium |
What's the best way to implement multi-tenancy? | reasoning | Multi-step analysis, planning | high |
Categorize these customer support tickets by urgency | classification | Categorization, tagging, routing | medium |
Translate this technical documentation from English to Hindi | translation | Language conversion | medium |
Check the status of the deployment | tool_call | Needs one or more tools | low |
Convert this Italian error log description to English | translation | Language conversion | low |
Find the latest research on retrieval-augmented generation | search | Requires web retrieval | medium |
Create a compelling pitch deck narrative for investors | creative | Storytelling, marketing copy | high |
Find every temperature and weather condition mentioned in this report | extraction | Pull facts/entities from text | medium |
Draft a press release for our Series A funding | creative | Storytelling, marketing copy | high |
Get the public IP address of this machine | tool_call | Needs one or more tools | low |
What's the best testing strategy for this project? | reasoning | Multi-step analysis, planning | medium |
Summarize the changes in this 500-line diff | summarization | Summaries, notes | high |
How should we handle database migrations in production? | reasoning | Multi-step analysis, planning | high |
Categorize these logs as debug, info, warn, or error | classification | Categorization, tagging, routing | low |
Tag these code reviews as approved, changes requested, or needs discussion | classification | Categorization, tagging, routing | low |
How should we design the permission system? | reasoning | Multi-step analysis, planning | high |
What is the Big Bang theory? | general | Chat, brainstorming, explanations | medium |
Look up the current price of Bitcoin | tool_call | Needs one or more tools | low |
Search for case studies on migrating from AWS to GCP | search | Requires web retrieval | high |
Look up the current Docker security advisories | search | Requires web retrieval | low |
Explain how fiber optic cables transmit data | general | Chat, brainstorming, explanations | medium |
How should we approach the technical debt in this codebase? | reasoning | Multi-step analysis, planning | medium |
Translate this Russian commit message to English | translation | Language conversion | low |
Search for how to implement SSO with SAML 2.0 | search | Requires web retrieval | high |
Fix the null pointer exception in this code | code | Writing code, debugging, architecture | low |
Output a JSON-LD schema for this product page | structured_output | JSON, schemas, function args | high |
How does the human immune system work? | general | Chat, brainstorming, explanations | medium |
Fix the buffer overflow in this parser | code | Writing code, debugging, architecture | high |
How do earthquakes generate tsunamis? | general | Chat, brainstorming, explanations | medium |
Should I switch from PostgreSQL to MongoDB for this use case? | reasoning | Multi-step analysis, planning | high |
What did we decide about the authentication approach? | memory | Requires memory retrieval | medium |
What's the weather in Mumbai right now? | tool_call | Needs one or more tools | low |
Find my calendar events for tomorrow | tool_call | Needs one or more tools | low |
What does this heatmap show about user activity? | vision | Needs image understanding | medium |
Explain the time complexity of this algorithm | code | Writing code, debugging, architecture | medium |
What causes the aurora borealis? | general | Chat, brainstorming, explanations | low |
Read the labels on this deployment pipeline diagram | vision | Needs image understanding | medium |
Draft a tweet thread about our latest feature release | creative | Storytelling, marketing copy | medium |
Pull the latest logs from production | tool_call | Needs one or more tools | medium |
What processes are using the most memory? | tool_call | Needs one or more tools | low |
Generate a JSON Web Token with these claims | structured_output | JSON, schemas, function args | medium |
List all the test cases and their expected results | extraction | Pull facts/entities from text | medium |
Implement a pub-sub system in Python | code | Writing code, debugging, architecture | high |
Explain how rainbows form | general | Chat, brainstorming, explanations | low |
What's the humidity level outside? | tool_call | Needs one or more tools | low |
Remind me of the decisions we made in yesterday's architecture review | memory | Requires memory retrieval | high |
Convert this Korean documentation section to English | translation | Language conversion | medium |
Summarize the compliance requirements from this legal document | summarization | Summaries, notes | high |
Find comparisons between Deno and Bun in 2026 | search | Requires web retrieval | medium |
Check the database connection pool status | tool_call | Needs one or more tools | medium |
Extract every software tool mentioned in this job description | extraction | Pull facts/entities from text | low |
What does this flowchart show? | vision | Needs image understanding | medium |
What is machine learning? | general | Chat, brainstorming, explanations | medium |
What's the UV index today? | tool_call | Needs one or more tools | low |
Look up the API documentation for the Stripe 2026 SDK | search | Requires web retrieval | low |
Find recent papers on transformer architecture improvements | search | Requires web retrieval | medium |
What were the issues we found during the code review? | memory | Requires memory retrieval | medium |
Get the current exchange rate for USD to EUR | tool_call | Needs one or more tools | low |
Summarize the security implications of this vulnerability report | summarization | Summaries, notes | high |
Write a shell script to automate backups | code | Writing code, debugging, architecture | medium |
What causes earthquakes? | general | Chat, brainstorming, explanations | low |
Write unit tests for the authentication module | code | Writing code, debugging, architecture | medium |
Return a structured pagination response with metadata | structured_output | JSON, schemas, function args | low |
Tag this email as spam or not spam | classification | Categorization, tagging, routing | low |
Implement a thread pool in Java | code | Writing code, debugging, architecture | high |
What's the traffic like on the highway? | tool_call | Needs one or more tools | low |
Implement a LRU cache in Rust | code | Writing code, debugging, architecture | high |
Pull the latest test results from CI | tool_call | Needs one or more tools | medium |
End of preview. Expand in Data Studio
Switchyard Routing Dataset
Synthetic training data for the Switchyard intelligent router. Routes LLM queries to the appropriate backend/model based on task type and complexity.
Categories
| Category | Description |
|---|---|
| general | Chat, brainstorming, explanations |
| tool_call | Needs one or more tools |
| code | Writing code, debugging, architecture |
| reasoning | Multi-step analysis, planning |
| extraction | Pull facts/entities from text |
| classification | Categorization, tagging, routing |
| search | Requires web retrieval |
| memory | Requires memory retrieval |
| vision | Needs image understanding |
| structured_output | JSON, schemas, function args |
| creative | Storytelling, marketing copy |
| summarization | Summaries, notes |
| translation | Language conversion |
Complexity Labels
- low: Simple, single-step queries
- medium: Moderate complexity, may need context
- high: Complex, multi-step, or domain-specific
Fields
text: The user querylabel: Category labellabel_description: Human-readable descriptioncomplexity: Complexity level (low/medium/high)
Usage
from datasets import load_dataset
dataset = load_dataset("swapkats/switchyard-routing-dataset")
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