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- Implement tito benchmark baseline and capstone commands - Add SPEC-style normalization for baseline benchmarks - Implement tito community join, update, leave, stats, profile commands - Use project-local storage (.tinytorch/) for user data - Add privacy-by-design with explicit consent prompts - Update site documentation for community and benchmark features - Add Marimo integration for online notebooks - Clean up redundant milestone setup exploration docs - Finalize baseline design: fast setup validation (~1 second) with normalized results
7.5 KiB
7.5 KiB
Community Data Collection Design
Data We Collect (Privacy-Respecting)
Required Fields
- Country: Geographic location (country-level only)
- Setup Verified: Confirmation that setup works
Optional Fields (User Can Skip)
- School/Institution: University, bootcamp, or organization name
- Course Type: How they're using TinyTorch
- Self-paced learning
- University course
- Bootcamp/training
- Research project
- Industry training
- System Type: Hardware/platform
- Apple Silicon
- Linux x86
- Windows
- Cloud (Colab/Binder)
- Experience Level: (Optional)
- Beginner
- Intermediate
- Advanced
What We DON'T Collect
- ❌ Personal name
- ❌ Email address
- ❌ Exact location (city/coordinates)
- ❌ IP address
- ❌ Any personally identifiable information
Data Structure
Submission JSON
{
"anonymous_id": "abc123...", // Generated hash
"timestamp": "2024-11-20T10:30:00Z",
"location": {
"country": "United States" // Required
},
"institution": {
"name": "Harvard University", // Optional
"type": "university" // Optional: university, bootcamp, company, self-paced
},
"context": {
"course_type": "university_course", // Optional
"experience_level": "intermediate" // Optional
},
"system": {
"type": "Apple Silicon", // Optional
"platform": "darwin",
"python_version": "3.11.0"
},
"progress": {
"setup_verified": true,
"milestones_passed": 0, // Will update later
"modules_completed": 0 // Will update later
}
}
Collection Flow
Interactive Prompt
tito community join
🌍 Join the TinyTorch Global Community
This will add your location to the public community map.
All information is optional and completely anonymized.
📍 Country: [Auto-detected: United States]
(Press Enter to use detected, or type different country)
🏫 School/Institution (optional):
Examples: "Harvard University", "Stanford", "Self-paced"
[Press Enter to skip]
📚 Course Type (optional):
[1] Self-paced learning
[2] University course
[3] Bootcamp/training
[4] Research project
[5] Industry training
[6] Skip
Choose [1-6]:
💻 System Type (optional):
[Auto-detected: Apple Silicon]
[Press Enter to use detected, or type different]
🎓 Experience Level (optional):
[1] Beginner
[2] Intermediate
[3] Advanced
[4] Skip
Choose [1-4]:
📊 What will be shared:
• Country: United States ✅
• Institution: Harvard University ✅
• Course Type: University course ✅
• System Type: Apple Silicon ✅
• No personal information ✅
🔒 Privacy: Completely anonymized, country-level location only
Continue? [y/N]: y
✅ You've joined the TinyTorch Community!
📍 Location: United States
🏫 Institution: Harvard University
🌍 View map: https://tinytorch.ai/community
🎖️ You're builder #1,234 on the global map!
💡 Your institution will appear on the map (if provided)
Map Visualization Features
What the Map Shows
Country View:
- Dots/countries with builder counts
- "1,234 builders in 45 countries"
Institution View (Optional Filter):
- "Builders from 234 institutions"
- Top institutions by builder count
- "Harvard University: 15 builders"
- "Stanford: 12 builders"
- "Self-paced: 456 builders"
Course Type Breakdown:
- "University courses: 234"
- "Self-paced: 456"
- "Bootcamps: 89"
- "Research: 123"
Diversity Stats:
- "Builders from 45 countries"
- "234 institutions represented"
- "5 course types"
- "Diverse experience levels"
Privacy Considerations
Institution Privacy
Options:
-
Show institution names (if provided)
- Pros: More engaging, shows diversity
- Cons: Might identify users in small programs
-
Show institution counts only
- Pros: More private
- Cons: Less engaging
-
Hybrid approach (Recommended)
- Show institution names if ≥3 builders from that institution
- Otherwise: "Other institutions: 5 builders"
- Protects privacy while showing diversity
Consent Flow
Clear messaging:
⚠️ Institution Information
If you provide your school/institution name, it may appear on the public map.
🔒 Privacy Protection:
• Institution names only shown if ≥3 builders from that institution
• No personal names or identifiers
• Completely anonymized
Provide institution? [y/N]:
Map Features
Interactive Map
Country Level:
- Click country → See stats:
- "United States: 456 builders"
- "Top institutions: Harvard (15), Stanford (12), MIT (10)"
- "Course types: University (234), Self-paced (189)"
Institution Filter:
- Filter by institution type
- Show: Universities, Bootcamps, Self-paced, etc.
- See geographic distribution
Course Type View:
- Color-code by course type
- Show: "Where are university students?"
- Show: "Where are self-paced learners?"
Stats Dashboard
🌍 TinyTorch Community
📊 Global Stats:
• 1,234 builders worldwide
• 45 countries
• 234 institutions
• 5 course types
🏫 Top Institutions:
1. Harvard University: 15 builders
2. Stanford: 12 builders
3. MIT: 10 builders
4. Self-paced: 456 builders
...
🌎 Geographic Diversity:
• United States: 456 builders
• India: 234 builders
• United Kingdom: 123 builders
...
📚 Course Types:
• Self-paced: 456 (37%)
• University: 234 (19%)
• Bootcamp: 89 (7%)
...
Benefits of Collecting This Data
For Community
- Visual diversity: See global reach
- Institutional connections: "Wow, people from my school!"
- Course type insights: Understand how TinyTorch is used
- Motivation: "There are builders from 234 institutions!"
For Users
- Representation: "I'm representing my school!"
- Connection: Find others from same institution
- Pride: "My institution is on the map!"
For Project
- Adoption tracking: See where TinyTorch is used
- Diversity metrics: Geographic and institutional diversity
- Success stories: "Used in 234 institutions worldwide"
Implementation
Data Collection
Command: tito community join
Flow:
- Auto-detect country (using system locale or geolocation API)
- Ask for institution (optional)
- Ask for course type (optional)
- Auto-detect system type
- Ask for experience level (optional)
- Show summary
- Get consent
- Generate submission
Privacy Protection
Institution Anonymization:
- If <3 builders from institution → Show as "Other institutions"
- If ≥3 builders → Show institution name
- Protects privacy while showing diversity
Data Storage:
- Anonymous ID (hash, not personal)
- No personal identifiers
- Country-level only (not city)
- Optional fields can be skipped
Recommended Fields
Required
- ✅ Country
Highly Recommended (Optional)
- ✅ Institution/School name
- ✅ Course type
Nice to Have (Optional)
- System type (auto-detected)
- Experience level
- Milestone progress (updates later)
Skip
- Personal name
- Exact location
- Any PII
Example Map Entry
What users see:
📍 United States
• 456 builders
• Top institutions: Harvard (15), Stanford (12), MIT (10)
• Course types: University (234), Self-paced (189)
What gets stored:
{
"country": "United States",
"institution": "Harvard University",
"course_type": "university_course",
"anonymous_id": "abc123..."
}
This creates a rich, engaging community map while respecting privacy! 🌍✨