NP_Solutions_v3 / README.md
beanapologist's picture
Upload README.md with huggingface_hub
47fca0e verified
metadata
license: mit
task_categories:
  - other
tags:
  - blockchain
  - proof-of-useful-work
  - np-complete
  - computational-complexity
  - consensus
  - cryptography
  - decentralized
  - peer-to-peer
size_categories:
  - 1K<n<10K

πŸ”¬ COINjecture NP Solutions Dataset v3

Institutional-Grade Blockchain Research Data

License: MIT Data Version Update Frequency Genesis

A comprehensive, real-time dataset of NP-complete problem solutions generated through Proof-of-Useful-Work (PoUW) blockchain consensus

Overview β€’ Data Schema β€’ Metrics β€’ Pipeline β€’ Usage β€’ Citation


πŸ“‹ Overview

This dataset contains institutional-grade metrics from the COINjecture Network B blockchain, which implements a novel Proof-of-Useful-Work (PoUW) consensus mechanism. Unlike traditional Proof-of-Work systems that compute arbitrary hashes, COINjecture miners solve genuine NP-complete computational problems, producing verifiable solutions with real-world applicability.

Key Characteristics

Property Value
Network COINjecture Network B v3
Genesis Date December 1, 2025
Genesis Hash 4a80254b4a48e867
Chain ID coinject-network-b-v2
Data Version v3.1 (Institutional Grade)
Problem Types SAT, SubsetSum, TSP
Update Frequency Every ~10 seconds
Metrics Per Record 54+ fields
Format JSON Lines (.jsonl)
Consensus Multi-peer (51% threshold)

What's New in v3

Feature Description
🌱 Fresh Genesis Clean chain start - December 1, 2025
🀝 Multi-Peer Consensus 51% agreement threshold for mining
πŸ”— Connection Stability TCP keepalive, yamux optimization
πŸ”„ Better Sync Nodes sync regardless of height differences
πŸ“‘ P2P Improvements Stable gossipsub mesh with peer tracking

Research Applications

  • Computational Complexity: Empirical NP-complete problem analysis
  • Algorithm Performance: Solve/verify time distributions
  • Distributed Systems: Consensus and propagation metrics
  • Energy Research: Computational efficiency studies
  • Cryptographic Analysis: Hash function and difficulty research

πŸ“Š Data Schema

Each record represents a mined block containing a solved NP-complete problem.

Core Fields

Field Type Description
block_height uint64 Block number in canonical chain
block_hash string SHA-256 block header hash (hex)
prev_block_hash string Parent block hash
timestamp string ISO 8601 block creation time
problem_type string SAT, SubsetSum, or TSP

Problem Fields

Field Type Description
problem_instance object Serialized problem definition
solution object Verified solution
problem_size uint32 Complexity metric
is_satisfiable boolean SAT: satisfying assignment exists

πŸ“ˆ Metrics Categories

⏱️ Timing (Microsecond Precision)

Field Unit Description
solve_time_us ΞΌs Solution computation time
verify_time_us ΞΌs Verification time
block_time_seconds s Total block production
mining_attempts count Hash attempts

πŸ’Ύ Memory

Field Unit Description
solve_memory_bytes bytes Peak solve memory
verify_memory_bytes bytes Peak verify memory
peak_memory_bytes bytes Maximum allocation

🌐 Network

Field Unit Description
peer_count count Connected peers
propagation_time_ms ms Block propagation latency
sync_lag_blocks blocks Distance from tip

⛏️ Mining

Field Description
difficulty_target Current difficulty (hex)
nonce Winning nonce
hash_rate_estimate Network hash rate (H/s)
mined_locally This node mined block

πŸ”— Chain

Field Description
chain_work Cumulative PoW score
transaction_count Transactions in block
block_size_bytes Serialized size

πŸ’° Economics (Ξ· = 1/√2)

Field Unit Description
block_reward tokens Mining reward
total_fees tokens Transaction fees

πŸ–₯️ Hardware

Field Description
cpu_model Processor identifier
cpu_cores Physical cores
cpu_threads Logical threads
ram_total_bytes System RAM
os_info Operating system

🏷️ Provenance

Field Description
node_version Software version
node_id Node identifier (anonymized)
data_version Schema version (v3.1)
measurement_confidence Quality score (0.0-1.0)

πŸ”¬ Problem Types

SAT (Boolean Satisfiability)

{
  "problem_type": "SAT",
  "problem_instance": {
    "num_variables": 50,
    "num_clauses": 215,
    "clauses": [[1, -3, 5], [-2, 4]]
  },
  "solution": {
    "satisfiable": true,
    "assignment": [true, false, true]
  }
}

SubsetSum

{
  "problem_type": "SubsetSum",
  "problem_instance": {
    "set": [3, 7, 1, 8, -2, 4],
    "target": 12
  },
  "solution": {
    "subset_indices": [1, 3, 5]
  }
}

TSP (Traveling Salesman)

{
  "problem_type": "TSP",
  "problem_instance": {
    "num_cities": 20,
    "distances": [[0, 10, 15], [10, 0, 20]]
  },
  "solution": {
    "tour": [0, 3, 1, 4, 2, 0],
    "total_distance": 97
  }
}

πŸ“– Usage

Load with HuggingFace

from datasets import load_dataset
dataset = load_dataset("COINjecture/NP_Solutions_v3")

for record in dataset["train"]:
    print(f"Block {record['block_height']}: {record['problem_type']}")

Load Raw JSONL

import json
from pathlib import Path

records = []
for f in Path("data").glob("*.jsonl"):
    records.extend(json.loads(line) for line in open(f))

Analysis Example

import pandas as pd
df = pd.DataFrame(dataset["train"])
stats = df.groupby("problem_type")["solve_time_us"].describe()
print(stats)

πŸ”„ Data Pipeline Architecture

COINjecture Data Pipeline

Pipeline Summary

Layer Components Function
⛓️ Consensus Genesis β†’ SAT/SubsetSum/TSP β†’ Multi-Peer Validation Problem solving & block creation
🌐 P2P Network Droplet 1 ↔ Droplet 2 ↔ GCE Node Gossipsub mesh for block propagation
πŸ“ˆ Metrics Timing, Memory, Hardware, Network, Economics 54+ measurements per block
🎯 Output 10-block buffer β†’ HuggingFace upload ~10 second update frequency

πŸ“Š Data Quality

Standard Description
Cryptographic Integrity Block hashes verified
Solution Validity All solutions independently verified
Timing Accuracy Microsecond precision (monotonic clocks)
Hardware Attribution Full system context
Chain Continuity Complete chain reconstruction
Consensus Verification Multi-peer agreement

Version History

Version Date Changes
v3.1 Dec 2025 Fresh genesis, multi-peer consensus
v3.0 Nov 2025 54+ fields, hardware context
v2.0 Oct 2025 Timing metrics, energy estimates
v1.0 Sep 2025 Initial release

πŸ“œ Citation

@dataset{coinjecture_np_solutions_v3,
  title={COINjecture NP Solutions Dataset v3},
  author={{COINjecture Network Contributors}},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/COINjecture/NP_Solutions_v3},
  note={Proof-of-Useful-Work blockchain research data}
}

πŸ“„ License

MIT License - Free to use, modify, and distribute for any purpose.


πŸ”— Resources

Resource Link
Previous Dataset NP_Solutions_v2
Source Code GitHub
Whitepaper COINjecture.com

Built with πŸ’Ž by COINjecture Network β€’ Ξ· = Ξ» = 1/√2