Byzantine Fault Tolerance (BFT) Consensus Interview Questions
Byzantine Fault Tolerance (BFT) consensus algorithm interview questions covering distributed systems that handle arbitrary failures.
Q1: How does Byzantine Fault Tolerance (BFT) work?
Answer:
Byzantine Fault Tolerance handles arbitrary failures, including malicious behavior.
Sequence Diagram:
Overall Flow Diagram:
Individual Node Decision Diagram:
BFT Requirements:
- Total Nodes:
n = 3f + 1(wherefis max Byzantine nodes) - Honest Nodes:
2f + 1(majority) - Fault Tolerance: Up to
fByzantine nodes
BFT Phases:
1. Request Phase:
- Client sends request to primary
- Primary broadcasts to all replicas
2. Pre-Prepare Phase:
- Primary assigns sequence number
- Broadcasts pre-prepare message
3. Prepare Phase:
- Replicas broadcast prepare messages
- Wait for
2fmatching prepares
4. Commit Phase:
- Replicas broadcast commit messages
- Wait for
2f + 1commits (including self)
5. Reply Phase:
- Execute request
- Send reply to client
- Client waits for
f + 1matching replies
Example:
1class BFTNode:
2 def __init__(self, node_id, total_nodes):
3 self.node_id = node_id
4 self.total_nodes = total_nodes
5 self.f = (total_nodes - 1) // 3
6 self.quorum = 2 * self.f + 1
7 self.log = {}
8
9 def pre_prepare(self, sequence, request):
10 # Primary assigns sequence number
11 self.log[sequence] = {
12 'request': request,
13 'prepares': set([self.node_id]),
14 'commits': set()
15 }
16 return {'pre_prepare': (sequence, request)}
17
18 def prepare(self, sequence, request):
19 if sequence in self.log:
20 self.log[sequence]['prepares'].add(self.node_id)
21 if len(self.log[sequence]['prepares']) >= self.quorum:
22 return {'prepared': True}
23 return {'prepared': False}
24
25 def commit(self, sequence):
26 if sequence in self.log:
27 self.log[sequence]['commits'].add(self.node_id)
28 if len(self.log[sequence]['commits']) >= self.quorum:
29 # Execute request
30 return {'committed': True, 'result': self.execute(sequence)}
31 return {'committed': False}
Use Cases:
- Hyperledger Fabric
- Stellar
- Ripple
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