Added sharding cross-links simulation

This commit is contained in:
Vitalik Buterin 2018-04-29 18:21:28 -04:00
parent 4c0efd391e
commit b1f701bf7b
4 changed files with 477 additions and 0 deletions

297
beacon/beacon_chain_node.py Normal file
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import os
from binascii import hexlify
from Crypto.Hash import keccak
import random
def to_hex(s):
return hexlify(s).decode('utf-8')
memo = {}
def sha3(x):
if x not in memo:
memo[x] = keccak.new(digest_bits=256, data=x).digest()
return memo[x]
def hash_to_int(h):
o = 0
for c in h:
o = (o << 8) + c
return o
NOTARIES = 40
BASE_TS_DIFF = 1
SKIP_TS_DIFF = 6
SAMPLE = 9
MIN_SAMPLE = 5
POWDIFF = 30 * NOTARIES
def checkpow(work, nonce):
# Discrete log PoW, lolz
# Quadratic nonresidues only
return pow(work, nonce, 65537) * POWDIFF < 65537 * 2 and pow(nonce, 32768, 65537) == 65536
class MainChainBlock():
def __init__(self, parent, pownonce, ts):
self.parent_hash = parent.hash if parent else (b'\x00' * 32)
assert isinstance(self.parent_hash, bytes)
self.hash = sha3(self.parent_hash + str(pownonce).encode('utf-8'))
self.ts = ts
if parent:
assert checkpow(parent.pownonce, pownonce)
assert self.ts >= parent.ts
self.pownonce = pownonce
self.number = 0 if parent is None else parent.number + 1
# Not a full RANDAO; stub for now
class BeaconBlock():
def __init__(self, parent, proposer, ts, sigs, main_chain_ref):
self.contents = os.urandom(32)
self.parent_hash = parent.hash if parent else (b'\x11' * 32)
self.hash = sha3(self.parent_hash + self.contents)
self.ts = ts
self.sigs = sigs
self.number = parent.number + 1 if parent else 0
self.main_chain_ref = main_chain_ref if main_chain_ref else parent.main_chain_ref
if parent:
i = parent.child_proposers.index(proposer)
assert self.ts >= parent.ts + BASE_TS_DIFF + i * SKIP_TS_DIFF
assert len(sigs) >= parent.notary_req
for sig in sigs:
assert sig.target_hash == self.parent_hash
# Calculate child proposers
v = hash_to_int(sha3(self.contents))
self.child_proposers = []
while v > 0:
self.child_proposers.append(v % NOTARIES)
v //= NOTARIES
# Calculate notaries
first = parent and proposer == parent.child_proposers[0]
self.notary_req = 0 if first else MIN_SAMPLE
v = hash_to_int(sha3(self.contents + b':n'))
self.notaries = []
for i in range(SAMPLE if first else SAMPLE):
self.notaries.append(v % NOTARIES)
v //= NOTARIES
class Sig():
def __init__(self, proposer, target):
self.proposer = proposer
self.target_hash = target.hash
self.hash = os.urandom(32)
assert self.proposer in target.notaries
main_genesis = MainChainBlock(None, 59049, 0)
beacon_genesis = BeaconBlock(None, 1, 0, [], main_genesis.hash)
class BlockMakingRequest():
def __init__(self, parent, ts):
self.parent = parent
self.ts = ts
self.hash = os.urandom(32)
class Node():
def __init__(self, _id, network, sleepy=False, careless=False):
self.blocks = {beacon_genesis.hash: beacon_genesis, main_genesis.hash: main_genesis}
self.sigs = {}
self.beacon_head = beacon_genesis.hash
self.main_chain = [main_genesis.hash]
self.timequeue = []
self.parentqueue = {}
self.children = {}
self.ts = 0
self.id = _id
self.network = network
self.used_parents = {}
self.processed = {}
self.sleepy = sleepy
self.careless = careless
def broadcast(self, x):
if self.sleepy and self.ts:
return
#self.log("Broadcasting %s %s" % ("block" if isinstance(x, BeaconBlock) else "sig", to_hex(x.hash[:4])))
self.network.broadcast(self, x)
self.on_receive(x)
def log(self, words, lvl=3, all=False):
#if "Tick:" != words[:5] or self.id == 0:
if (self.id == 0 or all) and lvl >= 2:
print(self.id, words)
def on_receive(self, obj, reprocess=False):
if obj.hash in self.processed and not reprocess:
return
self.processed[obj.hash] = True
#self.log("Processing %s %s" % ("block" if isinstance(obj, BeaconBlock) else "sig", to_hex(obj.hash[:4])))
if isinstance(obj, BeaconBlock):
return self.on_receive_block(obj)
elif isinstance(obj, MainChainBlock):
return self.on_receive_main_block(obj)
elif isinstance(obj, Sig):
return self.on_receive_sig(obj)
elif isinstance(obj, BlockMakingRequest):
if self.beacon_head == obj.parent:
mc_ref = self.blocks[obj.parent]
for i in range(2):
if mc_ref.number == 0:
break
#mc_ref = self.blocks[mc_ref].parent_hash
x = BeaconBlock(self.blocks[obj.parent], self.id, self.ts,
self.sigs[obj.parent] if obj.parent in self.sigs else [],
self.main_chain[-1])
self.log("Broadcasting block %s" % to_hex(x.hash[:4]))
self.broadcast(x)
def add_to_timequeue(self, obj):
i = 0
while i < len(self.timequeue) and self.timequeue[i].ts < obj.ts:
i += 1
self.timequeue.insert(i, obj)
def on_receive_main_block(self, block):
# Parent not yet received
if block.parent_hash not in self.blocks:
if block.parent_hash not in self.parentqueue:
self.parentqueue[block.parent_hash] = []
self.parentqueue[block.parent_hash].append(block)
return None
self.log("Processing main chain block %s" % to_hex(block.hash[:4]))
self.blocks[block.hash] = block
# Reorg the main chain if new head
if block.number > self.blocks[self.main_chain[-1]].number:
assert block.number == len(self.main_chain), (block.number, self.blocks[self.main_chain[-1]].number)
reorging = (block.parent_hash != self.main_chain[-1])
if reorging:
self.log("Reorging main chain", all=True)
i, c = block.number - 1, block.parent_hash
while c != self.main_chain[i]:
self.main_chain[i] = c
c = self.blocks[c].parent_hash
i -= 1
self.main_chain.append(block.hash)
for i in range(len(self.main_chain)):
assert self.blocks[self.main_chain[i]].number == i
# Reorg the beacon
if reorging:
pre_beacon = self.beacon_head
while self.blocks[self.beacon_head].main_chain_ref not in self.main_chain:
self.beacon_head = self.blocks[self.beacon_head].parent_hash
descendant_queue = [self.beacon_head]
while len(descendant_queue):
first = descendant_queue.pop(0)
if first in self.children:
for c in self.children[first]:
if isinstance(self.blocks[c], BeaconBlock) and self.blocks[c].main_chain_ref in self.main_chain:
descendant_queue.append(c)
if self.blocks[first].number > self.blocks[self.beacon_head].number:
self.beacon_head = first
if self.beacon_head != pre_beacon:
self.log("Reorged beacon due to main chain reorg", all=True)
# Add child record
if block.parent_hash not in self.children:
self.children[block.parent_hash] = []
self.children[block.parent_hash].append(block.hash)
# Check for children
if block.hash in self.parentqueue:
for b in self.parentqueue[block.hash]:
self.on_receive(b, reprocess=True)
del self.parentqueue[block.hash]
self.network.broadcast(self, block)
def is_descendant(self, a, b):
a, b = self.blocks[a], self.blocks[b]
while b.number > a.number:
b = self.blocks[b.parent_hash]
return a.hash == b.hash
def on_receive_block(self, block):
# Parent not yet received
if block.parent_hash not in self.blocks:
if block.parent_hash not in self.parentqueue:
self.parentqueue[block.parent_hash] = []
self.parentqueue[block.parent_hash].append(block)
return None
# Main chain parent not yet received
if block.main_chain_ref not in self.blocks:
if block.main_chain_ref not in self.parentqueue:
self.parentqueue[block.main_chain_ref] = []
self.parentqueue[block.main_chain_ref].append(block)
return None
# Too early
if block.ts > self.ts:
self.add_to_timequeue(block)
return
assert block.parent_hash in self.blocks
assert block.main_chain_ref in self.blocks
assert self.blocks[block.parent_hash].main_chain_ref in self.blocks
# Check consistency of cross-link reference
assert self.is_descendant(self.blocks[block.parent_hash].main_chain_ref, block.main_chain_ref)
# Add the block
self.log("Processing beacon block %s" % to_hex(block.hash[:4]))
self.blocks[block.hash] = block
# Am I a notary, and is the block building on the head?
# careless = I notarize even stuff not on the head
if block.parent_hash == self.beacon_head or self.careless:
if self.id in block.notaries:
# Then broadcast a signature
self.broadcast(Sig(self.id, block))
# Check for sigs, add to head?, make a block?
if (block.hash in self.sigs and len(self.sigs[block.hash]) >= block.notary_req) or block.notary_req == 0:
if block.number > self.blocks[self.beacon_head].number and block.main_chain_ref in self.main_chain:
self.log("Changed head: %s" % block.number)
self.beacon_head = block.hash
if self.id in self.blocks[block.hash].child_proposers:
my_index = self.blocks[block.hash].child_proposers.index(self.id)
target_ts = block.ts + BASE_TS_DIFF + my_index * SKIP_TS_DIFF
self.log("Making block request for %.1f" % target_ts)
self.add_to_timequeue(BlockMakingRequest(block.hash, target_ts))
# Add child record
if block.parent_hash not in self.children:
self.children[block.parent_hash] = []
self.children[block.parent_hash].append(block.hash)
# Check for children
if block.hash in self.parentqueue:
for b in self.parentqueue[block.hash]:
self.on_receive(b, reprocess=True)
del self.parentqueue[block.hash]
# Rebroadcast
self.network.broadcast(self, block)
def on_receive_sig(self, sig):
self.log("Processing sig for %s" % to_hex(sig.target_hash[:4]), lvl=1)
if sig.target_hash not in self.sigs:
self.sigs[sig.target_hash] = []
self.sigs[sig.target_hash].append(sig)
# Add to head? Make a block?
if sig.target_hash in self.blocks and len(self.sigs[sig.target_hash]) == self.blocks[sig.target_hash].notary_req:
block = self.blocks[sig.target_hash]
if block.number > self.blocks[self.beacon_head].number and block.main_chain_ref in self.main_chain:
self.log("Changed head: %s" % block.number)
self.beacon_head = block.hash
if self.id in block.child_proposers:
my_index = block.child_proposers.index(self.id)
target_ts = block.ts + BASE_TS_DIFF + my_index * SKIP_TS_DIFF
self.log("Making block request for %.1f" % target_ts)
self.add_to_timequeue(BlockMakingRequest(block.hash, target_ts))
# Rebroadcast
self.network.broadcast(self, sig)
def tick(self):
if self.ts == 0:
if self.id in beacon_genesis.notaries:
self.broadcast(Sig(self.id, beacon_genesis))
self.ts += 0.1
self.log("Tick: %.1f" % self.ts, lvl=1)
while len(self.timequeue) and self.timequeue[0].ts <= self.ts:
self.on_receive(self.timequeue.pop(0))
pownonce = random.randrange(65537)
mchead = self.blocks[self.main_chain[-1]]
if checkpow(mchead.pownonce, pownonce):
self.broadcast(MainChainBlock(mchead, pownonce, self.ts))

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beacon/distributions.py Normal file
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import random, sys
def normal_distribution(mean, standev):
def f():
return int(random.normalvariate(mean, standev))
return f
def exponential_distribution(mean):
def f():
total = 0
while 1:
total += 1
if not random.randrange(32):
break
return int(total * 0.03125 * mean)
return f
def convolve(*args):
def f():
total = 0
for arg in args:
total += arg()
return total
return f
def transform(dist, xformer):
def f():
return xformer(dist())
return f

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beacon/networksim.py Normal file
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from distributions import transform, normal_distribution
import random
class NetworkSimulator():
def __init__(self, latency=50):
self.agents = []
self.latency_distribution_sample = transform(normal_distribution(latency, (latency * 2) // 5), lambda x: max(x, 0))
self.time = 0
self.objqueue = {}
self.peers = {}
self.reliability = 0.9
def generate_peers(self, num_peers=5):
self.peers = {}
for a in self.agents:
p = []
while len(p) <= num_peers // 2:
p.append(random.choice(self.agents))
if p[-1] == a:
p.pop()
self.peers[a.id] = self.peers.get(a.id, []) + p
for peer in p:
self.peers[peer.id] = self.peers.get(peer.id, []) + [a]
def tick(self):
if self.time in self.objqueue:
for recipient, obj in self.objqueue[self.time]:
if random.random() < self.reliability:
recipient.on_receive(obj)
del self.objqueue[self.time]
for a in self.agents:
a.tick()
self.time += 1
def run(self, steps):
for i in range(steps):
self.tick()
def broadcast(self, sender, obj):
for p in self.peers[sender.id]:
recv_time = self.time + self.latency_distribution_sample()
if recv_time not in self.objqueue:
self.objqueue[recv_time] = []
self.objqueue[recv_time].append((p, obj))
def direct_send(self, to_id, obj):
for a in self.agents:
if a.id == to_id:
recv_time = self.time + self.latency_distribution_sample()
if recv_time not in self.objqueue:
self.objqueue[recv_time] = []
self.objqueue[recv_time].append((a, obj))
def knock_offline_random(self, n):
ko = {}
while len(ko) < n:
c = random.choice(self.agents)
ko[c.id] = c
for c in ko.values():
self.peers[c.id] = []
for a in self.agents:
self.peers[a.id] = [x for x in self.peers[a.id] if x.id not in ko]
def partition(self):
a = {}
while len(a) < len(self.agents) / 2:
c = random.choice(self.agents)
a[c.id] = c
for c in self.agents:
if c.id in a:
self.peers[c.id] = [x for x in self.peers[c.id] if x.id in a]
else:
self.peers[c.id] = [x for x in self.peers[c.id] if x.id not in a]

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beacon/test.py Normal file
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from networksim import NetworkSimulator
from beacon_chain_node import Node, NOTARIES, BeaconBlock, MainChainBlock, main_genesis, beacon_genesis
net = NetworkSimulator(latency=15)
notaries = [Node(i, net, sleepy=i % 5 == 9) for i in range(NOTARIES)]
net.agents = notaries
net.generate_peers()
for i in range(2000):
net.tick()
for n in notaries:
print("Beacon head: %d" % n.blocks[n.beacon_head].number)
print("Main chain head: %d" % n.blocks[n.main_chain[-1]].number)
print("Total beacon blocks received: %d" % (len([b for b in n.blocks.values() if isinstance(b, BeaconBlock)]) - 1))
print("Total beacon blocks received and signed: %d" % (len([b for b in n.blocks.keys() if b in n.sigs and len(n.sigs[b]) >= n.blocks[b].notary_req]) - 1))
print("Total main chain blocks received: %d" % (len([b for b in n.blocks.values() if isinstance(b, MainChainBlock)]) - 1))
import matplotlib.pyplot as plt
import networkx as nx
import random
G=nx.Graph()
#positions = {main_genesis.hash: 0, beacon_genesis.hash: 0}
#queue = [
for b in n.blocks.values():
if b.number > 0:
if isinstance(b, BeaconBlock):
G.add_edge(b.hash, b.main_chain_ref, color='g')
G.add_edge(b.hash, b.parent_hash, color='y')
else:
G.add_edge(b.hash, b.parent_hash, color='b')
#G.add_edge('a','b',weight=1)
#G.add_edge('a','c',weight=1)
#G.add_edge('a','d',weight=1)
#G.add_edge('a','e',weight=1)
#G.add_edge('a','f',weight=1)
#G.add_edge('a','g',weight=1)
# pos=nx.spring_layout(G)
ypos={main_genesis.hash: 0, beacon_genesis.hash: 0}
queue = n.children[main_genesis.hash] + n.children[beacon_genesis.hash]
while len(queue):
first = queue.pop(0)
if isinstance(n.blocks[first], MainChainBlock):
if n.blocks[first].parent_hash not in ypos:
queue.append(first)
continue
ypos[first] = ypos[n.blocks[first].parent_hash] + 10
elif isinstance(n.blocks[first], BeaconBlock):
if n.blocks[first].parent_hash not in ypos or n.blocks[first].main_chain_ref not in ypos:
queue.append(first)
continue
ypos[first] = max(ypos[n.blocks[first].parent_hash] + 1, ypos[n.blocks[first].main_chain_ref] + 1)
if first in n.children:
queue.extend(n.children[first])
pos={b.hash: (b.ts + random.randrange(5) + (5 if isinstance(b, MainChainBlock) else 0), b.ts) for b in n.blocks.values()}
edges = G.edges()
colors = [G[u][v]['color'] for u,v in edges]
nx.draw_networkx_nodes(G,pos,node_size=10,node_shape='o',node_color='0.75')
nx.draw_networkx_edges(G,pos,
width=2,edge_color=colors)
plt.axis('off')
# plt.savefig("degree.png", bbox_inches="tight")
plt.show()