From 1abbca37c4c320bafbbaad8cd4d4155372526a86 Mon Sep 17 00:00:00 2001 From: Alex Auvolat Date: Sun, 21 Feb 2021 19:14:28 +0100 Subject: [PATCH] Add adapted version of maglev for multi-dc --- script/simulate_ring.py | 78 +++++++++++++++++++++++++++++++++++++++-- 1 file changed, 76 insertions(+), 2 deletions(-) diff --git a/script/simulate_ring.py b/script/simulate_ring.py index 2e1c54564..611f2c985 100644 --- a/script/simulate_ring.py +++ b/script/simulate_ring.py @@ -60,7 +60,7 @@ def method1(nodes): def method2(nodes): - partition_bits = 10 + partition_bits = 8 partitions = list(range(2**partition_bits)) def partition_node(i): h, hn, hndc = None, None, None @@ -92,7 +92,7 @@ def method2(nodes): def method3(nodes): - partition_bits = 10 + partition_bits = 8 queues = [] for (node_id, node_dc, n_tokens) in nodes: @@ -130,6 +130,62 @@ def method3(nodes): return walk_ring + +def method4(nodes): + partition_bits = 8 + max_replicas = 3 + + partitions = [[] for _ in range(2**partition_bits)] + dcs = list(set(node_dc for _, node_dc, _ in nodes)) + + # Maglev, improved for several replicas on several DCs + for ri in range(max_replicas): + queues = [] + for (node_id, node_dc, n_tokens) in nodes: + que = [(i, hash_str(f"{node_id} {i}")) for i in range(2**partition_bits)] + que.sort(key=lambda x: x[1]) + que = [x[0] for x in que] + queues.append((node_id, node_dc, n_tokens, que)) + + queues.sort(key=lambda x: hash_str("{} {}".format(ri, x[0]))) + + remaining = 2**partition_bits + while remaining > 0: + for toktok in range(100): + for iq in range(len(queues)): + node_id, node_dc, n_tokens, node_queue = queues[iq] + if toktok >= n_tokens: + continue + for qi, qv in enumerate(node_queue): + if len(partitions[qv]) != ri: + continue + p_dcs = set([x[0] for x in partitions[qv]]) + p_nodes = [x[1] for x in partitions[qv]] + if node_dc not in p_dcs or (len(p_dcs) == len(dcs) and node_id not in p_nodes): + partitions[qv].append((node_dc, node_id)) + remaining -= 1 + queues[iq] = (node_id, node_dc, n_tokens, node_queue[qi+1:]) + break + + # count + tokens_of_node = {} + for nodelist in partitions: + for node_dc, node_id in nodelist: + if node_id not in tokens_of_node: + tokens_of_node[node_id] = 0 + tokens_of_node[node_id] += 1 + print("#tokens per node:") + for node, ntok in sorted(list(tokens_of_node.items())): + print(node, ": ", ntok) + + def walk_ring(v, rep): + vh = hashlib.sha256(v.encode('ascii')).digest() + i = (vh[0]<<8 | vh[1]) % (2**partition_bits) + assert len(set([node_dc for node_dc, _ in partitions[i]])) == min(max_replicas, len(dcs)) + return [node_id for _, node_id in partitions[i]] + + return walk_ring + def evaluate_method(walk_ring): node_data_counts = {} for i in range(100000): @@ -175,3 +231,21 @@ if __name__ == "__main__": ] method3_walk_ring = method3(nodes) evaluate_method(method3_walk_ring) + + + print("------") + print("method 4 (maglev, multi-dc twist)") + nodes = [('digitale', 'atuin', 8), + ('drosera', 'atuin', 8), + ('datura', 'atuin', 8), + ('io', 'jupiter', 16), + ('mini', 'grog', 4), + ('mixi', 'grog', 4), + ('moxi', 'grog', 4), + ('modi', 'grog', 4), + ('geant', 'grisou', 16), + ('gipsie', 'grisou', 16), + #('isou', 'jupiter', 8), + ] + method4_walk_ring = method4(nodes) + evaluate_method(method4_walk_ring)