import hashlib import bisect import xxhash def hash_str(s): xxh = xxhash.xxh64() xxh.update(s.encode('ascii')) return xxh.hexdigest() def sha256_str(s): return hashlib.sha256(s.encode('ascii')).hexdigest() def walk_ring_from_pos(tokens, dcs, start, rep): ret = [] ret_dcs = set() delta = 0 while len(ret) < rep: i = (start + delta) % len(tokens) delta = delta + 1 (token_k, token_dc, token_node) = tokens[i] if token_dc not in ret_dcs: ret_dcs |= set([token_dc]) ret.append(token_node) elif len(ret_dcs) == len(dcs) and token_node not in ret: ret.append(token_node) return ret def count_tokens_per_node(tokens): tokens_of_node = {} for _, _, token_node in tokens: if token_node not in tokens_of_node: tokens_of_node[token_node] = 0 tokens_of_node[token_node] += 1 print("#tokens per node:") for node, ntok in sorted(list(tokens_of_node.items())): print(node, ": ", ntok) def method1(nodes): tokens = [] dcs = set() for (node_id, dc, n_tokens) in nodes: dcs |= set([dc]) for i in range(n_tokens): token = hash_str(f"{node_id} {i}") tokens.append((token, dc, node_id)) tokens.sort(key=lambda tok: tok[0]) #print(tokens) count_tokens_per_node(tokens) space_of_node = {} def walk_ring(v, rep): i = bisect.bisect_left([tok for tok, _, _ in tokens], hash_str(v)) return walk_ring_from_pos(tokens, dcs, i, rep) return walk_ring def method2(nodes): partition_bits = 10 partitions = list(range(2**partition_bits)) def partition_node(i): h, hn, hndc = None, None, None for (node_id, node_dc, n_tokens) in nodes: for tok in range(n_tokens): hnode = hash_str(f"partition {i} node {node_id} token {tok}") if h is None or hnode < h: h = hnode hn = node_id hndc = node_dc return (i, hndc, hn) partition_nodes = [partition_node(i) for i in partitions] count_tokens_per_node(partition_nodes) dcs = list(set(node_dc for _, node_dc, _ in nodes)) def walk_ring(v, rep): # xxh = xxhash.xxh32() # xxh.update(v.encode('ascii')) # vh = xxh.intdigest() # i = vh % (2**partition_bits) vh = hashlib.sha256(v.encode('ascii')).digest() i = (vh[0]<<8 | vh[1]) % (2**partition_bits) return walk_ring_from_pos(partition_nodes, dcs, i, rep) return walk_ring def method3(nodes): partition_bits = 10 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)) partitions = [None for _ in range(2**partition_bits)] queues.sort(key=lambda x: hash_str(x[0])) # Maglev 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 partitions[qv] == None: partitions[qv] = (qv, node_dc, node_id) remaining -= 1 queues[iq] = (node_id, node_dc, n_tokens, node_queue[qi+1:]) break count_tokens_per_node(partitions) dcs = list(set(node_dc for _, node_dc, _ in nodes)) def walk_ring(v, rep): vh = hashlib.sha256(v.encode('ascii')).digest() i = (vh[0]<<8 | vh[1]) % (2**partition_bits) return walk_ring_from_pos(partitions, dcs, i, rep) return walk_ring def evaluate_method(walk_ring): node_data_counts = {} for i in range(100000): nodes = walk_ring(f"{i}", 3) for n in nodes: if n not in node_data_counts: node_data_counts[n] = 0 node_data_counts[n] += 1 print("Number of data items per node:") for n, v in sorted(list(node_data_counts.items())): print(n, ": ", v) if __name__ == "__main__": print("------") print("method 1 (standard ring)") nodes = [('digitale', 'atuin', 64), ('drosera', 'atuin', 64), ('datura', 'atuin', 64), ('io', 'jupiter', 128)] method1_walk_ring = method1(nodes) evaluate_method(method1_walk_ring) print("------") print("method 2 (custom ring)") nodes = [('digitale', 'atuin', 10), ('drosera', 'atuin', 10), ('datura', 'atuin', 10), ('io', 'jupiter', 20)] method2_walk_ring = method2(nodes) evaluate_method(method2_walk_ring) print("------") print("method 3 (maglev)") nodes = [('digitale', 'atuin', 4), ('drosera', 'atuin', 4), ('datura', 'atuin', 4), ('io', 'jupiter', 8), #('mini', 'grog', 2), #('mixi', 'grog', 2), #('moxi', 'grog', 2), #('modi', 'grog', 2), ] method3_walk_ring = method3(nodes) evaluate_method(method3_walk_ring)