Problem: validation is slow (#2489)

Solution: parallelize the validation of transactions. This patch adds a
new flag for the `start` command, namely
`--experimental-parallel-validation`, that can be used to enable this
experimental feature.

bigchaindb/commands/bigchaindb.py

@@ -277,7 +277,7 @@ def run_start(args):
 
     logger.info('Starting BigchainDB main process.')
     from bigchaindb.start import start
-    start()
+    start(args)
 
 
 def create_parser():
@@ -360,6 +360,12 @@ def create_parser():
                               action='store_true',
                               help='Skip database initialization')
 
+    start_parser.add_argument('--experimental-parallel-validation',
+                              dest='experimental_parallel_validation',
+                              default=False,
+                              action='store_true',
+                              help='💀 EXPERIMENTAL: parallelize validation for better throughput 💀')
+
     return parser
 
 

bigchaindb/parallel_validation.py

@@ -0,0 +1,127 @@
+# Copyright BigchainDB GmbH and BigchainDB contributors
+# SPDX-License-Identifier: (Apache-2.0 AND CC-BY-4.0)
+# Code is Apache-2.0 and docs are CC-BY-4.0
+
+import multiprocessing as mp
+from collections import defaultdict
+
+from abci.types_pb2 import ResponseCheckTx, ResponseDeliverTx
+
+from bigchaindb import BigchainDB, App
+from bigchaindb.tendermint_utils import decode_transaction
+
+
+CodeTypeOk = 0
+
+
+class ParallelValidationApp(App):
+    def __init__(self, bigchaindb=None, events_queue=None):
+        super().__init__(bigchaindb, events_queue)
+        self.parallel_validator = ParallelValidator()
+        self.parallel_validator.start()
+
+    def check_tx(self, raw_transaction):
+        return ResponseCheckTx(code=CodeTypeOk)
+
+    def deliver_tx(self, raw_transaction):
+        self.parallel_validator.validate(raw_transaction)
+        return ResponseDeliverTx(code=CodeTypeOk)
+
+    def end_block(self, request_end_block):
+        result = self.parallel_validator.result(timeout=30)
+        for transaction in result:
+            if transaction:
+                self.block_txn_ids.append(transaction.id)
+                self.block_transactions.append(transaction)
+
+        return super().end_block(request_end_block)
+
+
+RESET = 'reset'
+EXIT = 'exit'
+
+
+class ParallelValidator:
+    def __init__(self, number_of_workers=mp.cpu_count()):
+        self.number_of_workers = number_of_workers
+        self.transaction_index = 0
+        self.routing_queues = [mp.Queue() for _ in range(self.number_of_workers)]
+        self.workers = []
+        self.results_queue = mp.Queue()
+
+    def start(self):
+        for routing_queue in self.routing_queues:
+            worker = ValidationWorker(routing_queue, self.results_queue)
+            process = mp.Process(target=worker.run)
+            process.start()
+            self.workers.append(process)
+
+    def stop(self):
+        for routing_queue in self.routing_queues:
+            routing_queue.put(EXIT)
+
+    def validate(self, raw_transaction):
+        dict_transaction = decode_transaction(raw_transaction)
+        index = int(dict_transaction['id'], 16) % self.number_of_workers
+        self.routing_queues[index].put((self.transaction_index, dict_transaction))
+        self.transaction_index += 1
+
+    def result(self, timeout=None):
+        result_buffer = [None] * self.transaction_index
+        for _ in range(self.transaction_index):
+            index, transaction = self.results_queue.get(timeout=timeout)
+            result_buffer[index] = transaction
+        self.transaction_index = 0
+        for routing_queue in self.routing_queues:
+            routing_queue.put(RESET)
+        return result_buffer
+
+
+class ValidationWorker:
+    """Run validation logic in a loop. This Worker is suitable for a Process
+    life: no thrills, just a queue to get some values, and a queue to return results.
+
+    Note that a worker is expected to validate multiple transactions in
+    multiple rounds, and it needs to keep in memory all transactions already
+    validated, until a new round starts. To trigger a new round of validation,
+    a ValidationWorker expects a `RESET` message. To exit the infinite loop the
+    worker is in, it expects an `EXIT` message.
+    """
+
+    def __init__(self, in_queue, results_queue):
+        self.in_queue = in_queue
+        self.results_queue = results_queue
+        self.bigchaindb = BigchainDB()
+        self.reset()
+
+    def reset(self):
+        # We need a place to store already validated transactions,
+        # in case of dependant transactions in the same block.
+        # `validated_transactions` maps an `asset_id` with the list
+        # of all other transactions sharing the same asset.
+        self.validated_transactions = defaultdict(list)
+
+    def validate(self, dict_transaction):
+        try:
+            asset_id = dict_transaction['asset']['id']
+        except KeyError:
+            asset_id = dict_transaction['id']
+
+        transaction = self.bigchaindb.is_valid_transaction(
+                dict_transaction,
+                self.validated_transactions[asset_id])
+
+        if transaction:
+            self.validated_transactions[asset_id].append(transaction)
+        return transaction
+
+    def run(self):
+        while True:
+            message = self.in_queue.get()
+            if message == RESET:
+                self.reset()
+            elif message == EXIT:
+                return
+            else:
+                index, transaction = message
+                self.results_queue.put((index, self.validate(transaction)))

bigchaindb/start.py

@@ -8,6 +8,7 @@
 import bigchaindb
 from bigchaindb.lib import BigchainDB
 from bigchaindb.core import App
+from bigchaindb.parallel_validation import ParallelValidationApp
 from bigchaindb.web import server, websocket_server
 from bigchaindb.events import Exchange, EventTypes
 from bigchaindb.utils import Process
@@ -34,7 +35,7 @@
 """
 
 
-def start():
+def start(args):
     # Exchange object for event stream api
     logger.info('Starting BigchainDB')
     exchange = Exchange()
@@ -46,7 +47,6 @@ def start():
     p_webapi = Process(name='bigchaindb_webapi', target=app_server.run, daemon=True)
     p_webapi.start()
 
-    # start message
     logger.info(BANNER.format(bigchaindb.config['server']['bind']))
 
     # start websocket server
@@ -67,7 +67,10 @@ def start():
     setproctitle.setproctitle('bigchaindb')
 
     # Start the ABCIServer
-    app = ABCIServer(app=App(events_queue=exchange.get_publisher_queue()))
+    if args.experimental_parallel_validation:
+        app = ABCIServer(app=ParallelValidationApp(events_queue=exchange.get_publisher_queue()))
+    else:
+        app = ABCIServer(app=App(events_queue=exchange.get_publisher_queue()))
     app.run()
 
 

tests/test_parallel_validation.py

@@ -0,0 +1,133 @@
+# Copyright BigchainDB GmbH and BigchainDB contributors
+# SPDX-License-Identifier: (Apache-2.0 AND CC-BY-4.0)
+# Code is Apache-2.0 and docs are CC-BY-4.0
+
+import pytest
+
+from bigchaindb.common.crypto import generate_key_pair
+from bigchaindb.models import Transaction
+
+
+pytestmark = pytest.mark.tendermint
+
+
+def generate_create_and_transfer(keypair=None):
+    if not keypair:
+        keypair = generate_key_pair()
+    priv_key, pub_key = keypair
+    create_tx = Transaction.create([pub_key], [([pub_key], 10)]).sign([priv_key])
+    transfer_tx = Transaction.transfer(
+            create_tx.to_inputs(),
+            [([pub_key], 10)],
+            asset_id=create_tx.id).sign([priv_key])
+    return create_tx, transfer_tx
+
+
+def test_validation_worker_process_multiple_transactions(b):
+    import multiprocessing as mp
+    from bigchaindb.parallel_validation import ValidationWorker, RESET, EXIT
+
+    keypair = generate_key_pair()
+    create_tx, transfer_tx = generate_create_and_transfer(keypair)
+    double_spend = Transaction.transfer(
+            create_tx.to_inputs(),
+            [([keypair.public_key], 10)],
+            asset_id=create_tx.id).sign([keypair.private_key])
+
+    in_queue, results_queue = mp.Queue(), mp.Queue()
+    vw = ValidationWorker(in_queue, results_queue)
+
+    # Note: in the following instructions, the worker will encounter two
+    # `RESET` messages, and an `EXIT` message. When a worker processes a
+    # `RESET` message, it forgets all transactions it has validated. This allow
+    # us to re-validate the same transactions. This won't happen in real life,
+    # but it's quite handy to check if the worker actually forgot about the
+    # past transactions (if not, it will return `False` because the
+    # transactions look like a double spend).
+    # `EXIT` makes the worker to stop the infinite loop.
+    in_queue.put((0, create_tx.to_dict()))
+    in_queue.put((10, transfer_tx.to_dict()))
+    in_queue.put((20, double_spend.to_dict()))
+    in_queue.put(RESET)
+    in_queue.put((0, create_tx.to_dict()))
+    in_queue.put((5, transfer_tx.to_dict()))
+    in_queue.put(RESET)
+    in_queue.put((20, create_tx.to_dict()))
+    in_queue.put((25, double_spend.to_dict()))
+    in_queue.put((30, transfer_tx.to_dict()))
+    in_queue.put(EXIT)
+
+    vw.run()
+
+    assert results_queue.get() == (0, create_tx)
+    assert results_queue.get() == (10, transfer_tx)
+    assert results_queue.get() == (20, False)
+    assert results_queue.get() == (0, create_tx)
+    assert results_queue.get() == (5, transfer_tx)
+    assert results_queue.get() == (20, create_tx)
+    assert results_queue.get() == (25, double_spend)
+    assert results_queue.get() == (30, False)
+
+
+def test_parallel_validator_routes_transactions_correctly(b, monkeypatch):
+    import os
+    from collections import defaultdict
+    import multiprocessing as mp
+    from json import dumps
+    from bigchaindb.parallel_validation import ParallelValidator
+
+    # We want to make sure that the load is distributed across all workers.
+    # Since introspection on an object running on a different process is
+    # difficult, we create an additional queue where every worker can emit its
+    # PID every time validation is called.
+    validation_called_by = mp.Queue()
+
+    # Validate is now a passthrough, and every time it is called it will emit
+    # the PID of its worker to the designated queue.
+    def validate(self, dict_transaction):
+        validation_called_by.put((os.getpid(), dict_transaction['id']))
+        return dict_transaction
+
+    monkeypatch.setattr(
+        'bigchaindb.parallel_validation.ValidationWorker.validate',
+        validate)
+
+    # Transaction routing uses the `id` of the transaction. This test strips
+    # down a transaction to just its `id`. We have two workers, so even ids
+    # will be processed by one worker, odd ids by the other.
+    transactions = [{'id': '0'}, {'id': '1'}, {'id': '2'}, {'id': '3'}]
+
+    pv = ParallelValidator(number_of_workers=2)
+    pv.start()
+
+    # ParallelValidator is instantiated once, and then used several times.
+    # Here we simulate this scenario by running it an arbitrary number of
+    # times.
+    # Note that the `ParallelValidator.result` call resets the object, and
+    # makes it ready to validate a new set of transactions.
+    for _ in range(2):
+        # First, we push the transactions to the parallel validator instance
+        for transaction in transactions:
+            pv.validate(dumps(transaction).encode('utf8'))
+
+        assert pv.result(timeout=1) == transactions
+
+        # Now we analize the transaction processed by the workers
+        worker_to_transactions = defaultdict(list)
+        for _ in transactions:
+            worker_pid, transaction_id = validation_called_by.get()
+            worker_to_transactions[worker_pid].append(transaction_id)
+
+        # The transactions are stored in two buckets.
+        for _, transaction_ids in worker_to_transactions.items():
+            assert len(transaction_ids) == 2
+
+            # We have two workers, hence we have two different routes for
+            # transactions. We have the route for even transactions, and the
+            # route for odd transactions. Since we don't know which worker
+            # processed what, we test that the transactions processed by a
+            # worker are all even or all odd.
+            assert (all(filter(lambda x: int(x) % 2 == 0, transaction_ids)) or
+                    all(filter(lambda x: int(x) % 2 == 1, transaction_ids)))
+
+    pv.stop()