|
| 1 | +import time |
| 2 | +import queue |
| 3 | +import threading |
| 4 | +import weakref |
| 5 | +import pyarrow as pa |
| 6 | + |
| 7 | +from bytewax.inputs import DynamicInput, StatelessSource |
| 8 | + |
| 9 | +import btrdb |
| 10 | + |
| 11 | +_empty_values = pa.Table.from_arrays( |
| 12 | + [pa.array([]), pa.array([])], |
| 13 | + schema=pa.schema( |
| 14 | + [ |
| 15 | + pa.field("time", pa.timestamp("ns", tz="UTC"), nullable=False), |
| 16 | + pa.field("value", pa.float64(), nullable=False), |
| 17 | + ] |
| 18 | + ), |
| 19 | +) |
| 20 | + |
| 21 | + |
| 22 | +class InsertSubscription(DynamicInput): |
| 23 | + def __init__( |
| 24 | + self, |
| 25 | + selector_fn, |
| 26 | + selector_refresh_interval=60 * 60 * 6, |
| 27 | + heartbeat_interval=None, |
| 28 | + profile=None, |
| 29 | + conn_str=None, |
| 30 | + apikey=None, |
| 31 | + ): |
| 32 | + self._selector_fn = selector_fn |
| 33 | + self._conn_str = conn_str |
| 34 | + self._apikey = apikey |
| 35 | + self._profile = profile |
| 36 | + self._selector_refresh_interval = selector_refresh_interval |
| 37 | + self._heartbeat_interval = heartbeat_interval |
| 38 | + |
| 39 | + class Source(StatelessSource): |
| 40 | + def __init__( |
| 41 | + self, |
| 42 | + db, |
| 43 | + selector_fn, |
| 44 | + selector_refresh_interval, |
| 45 | + heartbeat_interval, |
| 46 | + worker_index, |
| 47 | + worker_count, |
| 48 | + ): |
| 49 | + self._db = db |
| 50 | + self._selector_fn = selector_fn |
| 51 | + self._worker_index = worker_index |
| 52 | + self._worker_count = worker_count |
| 53 | + self._selector_refresh_interval = selector_refresh_interval |
| 54 | + self._heartbeat_interval = heartbeat_interval |
| 55 | + self._read_worker_exception = None |
| 56 | + self._background_worker_exception = None |
| 57 | + self._del_event = threading.Event() |
| 58 | + self._update_queue = queue.Queue(1) |
| 59 | + self._data_queue = queue.Queue(512) |
| 60 | + |
| 61 | + # self is wrapped in a weakref with the worker threads so |
| 62 | + # that the worker threads keep self alive. |
| 63 | + def read_worker(self, data): |
| 64 | + try: |
| 65 | + # Avoid exessive weakref lookups |
| 66 | + # by doing the lookup upfront initially. |
| 67 | + del_event = self._del_event |
| 68 | + data_queue = self._data_queue |
| 69 | + for dat in data: |
| 70 | + if del_event.is_set(): |
| 71 | + return |
| 72 | + data_queue.put(dat) |
| 73 | + except Exception as e: |
| 74 | + self._read_worker_exception = e |
| 75 | + |
| 76 | + # Self is a weakref, same as above. |
| 77 | + def background_worker(self): |
| 78 | + try: |
| 79 | + # Avoid exessive weakref lookups |
| 80 | + # by doing the lookup upfront initially. |
| 81 | + db = self._db |
| 82 | + del_event = self._del_event |
| 83 | + selector_fn = self._selector_fn |
| 84 | + worker_index = self._worker_index |
| 85 | + worker_count = self._worker_count |
| 86 | + data_queue = self._data_queue |
| 87 | + heartbeat_interval = self._heartbeat_interval |
| 88 | + last_heartbeat = time.monotonic() |
| 89 | + selector_refresh_interval = self._selector_refresh_interval |
| 90 | + last_selector_refresh = time.monotonic() - selector_refresh_interval |
| 91 | + current_uuids = set() |
| 92 | + while True: |
| 93 | + now = time.monotonic() |
| 94 | + if (now - last_selector_refresh) >= selector_refresh_interval: |
| 95 | + last_selector_refresh = now |
| 96 | + next_uuids = { |
| 97 | + uuid |
| 98 | + for uuid in selector_fn(db) |
| 99 | + if uuid.int % worker_count == worker_index |
| 100 | + } |
| 101 | + added_uuids = next_uuids - current_uuids |
| 102 | + removed_uuids = current_uuids - next_uuids |
| 103 | + if len(added_uuids) != 0 or len(removed_uuids) != 0: |
| 104 | + self._update_queue.put([added_uuids, removed_uuids]) |
| 105 | + current_uuids = next_uuids |
| 106 | + if ( |
| 107 | + heartbeat_interval is not None |
| 108 | + and (now - last_heartbeat) >= heartbeat_interval |
| 109 | + ): |
| 110 | + last_heartbeat = now |
| 111 | + for uuid in current_uuids: |
| 112 | + while not del_event.is_set(): |
| 113 | + try: |
| 114 | + data_queue.put((uuid, _empty_values), 0.1) |
| 115 | + break |
| 116 | + except queue.Full: |
| 117 | + pass |
| 118 | + if del_event.wait(1.0): |
| 119 | + return |
| 120 | + except Exception as e: |
| 121 | + self._background_worker_exception = e |
| 122 | + |
| 123 | + weakself = weakref.proxy(self) |
| 124 | + data = db.ep.subscribe(self._update_queue) |
| 125 | + self._background_worker = threading.Thread( |
| 126 | + target=background_worker, args=[weakself], daemon=True |
| 127 | + ) |
| 128 | + self._read_worker = threading.Thread( |
| 129 | + target=read_worker, args=[weakself, data], daemon=True |
| 130 | + ) |
| 131 | + self._background_worker.start() |
| 132 | + self._read_worker.start() |
| 133 | + |
| 134 | + def next(self): |
| 135 | + # Check if the selector thread has died. |
| 136 | + background_worker_exception = self._background_worker_exception |
| 137 | + if background_worker_exception is not None: |
| 138 | + raise background_worker_exception |
| 139 | + try: |
| 140 | + return self._data_queue.get_nowait() |
| 141 | + except queue.Empty: |
| 142 | + # Check if the reason no data arrived is because |
| 143 | + # the reader thead has died. |
| 144 | + read_worker_exception = self._read_worker_exception |
| 145 | + if read_worker_exception is not None: |
| 146 | + raise read_worker_exception |
| 147 | + return None |
| 148 | + |
| 149 | + def __del__(self): |
| 150 | + # Signal workers to exit. |
| 151 | + self._del_event.set() |
| 152 | + # Signal the end of the subscription. |
| 153 | + self._update_queue.put(None) |
| 154 | + |
| 155 | + def build(self, worker_index, worker_count): |
| 156 | + db = btrdb.connect( |
| 157 | + profile=self._profile, |
| 158 | + conn_str=self._conn_str, |
| 159 | + apikey=self._apikey, |
| 160 | + ) |
| 161 | + return InsertSubscription.Source( |
| 162 | + db, |
| 163 | + self._selector_fn, |
| 164 | + self._selector_refresh_interval, |
| 165 | + self._heartbeat_interval, |
| 166 | + worker_index, |
| 167 | + worker_count, |
| 168 | + ) |
0 commit comments