jbusecke · April 29, 2021 21:26
diff --git a/2d-histogram-dask-report-full-nospill.html b/2d-histogram-dask-report-full-nospill.html




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self.main(*args, **kwargs)\n","rv = self.invoke(ctx)\n","return ctx.invoke(self.callback, **ctx.params)\n","return callback(*args, **kwargs)\n","loop.run_sync(run)\n","self.start()\n","self.asyncio_loop.run_forever()\n","self._run_once()\n","handle._run()\n","self._context.run(self._callback, *self._args)\n","ret = callback()\n","if self.proc.cpu_percent() &lt; 50:\n","pt2 = self._proc.cpu_times()\n","return fun(self, *args, **kwargs)\n","values = self._parse_stat_file()\n","return fun(self, *args, **kwargs)\n","return fun(self)\n","data = f.read()\n","return open(fname, \"rb\", **kwargs)\n","return self.callback()\n","cpu = self.proc.cpu_percent()\n","pt2 = self._proc.cpu_times()\n","return fun(self, *args, **kwargs)\n","values = self._parse_stat_file()\n","return fun(self, *args, **kwargs)\n","ret = self._cache[fun] = fun(self)\n","with open_binary(\"%s/%s/stat\" % (self._procfs_path, self.pid)) as f:\n","return open(fname, \"rb\", **kwargs)\n","return self._proc.num_fds()\n","return fun(self, *args, **kwargs)\n","return len(os.listdir(\"%s/%s/fd\" % (self._procfs_path, self.pid)))\n","rawdict = _psplatform.net_io_counters()\n","with open_text(\"%s/net/dev\" % get_procfs_path()) as f:\n","return open(fname, \"rt\", **kwargs)\n","ret = self._cache[fun] = fun(self)\n","return self._proc.memory_info()\n","return fun(self, *args, **kwargs)\n","[int(x) * PAGESIZE for x in f.readline().split()[:7]]\n","return open(fname, \"rb\", **kwargs)\n","self._update_next(self.io_loop.time())\n","return time.time()\n","handler_func(fileobj, events)\n","self._handle_read()\n","super()._handle_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","connection, address = sock.accept()\n","fd, addr = self._accept()\n","await p\n","await message.send(self)\n","await conn.write_message(self.metadata_json, locked=False)\n","await super().write_message(message, binary)\n","return self.ws_connection.write_message(message, binary=binary)\n","fut = self._write_frame(True, opcode, message, flags=flags)\n","return self.stream.write(frame)\n","self._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","self._size += size\n","await conn.write_message(payload, binary=True, locked=locked)\n","await super().write_message(message, binary)\n","return self.ws_connection.write_message(message, binary=binary)\n","fut = self._write_frame(True, opcode, message, flags=flags)\n","return self.stream.write(frame)\n","self._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._block.acquire(timeout)\n","if self._value &gt; 0:\n","def get_debug(self):\n","@property\n","def __enter__(self) -&gt; None:\n","return func(*args, **kwargs)\n","return doc._with_self_as_curdoc(invoke)\n","return f()\n","return f(*args, **kwargs)\n","doc.add_periodic_callback(lambda: update(ref), interval)\n","comp.update()\n","return input_function(*args, **kwargs)\n","active_states = tp.active_states\n","return merge_with(sum, [tg._states for tg in self.active])\n","return [\n","if any([v != 0 for k, v in tg._states.items() if k != \"forgotten\"])\n","if any([v != 0 for k, v in tg._states.items() if k != \"forgotten\"])\n","def _gc_callback(self, phase, info):\n","return merge_with(sum, [tg._states for tg in self.active])\n","def __instancecheck__(cls, instance):\n","return input_function(*args, **kwargs)\n","source.data.update(d)\n","hint = ColumnDataChangedEvent(owner.document, owner, cols=list(cols))\n","return self._document\n","self._real_set(obj, old, value, hint=hint)\n","self._trigger(obj, old, value, hint=hint, setter=setter)\n","obj.trigger(self.name, old, value, hint, setter)\n","super().trigger(attr, old, new, hint=hint, setter=setter)\n","self._document._notify_change(self, attr, old, new, hint, setter, invoke)\n","self._trigger_on_change(event)\n","self._with_self_as_curdoc(invoke_callbacks)\n","return f()\n","cb(event)\n","self._callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","receiver._document_patched(self)\n","self._pending_writes.append(connection.send_patch_document(event))\n","msg = self.protocol.create('PATCH-DOC', [event])\n","return self._messages[msgtype].create(*args, **kwargs)\n","content = loads(patch_json)\n","return _default_decoder.decode(s)\n","obj, end = self.raw_decode(s, idx=_w(s, 0).end())\n","obj, end = self.scan_once(s, idx)\n","return serialize_json(json), buffers if use_buffers else []\n","return json.dumps(obj, cls=BokehJSONEncoder, allow_nan=False, indent=indent, separators=separators, sort_keys=True, **kwargs)\n","return cls(\n","chunks = self.iterencode(o, _one_shot=True)\n","return _iterencode(o, 0)\n","if self._env_var and self._env_var in os.environ:\n","try:\n","return self.hint.generate(references, buffers)\n","data_dict = transform_column_source_data(self.column_source.data, buffers=buffers, cols=self.cols)\n","data_copy[key] = transform_array(data[key], buffers=buffers)\n","return serialize_array(array, force_list=force_list, buffers=buffers)\n","return transform_array_to_list(array)\n","if (array.dtype.kind in ('u', 'i', 'f') and (~np.isfinite(array)).any()):\n","return umr_any(a, axis, dtype, out, keepdims)\n","buffer_id = make_id()\n","if settings.simple_ids():\n","if self._env_var and self._env_var in os.environ:\n","self[key]\n","value = self._data[self.encodekey(key)]\n","if not isinstance(value, str):\n","def _gc_callback(self, phase, info):\n","return convert_bool(os.environ.get(\"BOKEH_DEV\", False))\n","return self[key]\n","raise KeyError(key) from None\n","def _gc_callback(self, phase, info):\n","if value in (True, False):\n","@property\n","name = _kind_name(dtype)\n","try:\n","elif np.issubdtype(dtype, np.flexible) and _isunsized(dtype):\n","if not issubclass_(arg2, generic):\n","return issubclass(arg1, arg2)\n","return array.dtype not in BINARY_ARRAY_TYPES\n","if array.dtype.kind == 'M':\n","if all(isinstance(el, np.ndarray) for el in obj):\n","'msgid'   : bkserial.make_id(),\n","if settings.simple_ids():\n","if self._parent and self._name in self._parent.config_override:\n","return dict(self._config_override)\n","def _gc_callback(self, phase, info):\n","try:\n","super().__init__(header, metadata, content)\n","self.header = header\n","@header.setter\n","self._content = value\n","if 'num_buffers' in self._header:\n","return curstate().document\n","def curstate():\n","@property\n","from .state import curstate\n","","def curstate():\n","@document.setter\n","self.hint = hint\n","self.document = document\n","return all(self.matches(new[k], old[k]) for k in new)\n","return all(self.matches(new[k], old[k]) for k in new)\n","return np.array_equal(new, old)\n","","return bool(asarray(a1 == a2).all())\n","return umr_all(a, axis, dtype, out, keepdims)\n","return array(a, dtype, copy=False, order=order)\n","for fn, msg_or_fn in self.assertions:\n",").asserts(lambda _, data: len({len(x) for x in data.values()}) &lt;= 1,\n","","super().__init__(document, setter, callback_invoker)\n","def __init__(self, document, setter=None, callback_invoker=None):\n","return dict(self)\n","def __instancecheck__(cls, instance):\n","if not np or not any(isinstance(v, np.ndarray) for v in source.data.values()):\n","def __get__(self, obj, owner):\n","if self.name not in obj._property_values:\n","Property._should_validate = self.old\n","Property._should_validate = value\n","super().__setattr__(name, value)\n","self._internal_set(obj, value, setter=setter)\n","self._real_set(obj, old, value, hint=hint, setter=setter)\n","self._trigger(obj, old, value, hint=hint, setter=setter)\n","obj.trigger(self.name, old, value, hint, setter)\n","super().trigger(attr, old, new, hint=hint, setter=setter)\n","self._document._notify_change(self, attr, old, new, hint, setter, invoke)\n","serializable_new = model.lookup(attr).serializable_value(model)\n","return self.property.serialize_value(value)\n","super().__init__(document, setter, callback_invoker)\n","self._with_self_as_curdoc(invoke_callbacks)\n","set_curdoc(old_doc)\n","from .state import curstate\n","","@document.setter\n","for cb in self._callbacks.values():\n","self._callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","super().dispatch(receiver)\n","self._pending_writes.append(connection.send_patch_document(event))\n","msg = self.protocol.create('PATCH-DOC', [event])\n","return self._messages[msgtype].create(*args, **kwargs)\n","patch_json, buffers = process_document_events(events, use_buffers)\n","return serialize_json(json), buffers if use_buffers else []\n","return json.dumps(obj, cls=BokehJSONEncoder, allow_nan=False, indent=indent, separators=separators, sort_keys=True, **kwargs)\n","return cls(\n","chunks = self.iterencode(o, _one_shot=True)\n","return _iterencode(o, 0)\n","def __init__(self, *, skipkeys=False, ensure_ascii=True,\n","if self._env_var and self._env_var in os.environ:\n","from ..model import collect_models\n","return collect_filtered_models(None, *input_values)\n","def collect_filtered_models(discard, *input_values):\n","return _default_decoder.decode(s)\n","obj, end = self.raw_decode(s, idx=_w(s, 0).end())\n","callbacks = self._callbacks.get(attr)\n","return getattr(cls, name)\n","if isinstance(new, np.ndarray) or isinstance(old, np.ndarray):\n","if validation_on():\n","return Property._should_validate\n","d[\"show-name\"] = [name if len(name) &lt;= 15 else name[:12] + \"...\" for name in names]\n","d[\"show-name\"] = [name if len(name) &lt;= 15 else name[:12] + \"...\" for name in names]\n","d[\"color\"] = [color_of(name) for name in names]\n","d = {k: [v.get(name, 0) for name in names] for k, v in msg.items()}\n","d = {k: [v.get(name, 0) for name in names] for k, v in msg.items()}\n","d[\"right\"] = [i // nrows + width for i in range(n)]\n","k: sum(state[k].values())\n","return self._name\n","k: sum(v[k] for v in state.values()) for k in state[\"memory\"]\n","k: sum(v[k] for v in state.values()) for k in state[\"memory\"]\n","if any(active_states.get(s) for s in state.keys()):\n","next(self.gen)\n","self.source.stream(rectangles, self.n_rectangles)\n","self._stream(new_data, rollover)\n","self.data._stream(self.document, self, new_data, rollover, setter)\n","data = np.append(self[k], new_data[k])\n","","return concatenate((arr, values), axis=axis)\n","","descriptor._notify_mutated(owner, old, hint=hint)\n","self._real_set(obj, old, value, hint=hint)\n","if self.property.matches(value, old) and (hint is None):\n","return all(self.matches(new[k], old[k]) for k in new)\n","return all(self.matches(new[k], old[k]) for k in new)\n","return np.array_equal(new, old)\n","","return bool(asarray(a1 == a2).all())\n","return umr_all(a, axis, dtype, out, keepdims)\n","update(self.source, result)\n","return input_function(*args, **kwargs)\n","source.data.update(d)\n","descriptor._notify_mutated(owner, old, hint=hint)\n","self._real_set(obj, old, value, hint=hint)\n","self._trigger(obj, old, value, hint=hint, setter=setter)\n","obj.trigger(self.name, old, value, hint, setter)\n","super().trigger(attr, old, new, hint=hint, setter=setter)\n","self._document._notify_change(self, attr, old, new, hint, setter, invoke)\n","self._trigger_on_change(event)\n","self._with_self_as_curdoc(invoke_callbacks)\n","return f()\n","cb(event)\n","self._callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","receiver._document_patched(self)\n","self._pending_writes.append(connection.send_patch_document(event))\n","msg = self.protocol.create('PATCH-DOC', [event])\n","return self._messages[msgtype].create(*args, **kwargs)\n","header = cls.create_header()\n","'msgid'   : bkserial.make_id(),\n","if settings.simple_ids():\n","if is_dev() and self._dev_default is not _Unset:\n","return convert_bool(os.environ.get(\"BOKEH_DEV\", False))\n","return self[key]\n","raise KeyError(key) from None\n","def _gc_callback(self, phase, info):\n","json_events.append(event.generate(references, buffers))\n","return self.hint.generate(references, buffers)\n","data_dict = transform_column_source_data(self.column_source.data, buffers=buffers, cols=self.cols)\n","data_copy[key] = traverse_data(data[key], buffers=buffers)\n","if all(isinstance(el, np.ndarray) for el in obj):\n","def _gc_callback(self, phase, info):\n","curstate().document = doc\n","@document.setter\n","isinstance(object, collections.abc.Awaitable))\n","return _abc_instancecheck(cls, instance)\n","await self.comm_handler(comm)\n","await comm.write(result, serializers=serializers)\n","stream.write(b\"\".join([length_bytes, *frames]))\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","n_frames = await stream.read_bytes(8)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","await self.handle_stream(comm=comm, extra={\"client\": client})\n","msgs = await comm.read()\n","n = await stream.read_into(frame)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","res = _from_frames()\n","return protocol.loads(\n","fs = decompress(head, fs)\n","return [\n","compressions[c][\"decompress\"](frame)\n","return _ext.decompress(bytes_like, as_bytearray)\n","dsk, dependencies, annotations = highlevelgraph_unpack(hlg)\n","hlg = loads_msgpack(*dumped_hlg)\n","return msgpack.loads(\n","def msgpack_decode_default(obj):\n","def _gc_callback(self, phase, info):\n","dependencies[k] = list(set(dependencies.get(k, ())) | set(v))\n","k: v.intersection(dsk_keys)\n","def _gc_callback(self, phase, info):\n","dependents = reverse_dict(dependencies)\n","_add(result[val], k)\n","for k, v in dependencies.items():\n","1 + min_heights,\n","for key, num_dependents, (\n","(min_dependencies - total_dependencies[key] + 1)\n","inner_stacks_extend([dep] for dep in deps)\n","def _gc_callback(self, phase, info):\n","num_dependents = len(dependents[x])\n","if any(\n","ts: TaskState = TaskState(key, spec)\n","self._who_has = set()\n","def _gc_callback(self, phase, info):\n","self._states = {state: 0 for state in ALL_TASK_STATES}\n","self._states = {state: 0 for state in ALL_TASK_STATES}\n","def _gc_callback(self, phase, info):\n","@functools.lru_cache(100000)\n","self._group._dependencies.add(other._group)\n","return self._hash\n","@property\n","new = self.transition(key, finish)\n","plugin.transition(key, start, finish2, *args, **kwargs)\n","def transition(self, key, start, finish, *args, **kwargs):\n","ts.state = \"waiting\"\n","self._group._states[self._state] -= 1\n","ts._waiters = {dts for dts in ts._dependents if dts._state == \"waiting\"}\n","def _gc_callback(self, phase, info):\n","ws: WorkerState = self.decide_worker(ts)\n","ws = min(worker_pool.values(), key=operator.attrgetter(\"occupancy\"))\n","def __iter__(self):\n","if ts._host_restrictions:\n","self.worker_send(worker, msg)\n","stream_comms[worker].send(msg)\n","self.waker.set()\n","def transition(\n","stream.write(length_bytes)\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","def get_debug(self):\n","return _to_frames()\n","protocol.dumps(\n","small_header, small_payload = dumps_msgpack(msg, **compress_opts)\n","fmt, payload = maybe_compress(payload, compression=compression)\n","compressed = compress(ensure_bytes(payload))\n","return lz4_compress(data)\n","lambda f: self._run_callback(functools.partial(callback, future))\n","ret = callback()\n","self.ctx_run(self.run)\n","yielded = self.gen.send(value)\n","payload = None  # lose ref\n","timeout_fut = gen.with_timeout(timeout, fut)\n","def error_callback(future: Future) -&gt; None:\n","def _gc_callback(self, phase, info):\n","self.future = convert_yielded(yielded)\n","return dispatch(args[0].__class__)(*args, **kw)\n","impl = dispatch_cache[cls]\n","return self.data[ref(key)]\n","return\n","await self.handle_worker(comm=comm, worker=address)\n","await self.handle_stream(comm=comm, extra={\"worker\": worker})\n","msgs = await comm.read()\n","n_frames = await stream.read_bytes(8)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","self._try_inline_read()\n","self._read_from_buffer(pos)\n","self._finish_read(pos, False)\n","self._maybe_add_error_listener()\n","self._add_io_state(ioloop.IOLoop.READ)\n","self.io_loop.update_handler(self.fileno(), self._state)\n","self.selector_loop.add_reader(fd, self._handle_events, fd, IOLoop.READ)\n","return self._add_reader(fd, callback, *args)\n","key = self._selector.get_key(fd)\n","raise KeyError(\"{!r} is not registered\".format(fileobj)) from None\n","return\n","transport = self._transports[fileno]\n","r = self.stimulus_task_finished(key=key, worker=worker, **msg)\n","recommendations = self.transition(key, \"memory\", worker=worker, **kwargs)\n","recommendations = func(key, *args, **kwargs)\n","L = list()\n","def _gc_callback(self, phase, info):\n","new = self.transition(key, finish)\n","recommendations = func(key, *args, **kwargs)\n","ws: WorkerState = self.decide_worker(ts)\n","ws = decide_worker(\n","assert all([dts._who_has for dts in deps])\n","def _gc_callback(self, phase, info):\n","await self._schedule(work)\n","await self.send_message(work)\n","await message.send(self)\n","await conn.write_message(self.metadata_json, locked=False)\n","await super().write_message(message, binary)\n","return self.ws_connection.write_message(message, binary=binary)\n","fut = self._write_frame(True, opcode, message, flags=flags)\n","return self.stream.write(frame)\n","self._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","handle = self._call_soon(callback, args, context)\n","handle = events.Handle(callback, args, self, context)\n","self._source_traceback = None\n","self.finish()\n","future = self.flush(include_footers=True)\n","return self.request.connection.write_headers(\n","self._pending_write = self.stream.write(data)\n","self._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","future_add_done_callback(self._pending_write, self._finish_request)\n","callback(future)\n","self.close()\n","self.stream.close()\n","self.close_fd()\n","self.socket.close()\n","self._real_close()\n","_ss.close(self)\n","await self.ws_connection.accept_connection(self)\n","await self._accept_connection(handler)\n","await self._receive_frame_loop()\n","await self._receive_frame()\n","data = await self._read_bytes(2)\n","data = await self.stream.read_bytes(n)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","n_frames = await stream.read_bytes(8)\n","return future\n","self._add_io_state(ioloop.IOLoop.READ)\n","return self._find_read_pos()\n","return 0\n","return None\n","return self.read(nbytes, 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= _main(fd, parent_sentinel)\n","return self._bootstrap(parent_sentinel)\n","self.run()\n","self._target(*self._args, **self._kwargs)\n","target(*args, **kwargs)\n","loop.run_sync(run)\n","self.start()\n","self.asyncio_loop.run_forever()\n","self._run_once()\n","handle._run()\n","self._context.run(self._callback, *self._args)\n","memory = proc.memory_info().rss\n","return fun(self)\n","return self._proc.memory_info()\n","return fun(self, *args, **kwargs)\n","with open_binary(\"%s/%s/statm\" % (self._procfs_path, self.pid)) as f:\n","return open(fname, \"rb\", **kwargs)\n","response = await retry_operation(\n","return await retry(\n","return await coro()\n","result = await send_recv(comm=comm, op=key, **kwargs)\n","await comm.write(msg, serializers=serializers, on_error=\"raise\")\n","stream.write(b\"\".join([length_bytes, *frames]))\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","future.set_result(value)\n","handle = self._call_soon(callback, args, context)\n","self._ready.append(handle)\n","if self._state is None or self._state == ioloop.IOLoop.ERROR:\n","msg_size = sizeof(msg)\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.values()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.keys()))\n","return meth(arg, *args, **kwargs)\n","s = getsizeof(seq) + num_items / samples * sum(\n","meth = self.dispatch(type(arg))\n","+ sizeof(list(d.values()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.values()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","meth = self.dispatch(type(arg))\n","setsize += 4 ** _ceil(_log(k * 3, 4)) # table size for big sets\n","protocol.dumps(\n","small_header, small_payload = dumps_msgpack(msg, **compress_opts)\n","payload = msgpack.dumps(msg, default=msgpack_encode_default, use_bin_type=True)\n","return Packer(**kwargs).pack(o)\n","_extract_serialize(x_items, x2, ser, bytestrings, path)\n","_extract_serialize(v_items, v2, ser, bytestrings, path_k)\n","_extract_serialize(v_items, v2, ser, bytestrings, path_k)\n","_extract_serialize(v_items, v2, ser, bytestrings, path_k)\n","for k, v in x_items:\n","n = await stream.read_into(frame)\n","self._try_inline_read()\n","self._read_from_buffer(pos)\n","self._finish_read(pos, False)\n","self._maybe_add_error_listener()\n","self._add_io_state(ioloop.IOLoop.READ)\n","self.io_loop.update_handler(self.fileno(), self._state)\n","return self._closed\n","if events &amp; IOLoop.READ:\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","\"types\": keymap(typename, self.bandwidth_types),\n","return typ.__module__ + \".\" + typ.__name__\n","ret = callback()\n","return self.callback()\n","num_fds = self.proc.num_fds()\n","return self._proc.num_fds()\n","return fun(self, *args, **kwargs)\n","return len(os.listdir(\"%s/%s/fd\" % (self._procfs_path, self.pid)))\n","rawdict = _psplatform.net_io_counters()\n","lines = f.readlines()\n","(result, consumed) = self._buffer_decode(data, self.errors, final)\n","return open(fname, \"rt\", **kwargs)\n","pt2 = self._proc.cpu_times()\n","return fun(self, *args, **kwargs)\n","values = self._parse_stat_file()\n","return fun(self, *args, **kwargs)\n","ret = self._cache[fun] = fun(self)\n","data = f.read()\n","return open(fname, \"rb\", **kwargs)\n","ret = _psplatform.cpu_count_logical()\n","return os.sysconf(\"SC_NPROCESSORS_ONLN\")\n","ret = self._cache[fun] = fun(self)\n","return self._proc.memory_info()\n","return fun(self, *args, **kwargs)\n","vms, rss, shared, text, lib, data, dirty = \\\n","return open(fname, \"rb\", **kwargs)\n","return next(self.gen)\n","self.memory_info.cache_activate(self)\n","def cache_activate(proc):\n","next(self.gen)\n","self.uids.cache_deactivate(self)\n","except AttributeError:\n","if self.low_level_profiler:\n","frames = {ident: frames[ident] for ident in active_threads}\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","\"children\": {},\n","def __del__(self, _warn=warnings.warn):\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","state = process(prev, frame, state, stop=stop)\n","def _gc_callback(self, phase, info):\n","line = linecache.getline(co.co_filename, frame.f_lineno, frame.f_globals).lstrip()\n","lines = getlines(filename, module_globals)\n","return updatecache(filename, module_globals)\n","lines = fp.readlines()\n","line = linecache.getline(co.co_filename, frame.f_lineno, frame.f_globals).lstrip()\n","lines = getlines(filename, module_globals)\n","if len(entry) != 1:\n","self._timeout = self.io_loop.add_timeout(self._next_timeout, self._run)\n","def add_timeout(\n","functools.partial(callback, *args, **kwargs),\n","timer = self.call_at(self.time() + delay, callback, *args,\n","self._check_closed()\n","if self._closed:\n","super().__init__(callback, args, loop, context)\n","self._loop = loop\n","def get_debug(self):\n","return _abc_instancecheck(cls, instance)\n","def __subclasscheck__(cls, subclass):\n","math.floor((current_time - self._next_timeout) / callback_time_sec) + 1\n","def time(self) -&gt; float:\n","lambda: logger.debug(\"future state: %s - %s\", key, future._state), 1000\n","now = time()\n","return dispatch(args[0].__class__)(*args, **kw)\n","return _wrap_awaitable(yielded)  # type: ignore\n","task = loop.create_task(coro_or_future)\n","task = tasks.Task(coro, loop=self, name=name)\n","def call_soon(self, callback, *args, context=None):\n","self.data.add(ref(item, self._remove))\n","impl = dispatch_cache[cls]\n","return self.data[ref(key)]\n","def add_future(\n","self.ctx_run(self.run)\n","future_set_result_unless_cancelled(\n","future.set_result(value)\n","handle = self._call_soon(callback, args, context)\n","handle = events.Handle(callback, args, self, context)\n","def __init__(self, callback, args, loop, context=None):\n","raise gen.Return(result)\n","super().__init__()\n","self.io_loop.remove_timeout(self._timeout)\n","timeout.cancel()  # type: ignore\n","","handler_func(fileobj, events)\n","self._handle_read()\n","super()._handle_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","def _checkClosed(self, msg=None):\n","def _checkClosed(self, msg=None):\n","def closed(self) -&gt; bool:\n","if self._read_bytes is not None and (\n","self._finish_read(pos, False)\n","future_set_result_unless_cancelled(future, result)\n","future.set_result(value)\n","return handle\n","return handle\n","def __init__(self, callback, args, loop, context=None):\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","if not future.cancelled():\n","def call_soon(self, callback, *args, context=None):\n","def __len__(self) -&gt; int:\n","pos = self._first_pos\n","def closed(self) -&gt; bool:\n","self.selector_loop.remove_reader(fd)\n","self._ensure_fd_no_transport(fd)\n","transport = self._transports[fileno]\n","def __getitem__(self, key):\n","return self._remove_writer(fd)\n","self._selector.modify(fd, mask, (reader, None))\n","key = key._replace(events=events, data=data)\n","result = self._make(_map(kwds.pop, field_names, self))\n","return self._handshake_writing or super().writing()\n","return bool(self._write_buffer)\n","return self._size\n","return self._handshake_reading or super().reading()\n","await self.handle_stream(\n","msgs = await comm.read()\n","msg = await from_frames(\n","res = _from_frames()\n","return protocol.loads(\n","fs = merge_frames(head, fs)\n","lengths = list(header[\"lengths\"])\n","if all(len(f) == l for f, l in zip(frames, lengths)):\n","return msgpack.loads(\n","def msgpack_decode_default(obj):\n","return loads(header, frames)\n","x, buffers = frames[0], frames[1:]\n","return pickle.loads(x, buffers=buffers)\n","def __init__(self, dsk, outkey, inkeys, name=\"subgraph_callable\"):\n","return frombuffer(buf, dtype=dtype).reshape(shape, order=order)\n","def __new__(cls, method):\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","self._finish_read(pos, False)\n","result = self._consume(size)\n","self._read_buffer_pos : self._read_buffer_pos + loc\n","self._read_future = Future()\n","def get_debug(self):\n","return _abc_instancecheck(cls, instance)\n","def __subclasscheck__(cls, subclass):\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","self._read_bytes = self._read_delimiter = self._read_regex = None\n","self._maybe_add_error_listener()\n","self._add_io_state(ioloop.IOLoop.READ)\n","self.io_loop.update_handler(self.fileno(), self._state)\n","self.readers.add(fd)\n","self._read_future = Future()\n","self.release_key(key)\n","del self.data[key]\n","del self.fast[key]\n","del self.d[key]\n","parent = self.heap[parentpos]\n","return wrapper[1], wrapper[0]\n","if r &lt; n and h[r][0] &lt; h[low][0]:\n","h[j][2] = j\n","self.dependencies = set()\n","return key in self.fast or key in self.slow\n","def __contains__(self, key):\n","for name, plugin in self.plugins.items():\n","if self.isEnabledFor(DEBUG):\n","return asyncio.iscoroutinefunction(f) or gen.is_coroutine_function(f)\n","return (inspect.iscoroutinefunction(func) or\n","return _has_code_flag(obj, CO_COROUTINE)\n","return bool(f.__code__.co_flags &amp; flag)\n","return isinstance(object, types.MethodType)\n","runspec = SerializedTask(function, args, kwargs, task)\n","","state = func(ts, **kwargs)\n","heapq.heappush(self.ready, (ts.priority, ts.key))\n","for name, plugin in self.plugins.items():\n","def _gc_callback(self, phase, info):\n","def __init__(self, key, runspec=None):\n","await __sleep0()\n","call_soon(self._run_callback, functools.partial(callback, *args, **kwargs))\n","handle = self._call_soon(callback, args, context)\n","handle = events.Handle(callback, args, self, context)\n","context = contextvars.copy_context()\n","worker = random.choice(list(workers))\n","i = self._randbelow(len(seq))\n","def _randbelow_with_getrandbits(self, n):\n","return self.stream is None or self.stream.closed()\n","compressed = await comm.write(msg, serializers=serializers)\n","frames = await to_frames(\n","return _to_frames()\n","protocol.dumps(\n","*[maybe_compress(frame, **compress_opts) for frame in _frames]\n","*[maybe_compress(frame, **compress_opts) for frame in _frames]\n","if len(compress(sample)) &gt; 0.9 * len(sample):  # sample not very compressible\n","return lz4_compress(data)\n","return _ext.compress(bytesobj, typesize, clevel, shuffle, cname)\n","return b\"\".join(map(ensure_bytes, parts))\n","return bytes(s)\n","key: serialize(\n","header, frames = dumps(x, context=context) if wants_context else dumps(x)\n","header[\"type-serialized\"] = pickle.dumps(type(x), protocol=4)\n","result = pickle.dumps(x, **dump_kwargs)\n","x = np.ascontiguousarray(x)\n","return array(a, dtype, copy=False, order='C', ndmin=1)\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.values()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","def __call__(self, arg, *args, **kwargs):\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","self.io_loop.update_handler(self.fileno(), self._state)\n","self.selector_loop.add_writer(fd, self._handle_events, fd, IOLoop.WRITE)\n","return self._add_writer(fd, callback, *args)\n","self._selector.modify(fd, mask | selectors.EVENT_WRITE,\n","key = key._replace(events=events, data=data)\n","result = self._make(_map(kwds.pop, field_names, self))\n","result = tuple_new(cls, iterable)\n","n_frames = await stream.read_bytes(8)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","self._try_inline_read()\n","self._read_from_buffer(pos)\n","self._finish_read(pos, False)\n","self._maybe_add_error_listener()\n","self._add_io_state(ioloop.IOLoop.READ)\n","self.io_loop.update_handler(self.fileno(), self._state)\n","self.selector_loop.add_reader(fd, self._handle_events, fd, IOLoop.READ)\n","return self._add_reader(fd, callback, *args)\n","self._check_closed()\n","def _check_closed(self):\n","res = _from_frames()\n","return protocol.loads(\n","msg = loads_msgpack(small_header, small_payload)\n","header = bytes(header)\n","data = {k: self.data[k] for k in keys if k in self.data}\n","return self.fast[key]\n","self.heap[key] = self.i\n","@doc(dict.__setitem__)\n","return key in self.fast or key in self.slow\n","return key in self.d\n","response = await get_data_from_worker(\n","return await retry_operation(_get_data, operation=\"get_data_from_worker\")\n","return await retry(\n","return await coro()\n","response = await send_recv(\n","await comm.write(msg, serializers=serializers, on_error=\"raise\")\n","stream.write(b\"\".join([length_bytes, *frames]))\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","return _to_frames()\n","protocol.dumps(\n","msg, data, bytestrings = extract_serialize(msg)\n","_extract_serialize(x_items, x2, ser, bytestrings, path)\n","for k, v in x_items:\n","def _gc_callback(self, phase, info):\n","frame = bytearray(length)\n","self._try_inline_read()\n","pos = self._read_to_buffer_loop()\n","if self._read_to_buffer() == 0:\n","bytes_read = self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","def _checkClosed(self, msg=None):\n","return self._closed\n","elif not self._state &amp; state:\n","self._read_future = Future()\n","res = await offload(_from_frames)\n","return await loop.run_in_executor(_offload_executor, lambda: fn(*args, **kwargs))\n","return futures.wrap_future(\n","_chain_future(future, new_future)\n","source.add_done_callback(_call_set_state)\n","return (hasattr(obj.__class__, '_asyncio_future_blocking') and\n","self._work_queue.put(w)\n","self._state = PENDING\n","self._try_inline_read()\n","self._read_from_buffer(pos)\n","self._finish_read(pos, False)\n","self._maybe_add_error_listener()\n","not self.closed()\n","if self._read_to_buffer() == 0:\n","del buf\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","stream.write(b\"\".join([length_bytes, *frames]))\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","def get_debug(self):\n","def append(self, data: Union[bytes, bytearray, memoryview]) -&gt; None:\n","def _to_frames():\n","meth = self.dispatch(type(arg))\n","impl = lk[cls]\n","protocol.dumps(\n","small_header, small_payload = dumps_msgpack(msg, **compress_opts)\n","payload = msgpack.dumps(msg, default=msgpack_encode_default, use_bin_type=True)\n","def packb(o, **kwargs):\n","if not s[0].isdigit():\n","ts.runspec = await self._maybe_deserialize_task(ts)\n","function, args, kwargs = _deserialize(*ts.runspec)\n","args = pickle.loads(args)\n","return pickle.loads(x)\n","self.__init__(*state)\n","self._load_metadata()\n","self._load_metadata_nosync()\n","meta_bytes = self._store[mkey]\n","result = self.fs.cat(k)\n","out = maybe_sync(self._cat, self, paths, **kwargs)\n","return sync(loop, func, *args, **kwargs)\n","e.wait(10)\n","signaled = self._cond.wait(timeout)\n","gotit = waiter.acquire(True, timeout)\n","loop.call_soon_threadsafe(callback)\n","self._write_to_self()\n","csock.send(b'\\0')\n","state = func(ts, **kwargs)\n","self.put_key_in_memory(ts, value)\n","stop = time()\n","if self.weight(key, value) &lt;= self.n:\n","return sizeof(v)\n","return sizeof(obj)\n","return meth(arg, *args, **kwargs)\n","self._notify_plugins(\"transition\", ts.key, start, state or finish, **kwargs)\n","for name, plugin in self.plugins.items():\n","return _GeneratorContextManager(func, args, kwds)\n","self.gen = func(*args, **kwds)\n","def __del__(self, _warn=warnings.warn):\n","data = self._ssock.recv(4096)\n","stream.write(b\"\".join([length_bytes, *frames]))\n","self._handle_write()\n","super()._handle_write()\n","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data)  # type: ignore\n","return self._sslobj.write(data)\n","buffers.popleft()\n","async def to_frames(\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.keys()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","meth = self.dispatch(type(arg))\n","+ sizeof(list(d.keys()))\n","return meth(arg, *args, **kwargs)\n","@sizeof.register(list)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","+ sizeof(list(d.values()))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","meth = self.dispatch(type(arg))\n","protocol.dumps(\n","msg, data, bytestrings = extract_serialize(msg)\n","_extract_serialize(x_items, x2, ser, bytestrings, path)\n","path_k = path + (k,)\n","_extract_serialize(v_items, v2, ser, bytestrings, path_k)\n","_extract_serialize(v_items, v2, ser, bytestrings, path_k)\n","x2[k] = v\n","payload = msgpack.dumps(msg, default=msgpack_encode_default, use_bin_type=True)\n","return Packer(**kwargs).pack(o)\n","await self.ensure_computing()\n","ts.runspec = await self._maybe_deserialize_task(ts)\n","function, args, kwargs = _deserialize(*ts.runspec)\n","args = pickle.loads(args)\n","return pickle.loads(x)\n","self.__init__(*state)\n","self._load_metadata()\n","self._load_metadata_nosync()\n","meta_bytes = self._store[mkey]\n","result = self.fs.cat(k)\n","out = maybe_sync(self._cat, self, paths, **kwargs)\n","return sync(loop, func, *args, **kwargs)\n","e.wait(10)\n","signaled = self._cond.wait(timeout)\n","gotit = waiter.acquire(True, timeout)\n","loop.call_soon_threadsafe(callback)\n","self._write_to_self()\n","csock.send(b'\\0')\n","self.root = fs._strip_protocol(root).rstrip(\n","protos = (cls.protocol,) if isinstance(cls.protocol, str) else cls.protocol\n","def make_instance(cls, args, kwargs):\n","return sizeof(obj)\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(seq) + sum(map(sizeof, seq))\n","return meth(arg, *args, **kwargs)\n","return getsizeof(o)\n","return impl\n","state = func(ts, **kwargs)\n","self.send_task_state_to_scheduler(ts)\n","typ_serialized = dumps_function(typ)\n","result = cache_dumps[func]\n","def __getitem__(self, key):\n","if self.comm is not None and self.comm.closed():\n","return self.stream is None or self.stream.closed()\n","return self._closed\n","def set(self) -&gt; None:\n","return typ.__module__ + \".\" + typ.__name__\n","self.data[ts.key] = value\n","if self.weight(key, value) &lt;= self.n:\n","return sizeof(v)\n","return sizeof(obj)\n","return meth(arg, *args, **kwargs)\n","self.heap[key] = self.i\n","wrapper = [value, key, len(self)]\n","yielded = ctx_run(next, result)\n","future = executor.submit(function, *args, **kwargs)\n","def submit(self, fn, *args, **kwargs):\n","self._condition = threading.Condition()\n","self._waiters = _deque()\n","self.not_empty.notify()\n","def __exit__(self, *args):\n","pass\n","self._schedule_next()\n","self._timeout = self.io_loop.add_timeout(self._next_timeout, self._run)\n","return self.call_at(deadline, callback, *args, **kwargs)\n","return 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self.read_from_fd(buf)\n","return self.socket.recv_into(buf, len(buf))\n","return self.read(nbytes, buffer)\n","return self._sslobj.read(len, buffer)\n","self._finish_read(pos, False)\n","future_set_result_unless_cancelled(future, result)\n","future.set_result(value)\n","self._try_inline_read()\n","self._read_from_buffer(pos)\n","self._read_bytes = self._read_delimiter = self._read_regex = None\n","def call_soon(self, callback, *args, context=None):\n","handle = events.Handle(callback, args, self, context)\n","def __init__(self, callback, args, loop, context=None):\n","def _check_closed(self):\n","lambda f: self._run_callback(functools.partial(callback, future))\n","ret = callback()\n","self.ctx_run(self.run)\n","if not self.handle_yield(yielded):\n","self.future = convert_yielded(yielded)\n","return dispatch(args[0].__class__)(*args, **kw)\n","return _wrap_awaitable(yielded)  # type: ignore\n","task = loop.create_task(coro_or_future)\n","task = tasks.Task(coro, loop=self, 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       &lt;h1&gt; Dask Performance Report &lt;/h1&gt;\n\n        &lt;i&gt; Select different tabs on the top for additional information &lt;/i&gt;\n\n        &lt;h2&gt; Duration: 174.97 s &lt;/h2&gt;\n        &lt;h2&gt; Tasks Information &lt;/h2&gt;\n        &lt;ul&gt;\n         &lt;li&gt; number of tasks: 13864 &lt;/li&gt;\n         \n&lt;li&gt; compute time: 2570.74 s &lt;/li&gt;\n&lt;li&gt; deserialize time: 39.21 s &lt;/li&gt;\n&lt;li&gt; disk-read time: 89.32 ms &lt;/li&gt;\n&lt;li&gt; transfer time: 2987.21 s &lt;/li&gt;\n        &lt;/ul&gt;\n\n        &lt;h2&gt; Scheduler Information &lt;/h2&gt;\n        &lt;ul&gt;\n          &lt;li&gt; Address: tls://10.37.252.9:8786 &lt;/li&gt;\n          &lt;li&gt; Workers: 10 &lt;/li&gt;\n          &lt;li&gt; Threads: 20 &lt;/li&gt;\n          &lt;li&gt; Memory: 85.90 GB &lt;/li&gt;\n          &lt;li&gt; Dask Version: 2021.01.1 &lt;/li&gt;\n          &lt;li&gt; Dask.Distributed Version: 2021.01.1 &lt;/li&gt;\n        &lt;/ul&gt;\n\n        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