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earthaccess + Dask on a 4 node raspberry pi 4 (4gb) cluster.
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| <!DOCTYPE html> | |
| <html lang="en"> | |
| <head> | |
| <meta charset="utf-8"> | |
| <title>Dask Performance Report</title> | |
| <link rel="shortcut icon" href="https://docs.dask.org/en/latest/_static/images/favicon.ico" /> | |
| <style> | |
| html, body { | |
| box-sizing: border-box; | |
| display: flow-root; | |
| height: 100%; | |
| margin: 0; | |
| padding: 0; | |
| } | |
| </style> | |
| <script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-3.4.1.min.js"></script> | |
| <script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.1.min.js"></script> | |
| <script type="text/javascript"> | |
| Bokeh.set_log_level("info"); | |
| </script> | |
| </head> | |
| <body> | |
| <div id="acfdd70e-e998-428f-97b1-ddee7d663fca" data-root-id="p265440" style="display: contents;"></div> | |
| <script type="application/json" id="f642701a-93d4-4940-97ea-da580e01b570"> | |
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<ul>\n <li> Address: tcp://172.18.0.3:8786 </li>\n <li> Workers: 4 </li>\n <li> Threads: 16 </li>\n <li> Memory: 15.02 GiB </li>\n <li> Dask Version: 2024.4.1 </li>\n <li> Dask.Distributed Version: 2024.4.1 </li>\n </ul>\n\n <h2> Calling Code </h2>\n <pre>\n%%time\nfrom dask.distributed import performance_report\nimport gc\n\nwith performance_report(filename=\"dask-pi-earthaccess-smart.html\"):\n sst.groupby('time.year').std(dim='time').plot.pcolormesh(\n x=\"lon\",\n y=\"lat\",\n col=\"year\",\n col_wrap=4,\n aspect=2,\n robust=True,\n cmap=\"viridis\",\n cbar_kwargs={\"label\": \"Raspberry Pi generated plot\"},\n )\nclient.run(gc.collect)\n </pre>\n "}}}},{"type":"object","name":"TabPanel","id":"p265435","attributes":{"title":"Task 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uted/utils_comm.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/core.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/core.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/comm/tcp.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/comm/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/sizeof.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/sizeof.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/sizeof.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/sizeof.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/sizeof.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/dask/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/system_monitor.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/__init__.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/__init__.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/genericpath.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/utils_perf.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/utils.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/worker_memory.py","/opt/conda/envs/wave/lib/python3.10/site-packages/distributed/system_monitor.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_common.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/__init__.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_pslinux.py","/opt/conda/envs/wave/lib/python3.10/site-packages/psutil/_common.py","/opt/conda/envs/wave/lib/python3.10/asyncio/selector_events.py"]],["line",["","","exitcode = _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","asyncio_run(run(), loop_factory=get_loop_factory())\n","return loop.run_until_complete(main)\n","self.run_forever()\n","self._run_once()\n","handle._run()\n","self._context.run(self._callback, *self._args)\n","stream.write(b\"\")\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 await method(self, *args, **kwargs) # type: ignore\n","await self.handle_stream(comm)\n","handler(**merge(extra, msg))\n","self.handle_stimulus(event)\n","return method(self, *args, **kwargs)\n","super().handle_stimulus(*stims)\n","instructions = self.state.handle_stimulus(*stims)\n","instructions += self._transitions(recs, stimulus_id=stim.stimulus_id)\n","process_recs(recommendations.copy())\n","a_recs, a_instructions = self._transition(\n","recs, instructions = func(self, ts, *args, stimulus_id=stimulus_id)\n","return self._transition_generic_fetch(ts, stimulus_id=stimulus_id)\n","self.data_needed[w].add(ts)\n","def __del__(self):\n","recs, instructions = self._transition_generic_released(\n","self._purge_state(ts)\n","del self.data[ts.key]\n","super().__delitem__(key)\n","return func(*args, **kwargs)\n","del self.fast[key]\n","return func(*args, **kwargs)\n","self.order.remove(key)\n","def remove(self, value: T) -> None:\n","del self._d[value]\n","return id(self)\n","partial(self._finish_async_instruction, ledger=ledger, span_id=span_id)\n","handler_func(fileobj, events)\n","self._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","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return self.socket.send(data) # type: ignore\n","return await func(*args, **kwargs)\n","return await method(self, *args, **kwargs) # type: ignore\n","response = await get_data_from_worker(\n","response = await send_recv(\n","await comm.write(msg, serializers=serializers, on_error=\"raise\")\n","frames = await to_frames(\n","return _to_frames()\n","return list(protocol.dumps(msg, **kwargs))\n","frames[0] = msgpack.dumps(msg, default=_encode_default, use_bin_type=True)\n","return Packer(**kwargs).pack(o)\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","result = await run_in_executor_with_context(\n","return await loop.run_in_executor(\n","executor.submit(func, *args), loop=self)\n","f = _base.Future()\n","self._done_callbacks = []\n","_atomic_removal(self.data, wr.key)\n","ret = gen.convert_yielded(ret)\n","return dispatch(args[0].__class__)(*args, **kw)\n","return _wrap_awaitable(yielded) # type: ignore\n","fut = asyncio.ensure_future(awaitable)\n","return _ensure_future(coro_or_future, 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bsocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/websocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/websocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/websocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/websocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/websocket.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py","/opt/conda/envs/wave/lib/python3.10/site-packages/tornado/iostream.py"]],["line",["","sys.exit(main())\n","return self.main(*args, **kwargs)\n","rv = self.invoke(ctx)\n","return ctx.invoke(self.callback, **ctx.params)\n","return __callback(*args, **kwargs)\n","asyncio_run(run(), loop_factory=get_loop_factory())\n","return loop.run_until_complete(main)\n","self.run_forever()\n","self._run_once()\n","handle._run()\n","self._context.run(self._callback, *self._args)\n","await p\n","await message.send(self)\n","sent += await self.write_buffers(conn, locked=False)\n","await conn.write_message(header, 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","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","def get_debug(self):\n","return func(*args, **kwargs)\n","return invoke_with_curdoc(doc, invoke)\n","return f()\n","return f(*args, **kwargs)\n","doc.add_periodic_callback(lambda: update(ref), interval)\n","return input_function(*args, **kwargs)\n","comp.update()\n","return input_function(*args, **kwargs)\n","return func(*args, **kwargs)\n","self.root.title.text = (\n","def __get__(self, obj: HasProps | None, owner: type[HasProps] | None) -> T:\n","return input_function(*args, **kwargs)\n","source.data.update(d)\n","descriptor._notify_mutated(owner, old, hint=hint)\n","self._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(descriptor.name, old, new, hint=hint, setter=setter)\n","from ..model import Model\n","","self.trigger_on_change(event)\n","invoke_with_curdoc(doc, invoke_callbacks)\n","return f()\n","cb(event)\n","self._change_callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","cast(DocumentPatchedMixin, 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) # type: ignore [attr-defined]\n","return super().__setattr__(name, value)\n","self._set(obj, old, value, setter=setter)\n","self._trigger(obj, old, value, hint=hint, setter=setter)\n","obj.trigger(self.name, old, value, hint, setter)\n","super().trigger(descriptor.name, old, new, hint=hint, setter=setter)\n","self.document.callbacks.notify_change(cast(Model, self), attr, old, new, hint, setter, invoke)\n","self.trigger_on_change(event)\n","invoke_with_curdoc(doc, invoke_callbacks)\n","return f()\n","cb(event)\n","self._change_callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","cast(DocumentPatchedMixin, 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) # type: ignore [attr-defined]\n","serializer = Serializer(references=doc.models.synced_references)\n","return set(model for model in self._models.values() if model not in self._new_models)\n","return set(model for model in self._models.values() if model not in self._new_models)\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._set(obj, old, value, hint=hint)\n","if self.property.matches(value, old) and (hint is None):\n","if set(new.keys()) != set(old.keys()):\n","obj.trigger(self.name, old, value, hint, setter)\n","super().trigger(descriptor.name, old, new, hint=hint, setter=setter)\n","self.document.callbacks.notify_change(cast(Model, self), attr, old, new, hint, setter, invoke)\n","self.trigger_on_change(event)\n","invoke_with_curdoc(doc, invoke_callbacks)\n","return f()\n","cb(event)\n","self._change_callbacks[receiver] = lambda event: event.dispatch(receiver)\n","super().dispatch(receiver)\n","cast(DocumentPatchedMixin, 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) # type: ignore [attr-defined]\n","patch_json = PatchJson(events=serializer.encode(events))\n","return self._encode(obj)\n","return self._encode_list(obj)\n","return [self.encode(item) for item in obj]\n","return [self.encode(item) for item in obj]\n","return self._encode(obj)\n","return obj.to_serializable(self)\n","data = serializer.encode(data),\n","return self._encode(obj)\n","return self._encode_dict(obj)\n","entries=[(self.encode(key), self.encode(val)) for key, val in obj.items()],\n","entries=[(self.encode(key), self.encode(val)) for key, val in obj.items()],\n","return self._encode(obj)\n","return self._encode_ndarray(obj)\n","array = transform_array(obj)\n","array = _cast_if_can(array, np.int32)\n","return array.astype(dtype, casting=\"unsafe\")\n","def _any_dispatcher(a, axis=None, out=None, keepdims=None, *,\n","val = 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 = fun(self)\n","data = bcat(\"%s/%s/stat\" % (self._procfs_path, self.pid))\n","return cat(fname, fallback=fallback, _open=open_binary)\n","return f.read()\n","return open(fname, \"rb\", buffering=FILE_READ_BUFFER_SIZE)\n","rawdict = _psplatform.disk_io_counters(**kwargs)\n","for entry in gen:\n","with open_text(\"%s/diskstats\" % get_procfs_path()) as f:\n","fobj = open(\n","c.send_ping()\n","self._socket.ping(str(self._ping_count).encode(\"utf-8\"))\n","self.ws_connection.write_ping(data)\n","self._write_frame(True, 0x9, data)\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","stream.write(b\"\")\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","handler_func(fileobj, events)\n","self._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","num_bytes = self.write_to_fd(self._write_buffer.peek(size))\n","return 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