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remote-sensing/01.train_DecisionTree_PlanetaryComputer.ipynb
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"# 🌍 Decision Tree Land Classification - Planetary Computer\n",
"\n",
"## 📌 Notebook này chạy trên:\n",
"- ✅ **Server ODC/JupyterHub** với Dask Gateway\n",
"- ✅ Load dữ liệu từ **Microsoft Planetary Computer** (không cần ODC database)\n",
"\n",
"## 🎯 Nguồn dữ liệu:\n",
"**Microsoft Planetary Computer STAC API**\n",
"- Sentinel-2 L2A (optical)\n",
"- Sentinel-1 RTC (SAR)\n",
"\n",
"## 🚀 Infrastructure:\n",
"- **Dask Gateway**: Adaptive scaling (1-10 workers)\n",
"- **Datacube**: Initialized nhưng không dùng để load data\n",
"- **S3 Access**: Configured với requester_pays\n",
"\n",
"## 🔄 Workflow:\n",
"1. Load data từ Planetary Computer (STAC API)\n",
"2. Preprocessing (cloud mask, NDVI, resampling)\n",
"3. Train Decision Tree model\n",
"4. Evaluate & save model\n",
"\n",
"---\n"
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thêm chức năng train trên odc predict trên planetary
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thêm chức năng train trên odc predict trên planetary
2026-03-05 20:55:06 +07:00
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thêm chức năng train trên odc predict trên planetary
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"application/vnd.holoviews_load.v0+json": ""
result
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"text": [
"======================================================================\n",
"📦 Data Loading Module (No ODC Database Required)\n",
"======================================================================\n",
"\n",
"💡 Usage:\n",
" from load_data_no_odc import load_and_process_s2, load_and_process_s1\n",
"\n",
" bbox = (lon_min, lat_min, lon_max, lat_max)\n",
" date_range = ('2022-09-01', '2023-10-01')\n",
"\n",
" data_s2 = load_and_process_s2(bbox, date_range)\n",
" data_s1 = load_and_process_s1(bbox, date_range)\n",
"\n",
" # Load training data\n",
" train = load_train_data('train/data.shp', label_mapping)\n",
" X, y = extract_features_at_points(train, data_s2, data_s1)\n",
" X_train, X_val, X_test, y_train, y_val, y_test = split_train_data(X, y)\n",
"======================================================================\n",
"\n",
"======================================================================\n",
"📦 Data Loading Module (No ODC Database Required)\n",
"======================================================================\n",
"\n",
"💡 Usage:\n",
" from load_data_no_odc import load_and_process_s2, load_and_process_s1\n",
"\n",
" bbox = (lon_min, lat_min, lon_max, lat_max)\n",
" date_range = ('2022-09-01', '2023-10-01')\n",
"\n",
" data_s2 = load_and_process_s2(bbox, date_range)\n",
" data_s1 = load_and_process_s1(bbox, date_range)\n",
"\n",
" # Load training data\n",
" train = load_train_data('train/data.shp', label_mapping)\n",
" X, y = extract_features_at_points(train, data_s2, data_s1)\n",
" X_train, X_val, X_test, y_train, y_val, y_test = split_train_data(X, y)\n",
"======================================================================\n",
result
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"\n"
]
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thêm chức năng train trên odc predict trên planetary
2026-03-05 20:55:06 +07:00
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result
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"data": {
thêm chức năng train trên odc predict trên planetary
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thêm chức năng train trên odc predict trên planetary
2026-03-05 20:55:06 +07:00
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result
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thêm chức năng train trên odc predict trên planetary
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"application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"scrip
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result
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"✅ All modules loaded successfully!\n",
"📡 Data source: Microsoft Planetary Computer\n",
"🚀 Infrastructure: Dask Gateway + ODC\n",
result
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"CPU times: user 19 s, sys: 3.39 s, total: 22.4 s\n",
"Wall time: 13.8 s\n"
result
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]
}
],
"source": [
"%%time\n",
"%matplotlib inline\n",
"\n",
"import sys\n",
"import os\n",
"sys.path.insert(0, '/home/jovyan/remote-sensing')\n",
"\n",
"# Import ODC modules for Dask Gateway and Datacube\n",
"import datacube\n",
"from easi_tools import notebook_utils\n",
"\n",
"# Import module load dữ liệu không cần ODC database\n",
"import importlib\n",
"import load_data_no_odc\n",
"importlib.reload(load_data_no_odc)\n",
"\n",
result
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"%matplotlib inline\n",
"\n",
"import importlib\n",
"import new_import_ODC \n",
"\n",
"importlib.reload(new_import_ODC)\n",
"\n",
"from new_import_ODC import *\n",
"\n",
"\n",
result
2026-03-05 13:40:27 +00:00
"from load_data_no_odc import (\n",
" load_and_process_s2,\n",
" load_and_process_s1,\n",
" load_sentinel2_stac,\n",
" load_sentinel1_stac,\n",
" mask_clean_s2,\n",
" calculate_ndvi,\n",
" fill_nan_temporal,\n",
" resample_monthly\n",
")\n",
"\n",
"# Standard imports\n",
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style('whitegrid')\n",
"\n",
"# ML imports\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
"import joblib\n",
"import json\n",
"from datetime import datetime\n",
"\n",
"print(\"✅ All modules loaded successfully!\")\n",
"print(\"📡 Data source: Microsoft Planetary Computer\")\n",
"print(\"🚀 Infrastructure: Dask Gateway + ODC\")\n"
]
},
{
"cell_type": "markdown",
"id": "53397b2f",
"metadata": {},
"source": [
"## 🚀 Step 1: Initialize Dask Gateway + Datacube\n",
"\n",
"Khởi tạo Dask Gateway với adaptive scaling và cấu hình S3 access\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3c4d6779",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"🚀 Step 1: Dask Gateway + Datacube Initialization\n",
result
2026-03-05 14:01:38 +00:00
"======================================================================\n"
]
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" if (css_urls == null) css_urls = [];\n",
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" if (js_modules == null) js_modules = [];\n",
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" }\n",
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" }\n",
"\n",
" const skip = [];\n",
" if (window.requirejs) {\n",
" window.requirejs.config({'packages': {}, 'paths': {}, 'shim': {}});\n",
" root._bokeh_is_loading = css_urls.length + 0;\n",
" } else {\n",
" root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
" }\n",
"\n",
" const existing_stylesheets = []\n",
" const links = document.getElementsByTagName('link')\n",
" for (let i = 0; i < links.length; i++) {\n",
" const link = links[i]\n",
" if (link.href != null) {\n",
" existing_stylesheets.push(link.href)\n",
" }\n",
" }\n",
" for (let i = 0; i < css_urls.length; i++) {\n",
" const url = css_urls[i];\n",
" const escaped = encodeURI(url)\n",
" if (existing_stylesheets.indexOf(escaped) !== -1) {\n",
" on_load()\n",
" continue;\n",
" }\n",
" const element = document.createElement(\"link\");\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.rel = \"stylesheet\";\n",
" element.type = \"text/css\";\n",
" element.href = url;\n",
" console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
" document.body.appendChild(element);\n",
" } var existing_scripts = []\n",
" const scripts = document.getElementsByTagName('script')\n",
" for (let i = 0; i < scripts.length; i++) {\n",
" var script = scripts[i]\n",
" if (script.src != null) {\n",
" existing_scripts.push(script.src)\n",
" }\n",
" }\n",
" for (let i = 0; i < js_urls.length; i++) {\n",
" const url = js_urls[i];\n",
" const escaped = encodeURI(url)\n",
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
" if (!window.requirejs) {\n",
" on_load();\n",
" }\n",
" continue;\n",
" }\n",
" const element = document.createElement('script');\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.src = url;\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.head.appendChild(element);\n",
" }\n",
" for (let i = 0; i < js_modules.length; i++) {\n",
" const url = js_modules[i];\n",
" const escaped = encodeURI(url)\n",
" if (skip.indexOf(escaped) !== -1 || existing_scripts.indexOf(escaped) !== -1) {\n",
" if (!window.requirejs) {\n",
" on_load();\n",
" }\n",
" continue;\n",
" }\n",
" var element = document.createElement('script');\n",
" element.onload = on_load;\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.src = url;\n",
" element.type = \"module\";\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.head.appendChild(element);\n",
" }\n",
" for (const name in js_exports) {\n",
" const url = js_exports[name];\n",
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" on_load();\n",
" }\n",
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" }\n",
" var element = document.createElement('script');\n",
" element.onerror = on_error;\n",
" element.async = false;\n",
" element.type = \"module\";\n",
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" element.textContent = `\n",
" import ${name} from \"${url}\"\n",
" window.${name} = ${name}\n",
" window._bokeh_on_load()\n",
" `\n",
" document.head.appendChild(element);\n",
" }\n",
" if (!js_urls.length && !js_modules.length) {\n",
" on_load()\n",
" }\n",
" };\n",
"\n",
" function inject_raw_css(css) {\n",
" const element = document.createElement(\"style\");\n",
" element.appendChild(document.createTextNode(css));\n",
" document.body.appendChild(element);\n",
" }\n",
"\n",
" const js_urls = [\"https://cdn.holoviz.org/panel/1.5.3/dist/bundled/reactiveesm/es-module-shims@^1.10.0/dist/es-module-shims.min.js\"];\n",
" const js_modules = [];\n",
" const js_exports = {};\n",
" const css_urls = [];\n",
" const inline_js = [ function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
"function(Bokeh) {} // ensure no trailing comma for IE\n",
" ];\n",
"\n",
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" if ((root.Bokeh !== undefined) || (force === true)) {\n",
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" }\n",
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" Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
" }\n",
" root.Bokeh = Bokeh;\n",
" }\n",
" } else if (Date.now() < root._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!root._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" }\n",
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" // to determine whether there is an ongoing attempt to initialize\n",
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" root._bokeh_onload_callbacks = undefined;\n",
" root._bokeh_is_loading = 0\n",
" console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
" load_or_wait();\n",
" } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
" setTimeout(load_or_wait, 100);\n",
" } else {\n",
" root._bokeh_is_initializing = true\n",
" root._bokeh_onload_callbacks = []\n",
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" if (!reloading && !bokeh_loaded) {\n",
" if (root.Bokeh) {\n",
" root.Bokeh = undefined;\n",
" }\n",
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" }\n",
" load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
" }\n",
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" // they initialize before we start loading newer version.\n",
" setTimeout(load_or_wait, 100)\n",
"}(window));"
],
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},
"metadata": {},
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{
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"\n",
"\n",
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"var HTML_MIME_TYPE = 'text/html';\n",
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"\n",
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" * Render data to the DOM node\n",
" */\n",
"function render(props, node) {\n",
" var div = document.createElement(\"div\");\n",
" var script = document.createElement(\"script\");\n",
" node.appendChild(div);\n",
" node.appendChild(script);\n",
"}\n",
"\n",
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" */\n",
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" return\n",
" }\n",
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" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
" if (id !== undefined) {\n",
" var nchildren = toinsert.length;\n",
" var html_node = toinsert[nchildren-1].children[0];\n",
" html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
" var scripts = [];\n",
" var nodelist = html_node.querySelectorAll(\"script\");\n",
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" if (nodelist.hasOwnProperty(i)) {\n",
" scripts.push(nodelist[i])\n",
" }\n",
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"\n",
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" var newScript = document.createElement(\"script\");\n",
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" newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
" oldScript.parentNode.replaceChild(newScript, oldScript);\n",
" });\n",
" if (JS_MIME_TYPE in output.data) {\n",
" toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
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" } else {\n",
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" }\n",
" } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
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" var script_attrs = bk_div.children[0].attributes;\n",
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" output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
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" handle_add_output(event, handle)\n",
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"\n",
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" CLASS_NAME,\n",
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"\n",
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" register_renderer(events, OutputArea);\n",
" }\n",
" } catch(err) {\n",
" }\n",
"}\n"
],
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting new cluster\n",
result
2026-03-05 13:48:18 +00:00
"\n",
"✅ Dask Gateway + Datacube + S3 ready!\n",
result
2026-03-05 14:01:38 +00:00
" Dask dashboard: https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.14facf9a014c4c1599e6fbfdaf1c2a95/status\n",
result
2026-03-05 13:48:18 +00:00
" Workers: Adaptive scaling (1-10)\n",
"======================================================================\n"
result
2026-03-05 13:40:27 +00:00
]
result
2026-03-05 14:01:38 +00:00
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Task exception was never retrieved\n",
"future: <Task finished name='Task-119' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-118' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-117' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-116' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-115' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-114' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-108' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-113' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-112' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-111' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-123' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-124' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-122' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-125' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-129' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-104' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-79' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-103' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-102' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-101' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-100' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-99' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-98' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-97' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-96' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-95' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-93' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-92' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-91' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-90' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-89' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-88' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-87' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-86' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-85' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-84' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-83' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-76' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-82' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-81' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-80' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-106' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-107' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-105' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-109' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-110' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-72' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-71' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-70' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-69' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-68' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-67' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-66' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-65' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-64' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-63' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-62' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-60' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-59' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-58' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-57' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-56' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-55' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-54' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-53' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-52' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-51' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-74' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-75' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-73' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-77' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-78' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-697' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-694' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-700' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-699' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-698' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-690' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-666' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-689' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-688' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-687' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-686' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-685' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-684' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-683' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-682' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-681' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-680' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-679' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-678' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-677' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-676' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-675' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-674' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-673' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-672' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-671' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-670' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-663' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-669' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-668' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-667' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-692' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-693' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-691' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-695' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-696' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-659' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-635' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-658' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-657' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-656' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-655' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-654' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-653' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-652' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-651' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-650' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-649' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-648' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-647' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-646' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-645' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-644' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-643' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-642' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-641' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-640' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-639' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-632' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-638' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-637' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-636' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-661' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-662' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-660' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-664' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-665' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-628' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-604' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-627' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-626' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-625' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-624' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-623' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-622' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-621' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-620' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-619' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-618' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-617' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-616' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-615' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-614' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-613' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-612' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-611' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-610' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-609' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-608' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-601' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-607' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-606' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-605' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-630' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-631' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-629' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-633' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-634' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-597' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-573' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-596' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-595' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-594' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-593' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-592' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-591' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-590' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-589' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-588' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-587' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-586' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-585' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-584' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-583' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-582' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-581' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-580' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-579' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-578' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-577' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-570' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-576' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-575' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-574' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-599' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-600' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-598' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-602' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-603' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-566' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-542' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-565' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-564' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-563' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-562' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-561' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-560' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-559' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-558' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-557' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-556' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-555' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-554' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-553' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-552' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-551' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-550' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-549' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-548' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-547' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-546' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-539' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-545' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-544' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-543' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-568' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-569' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-567' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-571' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n",
"Task exception was never retrieved\n",
"future: <Task finished name='Task-572' coro=<Client._gather.<locals>.wait() done, defined at /env/lib/python3.12/site-packages/distributed/client.py:2391> exception=AllExit()>\n",
"Traceback (most recent call last):\n",
" File \"/env/lib/python3.12/site-packages/distributed/client.py\", line 2400, in wait\n",
" raise AllExit()\n",
"distributed.client.AllExit\n"
]
result
2026-03-05 13:40:27 +00:00
}
],
"source": [
"\n",
"print(\"🚀 Step 1: Dask Gateway + Datacube Initialization\")\n",
"print(\"=\" * 70)\n",
"\n",
result
2026-03-05 13:48:18 +00:00
"\n",
result
2026-03-05 14:01:38 +00:00
"import importlib\n",
"import new_import_ODC \n",
"\n",
"importlib.reload(new_import_ODC)\n",
"\n",
"from new_import_ODC import *\n",
"\n",
result
2026-03-05 13:40:27 +00:00
"# Cấu hình Dask Gateway\n",
"cluster, client = notebook_utils.initialize_dask(use_gateway=True, workers=(1, 10))\n",
"\n",
"# Khai báo Datacube\n",
"dc = datacube.Datacube()\n",
"\n",
"# Cấu hình truy cập dịch vụ S3\n",
result
2026-03-05 13:48:18 +00:00
"configure_s3_access(aws_unsigned=False, requester_pays=True, client=client)\n",
result
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"\n",
"print(f\"\\n✅ Dask Gateway + Datacube + S3 ready!\")\n",
"print(f\" Dask dashboard: {client.dashboard_link}\")\n",
"print(f\" Workers: Adaptive scaling (1-10)\")\n",
"print(\"=\" * 70)\n"
]
},
{
"cell_type": "markdown",
"id": "28bc5035",
"metadata": {},
"source": [
"## 📍 Step 2: Define Area of Interest (AOI)\n",
"\n",
"Định nghĩa vùng nghiên cứu và khoảng thời gian"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "15a5291c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"📍 Area of Interest:\n",
" Bbox: (105.5, 9.2, 106.4, 10.0)\n",
" Lon range: 105.5 to 106.4\n",
" Lat range: 9.2 to 10.0\n",
" Date range: 2022-09-01 to 2023-10-01\n",
"======================================================================\n"
]
}
],
"source": [
"# Cấu hình vùng và thời gian\n",
"date_range = (\"2022-09-01\", \"2023-10-01\")\n",
"\n",
"# Bounding box: (lon_min, lat_min, lon_max, lat_max)\n",
"bbox = (105.5, 9.2, 106.4, 10.0) # Khu vực Mekong Delta\n",
"\n",
"print(\"📍 Area of Interest:\")\n",
"print(f\" Bbox: {bbox}\")\n",
"print(f\" Lon range: {bbox[0]} to {bbox[2]}\")\n",
"print(f\" Lat range: {bbox[1]} to {bbox[3]}\")\n",
"print(f\" Date range: {date_range[0]} to {date_range[1]}\")\n",
"print(\"=\" * 70)"
]
},
{
"cell_type": "markdown",
"id": "422e498e",
"metadata": {},
"source": [
"## 📥 Step 3: Load Sentinel-2 Data\n",
"\n",
"Load dữ liệu Sentinel-2 L2A từ Planetary Computer"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "611cd1c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"📥 Loading Sentinel-2 data from Planetary Computer...\n",
"----------------------------------------------------------------------\n",
"🔍 Searching Sentinel-2 data...\n",
" Bbox: (105.5, 9.2, 106.4, 10.0)\n",
" Date: 2022-09-01 to 2023-10-01\n",
" Bands: ['red', 'nir', 'blue', 'green', 'nir08', 'swir16', 'swir22', 'SCL']\n",
"✅ Found 777 Sentinel-2 scenes\n",
"📥 Loading data...\n",
"❌ Error loading data: No such band/alias: nir08\n",
"❌ Failed to load Sentinel-2 data\n",
result
2026-03-05 14:01:38 +00:00
"CPU times: user 985 ms, sys: 9.78 ms, total: 995 ms\n",
"Wall time: 7.25 s\n"
result
2026-03-05 13:40:27 +00:00
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Traceback (most recent call last):\n",
" File \"/home/jovyan/remote-sensing/load_data_no_odc.py\", line 71, in load_sentinel2_stac\n",
" data = odc.stac.load(\n",
" ^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/_stac_load.py\", line 358, in load\n",
" gbox = output_geobox(\n",
" ^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/_mdtools.py\", line 971, in output_geobox\n",
" rr = _auto_load_params(items, bands)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/_mdtools.py\", line 784, in _auto_load_params\n",
" geoboxes = [gbox for gbox in map(_extract_gbox, items) if gbox is not None]\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/_mdtools.py\", line 781, in _extract_gbox\n",
" gbx = item.geoboxes(bands)\n",
" ^^^^^^^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/model.py\", line 244, in geoboxes\n",
" b = self.bands.get(self.collection.band_key(name), None)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"/env/lib/python3.12/site-packages/odc/stac/model.py\", line 144, in band_key\n",
" raise ValueError(f\"No such band/alias: {band}\")\n",
"ValueError: No such band/alias: nir08\n"
]
}
],
"source": [
"%%time\n",
"\n",
"print(\"📥 Loading Sentinel-2 data from Planetary Computer...\")\n",
"print(\"-\" * 70)\n",
"\n",
"# Load và xử lý Sentinel-2: cloud mask + NDVI + monthly resampling\n",
"data_sen2_monthly = load_and_process_s2(\n",
" bbox=bbox,\n",
" date_range=date_range,\n",
" apply_cloud_mask=True,\n",
" calculate_indices=True\n",
")\n",
"\n",
"if data_sen2_monthly is not None:\n",
" print(f\"\\n✅ Sentinel-2 monthly data loaded!\")\n",
" print(f\" Dimensions: {dict(data_sen2_monthly.dims)}\")\n",
" print(f\" Variables: {list(data_sen2_monthly.data_vars)}\")\n",
" print(f\" Time steps: {len(data_sen2_monthly.time)}\")\n",
" \n",
" # Compute to load into memory\n",
" data_sen2_monthly = data_sen2_monthly.compute()\n",
" print(f\" ✓ Data computed and loaded into memory\")\n",
"else:\n",
" print(\"❌ Failed to load Sentinel-2 data\")"
]
},
{
"cell_type": "markdown",
"id": "79ef9736",
"metadata": {},
"source": [
"## 📥 Step 4: Load Sentinel-1 Data\n",
"\n",
"Load dữ liệu Sentinel-1 RTC (SAR) từ Planetary Computer"
]
},
{
"cell_type": "code",
result
2026-03-05 13:48:18 +00:00
"execution_count": null,
result
2026-03-05 13:40:27 +00:00
"id": "3bda3dc0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"📥 Loading Sentinel-1 data from Planetary Computer...\n",
"----------------------------------------------------------------------\n",
"🔍 Searching Sentinel-1 data...\n",
" Bbox: (105.5, 9.2, 106.4, 10.0)\n",
" Date: 2022-09-01 to 2023-10-01\n",
" Bands: ['vv', 'vh']\n",
"✅ Found 149 Sentinel-1 scenes\n",
"📥 Loading data...\n",
"✅ Loaded Sentinel-1 data: FrozenMappingWarningOnValuesAccess({'y': 8874, 'x': 9902, 'time': 64})\n",
" Shape: {'y': 8874, 'x': 9902, 'time': 64}\n",
" Bands: ['VV', 'VH']\n",
"📅 Resampling to monthly using mean...\n",
"✅ Resampled to monthly: FrozenMappingWarningOnValuesAccess({'time': 13, 'y': 8874, 'x': 9902})\n",
"\n",
"✅ Sentinel-1 monthly data loaded!\n",
" Dimensions: {'time': 13, 'y': 8874, 'x': 9902}\n",
" Variables: ['VV', 'VH']\n",
" Time steps: 13\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/remote-sensing/load_data_no_odc.py:158: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n",
" print(f\" Shape: {dict(data.dims)}\")\n",
"<timed exec>:12: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n"
]
}
],
"source": [
"%%time\n",
"\n",
"print(\"📥 Loading Sentinel-1 data from Planetary Computer...\")\n",
"print(\"-\" * 70)\n",
"\n",
"# Load và xử lý Sentinel-1: monthly resampling\n",
"data_sen1_monthly = load_and_process_s1(\n",
" bbox=bbox,\n",
" date_range=date_range\n",
")\n",
"\n",
"if data_sen1_monthly is not None:\n",
" print(f\"\\n✅ Sentinel-1 monthly data loaded!\")\n",
" print(f\" Dimensions: {dict(data_sen1_monthly.dims)}\")\n",
" print(f\" Variables: {list(data_sen1_monthly.data_vars)}\")\n",
" print(f\" Time steps: {len(data_sen1_monthly.time)}\")\n",
" \n",
" # Compute to load into memory\n",
" data_sen1_monthly = data_sen1_monthly.compute()\n",
" print(f\" ✓ Data computed and loaded into memory\")\n",
"else:\n",
" print(\"❌ Failed to load Sentinel-1 data\")"
]
},
{
"cell_type": "markdown",
"id": "de80d48d",
"metadata": {},
"source": [
"## 🎯 Step 5: Load Training Data\n",
"\n",
"Load dữ liệu mẫu huấn luyện (training samples)"
]
},
{
"cell_type": "code",
result
2026-03-05 13:48:18 +00:00
"execution_count": null,
result
2026-03-05 13:40:27 +00:00
"id": "70925d09",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
2026-03-05 13:40:27 +00:00
"source": [
"from load_data_no_odc import load_train_data\n",
"\n",
"# Ánh xạ nhãn lớp đất\n",
"label_mapping = {\n",
" \"Lua tom\": 0,\n",
" \"Lua\": 1,\n",
" \"CHN\": 2,\n",
" \"CLN\": 3,\n",
" \"TS\": 4,\n",
" \"Song\": 5,\n",
" \"Dat xay dung\": 6,\n",
" \"Rung\": 7,\n",
"}\n",
"\n",
"print(\"🎯 Label mapping:\")\n",
"for label, idx in label_mapping.items():\n",
" print(f\" {idx}: {label}\")\n",
"\n",
"# Load training data from AWS shapefile\n",
"train_path = \"train/ST_training_data_updated_1130points_new.shp\"\n",
"\n",
"print(f\"\\n📂 Loading training data from: {train_path}\")\n",
"train_data = load_train_data(train_path, label_mapping)\n",
"\n",
"if train_data is not None:\n",
" print(f\"\\n✅ Training data loaded successfully!\")\n",
" print(f\" Total points: {len(train_data)}\")\n",
" print(f\" CRS: {train_data.crs}\")\n",
"else:\n",
" print(\"❌ Failed to load training data\")\n"
]
},
{
"cell_type": "markdown",
"id": "fed9a8f1",
"metadata": {},
"source": [
"## 🔧 Step 6: Extract Features\n",
"\n",
"Trích xuất features từ Sentinel-1 và Sentinel-2 tại các điểm mẫu"
]
},
{
"cell_type": "code",
result
2026-03-05 13:48:18 +00:00
"execution_count": null,
result
2026-03-05 13:40:27 +00:00
"id": "62c41cd0",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
2026-03-05 13:40:27 +00:00
"source": [
"%%time\n",
"from load_data_no_odc import extract_features_at_points\n",
"\n",
"print(\"🔧 Extracting features from satellite data...\")\n",
"print(\"-\" * 70)\n",
"\n",
"if train_data is not None and \\\n",
" data_sen2_monthly is not None and \\\n",
" data_sen1_monthly is not None:\n",
" \n",
" # Extract features at training point locations\n",
" X, y = extract_features_at_points(\n",
" train_data, \n",
" data_sen2_monthly, \n",
" data_sen1_monthly\n",
" )\n",
" \n",
" print(f\"\\n✅ Feature extraction complete!\")\n",
" print(f\" Total samples: {len(X)}\")\n",
" print(f\" Feature dimension: {X.shape[1]}\")\n",
" print(f\" Classes: {sorted(set(y.tolist()))}\")\n",
" print(f\" Class distribution:\")\n",
" \n",
" import pandas as pd\n",
" class_counts = pd.Series(y).value_counts().sort_index()\n",
" for class_id, count in class_counts.items():\n",
" class_name = [k for k, v in label_mapping.items() if v == class_id][0]\n",
" print(f\" {class_id} ({class_name}): {count} samples ({count/len(y)*100:.1f}%)\")\n",
" \n",
"else:\n",
" print(\"❌ Missing data: Please check training data or satellite data\")\n",
" print(f\" train_data: {'✓' if train_data is not None else '✗'}\")\n",
" print(f\" data_sen2_monthly: {'✓' if data_sen2_monthly is not None else '✗'}\")\n",
" print(f\" data_sen1_monthly: {'✓' if data_sen1_monthly is not None else '✗'}\")\n"
]
},
{
"cell_type": "markdown",
"id": "f7cd0ca2",
"metadata": {},
"source": [
"## 📊 Step 7: Split Data\n",
"\n",
"Chia dữ liệu thành train/val/test sets"
]
},
{
"cell_type": "code",
result
2026-03-05 13:48:18 +00:00
"execution_count": null,
result
2026-03-05 13:40:27 +00:00
"id": "523e1249",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
2026-03-05 13:40:27 +00:00
"source": [
"from load_data_no_odc import split_train_data\n",
"\n",
"if 'X' in locals() and 'y' in locals():\n",
" # Split data into train/val/test sets\n",
" X_train, X_val, X_test, y_train, y_val, y_test = split_train_data(\n",
" X, y, \n",
" test_size=0.2, \n",
" val_size=0.1, \n",
" random_state=42\n",
" )\n",
" \n",
" # Combine train + val for final model training\n",
" X_fit = np.concatenate([X_train, X_val], axis=0)\n",
" y_fit = np.concatenate([y_train, y_val], axis=0)\n",
" \n",
" print(f\"\\n✅ Final training set:\")\n",
" print(f\" X_fit shape: {X_fit.shape}\")\n",
" print(f\" y_fit shape: {y_fit.shape}\")\n",
" print(f\"\\n X_test shape: {X_test.shape}\")\n",
" print(f\" y_test shape: {y_test.shape}\")\n",
" \n",
"else:\n",
" print(\"❌ Features not extracted yet. Please run Step 6 first.\")\n"
]
},
{
"cell_type": "markdown",
"id": "a469500c",
"metadata": {},
"source": [
"## 🌲 Step 8: Train Decision Tree Model\n",
"\n",
"Huấn luyện mô hình Decision Tree"
]
},
{
"cell_type": "code",
result
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"execution_count": null,
result
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"id": "445c2d92",
"metadata": {},
result
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"outputs": [],
result
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"source": [
"%%time\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"if 'X_fit' in locals() and 'y_fit' in locals():\n",
" \n",
" print(\"🚀 Training Decision Tree model...\")\n",
" print(\"-\" * 70)\n",
" \n",
" # Train Decision Tree with tuned hyperparameters\n",
" model = DecisionTreeClassifier(\n",
" max_depth=30,\n",
" min_samples_leaf=2,\n",
" min_samples_split=5,\n",
" class_weight=\"balanced\",\n",
" random_state=42,\n",
" )\n",
" \n",
" model.fit(X_fit, y_fit)\n",
" \n",
" # Evaluate on validation set\n",
" val_acc = model.score(X_val, y_val)\n",
" \n",
" print(f\"\\n✅ Training complete!\")\n",
" print(f\" Model: Decision Tree\")\n",
" print(f\" Tree depth: {model.get_depth()}\")\n",
" print(f\" Number of leaves: {model.get_n_leaves()}\")\n",
" print(f\" Training samples: {len(X_fit)}\")\n",
" print(f\" Validation accuracy: {val_acc:.4f} ({val_acc*100:.2f}%)\")\n",
" \n",
"else:\n",
" print(\"❌ Data not ready. Please run Step 7 first.\")\n"
]
},
{
"cell_type": "markdown",
"id": "7c1e681e",
"metadata": {},
"source": [
"## 📈 Step 9: Hyperparameter Analysis\n",
"\n",
"Phân tích độ sâu tối ưu (max_depth) cho Decision Tree"
]
},
{
"cell_type": "code",
result
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"execution_count": null,
result
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"id": "d13274e4",
"metadata": {},
result
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"outputs": [],
result
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"source": [
"%%time\n",
"import matplotlib.pyplot as plt\n",
"\n",
"if 'X_fit' in locals() and 'X_val' in locals():\n",
" \n",
" DEPTH_RANGE = list(range(1, 51))\n",
" \n",
" train_accs = []\n",
" val_accs = []\n",
" \n",
" print(\"🔍 Analyzing optimal max_depth for Decision Tree...\")\n",
" print(\"-\" * 70)\n",
" print(\"Testing depths from 1 to 50...\")\n",
" \n",
" for d in DEPTH_RANGE:\n",
" m = DecisionTreeClassifier(\n",
" min_samples_leaf=2,\n",
" min_samples_split=5,\n",
" class_weight=\"balanced\",\n",
" random_state=42,\n",
" max_depth=d,\n",
" )\n",
" m.fit(X_fit, y_fit)\n",
" train_accs.append(m.score(X_fit, y_fit))\n",
" val_accs.append(m.score(X_val, y_val))\n",
" \n",
" if d % 10 == 0:\n",
" print(f\" Depth {d:2d}: train={train_accs[-1]:.4f}, val={val_accs[-1]:.4f}\")\n",
" \n",
" train_accs = np.array(train_accs)\n",
" val_accs = np.array(val_accs)\n",
" \n",
" best_depth = DEPTH_RANGE[np.argmax(val_accs)]\n",
" best_val_acc = np.max(val_accs)\n",
" \n",
" print(f\"\\n✅ Optimal max_depth: {best_depth}\")\n",
" print(f\" Best validation accuracy: {best_val_acc:.4f} ({best_val_acc*100:.2f}%)\")\n",
" \n",
" # Plot convergence analysis\n",
" fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n",
" ax.plot(DEPTH_RANGE, train_accs, 'b-o', markersize=3, label='Train Accuracy')\n",
" ax.plot(DEPTH_RANGE, val_accs, 'g-o', markersize=3, label='Validation Accuracy')\n",
" ax.axvline(x=best_depth, color='red', linestyle='--', linewidth=2, \n",
" label=f'Best Depth = {best_depth}')\n",
" ax.set_xlabel('max_depth', fontsize=12)\n",
" ax.set_ylabel('Accuracy', fontsize=12)\n",
" ax.set_title('Decision Tree: Training vs Validation Accuracy', fontsize=14, fontweight='bold')\n",
" ax.legend(fontsize=10)\n",
" ax.grid(True, alpha=0.3)\n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
"else:\n",
" print(\"❌ Data not ready. Please run Step 7 first.\")\n"
]
},
{
"cell_type": "markdown",
"id": "b551cdb4",
"metadata": {},
"source": [
"## 📊 Step 10: Evaluate Model\n",
"\n",
"Đánh giá mô hình trên tập test"
]
},
{
"cell_type": "code",
result
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"execution_count": null,
result
2026-03-05 13:40:27 +00:00
"id": "bc3d6b9a",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
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"source": [
"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
"import seaborn as sns\n",
"\n",
"if 'model' in locals() and 'X_test' in locals():\n",
" \n",
" print(\"📊 Evaluating model on test set...\")\n",
" print(\"-\" * 70)\n",
" \n",
" # Make predictions\n",
" y_pred = model.predict(X_test)\n",
" acc = accuracy_score(y_test, y_pred)\n",
" \n",
" print(f\"\\n🎯 Test Accuracy: {acc:.4f} ({acc*100:.2f}%)\\n\")\n",
" print(\"📋 Classification Report:\")\n",
" print(classification_report(y_test, y_pred, digits=4))\n",
" \n",
" # Confusion Matrix\n",
" class_names = list(label_mapping.keys())\n",
" cm = confusion_matrix(y_test, y_pred)\n",
" \n",
" plt.figure(figsize=(10, 8))\n",
" sns.heatmap(cm, annot=True, fmt='d', cmap='Greens',\n",
" xticklabels=class_names, yticklabels=class_names,\n",
" cbar_kws={'label': 'Count'})\n",
" plt.xlabel('Predicted Label', fontsize=12)\n",
" plt.ylabel('True Label', fontsize=12)\n",
" plt.title('Confusion Matrix — Decision Tree (Test Set)', fontsize=14, fontweight='bold')\n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
"else:\n",
" print(\"❌ Model not trained yet. Please run Step 8 first.\")\n"
]
},
{
"cell_type": "markdown",
"id": "44d226fc",
"metadata": {},
"source": [
"## 💾 Step 11: Save Model\n",
"\n",
"Lưu mô hình và metadata"
]
},
{
"cell_type": "code",
result
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"execution_count": null,
result
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"id": "044eefc4",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
2026-03-05 13:40:27 +00:00
"source": [
"import joblib\n",
"import json\n",
"from datetime import datetime\n",
"\n",
"if 'model' in locals() and 'acc' in locals():\n",
" \n",
" print(\"💾 Saving model and metadata...\")\n",
" print(\"-\" * 70)\n",
" \n",
" # Save model\n",
" model_path = \"model_decision_tree_planetary_computer.joblib\"\n",
" joblib.dump(model, model_path)\n",
" print(f\"✅ Model saved → {model_path}\")\n",
" \n",
" # Create metadata\n",
" info = {\n",
" \"model_type\": \"DecisionTree\",\n",
" \"data_source\": \"Microsoft Planetary Computer\",\n",
" \"training_data\": train_path,\n",
" \"max_depth\": int(model.get_depth()),\n",
" \"n_leaves\": int(model.get_n_leaves()),\n",
" \"n_features\": int(X_fit.shape[1]),\n",
" \"label_mapping\": label_mapping,\n",
" \"test_accuracy\": float(acc),\n",
" \"train_samples\": int(len(X_fit)),\n",
" \"val_samples\": int(len(X_val)),\n",
" \"test_samples\": int(len(X_test)),\n",
" \"bbox\": bbox,\n",
" \"date_range\": list(date_range),\n",
" \"saved_at\": datetime.now().isoformat(),\n",
" \"hyperparameters\": {\n",
" \"max_depth\": 30,\n",
" \"min_samples_leaf\": 2,\n",
" \"min_samples_split\": 5,\n",
" \"class_weight\": \"balanced\",\n",
" \"random_state\": 42\n",
" }\n",
" }\n",
" \n",
" # Save metadata\n",
" info_path = \"model_decision_tree_planetary_computer_info.json\"\n",
" with open(info_path, \"w\") as f:\n",
" json.dump(info, f, indent=2, ensure_ascii=False)\n",
" \n",
" print(f\"✅ Metadata saved → {info_path}\")\n",
" print(\"\\n📋 Model Info:\")\n",
" print(json.dumps(info, indent=2, ensure_ascii=False))\n",
" \n",
"else:\n",
" print(\"❌ Model not trained yet or evaluation not complete.\")\n"
]
},
{
"cell_type": "markdown",
"id": "18c95152",
"metadata": {},
"source": [
"## 🧹 Step 12: Cleanup\n",
"\n",
"Đóng Dask cluster"
]
},
{
"cell_type": "code",
result
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"execution_count": null,
result
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"id": "20445068",
"metadata": {},
result
2026-03-05 13:48:18 +00:00
"outputs": [],
result
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"source": [
"# Close Dask Gateway cluster\n",
"try:\n",
" client.close()\n",
" cluster.close()\n",
" print(\"✅ Dask Gateway cluster closed.\")\n",
"except Exception as e:\n",
" print(f\"⚠ Error closing cluster: {e}\")\n"
]
},
{
"cell_type": "markdown",
"id": "046bf0f9",
"metadata": {},
"source": [
"---\n",
"\n",
"## ✅ Summary\n",
"\n",
"### Notebook này:\n",
"- ✅ Chạy trên **Server ODC/JupyterHub** với **Dask Gateway**\n",
"- ✅ Load dữ liệu từ **Microsoft Planetary Computer** qua STAC API\n",
"- ✅ Không cần **ODC Database** để load data (dùng Planetary Computer)\n",
"- ✅ Sử dụng infrastructure của ODC (Dask Gateway, S3 access)\n",
"- ✅ Tương thích 100% với dữ liệu ODC\n",
"\n",
"### Ưu điểm của approach này:\n",
"1. **Scalability**: Dask Gateway adaptive scaling (1-10 workers)\n",
"2. **Public data**: Planetary Computer không cần VPN/private network\n",
"3. **Consistent**: Cùng infrastructure với ODC training pipeline\n",
"4. **Flexible**: Có thể train trên Planetary Computer, predict trên ODC hoặc ngược lại\n",
"\n",
"### Workflow train/predict:\n",
"1. **Train trên server ODC**: Chạy notebook này với Dask Gateway\n",
"2. **Save model**: Export `.joblib` file \n",
"3. **Predict qua API**: api_server.py tự động dùng Planetary Computer\n",
"\n",
"### Architecture:\n",
"```\n",
"┌─────────────────────────────────────┐\n",
"│ TRAINING (ODC Infrastructure) │\n",
"│ ✅ Dask Gateway (1-10 workers) │\n",
"│ ✅ Planetary Computer STAC API │\n",
"│ ✅ S3 access configured │\n",
"│ → Model: .joblib │\n",
"└─────────────────────────────────────┘\n",
" ↓\n",
"┌─────────────────────────────────────┐\n",
"│ PREDICTION (API Server) │\n",
"│ ✅ Planetary Computer (public) │\n",
"│ ✅ Same preprocessing pipeline │\n",
"│ → GeoTIFF output │\n",
"└─────────────────────────────────────┘\n",
"```\n",
"\n",
"---\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "983478ae-8c91-456d-b4e4-aa5c92286e72",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "135c5a1d-f97a-423a-9dc4-46bda170c86e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in New Issue Copy Permalink