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đã chạy được Mic supplyer trên ODC

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hienp
2026-04-03 14:40:58 +07:00
parent dcf80c8295
commit aec4d213cf
2 changed files with 18 additions and 11 deletions
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.stfolder/syncthing-folder-a35f20.txt
+5
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@@ -0,0 +1,5 @@
# This directory is a Syncthing folder marker.
# Do not delete.
folderID: rs-data
created: 2026-04-03T11:35:19+07:00
01.train_ODC_local_with_Mic_supplyer.ipynb
+13 -11
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@@ -135,7 +135,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": null,
"id": "3cd69645", "id": "3cd69645",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -830,34 +830,36 @@
" date = item.datetime.strftime(\"%Y-%m-%d\")\n", " date = item.datetime.strftime(\"%Y-%m-%d\")\n",
" cloud = item.properties.get(\"eo:cloud_cover\", \"N/A\")\n", " cloud = item.properties.get(\"eo:cloud_cover\", \"N/A\")\n",
" print(f\" [{i+1}] {date} - Cloud: {cloud}%\")\n", " print(f\" [{i+1}] {date} - Cloud: {cloud}%\")\n",
" \n", "\n",
" # Re-sign items to ensure fresh URLs (keep as pystac objects)\n", " # Re-sign items to ensure fresh URLs (keep as pystac objects)\n",
" print(f\"\\n🔑 Signing STAC items...\")\n", " print(f\"\\n🔑 Signing STAC items...\")\n",
" items_s2 = [planetary_computer.sign(item) for item in items_s2]\n", " items_s2 = [planetary_computer.sign(item) for item in items_s2]\n",
" \n", "\n",
" # Load Sentinel-2 data (without Dask chunks)\n", " # Load Sentinel-2 data with 6 spectral bands for better classification\n",
" print(f\"\\n⏳ Loading Sentinel-2 data...\")\n", " print(f\"\\n⏳ Loading Sentinel-2 data (6 bands for improved accuracy)...\")\n",
" ds_s2 = stac_load(\n", " ds_s2 = stac_load(\n",
" items_s2,\n", " items_s2,\n",
" bands=[\"B04\", \"B08\", \"SCL\"], # Red (B04), NIR (B08), Scene Classification (SCL)\n", " bands=[\"B02\", \"B03\", \"B04\", \"B08\", \"B11\", \"B12\", \"SCL\"], # Blue, Green, Red, NIR, SWIR1, SWIR2, SCL\n",
" crs=\"EPSG:32648\",\n", " crs=\"EPSG:32648\",\n",
" resolution=20, # 20m resolution (4x smaller data than 10m)\n", " resolution=20, # 20m resolution (4x smaller data than 10m)\n",
" bbox=bbox,\n", " bbox=bbox,\n",
" patch_url=planetary_computer.sign, # Re-sign URLs during loading\n", " patch_url=planetary_computer.sign, # Re-sign URLs during loading\n",
" fail_on_error=False, # Skip problematic tiles instead of crashing\n", " fail_on_error=False, # Skip problematic tiles instead of crashing\n",
" )\n", " )\n",
" \n", "\n",
" # Rename bands to simpler names\n", " # Rename bands to simpler names\n",
" ds_s2 = ds_s2.rename({\"B04\": \"red\", \"B08\": \"nir\", \"SCL\": \"scl\"})\n", " ds_s2 = ds_s2.rename({\"B02\": \"blue\", \"B03\": \"green\", \"B04\": \"red\",\n",
" \n", " \"B08\": \"nir\", \"B11\": \"swir1\", \"B12\": \"swir2\", \"SCL\": \"scl\"})\n",
"\n",
" print(f\"\\n✅ Sentinel-2 loaded!\")\n", " print(f\"\\n✅ Sentinel-2 loaded!\")\n",
" print(f\" Shape: {dict(ds_s2.dims)}\")\n", " print(f\" Shape: {dict(ds_s2.dims)}\")\n",
" print(f\" Variables: {list(ds_s2.data_vars)}\")\n", " print(f\" Variables: {list(ds_s2.data_vars)}\")\n",
" print(f\" Bands: blue, green, red, nir, swir1, swir2, scl\")\n",
" display(ds_s2)\n", " display(ds_s2)\n",
"else:\n", "else:\n",
" print(f\"❌ No Sentinel-2 scenes found\")\n", " print(f\"❌ No Sentinel-2 scenes found\")\n",
"\n", " ds_s2 = None\n",
" ds_s2 = Noneprint(\"=\"*70)\n" "print(\"=\"*70)\n"
] ]
}, },
{ {