#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误 原创

此星光明
发布于 2022-10-1 22:16
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错误:

Overall Accuracy, Combined:

Number (Error)

Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.

Error Matrix, Combined:

ConfusionMatrix (Error)

Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.

F1 Score, Combined:

Array (Error)

Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.

代码:

var AOI = ee.FeatureCollection("users/draadzic/ozime_podrucje_istrazivanja_2022"),
    table = ee.FeatureCollection("users/draadzic/SLIKE_2022/TACKE_SLIKE_JA_13_05_22"),
    table2 = ee.FeatureCollection("users/draadzic/SLIKE_2022/TACKE_SLIKE_LUKA_13_05_22"),
    table3 = ee.FeatureCollection("users/draadzic/OZIME_2022/psenica_repica_maj2022"),
    psenica = /* color: #3af75e */ee.FeatureCollection(
        [ee.Feature(
            ee.Geometry.Polygon(
                [[[17.315550724954804, 44.90834961220226],
                  [17.31589404770871, 44.90813685217648],
                  [17.31637684533139, 44.9087219403524],
                  [17.316248099298676, 44.90886631184333]]]),
            {
              "CODE_A": 1,
              "system:index": "0"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.294929270421118, 44.92100733031225],
                  [17.29513848272428, 44.92106810535849],
                  [17.295020465527625, 44.921140275642394],
                  [17.29485953298673, 44.921056710042194]]]),
            {
              "CODE_A": 1,
              "system:index": "1"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.343247719933835, 44.916747946806005],
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                  [17.34361786477789, 44.91678973275469],
                  [17.343253084351865, 44.91680872635767]]]),
            {
              "CODE_A": 1,
              "system:index": "2"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.344639872229756, 44.932418651387756],
                  [17.344672058737935, 44.93281360957018],
                  [17.34455404154128, 44.93280601424614],
                  [17.34450039736098, 44.932411056011475]]]),
            {
              "CODE_A": 1,
              "system:index": "3"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
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                  [17.334431571973486, 44.92876523014232],
                  [17.33429209710471, 44.92875763428289],
                  [17.334227724088354, 44.92854494981078]]]),
            {
              "CODE_A": 1,
              "system:index": "4"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.34057919503562, 44.92802842709984],
                  [17.340761585248632, 44.92827149718946],
                  [17.34058992387168, 44.92829428495762],
                  [17.340418262494726, 44.92811198255919]]]),
            {
              "CODE_A": 1,
              "system:index": "5"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
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                  [17.323509616864843, 44.9334137076958],
                  [17.323520345700903, 44.93314787353424]]]),
            {
              "CODE_A": 1,
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            }),
        ee.Feature(
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                  [17.319647235883398, 44.929236171465675]]]),
            {
              "CODE_A": 1,
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            }),
        ee.Feature(
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                  [17.307158870710058, 44.936770707501445]]]),
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        ee.Feature(
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                  [17.30908957168975, 44.97489761818044]]]),
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        ee.Feature(
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                  [17.30029896008907, 44.975121865529815]]]),
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        ee.Feature(
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                  [17.279154650301574, 44.97573777865593]]]),
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        ee.Feature(
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                  [17.29175030383551, 44.984389320737215],
                  [17.291342608065246, 44.9843286127096]]]),
            {
              "CODE_A": 1,
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            }),
        ee.Feature(
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                  [17.292801729769348, 44.982385921881935],
                  [17.292630068392395, 44.98232521173282]]]),
            {
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        ee.Feature(
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                  [17.31644808444464, 44.9976221361273]]]),
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        ee.Feature(
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        ee.Feature(
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        ee.Feature(
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        ee.Feature(
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        ee.Feature(
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        ee.Feature(
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        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.64073465674469, 44.96078890989635],
                  [18.640691741400452, 44.96148733494527],
                  [18.639833434515687, 44.96033341071868]]]),
            {
              "CODE_A": 8,
              "system:index": "13"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.483605517276583, 44.93875645326514],
                  [18.483863009342013, 44.93916655682807],
                  [18.483090533145724, 44.93854380582009]]]),
            {
              "CODE_A": 8,
              "system:index": "14"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.469293249973116, 44.93669070189401],
                  [18.469400538333712, 44.93704006212672],
                  [18.46892846954709, 44.93661475373607]]]),
            {
              "CODE_A": 8,
              "system:index": "15"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.42842578487678, 44.95188293247575],
                  [18.429820533564524, 44.952444797010635],
                  [18.4278893430738, 44.951822190034406]]]),
            {
              "CODE_A": 8,
              "system:index": "16"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.386710826173548, 44.93865489799499],
                  [18.388041201844935, 44.93929283673328],
                  [18.385852519288783, 44.93862451978304]]]),
            {
              "CODE_A": 8,
              "system:index": "17"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.2192448245058, 44.94209484672025],
                  [18.21975980863666, 44.94221635212729],
                  [18.2192448245058, 44.94245936216987]]]),
            {
              "CODE_A": 8,
              "system:index": "18"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[18.097639735753145, 44.87206081647822],
                  [18.097682651097383, 44.87169585432881],
                  [18.09798305850705, 44.87199998961404]]]),
            {
              "CODE_A": 8,
              "system:index": "19"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.84961958186516, 44.95200010549235],
                  [17.850027277635423, 44.951787507100384],
                  [17.849683954881517, 44.95236455804637]]]),
            {
              "CODE_A": 8,
              "system:index": "20"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.682113229446948, 44.943244366406674],
                  [17.68279987495476, 44.943487372097856],
                  [17.682370721512378, 44.94433788391668]]]),
            {
              "CODE_A": 8,
              "system:index": "21"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.400231347721583, 45.021797603697344],
                  [17.40031717841006, 45.02307162524993],
                  [17.399458871525294, 45.02131225469606]]]),
            {
              "CODE_A": 8,
              "system:index": "22"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.464089379948145, 45.03896417744808],
                  [17.463059411686427, 45.03853962465221],
                  [17.46323107306338, 45.03799376642874]]]),
            {
              "CODE_A": 8,
              "system:index": "23"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.500739083927638, 45.040237816934976],
                  [17.500224099796778, 45.04090495011337],
                  [17.500052438419825, 45.039570675977714]]]),
            {
              "CODE_A": 8,
              "system:index": "24"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.511811242741114, 45.022768289356556],
                  [17.511811242741114, 45.0235569593363],
                  [17.510867105167872, 45.022646954549195]]]),
            {
              "CODE_A": 8,
              "system:index": "25"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.32203758911427, 45.03709193329898],
                  [17.322123419802747, 45.038183661744874],
                  [17.321350943606458, 45.03660671397037]]]),
            {
              "CODE_A": 8,
              "system:index": "26"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.224333410981952, 45.06830894114971],
                  [17.22467673373586, 45.06946069171253],
                  [17.223732596162616, 45.06855141688107]]]),
            {
              "CODE_A": 8,
              "system:index": "27"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.217552786592304, 45.08782494609708],
                  [17.21686614108449, 45.08885510893811],
                  [17.217466955903827, 45.0870977611408]]]),
            {
              "CODE_A": 8,
              "system:index": "28"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[17.15660213041661, 45.08181045712887],
                  [17.156881080154157, 45.08217408441764],
                  [17.156237349990583, 45.08174985235572]]]),
            {
              "CODE_A": 8,
              "system:index": "29"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[16.89839554435638, 45.24050700586869],
                  [16.899683004683528, 45.240386133406034],
                  [16.898052221602473, 45.24111136432494]]]),
            {
              "CODE_A": 8,
              "system:index": "30"
            }),
        ee.Feature(
            ee.Geometry.Polygon(
                [[[16.878233861134436, 45.21500898908052],
                  [16.87866301457682, 45.21440435303236],
                  [16.878834675953772, 45.21522061017859]]]),
            {
              "CODE_A": 8,
              "system:index": "31"
            })]),
    image = ee.Image("users/draadzic/PROLJETNE_SNIMCI_2022/composite_3_perioda");

var tacke_slike_ozime = table.merge(table2)
var LPIS_psenica_obicna = table3.filter(ee.Filter.eq('kultura','ПШЕНИЦА - МЕРКАНТИЛНА ОБИЧНА ОЗИМА'));
var LPIS_psenica_tvrda = table3.filter(ee.Filter.eq('kultura','ПШЕНИЦА - МЕРКАНТИЛНА ТВРДА ОЗИМА'));
var LPIS_repica = table3.filter(ee.Filter.eq('kultura','УЉАНА РЕПИЦА (за људску исхрану и прераду) - МЕРКАНТИЛНА'));
var LPIS_jecam = table4.filter(ee.Filter.eq('kultura','ЈЕЧАМ - МЕРКАНТИЛНИ ОЗИМИ СТОЧНИ'));


var s2 = ee.ImageCollection("COPERNICUS/S2_SR")
var boundary = AOI.geometry()//arkavathy.geometry()
//Map.centerObject(boundary, 11)

// Function to remove cloud pixels from Sentinel-2 SR image 
function maskCloudAndShadowsSR(image) {
  var cloudProb = image.select('MSK_CLDPRB');
  var snowProb = image.select('MSK_SNWPRB');
  var cloud = cloudProb.lt(10);
  var scl = image.select('SCL'); 
  var shadow = scl.eq(3); // 3 = cloud shadow
  var cirrus = scl.eq(10); // 10 = cirrus
  // Cloud probability less than 10% or cloud shadow classification
  var mask = cloud.and(cirrus.neq(1)).and(shadow.neq(1));
  return image.updateMask(mask).divide(10000)
    .copyProperties(image, ['system:time_start']);
}


var filtered = s2
  .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))
  .filter(ee.Filter.date('2021-11-01', '2022-07-31'))
  .filter(ee.Filter.bounds(AOI))
  .map(maskCloudAndShadowsSR)
// There are 3 distinct crop seasons in the area of interest
// Jan-March = Winter (Rabi) Crops
// April-June  = Summer Crops / Harvest
// July-December = Monsoon (Kharif) Crops
var cropCalendar = ee.List([[11,12],[3,4],[5,6], [7,8]])

// We create different composites for each season
var createSeasonComposites = function(months) {
  var startMonth = ee.List(months).get(0)
  var endMonth = ee.List(months).get(1)
  var monthFilter = ee.Filter.calendarRange(startMonth, endMonth, 'month')
  var seasonFiltered = filtered.filter(monthFilter)
  var composite = seasonFiltered.median()
  return composite.select('B2','B3','B4').clip(boundary)
}

var compositeList = cropCalendar.map(createSeasonComposites)

var nov_dec = ee.Image(compositeList.get(0))
var mar_apr = ee.Image(compositeList.get(1))
var maj_jun = ee.Image(compositeList.get(2))
var jul = ee.Image(compositeList.get(3))

var visParams = {bands: ['B4', 'B3', 'B2'], min: 0, max: 0.3, gamma: 1.2};
Map.addLayer(nov_dec, visParams, 'nov_dec')
Map.addLayer(mar_apr, visParams, 'mart_apr')
Map.addLayer(maj_jun, visParams, 'maj')
Map.addLayer(jul, visParams, 'jun')

// Create a stacked image with composites from all seasons
// This multi-temporal image is able capture the crop phenology
// Classifier will be able to detect crop-pixels from non-crop pixels
var composite = nov_dec.addBands(mar_apr).addBands(maj_jun).addBands(jul)

// This is a 48-band image
// Use this image for sampling training points for
// to train a crop classifier 
print(composite)

//Map.addLayer(LPIS_psenica_obicna, {color: 'yellow'}, 'LPIS_PSENICA_OBICNA')
//Map.addLayer(LPIS_psenica_tvrda, {color: 'white'}, 'LPIS_PSENICA_TVRDA')
//Map.addLayer (LPIS_repica, {color: 'red'}, 'LPIS_REPICA')
//.addLayer (LPIS_jecam, {color: 'red'}, 'LPIS_JECAM')
//Map.addLayer(tacke_slike_ozime, {color: 'blue'}, 'TACKE_SLIKE')
/*
var jecam = table6.filter(ee.Filter.eq("CODE_B",1));
print(jecam)
*/

var gcp =psenica.merge(trava).merge(jecam).merge(repica).merge(voda).merge(izgradeno).merge(suma).merge(oranice)//kukuruz.merge(krompir).merge(soja).merge(ozime).merge(trava).merge(povrce).merge(suncokret).merge(duvan).merge(izgradeno).merge(suma).merge(voda) //table10.merge(table12)//table.merge(table2).merge(table3).merge(table4).merge(table8).merge(table5).merge(table6)
var gcp = gcp.filterBounds(AOI)
print(gcp)


//var gcp = ee.FeatureCollection("users/ujavalgandhi/e2e/arkavathy_gcps");
//var alos = ee.Image("JAXA/ALOS/AW3D30/V2_2");
/////////////////////////////////////


var rgbVis = {
  min: 0.0,
  max: 3000,
  bands: ['B4', 'B3', 'B2'],
};




var gcp = gcp.randomColumn('random',1)
print(gcp)

// This being a simpler classification, we take 60% points
// for validation. Normal recommended ratio is
// 70% training, 30% validation
var trainingGcp = gcp.filter(ee.Filter.lt('random', 0.5));
var validationGcp = gcp.filter(ee.Filter.gte('random', 0.5));

// Overlay the point on the image to get training data.
var training = composite.sampleRegions({
  collection: trainingGcp,
  properties: ['CODE_A'],
  scale: 10,
  tileScale: 16
});
  

print(training.first())
var histogram = training.reduceColumns({
  reducer: ee.Reducer.frequencyHistogram(), 
  selectors: ['CODE_A']
});
print(histogram); // OK

//print(training)
// Train a classifier.
var classifier = ee.Classifier.smileRandomForest(10)
.train({
  features: training,  
  classProperty: 'CODE_A',
  inputProperties: composite.bandNames()
});

// Classify the image.
var classified = composite.classify(classifier);

//Map.addLayer(classified, {min: 0, max: 5, palette: ['gray', 'brown', 'blue', 'black', 'red', 'green']}, '2022');

//************************************************************************** 
// Accuracy Assessment
//************************************************************************** 

// Use classification map to assess accuracy using the validation fraction
// of the overall training set created above.
var test = classified.sampleRegions({
  collection: validationGcp,
  properties: ['CODE_A'],
  scale: 10,
  tileScale: 16
});


//print(training.first())
var test_histogram = test.reduceColumns({
  reducer: ee.Reducer.frequencyHistogram(), 
  selectors: ['CODE_A']
});
print(test_histogram); // OK



//var testConfusionMatrix = test.errorMatrix('CODE_C', 'classification')
// Printing of confusion matrix may time out. Alternatively, you can export it as CSV
//print('Confusion Matrix', testConfusionMatrix);
//print('Test Accuracy', testConfusionMatrix.accuracy());
 


// Classify the image.
//var classified_SVM = composite.classify(classifier);

//Map.addLayer(classified_SVM, {min: 0, max: 5, palette: ['gray', 'brown', 'blue', 'black', 'red', 'green']}, '2022');

//var test_SVM = classified_SVM.sampleRegions({
//  collection: validationGcp,
//  properties: ['CODE_C'],
//  scale: 10,
//  tileScale: 16
//});

//var testConfusionMatrix_SVM = test_SVM.errorMatrix('CODE_C', 'classification')
// Printing of confusion matrix may time out. Alternatively, you can export it as CSV
//print('Confusion Matrix', testConfusionMatrix_SVM);
//print('Test Accuracy', testConfusionMatrix_SVM.accuracy());
var training_land_cover_classification = test.classify(classifier)
var  emC = training_land_cover_classification.errorMatrix('CODE_A','classification');

var oaC = emC.accuracy(); // Overall accuracy
var ksC = emC.kappa(); // Kappa statistic
var uaC = emC.consumersAccuracy().project([1]); // Consumer's accuracy
var paC = emC.producersAccuracy().project([0]); // Producer's accuracy
var f1C = (uaC.multiply(paC).multiply(2.0)).divide(uaC.add(paC)); // F1-statistic
 

//var trainAccuracy = RF_classifier_stratified.confusionMatrix().accuracy();
//print('trainAccuracy', trainAccuracy);
// Export the FeatureCollection to have a longer computation and memory space
var exportemC = ee.Feature(null, {matrix: emC.array()});
var exportoaC = ee.Feature(null, {matrix: oaC});
var exportksC = ee.Feature(null, {matrix: ksC});
var exportuaC = ee.Feature(null, {matrix: uaC});
var exportpaC = ee.Feature(null, {matrix: paC});
var exportf1C = ee.Feature(null, {matrix: f1C});
print('Overall Accuracy, Combined: ', oaC);
print('Error Matrix, Combined: ', emC);  
print('F1 Score, Combined: ', f1C);
/*
print('Error Matrix, Combined: ', emC);  
print('Overall Accuracy, Combined: ', oaC); 
print('Kappa Statistic, Combined: ', ksC); 
print('User\'s Accuracy (rows), Combined:', uaC); 
print('Producer\'s Accuracy (cols), Combined:', paC); 
print('F1 Score, Combined: ', f1C);
*/
Export.table.toDrive({collection:ee.FeatureCollection(exportemC),description:'Error_Matrix',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportoaC),description:'Overall_accuracy',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportksC),description:'Kappa_statistic',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportuaC),description:'Users_accuracy(cols)',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportpaC),description:'Producers_accuracy(row)',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportf1C),description:'F1_score',fileFormat:'CSV'});

var parcele = validationGcp.filter(ee.Filter.eq('system:index','1_1_1_1_1_1_1_1_0'));
//print(parcele)
Map.addLayer(parcele, {color: 'red'})
Map.centerObject(parcele, 10)

关键代码修改:这里最重要的一句代码就是var cloud = cloudProb.lt(10);和filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))这里的云量筛选使其含云量小于10,时期影响基本上可能被筛选掉,所以我们这里尽量放款影像云量的筛选标准

// Function to remove cloud pixels from Sentinel-2 SR image 
function maskCloudAndShadowsSR(image) {
  var cloudProb = image.select('MSK_CLDPRB');
  var snowProb = image.select('MSK_SNWPRB');
  var cloud = cloudProb.lt(10);
  var scl = image.select('SCL'); 
  var shadow = scl.eq(3); // 3 = cloud shadow
  var cirrus = scl.eq(10); // 10 = cirrus
  // Cloud probability less than 10% or cloud shadow classification
  var mask = cloud.and(cirrus.neq(1)).and(shadow.neq(1));
  return image.updateMask(mask).divide(10000)
    .copyProperties(image, ['system:time_start']);
}

这里用到了一个函数:

ee.Filter(filter)

Constructs a new filter. This constructor accepts the following args:

  • Another filter.
  • A list of filters (which are implicitly ANDed together).
  • A ComputedObject returning a filter. Users shouldn't be making these; they're produced by the generator functions below.

Arguments:

filter (Filter|List<Object>|Object, optional):

Optional filter to add.

Returns: Filter

ee.Filter(过滤器)
构造一个新的过滤器。此构造函数接受以下参数:

另一个过滤器。

过滤器列表(隐式地与在一起)。

返回过滤器的 ComputedObject。用户不应该制作这些;它们由下面的生成器函数生成。

论据:
过滤器(过滤器|列表<对象>|对象,可选):
要添加的可选过滤器。

返回:过滤器

这里的代码再含运良仅有10%时候影像有204个,但是入股哦扩大到20%有278景影像

#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误-鸿蒙开发者社区

#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误-鸿蒙开发者社区

 

#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误-鸿蒙开发者社区

#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误-鸿蒙开发者社区

 


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