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updating examples #53

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745a750
updating examples
Feb 12, 2020
bb9598e
adding a schema.json
Apr 9, 2020
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4 changes: 2 additions & 2 deletions demos/boxdrop_structured/cml_sample.json
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Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@
{
"operation":"norm",
"input":{"data":"$input"},
"params":{"axis":0},
"params":{"axis":1},
"output":"mag"
},
{
Expand All @@ -40,7 +40,7 @@
"output":"flat"
},
{
"operation":"table2Map",
"operation":"table2map",
"input":{
"table":"$flat",
"colKeys":["0_0","1_0","2_0","amag_0","0_1","1_1","2_1","amag_1","0_2","1_2","2_2","amag_2"]
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184 changes: 80 additions & 104 deletions demos/healthcare_price_example/healtchcare_demo.json
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Original file line number Diff line number Diff line change
@@ -1,115 +1,91 @@
{
"name":"Healthcare",
"description":"Transforms healthcare mostly catagorical data to useable format",
"version":"0.0.1",
"createdDate":"20190719",
"model":{
"framework":"Tensorflow",
"tags":"serve",
"signatureDefs":"def_signature"
},
"input": [
{
"type": "map",
"label":"dataIn"
}
],
"structure": [
"name":"Healthcare",
"description":"Transforms healthcare mostly catagorical data to useable format",
"version":"0.0.1",
"createdDate":"20190719",
"model":{
"framework":"Tensorflow",
"tags":"serve",
"signatureDefs":"def_signature"
},
"input": [
{
"type": "unkown",
"label":"dataIn"
}
],
"structure": [
{
"operation":"replaceValue",
"input":
{

"operation":"replaceValue",
"input":
{
"data":"$dataIn",
"replaceMap":{"Yes":1,"No":0}
},
"params":{"col":
[
"cancer",
"heartdisease",
"cholesterol",
"diabetes",
"highbloodpressure",
"smoker"
]},
"output":"datatemp"
"data":"$dataIn",
"replaceMap":{"Yes":1,"No":0}
},
"params":{"col":
[
"cancer",
"heartdisease",
"cholesterol",
"diabetes",
"highbloodpressure",
"smoker"
]},
"output":"datatemp"
},
{
"operation":"replaceValue",
"input":
{
"operation":"replaceValue",
"input":
{
"data":"$dataIn",
"replaceMap":{"Working":1,"NotWorking":0}
},
"params":{"col":"currentlyworking"},
"output":"datatemp"
"data":"$datatemp",
"replaceMap":{"Working":1,"NotWorking":0}
},
{
"operation":"normalize",
"input":{
"data":"$datatemp['age']",
"value":100,
"minvalue":18
},
"output":"datatemp['age']"
},
{

"operation":"normalize",
"input":{
"data":"$datatemp['bmi']",
"value":60,
"minvalue":15
},
"output":"datatemp['bmi']"
"params":{"col":"currentlyworking"},
"output":"datatemp"
},
{
"operation":"normalize",
"input":{
"data":"$datatemp['age']",
"value":100,
"minvalue":18
},
{
"operation":"oneHotEncoding",
"input":{"data":"$datatemp"},
"params":{
"inputColumns": "maritalstatus",
"keepOrig":false
},
"output":"datatemp"
"output":"datatemp['age']"
},
{
"operation":"normalize",
"input":{
"data":"$datatemp['bmi']",
"value":60,
"minvalue":15
},
{
"operation":"oneHotEncoding",
"input":{"data":"$datatemp"},
"params":{
"inputColumns": "state",
"keepOrig":false
},
"output":"datatemp"
"output":"datatemp['bmi']"
},
{
"operation":"oneHotEncoding",
"input":{"data":"$datatemp"},
"params":{
"inputColumns": ["maritalstatus", "state", "product", "occupation"],
"keepOrig":false
},
{
"operation":"oneHotEncoding",
"input":{"data":"$datatemp"},
"params":{
"inputColumns": "product",
"keepOrig":false
},
"output":"datatemp"
"output":"datatemp"
},
{
"operation":"dropCol",
"input" :{
"data": "$datatemp"
},
{
"operation":"oneHotEncoding",
"input":{"data":"$datatemp"},
"params":{
"inputColumns": "occupation",
"keepOrig":false
},
"output":"datatemp"
"params":{
"col": ["city","lattitude","longitude","zipcode","year"],
"separateOut":false
},
{
"operation":"dropCol",
"params":{
"col": ["city","lattitude","longitude","zipcode","year"],
"separateOut":false
},
"output":"datatemp"
}
],
"output": {
"type": "map",
"data":{"output":"$datatemp"}
}
"output":"datatemp"
}
],
"output": {
"type": "map",
"data":{
"output":"$datatemp"
}
}
}
87 changes: 42 additions & 45 deletions demos/imageprocess/cml_sample.json
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Original file line number Diff line number Diff line change
@@ -1,51 +1,48 @@
{
"name":"ImageProccessing",
"description":"Converts image to data",
"version":"0.0.1",
"createdDate":"20190709",
"model":{
"framework":"Tensorflow",
"tags":"serve",
"signatureDefs":"def_signature"
},
"input": [
{
"type": "array",
"label":"img"
}
],
"structure": [
{
"name":"ImageProccessing",
"description":"Converts image to data",
"version":"0.0.1",
"createdDate":"20190709",
"model":{
"framework":"Tensorflow",
"tags":"serve",
"signatureDefs":"def_signature"
},
"input": [
{
"type": "image",
"label":"img"
}
],
"structure": [
{

"operation":"resize",
"input":{"img":"$img"},
"params":{"xsize":256,"ysize":256},
"output":"rs"
"operation":"resize",
"input":{"img":"$img"},
"params":{"xsize":256,"ysize":256},
"output":"rs"
},
{
"operation":"img2tensor",
"input":{"img":"$rs"},
"params":{
"removeAlpha":true,
"includeBatch":true
},
"output":"tensor"
},
{
"operation":"normalize",
"input":
{
"operation":"img2tensor",
"input":{"img":"$rs"},
"params":{
"removeAlpha":true,
"includeBatch":true
},
"output":"tensor"
"data":"$tensor",
"value":256
},
{
"operation":"normalize",
"input":
{
"data":"$tensor",
"value":256
},
"output":"normalized"
}
],
"output": {
"type": "array",
"data":{
"name":"inputs",
"data":"$normalized"
}
}
"output":"normalized"
}
],
"output": {
"type": "array",
"data":"$normalized"
}
}
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