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-rw-r--r--backend/microservice/api/controller.py35
1 files changed, 25 insertions, 10 deletions
diff --git a/backend/microservice/api/controller.py b/backend/microservice/api/controller.py
index 7852b63d..c82634a2 100644
--- a/backend/microservice/api/controller.py
+++ b/backend/microservice/api/controller.py
@@ -69,22 +69,30 @@ def train():
#dataset, paramsModel, paramsExperiment, callback)
- filepath,result,finalMetrics= newmlservice.train(data, paramsModel, paramsExperiment,paramsDataset, train_callback)
+ filepath,histMetrics= newmlservice.train(data, paramsModel, paramsExperiment,paramsDataset, train_callback)
"""
f = request.json['filepath']
dataset = pd.read_csv(f)
filepath,result=newmlservice.train(dataset,request.json['model'],train_callback)
print(result)
"""
-
-
+ #m = []
+ #for attribute, value in result.items():
+ #m.append(histMetrics(attribute,str(value)).__dict__)
+ '''
+ m = []
+ for attribute, value in result.items():
+ m.append({"Name" : attribute, "JsonValue" : value}))
+
+ print("**************************************************************")
+ print(m)
+
+ print("**************************************************************")
+ '''
url = config.api_url + "/file/h5"
files = {'file': open(filepath, 'rb')}
r=requests.post(url, files=files,data={"uploaderId":paramsExperiment['uploaderId']})
fileId=r.text
- m = []
- for attribute, value in result.items():
- m.append({"Name" : attribute, "JsonValue" : value})
predictor = {
"_id" : "",
"uploaderId" : paramsModel["uploaderId"],
@@ -95,14 +103,21 @@ def train():
"experimentId" : paramsExperiment["_id"],
"modelId" : paramsModel["_id"],
"h5FileId" : fileId,
- "metrics" : m,
- "finalMetrics":finalMetrics
-
+ "metricsLoss":histMetrics[0],
+ "metricsValLoss":histMetrics[1],
+ "metricsAcc":histMetrics[2],
+ "metricsValAcc":histMetrics[3],
+ "metricsMae":histMetrics[4],
+ "metricsValMae":histMetrics[5],
+ "metricsMse":histMetrics[6],
+ "metricsValMse":histMetrics[7]
}
#print(predictor)
+
url = config.api_url + "/Predictor/add"
r = requests.post(url, json=predictor).text
- print(r)
+
+ #print(r)
return r
@app.route('/predict', methods = ['POST'])