diff options
Diffstat (limited to 'backend/microservice/api/controller.py')
-rw-r--r-- | backend/microservice/api/controller.py | 35 |
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']) |