From 36a86bd3befce25db823fff5cb1d7f440f00444d Mon Sep 17 00:00:00 2001 From: pceicicd Date: Mon, 18 Dec 2023 10:45:15 -0800 Subject: [PATCH] beef up the AI/ML framework tests by adding InfluxDB as data source and populate DB with sample cell measurements for model training Change-Id: Ic8a72b7bf674d79d94007dc47f67cea3540136a1 Signed-off-by: pceicicd --- XTesting/aiml-fw/cell.json | 15401 ++++++++++++++++++++++++++++++++ XTesting/aiml-fw/deploy-aiml-thost.sh | 4 +- XTesting/aiml-fw/deploy.sh | 12 + XTesting/aiml-fw/insert.py | 51 + 4 files changed, 15467 insertions(+), 1 deletion(-) create mode 100644 XTesting/aiml-fw/cell.json create mode 100644 XTesting/aiml-fw/insert.py diff --git a/XTesting/aiml-fw/cell.json b/XTesting/aiml-fw/cell.json new file mode 100644 index 0000000..91ab1ba --- /dev/null +++ b/XTesting/aiml-fw/cell.json @@ -0,0 +1,15401 @@ +{ + "cellMeasReport": { + "du-id": 1002, + "measTimeStampRf": "2021-07-02T13:09:36.558", + "cellMeasReportList": [ + { + "nrCellIdentity": 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"du-id": 1002, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c2/B2", + "throughput": 0, + "x": -832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 2.56, + "pdcpBytesDl": 2.56, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c2/B13", + "throughput": 0.3903169340837901, + "x": -832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 0, + "availPrbUl": 0, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 3375.5921212605117, + "pdcpBytesDl": 3375.5921212605117, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c2/N77", + "throughput": 0.2, + "x": -832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 224, + "availPrbUl": 224, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 1728.5120000000013, + "pdcpBytesDl": 1728.5120000000013, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1003, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c3/B2", + "throughput": 0, + "x": -139.0, + "y": -1109.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c3/B13", + "throughput": 0.1, + "x": -139.0, + "y": -1109.0, + "prbMeasReport": { + "availPrbDl": 66, + "availPrbUl": 66, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 864.2560000000007, + "pdcpBytesDl": 864.2560000000007, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c3/N77", + "throughput": 0, + "x": -139.0, + "y": -1109.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1004, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c4/B2", + "throughput": 0.2764065809237264, + "x": 832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 0, + "availPrbUl": 0, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 2387.427870362637, + "pdcpBytesDl": 2387.427870362637, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c4/B13", + "throughput": 0.3214115471520589, + "x": 832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 1, + "availPrbUl": 1, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 2780.019401812304, + "pdcpBytesDl": 2780.019401812304, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c4/N77", + "throughput": 0, + "x": 832.0, + "y": -555.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1005, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c5/B2", + "throughput": 0, + "x": 832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c5/B13", + "throughput": 0.25, + "x": 832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 27, + "availPrbUl": 27, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 2160.6399999999653, + "pdcpBytesDl": 2160.6399999999653, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c5/N77", + "throughput": 0, + "x": 832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1006, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c6/B2", + "throughput": 0, + "x": 0.0, + "y": 1109.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c6/B13", + "throughput": 0, + "x": 0.0, + "y": 1109.0, + "prbMeasReport": { + "availPrbDl": 91, + "availPrbUl": 91, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c6/N77", + "throughput": 0, + "x": 0.0, + "y": 1109.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1007, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c7/B2", + "throughput": 0, + "x": -832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c7/B13", + "throughput": 0.3607828358594266, + "x": -832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 0, + "availPrbUl": 0, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 3071.3071540599594, + "pdcpBytesDl": 3071.3071540599594, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c7/N77", + "throughput": 0, + "x": -832.0, + "y": 555.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +}{ + "cellMeasReport": { + "du-id": 1008, + "measTimeStampRf": "2021-07-02T13:09:36.768", + "cellMeasReportList": [ + { + "nrCellIdentity": "c8/B2", + "throughput": 0, + "x": -1664.0, + "y": 0.0, + "prbMeasReport": { + "availPrbDl": 120, + "availPrbUl": 120, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c8/B13", + "throughput": 0, + "x": -1664.0, + "y": 0.0, + "prbMeasReport": { + "availPrbDl": 91, + "availPrbUl": 91, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + }, + { + "nrCellIdentity": "c8/N77", + "throughput": 0, + "x": -1664.0, + "y": 0.0, + "prbMeasReport": { + "availPrbDl": 273, + "availPrbUl": 273, + "measPeriodPrb": 10 + }, + "pdcpByteMeasReport": { + "pdcpBytesUl": 0.0, + "pdcpBytesDl": 0.0, + "measPeriodPdcpBytes": 10 + } + } + ] + } +} diff --git a/XTesting/aiml-fw/deploy-aiml-thost.sh b/XTesting/aiml-fw/deploy-aiml-thost.sh index edcf55c..717f4f7 100755 --- a/XTesting/aiml-fw/deploy-aiml-thost.sh +++ b/XTesting/aiml-fw/deploy-aiml-thost.sh @@ -1,7 +1,7 @@ #! /bin/bash set -x -echo "This is to deploy the AI-ML framework training host" +echo "This is to deploy the AI-ML framework training host and then add a notebook and sample data for a training test" if [ $# -lt 2 ] then @@ -15,6 +15,8 @@ KEYFILE=$2 # copy over the deploy.sh to remote scp -o StrictHostKeyChecking=no -i $KEYFILE -q deploy.sh root@${IP}:~ +scp -o StrictHostKeyChecking=no -i $KEYFILE -q cell.json root@${IP}:~ +scp -o StrictHostKeyChecking=no -i $KEYFILE -q insert.py root@${IP}:~ # copy remote IP to the hosts.yaml file echo "${IP}" >> hosts.yaml diff --git a/XTesting/aiml-fw/deploy.sh b/XTesting/aiml-fw/deploy.sh index 5ebd275..e472b90 100644 --- a/XTesting/aiml-fw/deploy.sh +++ b/XTesting/aiml-fw/deploy.sh @@ -7,3 +7,15 @@ git clone "https://gerrit.o-ran-sc.org/r/aiml-fw/aimlfw-dep" /aimlfw-dep cd /aimlfw-dep bin/install_traininghost.sh 2>&1 | tee /tmp/install-thost-`echo $RANDOM`.log + +# deploy InfluxDB as the data lake +helm repo add bitnami https://charts.bitnami.com/bitnami +helm install my-release bitnami/influxdb + +# install the dependencies for populating InfluxDB +pip3 install pandas +pip3 install influxdb-client + +# populate the sample data in InfluxDB as source for training +cd /root +python3 insert.py diff --git a/XTesting/aiml-fw/insert.py b/XTesting/aiml-fw/insert.py new file mode 100644 index 0000000..25983e4 --- /dev/null +++ b/XTesting/aiml-fw/insert.py @@ -0,0 +1,51 @@ +import pandas as pd +from influxdb_client import InfluxDBClient +from influxdb_client.client.write_api import SYNCHRONOUS +import datetime + + +class INSERTDATA: + + def __init__(self): + self.client = InfluxDBClient(url = "http://localhost:8086", token="xJVlOom1GRUxDNkldo1v") + + +def explode(df): + for col in df.columns: + if isinstance(df.iloc[0][col], list): + df = df.explode(col) + d = df[col].apply(pd.Series) + df[d.columns] = d + df = df.drop(col, axis=1) + return df + + +def jsonToTable(df): + df.index = range(len(df)) + cols = [col for col in df.columns if isinstance(df.iloc[0][col], dict) or isinstance(df.iloc[0][col], list)] + if len(cols) == 0: + return df + for col in cols: + d = explode(pd.DataFrame(df[col], columns=[col])) + d = d.dropna(axis=1, how='all') + df = pd.concat([df, d], axis=1) + df = df.drop(col, axis=1).dropna() + return jsonToTable(df) + + +def time(df): + df.index = pd.date_range(start=datetime.datetime.now(), freq='10ms', periods=len(df)) + df['measTimeStampRf'] = df['measTimeStampRf'].apply(lambda x: str(x)) + return df + + +def populatedb(): + df = pd.read_json('cell.json', lines=True) + df = df[['cellMeasReport']].dropna() + df = jsonToTable(df) + df = time(df) + db = INSERTDATA() + write_api = db.client.write_api(write_options=SYNCHRONOUS) + write_api.write(bucket="UEData",record=df, data_frame_measurement_name="liveCell",org="primary") + +populatedb() -- 2.16.6