sondehub-infra/lambda/query/__init__.py
2023-07-15 11:30:56 +10:00

463 lines
15 KiB
Python

import json
from datetime import datetime, timedelta, timezone
import base64
import gzip
from io import BytesIO
import es
from historic_es_to_s3 import fetch_launch_sites
def get_sondes(event, context):
path = "telm-*/_search"
payload = {
"size": 0,
"aggs": {
"2": {
"terms": {
"field": "serial.keyword",
"order": {"_key": "desc"},
"size": 10000,
},
"aggs": {
"1": {
"top_hits": {
"size": 1,
"sort": [{"datetime": {"order": "desc"}}],
}
}
},
}
},
"query": {"bool": {"filter": [{"match_all": {}}]}},
}
# add filters
if "queryStringParameters" in event:
if "last" in event["queryStringParameters"]:
payload["query"]["bool"]["filter"].append(
{
"range": {
"datetime": {
"gte": f"now-{abs(int(event['queryStringParameters']['last']))}s",
"lte": "now+1m",
}
}
}
)
else:
payload["query"]["bool"]["filter"].append(
{"range": {"datetime": {"gte": "now-1d", "lte": "now+1m"}}}
)
if (
"lat" in event["queryStringParameters"]
and "lon" in event["queryStringParameters"]
and "distance" in event["queryStringParameters"]
):
payload["query"]["bool"]["filter"].append(
{
"geo_distance": {
"distance": f"{int(event['queryStringParameters']['distance'])}m",
"position": {
"lat": float(event["queryStringParameters"]["lat"]),
"lon": float(event["queryStringParameters"]["lon"]),
},
}
}
)
else:
payload["query"]["bool"]["filter"].append(
{"range": {"datetime": {"gte": "now-1d", "lte": "now+1m"}}}
)
try:
results = es.request(json.dumps(payload), path, "POST")
except:
print(json.dumps(event))
raise
buckets = results["aggregations"]["2"]["buckets"]
sondes = {
bucket["1"]["hits"]["hits"][0]["_source"]["serial"]: bucket["1"]["hits"][
"hits"
][0]["_source"]
for bucket in buckets
}
return json.dumps(sondes)
def get_sondes_site(event, context):
site = str(event["pathParameters"]["site"])
if "queryStringParameters" in event and "last" in event["queryStringParameters"]:
last_seconds = abs(int(event['queryStringParameters']['last']))
if last_seconds > 60 * 60 * 24 * 7:
return f"Duration too long. Must be less than 7 days"
last_time = f"{last_seconds}s"
else:
last_time = "1d"
launch_sites = fetch_launch_sites(time_filter=last_time)
path = "telm-*/_search"
payload = {
"size": 0,
"aggs": {
"2": {
"terms": {
"field": "serial.keyword",
"order": {"_key": "desc"},
"size": 10000,
},
"aggs": {
"1": {
"top_hits": {
"size": 1,
"sort": [{"datetime": {"order": "desc"}}],
}
}
},
}
},
"query": {
"bool": {
"filter": [
{"match_all": {}},
]
}
},
}
payload["query"]["bool"]["filter"].append(
{"range": {"datetime": {"gte": f"now-{last_time}", "lte": "now+1m"}}}
)
try:
results = es.request(json.dumps(payload), path, "POST")
except:
print(json.dumps(event))
raise
output = {}
buckets = results["aggregations"]["2"]["buckets"]
sondes = {
bucket["1"]["hits"]["hits"][0]["_source"]["serial"]: bucket["1"]["hits"][
"hits"
][0]["_source"]
for bucket in buckets
if bucket["1"]["hits"]["hits"][0]["_source"]["serial"] in launch_sites and
launch_sites[bucket["1"]["hits"]["hits"][0]["_source"]["serial"]]['launch_site'] == site
}
return json.dumps(sondes)
def get_telem(event, context):
durations = { # ideally we shouldn't need to predefine these, but it's a shit load of data and we don't need want to overload ES
"3d": (259200, 1200),
"1d": (86400, 600),
"12h": (43200, 600),
"6h": (21600, 240),
"3h": (10800, 120),
"1h": (3600, 60),
"30m": (1800, 30),
"1m": (60, 5),
"15s": (15, 1),
"0": (0, 1) # for getting a single time point
}
duration_query = "3h"
requested_time = datetime.now(timezone.utc)
if (
"queryStringParameters" in event
and "duration" in event["queryStringParameters"]
):
if event["queryStringParameters"]["duration"] in durations:
duration_query = event["queryStringParameters"]["duration"]
else:
return f"Duration must be either {', '.join(durations.keys())}"
if (
"queryStringParameters" in event
and "datetime" in event["queryStringParameters"]
):
requested_time = datetime.fromisoformat(
event["queryStringParameters"]["datetime"].replace("Z", "+00:00")
)
(duration, interval) = durations[duration_query]
if "serial" in event["queryStringParameters"]:
interval = 1
lt = requested_time + timedelta(0, 1)
gte = requested_time - timedelta(0, duration)
path = f"telm-*/_search"
payload = {
"timeout": "30s",
"size": 0,
"aggs": {
"2": {
"terms": {
"field": "serial.keyword",
"size": 10000,
},
"aggs": {
"3": {
"date_histogram": {
"field": "datetime",
"fixed_interval": f"{str(interval)}s",
"min_doc_count": 1,
},
"aggs": {
"1": {
"top_hits": {
"size": 10 if (duration == 0 ) else 1,
"sort": [
{"datetime": {"order": "desc"}},
],
}
}
},
}
},
}
},
"query": {
"bool": {
"filter": [
{"match_all": {}},
{
"range": {
"datetime": {"gte": gte.isoformat(), "lt": lt.isoformat()}
}
},
]
}
},
}
if "queryStringParameters" in event:
if "serial" in event["queryStringParameters"]:
payload["aggs"]["2"]["aggs"]["3"]["aggs"]["1"]["top_hits"]["sort"].append({"pressure": {"order": "desc","mode" : "median"}})
payload["query"]["bool"]["filter"].append(
{
"term": {
"serial.keyword": str(event["queryStringParameters"]["serial"])
}
}
)
results = es.request(json.dumps(payload), path, "POST")
output = {
sonde["key"]: {
data["key_as_string"]: dict(data["1"]["hits"]["hits"][0]["_source"],
uploaders=[ #add additional uploader information
{key:value for key,value in uploader['_source'].items() if key in ["snr","rssi","uploader_callsign", "frequency"]}
for uploader in data["1"]["hits"]["hits"]
])
for data in sonde["3"]["buckets"]
}
for sonde in results["aggregations"]["2"]["buckets"]
}
compressed = BytesIO()
with gzip.GzipFile(fileobj=compressed, mode='w') as f:
json_response = json.dumps(output)
f.write(json_response.encode('utf-8'))
gzippedResponse = compressed.getvalue()
return {
"body": base64.b64encode(gzippedResponse).decode(),
"isBase64Encoded": True,
"statusCode": 200,
"headers": {
"Content-Encoding": "gzip",
"content-type": "application/json"
}
}
def get_listener_telemetry(event, context):
durations = { # ideally we shouldn't need to predefine these, but it's a shit load of data and we don't need want to overload ES
"3d": (259200, 2400), # 3d, 20m
"1d": (86400, 2400), # 1d, 10m
"12h": (43200, 1200), # 1d, 10m
"6h": (21600, 300), # 6h, 1m
"3h": (10800, 120), # 3h, 10s
"1h": (3600, 120),
"30m": (1800, 30),
"1m": (60, 1),
"15s": (15, 1),
"0": (0, 1)
}
duration_query = "3h"
requested_time = datetime.now(timezone.utc)
if (
"queryStringParameters" in event
and "duration" in event["queryStringParameters"]
):
if event["queryStringParameters"]["duration"] in durations:
duration_query = event["queryStringParameters"]["duration"]
else:
return f"Duration must be either {', '.join(durations.keys())}"
if (
"queryStringParameters" in event
and "datetime" in event["queryStringParameters"]
):
requested_time = datetime.fromisoformat(
event["queryStringParameters"]["datetime"].replace("Z", "+00:00")
)
(duration, interval) = durations[duration_query]
if "queryStringParameters" in event and "uploader_callsign" in event["queryStringParameters"]:
interval = 1
lt = requested_time
gte = requested_time - timedelta(0, duration)
path = "listeners-*/_search"
payload = {
"size": 0,
"timeout": "30s",
"aggs": {
"2": {
"terms": {
"field": "uploader_callsign.keyword",
"order": {"_key": "desc"},
"size": 10000,
},
"aggs": {
"3": {
"date_histogram": {
"field": "ts",
"fixed_interval": f"{str(interval)}s",
"min_doc_count": 1,
},
"aggs": {
"1": {
"top_hits": {
# "docvalue_fields": [
# {"field": "position"},
# {"field": "alt"},
# {"field": "datetime"},
# ],
# "_source": "position",
"size": 1,
"sort": [{"ts": {"order": "desc"}}],
}
}
},
}
},
}
},
"query": {
"bool": {
"filter": [
{"match_all": {}},
{"exists": { "field": "uploader_position"}},
{
"range": {
"ts": {"gte": gte.isoformat(), "lt": lt.isoformat()}
}
},
]
}
},
}
if "queryStringParameters" in event:
if "uploader_callsign" in event["queryStringParameters"]:
payload["query"]["bool"]["filter"].append(
{
"term": {
"uploader_callsign.keyword": str(event["queryStringParameters"]["uploader_callsign"])
}
}
)
results = es.request(json.dumps(payload), path, "POST")
output = {
sonde["key"]: {
data["key_as_string"]: data["1"]["hits"]["hits"][0]["_source"]
for data in sonde["3"]["buckets"]
}
for sonde in results["aggregations"]["2"]["buckets"]
}
compressed = BytesIO()
with gzip.GzipFile(fileobj=compressed, mode='w') as f:
json_response = json.dumps(output)
f.write(json_response.encode('utf-8'))
gzippedResponse = compressed.getvalue()
return {
"body": base64.b64encode(gzippedResponse).decode(),
"isBase64Encoded": True,
"statusCode": 200,
"headers": {
"Content-Encoding": "gzip",
"content-type": "application/json"
}
}
def get_sites(event, context):
path = "sites/_search"
payload = {
"version": True,
"size": 0,
"_source": {
"excludes": []
},
"aggs": {
"2": {
"terms": {
"field": "station.keyword",
"order": {"_key": "desc"},
"size": 10000,
},
"aggs": {
"1": {
"top_hits": {
"size": 1,
"sort": [{"datetime": {"order": "desc"}}],
}
}
}
}
},
"query": {
"bool": {
"filter": [
{
"match_all": {}
}
]
}
}
}
if "queryStringParameters" in event:
if "station" in event["queryStringParameters"]:
payload["query"]["bool"]["filter"].append(
{
"term": {
"station.keyword": str(event["queryStringParameters"]["station"])
}
}
)
results = es.request(json.dumps(payload), path, "POST")
output = {x['1']['hits']['hits'][0]['_source']['station']: x['1']['hits']['hits'][0]['_source'] for x in results['aggregations']['2']['buckets']}
compressed = BytesIO()
with gzip.GzipFile(fileobj=compressed, mode='w') as f:
json_response = json.dumps(output)
f.write(json_response.encode('utf-8'))
gzippedResponse = compressed.getvalue()
return {
"body": base64.b64encode(gzippedResponse).decode(),
"isBase64Encoded": True,
"statusCode": 200,
"headers": {
"Content-Encoding": "gzip",
"content-type": "application/json"
}
}