neptune/core/db/manticore.py

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import logging
from datetime import datetime
from pprint import pprint
import requests
from django.conf import settings
from core.db import StorageBackend, add_defaults, dedup_list
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from core.db.processing import annotate_results, parse_results
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logger = logging.getLogger(__name__)
class ManticoreBackend(StorageBackend):
def __init__(self):
super().__init__("manticore")
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def initialise(self, **kwargs):
"""
Initialise the Manticore client
"""
pass # we use requests
def construct_query(self, query, size, index, blank=False):
"""
Accept some query parameters and construct an OpenSearch query.
"""
if not size:
size = 5
query_base = {
"index": index,
"limit": size,
"query": {"bool": {"must": []}},
}
query_string = {
"query_string": query,
}
if not blank:
query_base["query"]["bool"]["must"].append(query_string)
return query_base
def run_query(self, client, user, search_query):
response = requests.post(
f"{settings.MANTICORE_URL}/json/search", json=search_query
)
return response
def query_results(
self,
request,
query_params,
size=None,
annotate=True,
custom_query=False,
reverse=False,
dedup=False,
dedup_fields=None,
tags=None,
):
query = None
message = None
message_class = None
add_bool = []
add_top = []
add_top_negative = []
sort = None
query_created = False
source = None
add_defaults(query_params)
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# Check size
if request.user.is_anonymous:
sizes = settings.MANTICORE_MAIN_SIZES_ANON
else:
sizes = settings.MANTICORE_MAIN_SIZES
if not size:
if "size" in query_params:
size = query_params["size"]
if size not in sizes:
message = "Size is not permitted"
message_class = "danger"
return {"message": message, "class": message_class}
size = int(size)
else:
size = 20
# Check index
if "index" in query_params:
index = query_params["index"]
if index == "main":
index = settings.MANTICORE_INDEX_MAIN
else:
if not request.user.has_perm(f"core.index_{index}"):
message = "Not permitted to search by this index"
message_class = "danger"
return {
"message": message,
"class": message_class,
}
if index == "meta":
index = settings.MANTICORE_INDEX_META
elif index == "internal":
index = settings.MANTICORE_INDEX_INT
else:
message = "Index is not valid."
message_class = "danger"
return {
"message": message,
"class": message_class,
}
else:
index = settings.MANTICORE_INDEX_MAIN
# Create the search query
if "query" in query_params:
query = query_params["query"]
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search_query = self.construct_query(query, size, index)
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query_created = True
else:
if custom_query:
search_query = custom_query
if tags:
# Get a blank search query
if not query_created:
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search_query = self.construct_query(None, size, index, blank=True)
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query_created = True
for tagname, tagvalue in tags.items():
add_bool.append({tagname: tagvalue})
required_any = ["query_full", "query", "tags"]
if not any([field in query_params.keys() for field in required_any]):
if not custom_query:
message = "Empty query!"
message_class = "warning"
return {"message": message, "class": message_class}
# Check for a source
if "source" in query_params:
source = query_params["source"]
if source in settings.SOURCES_RESTRICTED:
if not request.user.has_perm("core.restricted_sources"):
message = "Access denied"
message_class = "danger"
return {"message": message, "class": message_class}
elif source not in settings.MAIN_SOURCES:
message = "Invalid source"
message_class = "danger"
return {"message": message, "class": message_class}
if source == "all":
source = None # the next block will populate it
if source:
sources = [source]
else:
sources = list(settings.MAIN_SOURCES)
if request.user.has_perm("core.restricted_sources"):
for source_iter in settings.SOURCES_RESTRICTED:
sources.append(source_iter)
add_top_tmp = {"bool": {"should": []}}
total_count = 0
for source_iter in sources:
add_top_tmp["bool"]["should"].append({"equals": {"src": source_iter}})
total_count += 1
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total_sources = len(settings.MAIN_SOURCES) + len(settings.SOURCES_RESTRICTED)
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if not total_count == total_sources:
add_top.append(add_top_tmp)
# Date/time range
if set({"from_date", "to_date", "from_time", "to_time"}).issubset(
query_params.keys()
):
from_ts = f"{query_params['from_date']}T{query_params['from_time']}Z"
to_ts = f"{query_params['to_date']}T{query_params['to_time']}Z"
from_ts = datetime.strptime(from_ts, "%Y-%m-%dT%H:%MZ")
to_ts = datetime.strptime(to_ts, "%Y-%m-%dT%H:%MZ")
from_ts = int(from_ts.timestamp())
to_ts = int(to_ts.timestamp())
range_query = {
"range": {
"ts": {
"gt": from_ts,
"lt": to_ts,
}
}
}
add_top.append(range_query)
# Sorting
if "sorting" in query_params:
sorting = query_params["sorting"]
if sorting not in ("asc", "desc", "none"):
message = "Invalid sort"
message_class = "danger"
return {"message": message, "class": message_class}
if sorting in ("asc", "desc"):
sort = [
{
"ts": {
"order": sorting,
}
}
]
# Sentiment handling
if "check_sentiment" in query_params:
if "sentiment_method" not in query_params:
message = "No sentiment method"
message_class = "danger"
return {"message": message, "class": message_class}
if "sentiment" in query_params:
sentiment = query_params["sentiment"]
try:
sentiment = float(sentiment)
except ValueError:
message = "Sentiment is not a float"
message_class = "danger"
return {"message": message, "class": message_class}
sentiment_method = query_params["sentiment_method"]
range_query_compare = {"range": {"sentiment": {}}}
range_query_precise = {
"match": {
"sentiment": None,
}
}
if sentiment_method == "below":
range_query_compare["range"]["sentiment"]["lt"] = sentiment
add_top.append(range_query_compare)
elif sentiment_method == "above":
range_query_compare["range"]["sentiment"]["gt"] = sentiment
add_top.append(range_query_compare)
elif sentiment_method == "exact":
range_query_precise["match"]["sentiment"] = sentiment
add_top.append(range_query_precise)
elif sentiment_method == "nonzero":
range_query_precise["match"]["sentiment"] = 0
add_top_negative.append(range_query_precise)
if add_bool:
# if "bool" not in search_query["query"]:
# search_query["query"]["bool"] = {}
# if "must" not in search_query["query"]["bool"]:
# search_query["query"]["bool"] = {"must": []}
for item in add_bool:
search_query["query"]["bool"]["must"].append({"match": item})
if add_top:
for item in add_top:
search_query["query"]["bool"]["must"].append(item)
if add_top_negative:
for item in add_top_negative:
if "must_not" in search_query["query"]["bool"]:
search_query["query"]["bool"]["must_not"].append(item)
else:
search_query["query"]["bool"]["must_not"] = [item]
if sort:
search_query["sort"] = sort
pprint(search_query)
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results = self.run_query(
self.client,
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request.user, # passed through run_main_query to filter_blacklisted
search_query,
)
if not results:
message = "Error running query"
message_class = "danger"
return {"message": message, "class": message_class}
# results = results.to_dict()
if "error" in results:
message = results["error"]
message_class = "danger"
return {"message": message, "class": message_class}
results_parsed = parse_results(results)
if annotate:
annotate_results(results_parsed)
if "dedup" in query_params:
if query_params["dedup"] == "on":
dedup = True
else:
dedup = False
else:
dedup = False
if reverse:
results_parsed = results_parsed[::-1]
if dedup:
if not dedup_fields:
dedup_fields = ["msg", "nick", "ident", "host", "net", "channel"]
results_parsed = dedup_list(results_parsed, dedup_fields)
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context = {
"object_list": results_parsed,
"card": results["hits"]["total"],
"took": results["took"],
}
if "cache" in results:
context["cache"] = results["cache"]
return context