neptune/core/db/__init__.py

326 lines
12 KiB
Python

import random
import string
import time
from datetime import datetime
from math import floor, log10
import orjson
from django.conf import settings
from siphashc import siphash
from core import r
from core.db.processing import annotate_results
from core.util import logs
from core.views import helpers
class StorageBackend(object):
def __init__(self, name):
self.log = logs.get_logger(name)
self.log.info(f"Initialising storage backend {name}")
self.initialise_caching()
self.initialise()
def initialise(self, **kwargs):
raise NotImplementedError
def initialise_caching(self):
hash_key = r.get("cache_hash_key")
if not hash_key:
letters = string.ascii_lowercase
hash_key = "".join(random.choice(letters) for i in range(16))
self.log.debug(f"Created new hash key: {hash_key}")
r.set("cache_hash_key", hash_key)
else:
hash_key = hash_key.decode("ascii")
self.log.debug(f"Decoded hash key: {hash_key}")
self.hash_key = hash_key
def construct_query(self, **kwargs):
raise NotImplementedError
def run_query(self, **kwargs):
raise NotImplementedError
def parse_size(self, query_params, sizes):
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 = 15
return size
def parse_index(self, user, query_params):
if "index" in query_params:
index = query_params["index"]
if index == "main":
index = settings.INDEX_MAIN
else:
if not 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.INDEX_META
elif index == "internal":
index = settings.INDEX_INT
elif index == "restricted":
if not user.has_perm("core.restricted_sources"):
message = "Not permitted to search by this index"
message_class = "danger"
return {
"message": message,
"class": message_class,
}
index = settings.INDEX_RESTRICTED
else:
message = "Index is not valid."
message_class = "danger"
return {
"message": message,
"class": message_class,
}
else:
index = settings.INDEX_MAIN
return index
def parse_query(self, query_params, tags, size, index, custom_query, add_bool):
query_created = False
if "query" in query_params:
query = query_params["query"]
search_query = self.construct_query(query, size, index)
query_created = True
else:
if custom_query:
search_query = custom_query
else:
search_query = self.construct_query(None, size, index, blank=True)
if tags:
# Get a blank search query
if not query_created:
search_query = self.construct_query(None, size, index, blank=True)
query_created = True
for item in tags:
for tagname, tagvalue in item.items():
add_bool.append({tagname: tagvalue})
valid = self.check_valid_query(query_params, custom_query)
if isinstance(valid, dict):
return valid
return search_query
def check_valid_query(self, query_params, custom_query):
required_any = ["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}
def parse_source(self, user, query_params):
if "source" in query_params:
source = query_params["source"]
if source in settings.SOURCES_RESTRICTED:
if not 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 user.has_perm("core.restricted_sources"):
for source_iter in settings.SOURCES_RESTRICTED:
sources.append(source_iter)
if "all" in sources:
sources.remove("all")
return sources
def parse_sort(self, query_params):
sort = None
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 == "asc":
sort = "ascending"
elif sorting == "desc":
sort = "descending"
return sort
def parse_date_time(self, query_params):
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")
return (from_ts, to_ts)
return (None, None)
def parse_sentiment(self, query_params):
sentiment = None
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"]
return (sentiment_method, sentiment)
def filter_blacklisted(self, user, response):
"""
Low level filter to take the raw search response and remove
objects from it we want to keep secret.
Does not return, the object is mutated in place.
"""
response["redacted"] = 0
response["exemption"] = None
if user.is_superuser:
response["exemption"] = True
# is_anonymous = isinstance(user, AnonymousUser)
# For every hit from ES
for index, item in enumerate(list(response["hits"]["hits"])):
# For every blacklisted type
for blacklisted_type in settings.OPENSEARCH_BLACKLISTED.keys():
# Check this field we are matching exists
if "_source" in item.keys():
data_index = "_source"
elif "fields" in item.keys():
data_index = "fields"
else:
return False
if blacklisted_type in item[data_index].keys():
content = item[data_index][blacklisted_type]
# For every item in the blacklisted array for the type
for blacklisted_item in settings.OPENSEARCH_BLACKLISTED[
blacklisted_type
]:
if blacklisted_item == str(content):
# Remove the item
if item in response["hits"]["hits"]:
# Let the UI know something was redacted
if (
"exemption"
not in response["hits"]["hits"][index][data_index]
):
response["redacted"] += 1
# Anonymous
if user.is_anonymous:
# Just set it to none so the index is not off
response["hits"]["hits"][index] = None
else:
if not user.has_perm("core.bypass_blacklist"):
response["hits"]["hits"][index] = None
else:
response["hits"]["hits"][index][data_index][
"exemption"
] = True
# Actually get rid of all the things we set to None
response["hits"]["hits"] = [hit for hit in response["hits"]["hits"] if hit]
def query(self, user, search_query):
# For time tracking
start = time.process_time()
if settings.CACHE:
# Sort the keys so the hash is the same
query_normalised = orjson.dumps(search_query, option=orjson.OPT_SORT_KEYS)
hash = siphash(self.hash_key, query_normalised)
cache_hit = r.get(f"query_cache.{user.id}.{hash}")
if cache_hit:
response = orjson.loads(cache_hit)
print("CACHE HIT", response)
time_took = (time.process_time() - start) * 1000
# Round to 3 significant figures
time_took_rounded = round(
time_took, 3 - int(floor(log10(abs(time_took)))) - 1
)
return {
"object_list": response,
"took": time_took_rounded,
"cache": True,
}
response = self.run_query(user, search_query)
if "error" in response:
if "errorMessage" in response:
context = {
"message": response["errorMessage"],
"class": "danger",
}
return context
else:
return response
# response = response.to_dict()
# print("RESP", response)
if "took" in response:
if response["took"] is None:
return None
self.filter_blacklisted(user, response)
# Parse the response
response_parsed = self.parse(response)
# Write cache
if settings.CACHE:
to_write_cache = orjson.dumps(response_parsed)
r.set(f"query_cache.{user.id}.{hash}", to_write_cache)
r.expire(f"query_cache.{user.id}.{hash}", settings.CACHE_TIMEOUT)
time_took = (time.process_time() - start) * 1000
# Round to 3 significant figures
time_took_rounded = round(time_took, 3 - int(floor(log10(abs(time_took)))) - 1)
return {"object_list": response_parsed, "took": time_took_rounded}
def query_results(self, **kwargs):
raise NotImplementedError
def process_results(self, response, **kwargs):
if kwargs.get("annotate"):
annotate_results(response)
if kwargs.get("dedup"):
response = response[::-1]
if kwargs.get("dedup"):
if not kwargs.get("dedup_fields"):
dedup_fields = ["msg", "nick", "ident", "host", "net", "channel"]
response = helpers.dedup_list(response, dedup_fields)
def parse(self, response):
raise NotImplementedError