hub/scribe/elasticsearch/search.py

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Python
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import logging
import asyncio
import struct
from bisect import bisect_right
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from collections import Counter, deque
from decimal import Decimal
from operator import itemgetter
from typing import Optional, List, Iterable, TYPE_CHECKING
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from elasticsearch import AsyncElasticsearch, NotFoundError, ConnectionError
from scribe.schema.result import Censor, Outputs
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from scribe.schema.tags import clean_tags
from scribe.schema.url import normalize_name
from scribe.error import TooManyClaimSearchParametersError
from scribe.common import LRUCache
from scribe.db.common import CLAIM_TYPES, STREAM_TYPES
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from scribe.elasticsearch.constants import INDEX_DEFAULT_SETTINGS, REPLACEMENTS, FIELDS, TEXT_FIELDS, RANGE_FIELDS
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from scribe.db.common import ResolveResult
if TYPE_CHECKING:
from scribe.db import HubDB
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class ChannelResolution(str):
@classmethod
def lookup_error(cls, url):
return LookupError(f'Could not find channel in "{url}".')
class StreamResolution(str):
@classmethod
def lookup_error(cls, url):
return LookupError(f'Could not find claim at "{url}".')
class IndexVersionMismatch(Exception):
def __init__(self, got_version, expected_version):
self.got_version = got_version
self.expected_version = expected_version
class SearchIndex:
VERSION = 1
def __init__(self, hub_db: 'HubDB', index_prefix: str, search_timeout=3.0, elastic_host='localhost',
elastic_port=9200):
self.hub_db = hub_db
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self.search_timeout = search_timeout
self.sync_timeout = 600 # wont hit that 99% of the time, but can hit on a fresh import
self.search_client: Optional[AsyncElasticsearch] = None
self.sync_client: Optional[AsyncElasticsearch] = None
self.index = index_prefix + 'claims'
self.logger = logging.getLogger(__name__)
self.claim_cache = LRUCache(2 ** 15)
self.search_cache = LRUCache(2 ** 17)
self._elastic_host = elastic_host
self._elastic_port = elastic_port
async def get_index_version(self) -> int:
try:
template = await self.sync_client.indices.get_template(self.index)
return template[self.index]['version']
except NotFoundError:
return 0
async def set_index_version(self, version):
await self.sync_client.indices.put_template(
self.index, body={'version': version, 'index_patterns': ['ignored']}, ignore=400
)
async def start(self) -> bool:
if self.sync_client:
return False
hosts = [{'host': self._elastic_host, 'port': self._elastic_port}]
self.sync_client = AsyncElasticsearch(hosts, timeout=self.sync_timeout)
self.search_client = AsyncElasticsearch(hosts, timeout=self.search_timeout)
while True:
try:
await self.sync_client.cluster.health(wait_for_status='yellow')
break
except ConnectionError:
self.logger.warning("Failed to connect to Elasticsearch. Waiting for it!")
await asyncio.sleep(1)
res = await self.sync_client.indices.create(self.index, INDEX_DEFAULT_SETTINGS, ignore=400)
acked = res.get('acknowledged', False)
if acked:
await self.set_index_version(self.VERSION)
return acked
index_version = await self.get_index_version()
if index_version != self.VERSION:
self.logger.error("es search index has an incompatible version: %s vs %s", index_version, self.VERSION)
raise IndexVersionMismatch(index_version, self.VERSION)
await self.sync_client.indices.refresh(self.index)
return acked
async def stop(self):
clients = [c for c in (self.sync_client, self.search_client) if c is not None]
self.sync_client, self.search_client = None, None
if clients:
await asyncio.gather(*(client.close() for client in clients))
def clear_caches(self):
self.search_cache.clear()
self.claim_cache.clear()
def _make_resolve_result(self, es_result):
channel_hash = es_result['channel_hash']
reposted_claim_hash = es_result['reposted_claim_hash']
channel_tx_hash = None
channel_tx_position = None
channel_height = None
reposted_tx_hash = None
reposted_tx_position = None
reposted_height = None
if channel_hash: # FIXME: do this inside ES in a script
channel_txo = self.hub_db.get_cached_claim_txo(channel_hash[::-1])
if channel_txo:
channel_tx_hash = self.hub_db.get_tx_hash(channel_txo.tx_num)
channel_tx_position = channel_txo.position
channel_height = bisect_right(self.hub_db.tx_counts, channel_txo.tx_num)
if reposted_claim_hash:
repost_txo = self.hub_db.get_cached_claim_txo(reposted_claim_hash[::-1])
if repost_txo:
reposted_tx_hash = self.hub_db.get_tx_hash(repost_txo.tx_num)
reposted_tx_position = repost_txo.position
reposted_height = bisect_right(self.hub_db.tx_counts, repost_txo.tx_num)
return ResolveResult(
name=es_result['claim_name'],
normalized_name=es_result['normalized_name'],
claim_hash=es_result['claim_hash'],
tx_num=es_result['tx_num'],
position=es_result['tx_nout'],
tx_hash=es_result['tx_hash'],
height=es_result['height'],
amount=es_result['amount'],
short_url=es_result['short_url'],
is_controlling=es_result['is_controlling'],
canonical_url=es_result['canonical_url'],
creation_height=es_result['creation_height'],
activation_height=es_result['activation_height'],
expiration_height=es_result['expiration_height'],
effective_amount=es_result['effective_amount'],
support_amount=es_result['support_amount'],
last_takeover_height=es_result['last_take_over_height'],
claims_in_channel=es_result['claims_in_channel'],
channel_hash=channel_hash,
reposted_claim_hash=reposted_claim_hash,
reposted=es_result['reposted'],
signature_valid=es_result['signature_valid'],
reposted_tx_hash=reposted_tx_hash,
reposted_tx_position=reposted_tx_position,
reposted_height=reposted_height,
channel_tx_hash=channel_tx_hash,
channel_tx_position=channel_tx_position,
channel_height=channel_height,
)
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async def cached_search(self, kwargs):
total_referenced = []
cache_item = ResultCacheItem.from_cache(str(kwargs), self.search_cache)
if cache_item.result is not None:
return cache_item.result
async with cache_item.lock:
if cache_item.result:
return cache_item.result
response, offset, total = await self.search(**kwargs)
censored = {}
for row in response:
if (row.get('censor_type') or 0) >= Censor.SEARCH:
censoring_channel_hash = bytes.fromhex(row['censoring_channel_id'])[::-1]
censored.setdefault(censoring_channel_hash, set())
censored[censoring_channel_hash].add(row['tx_hash'])
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total_referenced.extend(response)
if censored:
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response, _, _ = await self.search(**kwargs, censor_type=Censor.NOT_CENSORED)
total_referenced.extend(response)
response = [self._make_resolve_result(r) for r in response]
extra = [self._make_resolve_result(r) for r in await self._get_referenced_rows(total_referenced)]
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result = Outputs.to_base64(
response, extra, offset, total, censored
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)
cache_item.result = result
return result
async def get_many(self, *claim_ids):
await self.populate_claim_cache(*claim_ids)
return filter(None, map(self.claim_cache.get, claim_ids))
async def populate_claim_cache(self, *claim_ids):
missing = [claim_id for claim_id in claim_ids if self.claim_cache.get(claim_id) is None]
if missing:
results = await self.search_client.mget(
index=self.index, body={"ids": missing}
)
for result in expand_result(filter(lambda doc: doc['found'], results["docs"])):
self.claim_cache.set(result['claim_id'], result)
async def search(self, **kwargs):
try:
return await self.search_ahead(**kwargs)
except NotFoundError:
return [], 0, 0
# return expand_result(result['hits']), 0, result.get('total', {}).get('value', 0)
async def search_ahead(self, **kwargs):
# 'limit_claims_per_channel' case. Fetch 1000 results, reorder, slice, inflate and return
per_channel_per_page = kwargs.pop('limit_claims_per_channel', 0) or 0
remove_duplicates = kwargs.pop('remove_duplicates', False)
page_size = kwargs.pop('limit', 10)
offset = kwargs.pop('offset', 0)
kwargs['limit'] = 1000
cache_item = ResultCacheItem.from_cache(f"ahead{per_channel_per_page}{kwargs}", self.search_cache)
if cache_item.result is not None:
reordered_hits = cache_item.result
else:
async with cache_item.lock:
if cache_item.result:
reordered_hits = cache_item.result
else:
query = expand_query(**kwargs)
search_hits = deque((await self.search_client.search(
query, index=self.index, track_total_hits=False,
_source_includes=['_id', 'channel_id', 'reposted_claim_id', 'creation_height']
))['hits']['hits'])
if remove_duplicates:
search_hits = self.__remove_duplicates(search_hits)
if per_channel_per_page > 0:
reordered_hits = self.__search_ahead(search_hits, page_size, per_channel_per_page)
else:
reordered_hits = [(hit['_id'], hit['_source']['channel_id']) for hit in search_hits]
cache_item.result = reordered_hits
result = list(await self.get_many(*(claim_id for claim_id, _ in reordered_hits[offset:(offset + page_size)])))
return result, 0, len(reordered_hits)
def __remove_duplicates(self, search_hits: deque) -> deque:
known_ids = {} # claim_id -> (creation_height, hit_id), where hit_id is either reposted claim id or original
dropped = set()
for hit in search_hits:
hit_height, hit_id = hit['_source']['creation_height'], hit['_source']['reposted_claim_id'] or hit['_id']
if hit_id not in known_ids:
known_ids[hit_id] = (hit_height, hit['_id'])
else:
previous_height, previous_id = known_ids[hit_id]
if hit_height < previous_height:
known_ids[hit_id] = (hit_height, hit['_id'])
dropped.add(previous_id)
else:
dropped.add(hit['_id'])
return deque(hit for hit in search_hits if hit['_id'] not in dropped)
def __search_ahead(self, search_hits: list, page_size: int, per_channel_per_page: int):
reordered_hits = []
channel_counters = Counter()
next_page_hits_maybe_check_later = deque()
while search_hits or next_page_hits_maybe_check_later:
if reordered_hits and len(reordered_hits) % page_size == 0:
channel_counters.clear()
elif not reordered_hits:
pass
else:
break # means last page was incomplete and we are left with bad replacements
for _ in range(len(next_page_hits_maybe_check_later)):
claim_id, channel_id = next_page_hits_maybe_check_later.popleft()
if per_channel_per_page > 0 and channel_counters[channel_id] < per_channel_per_page:
reordered_hits.append((claim_id, channel_id))
channel_counters[channel_id] += 1
else:
next_page_hits_maybe_check_later.append((claim_id, channel_id))
while search_hits:
hit = search_hits.popleft()
hit_id, hit_channel_id = hit['_id'], hit['_source']['channel_id']
if hit_channel_id is None or per_channel_per_page <= 0:
reordered_hits.append((hit_id, hit_channel_id))
elif channel_counters[hit_channel_id] < per_channel_per_page:
reordered_hits.append((hit_id, hit_channel_id))
channel_counters[hit_channel_id] += 1
if len(reordered_hits) % page_size == 0:
break
else:
next_page_hits_maybe_check_later.append((hit_id, hit_channel_id))
return reordered_hits
async def _get_referenced_rows(self, txo_rows: List[dict]):
txo_rows = [row for row in txo_rows if isinstance(row, dict)]
referenced_ids = set(filter(None, map(itemgetter('reposted_claim_id'), txo_rows)))
referenced_ids |= set(filter(None, (row['channel_id'] for row in txo_rows)))
referenced_ids |= set(filter(None, (row['censoring_channel_id'] for row in txo_rows)))
referenced_txos = []
if referenced_ids:
referenced_txos.extend(await self.get_many(*referenced_ids))
referenced_ids = set(filter(None, (row['channel_id'] for row in referenced_txos)))
if referenced_ids:
referenced_txos.extend(await self.get_many(*referenced_ids))
return referenced_txos
def expand_query(**kwargs):
if "amount_order" in kwargs:
kwargs["limit"] = 1
kwargs["order_by"] = "effective_amount"
kwargs["offset"] = int(kwargs["amount_order"]) - 1
if 'name' in kwargs:
kwargs['name'] = normalize_name(kwargs.pop('name'))
if kwargs.get('is_controlling') is False:
kwargs.pop('is_controlling')
query = {'must': [], 'must_not': []}
collapse = None
if 'fee_currency' in kwargs and kwargs['fee_currency'] is not None:
kwargs['fee_currency'] = kwargs['fee_currency'].upper()
for key, value in kwargs.items():
key = key.replace('claim.', '')
many = key.endswith('__in') or isinstance(value, list)
if many and len(value) > 2048:
raise TooManyClaimSearchParametersError(key, 2048)
if many:
key = key.replace('__in', '')
value = list(filter(None, value))
if value is None or isinstance(value, list) and len(value) == 0:
continue
key = REPLACEMENTS.get(key, key)
if key in FIELDS:
partial_id = False
if key == 'claim_type':
if isinstance(value, str):
value = CLAIM_TYPES[value]
else:
value = [CLAIM_TYPES[claim_type] for claim_type in value]
elif key == 'stream_type':
value = [STREAM_TYPES[value]] if isinstance(value, str) else list(map(STREAM_TYPES.get, value))
if key == '_id':
if isinstance(value, Iterable):
value = [item[::-1].hex() for item in value]
else:
value = value[::-1].hex()
if not many and key in ('_id', 'claim_id', 'sd_hash') and len(value) < 20:
partial_id = True
if key in ('signature_valid', 'has_source'):
continue # handled later
if key in TEXT_FIELDS:
key += '.keyword'
ops = {'<=': 'lte', '>=': 'gte', '<': 'lt', '>': 'gt'}
if partial_id:
query['must'].append({"prefix": {key: value}})
elif key in RANGE_FIELDS and isinstance(value, str) and value[0] in ops:
operator_length = 2 if value[:2] in ops else 1
operator, value = value[:operator_length], value[operator_length:]
if key == 'fee_amount':
value = str(Decimal(value)*1000)
query['must'].append({"range": {key: {ops[operator]: value}}})
elif key in RANGE_FIELDS and isinstance(value, list) and all(v[0] in ops for v in value):
range_constraints = []
release_times = []
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for v in value:
operator_length = 2 if v[:2] in ops else 1
operator, stripped_op_v = v[:operator_length], v[operator_length:]
if key == 'fee_amount':
stripped_op_v = str(Decimal(stripped_op_v)*1000)
if key == 'release_time':
release_times.append((operator, stripped_op_v))
else:
range_constraints.append((operator, stripped_op_v))
if key != 'release_time':
query['must'].append({"range": {key: {ops[operator]: v for operator, v in range_constraints}}})
else:
query['must'].append(
{"bool":
{"should": [
{"bool": {
"must_not": {
"exists": {
"field": "release_time"
}
}
}},
{"bool": {
"must": [
{"exists": {"field": "release_time"}},
{'range': {key: {ops[operator]: v for operator, v in release_times}}},
]}},
]}
}
)
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elif many:
query['must'].append({"terms": {key: value}})
else:
if key == 'fee_amount':
value = str(Decimal(value)*1000)
query['must'].append({"term": {key: {"value": value}}})
elif key == 'not_channel_ids':
for channel_id in value:
query['must_not'].append({"term": {'channel_id.keyword': channel_id}})
query['must_not'].append({"term": {'_id': channel_id}})
elif key == 'channel_ids':
query['must'].append({"terms": {'channel_id.keyword': value}})
elif key == 'claim_ids':
query['must'].append({"terms": {'claim_id.keyword': value}})
elif key == 'media_types':
query['must'].append({"terms": {'media_type.keyword': value}})
elif key == 'any_languages':
query['must'].append({"terms": {'languages': clean_tags(value)}})
elif key == 'any_languages':
query['must'].append({"terms": {'languages': value}})
elif key == 'all_languages':
query['must'].extend([{"term": {'languages': tag}} for tag in value])
elif key == 'any_tags':
query['must'].append({"terms": {'tags.keyword': clean_tags(value)}})
elif key == 'all_tags':
query['must'].extend([{"term": {'tags.keyword': tag}} for tag in clean_tags(value)])
elif key == 'not_tags':
query['must_not'].extend([{"term": {'tags.keyword': tag}} for tag in clean_tags(value)])
elif key == 'not_claim_id':
query['must_not'].extend([{"term": {'claim_id.keyword': cid}} for cid in value])
elif key == 'limit_claims_per_channel':
collapse = ('channel_id.keyword', value)
if kwargs.get('has_channel_signature'):
query['must'].append({"exists": {"field": "signature"}})
if 'signature_valid' in kwargs:
query['must'].append({"term": {"is_signature_valid": bool(kwargs["signature_valid"])}})
elif 'signature_valid' in kwargs:
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query['must'].append(
{"bool":
{"should": [
{"bool": {"must_not": {"exists": {"field": "signature"}}}},
{"bool" : {"must" : {"term": {"is_signature_valid": bool(kwargs["signature_valid"])}}}}
]}
}
)
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if 'has_source' in kwargs:
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is_stream_or_repost_terms = {"terms": {"claim_type": [CLAIM_TYPES['stream'], CLAIM_TYPES['repost']]}}
query['must'].append(
{"bool":
{"should": [
{"bool": # when is_stream_or_repost AND has_source
{"must": [
{"match": {"has_source": kwargs['has_source']}},
is_stream_or_repost_terms,
]
},
},
{"bool": # when not is_stream_or_repost
{"must_not": is_stream_or_repost_terms}
},
{"bool": # when reposted_claim_type wouldn't have source
{"must_not":
[
{"term": {"reposted_claim_type": CLAIM_TYPES['stream']}}
],
"must":
[
{"term": {"claim_type": CLAIM_TYPES['repost']}}
]
}
}
]}
}
)
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if kwargs.get('text'):
query['must'].append(
{"simple_query_string":
{"query": kwargs["text"], "fields": [
"claim_name^4", "channel_name^8", "title^1", "description^.5", "author^1", "tags^.5"
]}})
query = {
"_source": {"excludes": ["description", "title"]},
'query': {'bool': query},
"sort": [],
}
if "limit" in kwargs:
query["size"] = kwargs["limit"]
if 'offset' in kwargs:
query["from"] = kwargs["offset"]
if 'order_by' in kwargs:
if isinstance(kwargs["order_by"], str):
kwargs["order_by"] = [kwargs["order_by"]]
for value in kwargs['order_by']:
if 'trending_group' in value:
# fixme: trending_mixed is 0 for all records on variable decay, making sort slow.
continue
is_asc = value.startswith('^')
value = value[1:] if is_asc else value
value = REPLACEMENTS.get(value, value)
if value in TEXT_FIELDS:
value += '.keyword'
query['sort'].append({value: "asc" if is_asc else "desc"})
if collapse:
query["collapse"] = {
"field": collapse[0],
"inner_hits": {
"name": collapse[0],
"size": collapse[1],
"sort": query["sort"]
}
}
return query
def expand_result(results):
inner_hits = []
expanded = []
for result in results:
if result.get("inner_hits"):
for _, inner_hit in result["inner_hits"].items():
inner_hits.extend(inner_hit["hits"]["hits"])
continue
result = result['_source']
result['claim_hash'] = bytes.fromhex(result['claim_id'])[::-1]
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if result['reposted_claim_id']:
result['reposted_claim_hash'] = bytes.fromhex(result['reposted_claim_id'])[::-1]
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else:
result['reposted_claim_hash'] = None
result['channel_hash'] = bytes.fromhex(result['channel_id'])[::-1] if result['channel_id'] else None
result['txo_hash'] = bytes.fromhex(result['tx_id'])[::-1] + struct.pack('<I', result['tx_nout'])
result['tx_hash'] = bytes.fromhex(result['tx_id'])[::-1]
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result['reposted'] = result.pop('repost_count')
result['signature_valid'] = result.pop('is_signature_valid')
# result['normalized'] = result.pop('normalized_name')
# if result['censoring_channel_hash']:
# result['censoring_channel_hash'] = unhexlify(result['censoring_channel_hash'])[::-1]
expanded.append(result)
if inner_hits:
return expand_result(inner_hits)
return expanded
class ResultCacheItem:
__slots__ = '_result', 'lock', 'has_result'
def __init__(self):
self.has_result = asyncio.Event()
self.lock = asyncio.Lock()
self._result = None
@property
def result(self) -> str:
return self._result
@result.setter
def result(self, result: str):
self._result = result
if result is not None:
self.has_result.set()
@classmethod
def from_cache(cls, cache_key, cache):
cache_item = cache.get(cache_key)
if cache_item is None:
cache_item = cache[cache_key] = ResultCacheItem()
return cache_item